conversations
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[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"Financial Risk Assessment 2024\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Risk Management\",\n \"tags\": [\n \"risk\",\n \"assessment\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Quarterly Budget Overview\",\n \"author\": \"John Doe\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Budgeting\",\n \"tags\": [\n \"budget\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Investment Strategies for Emerging Markets\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-22T11:05:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Investments\",\n \"tags\": [\n \"investment\",\n \"emerging markets\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Corporate Governance Guidelines\",\n \"author\": \"Michael Lee\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-12-05T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Governance\",\n \"tags\": [\n \"governance\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Data Privacy Regulations Overview\",\n \"author\": \"Sarah Connor\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-04-01T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Compliance\",\n \"tags\": [\n \"privacy\",\n \"regulation\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest finance reports?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent finance documents for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent documents\",\n \"dsl_type\": \"simple_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 42 approved PDF documents from Finance department after 2024\n\nRephrased Query: Retrieve 42 approved PDF articles from the Finance department created on or after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 42,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 42,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Sales Orders\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SO-1001\",\n \"productId\": \"PRD-01\",\n \"title\": \"Network upgrade for client A\",\n \"description\": \"Upgrade the network infrastructure for client A to support higher bandwidth.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 12500\n },\n {\n \"ticketId\": \"SO-1002\",\n \"productId\": \"PRD-02\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renew annual software licenses for enterprise suite.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"account manager\",\n \"createdAt\": \"2024-07-05T14:22:10Z\",\n \"price\": 8000\n },\n {\n \"ticketId\": \"SO-1003\",\n \"productId\": \"PRD-03\",\n \"title\": \"Hardware replacement for server X\",\n \"description\": \"Replace faulty hard drives in server X and verify data integrity.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"field engineer\",\n \"createdAt\": \"2024-08-20T11:45:00Z\",\n \"price\": 4500\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the recent tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 84 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 84 tickets where status is open, priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 84,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Sales Orders",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 84,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"employeeId\": {\n \"type\": \"keyword\"\n },\n \"name\": {\n \"type\": \"text\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"hireDate\": {\n \"type\": \"date\",\n \"format\": \"strict_date_optional_time||epoch_millis\"\n },\n \"salary\": {\n \"type\": \"double\"\n },\n \"location\": {\n \"type\": \"keyword\"\n },\n \"managerId\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"employeeId\": \"E001\",\n \"name\": \"Alice Johnson\",\n \"title\": \"Senior Software Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"Active\",\n \"hireDate\": \"2018-04-12T00:00:00Z\",\n \"salary\": 115000,\n \"location\": \"New York\",\n \"managerId\": \"M100\"\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Martinez\",\n \"title\": \"HR Business Partner\",\n \"department\": \"Human Resources\",\n \"status\": \"Active\",\n \"hireDate\": \"2020-09-01T00:00:00Z\",\n \"salary\": 85000,\n \"location\": \"San Francisco\",\n \"managerId\": \"M200\"\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carol Singh\",\n \"title\": \"Financial Analyst\",\n \"department\": \"Finance\",\n \"status\": \"On Leave\",\n \"hireDate\": \"2019-01-15T00:00:00Z\",\n \"salary\": 72000,\n \"location\": \"Chicago\",\n \"managerId\": \"M300\"\n },\n {\n \"employeeId\": \"E004\",\n \"name\": \"David Lee\",\n \"title\": \"Product Manager\",\n \"department\": \"Product\",\n \"status\": \"Active\",\n \"hireDate\": \"2017-07-23T00:00:00Z\",\n \"salary\": 102000,\n \"location\": \"Boston\",\n \"managerId\": \"M400\"\n },\n {\n \"employeeId\": \"E005\",\n \"name\": \"Eva García\",\n \"title\": \"UX Designer\",\n \"department\": \"Design\",\n \"status\": \"Active\",\n \"hireDate\": \"2021-03-30T00:00:00Z\",\n \"salary\": 78000,\n \"location\": \"Remote\",\n \"managerId\": \"M500\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the first 10 employee records?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the first 10 employee records from the HR index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 employee records\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"hireDate\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 18 employee records\n\nRephrased Query: list 18 employee records without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 18,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"hireDate\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "listing",
"size": 18,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"title\": \"Annual Maintenance Contract for Network Equipment\",\n \"description\": \"Contract covering yearly maintenance of all network routers and switches supplied by TechSupply Ltd.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 12500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"This agreement outlines the terms for annual maintenance...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SC-1002\",\n \"title\": \"Software License Renewal for Accounting Suite\",\n \"description\": \"Renewal of 50-seat license for the Acme Accounting software for fiscal year 2025.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"accounting_team\",\n \"createdAt\": \"2024-03-05T14:42:10Z\",\n \"price\": 8000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The renewal includes updates and support...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SC-1003\",\n \"title\": \"Supply of Office Furniture\",\n \"description\": \"Procurement of desks, chairs, and storage units for the new headquarters.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"facility\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-07-21T10:05:45Z\",\n \"price\": 23000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The order includes ergonomic chairs...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving open tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: List all tickets where status is open\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Technical Manuals\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Department Expense Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expense\",\n \"finance\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-06-20T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"checklist\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"david.kumar\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"standard\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Annual Financial Report 2023\",\n \"author\": \"emma.wilson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"annual\",\n \"financial\",\n \"report\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policies.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2023-12-31\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"text\": \"\",\n \"embedding\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"model_id\": \"semantic-model\",\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2023-12-31\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policies in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": \"approved policies\",\n \"embedding\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"model_id\": \"semantic-model\",\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Project Management Tasks\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network outage in data center\",\n \"description\": \"Investigate and resolve the network outage affecting servers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"alice\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Update project documentation\",\n \"description\": \"Add the latest API changes to the project wiki.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"documentation\",\n \"assignee\": \"bob\",\n \"createdAt\": \"2025-10-18T14:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Resolve billing discrepancy\",\n \"description\": \"Customer reported an overcharge for the last month.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"finance\",\n \"assignee\": \"carol\",\n \"createdAt\": \"2025-09-30T10:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets in the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets assigned to Alice\n\nRephrased Query: List tickets where status is open and assignee is alice\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 10,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"alice\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 10,
"from": 10,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: customer_support_tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"title\": \"Network outage in building A\",\n \"description\": \"Users report loss of connectivity on floor 3.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Password reset request\",\n \"description\": \"User cannot log in after password change.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"help_desk\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Billing discrepancy for invoice #4532\",\n \"description\": \"Customer reports overcharge on latest invoice.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2025-11-01T10:45:00Z\",\n \"price\": 150.75\n },\n {\n \"ticketId\": \"TCKT-004\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of CRM software fails with error code 0x80070005.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"it_support\",\n \"createdAt\": \"2025-11-10T09:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-005\",\n \"title\": \"Request for new laptop\",\n \"description\": \"Employee needs a replacement laptop with higher specs.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-08-05T12:00:00Z\",\n \"price\": 1200\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List all tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the latest tickets across all statuses.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets.\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: List tickets with status open\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "customer_support_tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"title\": \"Network outage in Building A\",\n \"description\": \"Users report loss of connectivity on floor 3. Router appears down.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Email spam filter not working\",\n \"description\": \"Incoming spam is reaching user inboxes despite filter rules.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"support_engineer\",\n \"createdAt\": \"2025-10-18T14:42:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Laptop battery replacement request\",\n \"description\": \"Battery health below 20%, user requests replacement.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"hardware_team\",\n \"createdAt\": \"2025-09-30T09:05:00Z\",\n \"price\": 120.5\n },\n {\n \"ticketId\": \"TCKT-004\",\n \"title\": \"VPN access denied for remote employee\",\n \"description\": \"Remote employee cannot establish VPN connection after password change.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-22T11:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-005\",\n \"title\": \"Software license renewal reminder\",\n \"description\": \"License for design software expires next month.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-08-15T16:20:00Z\",\n \"price\": 3500\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show high priority network tickets assigned to tech support\n\nRephrased Query: List high priority network tickets assigned to the tech support team\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Security Policy Overview\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Prof. John Doe\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-01T14:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Financial Reporting Standards 2024\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-20T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"reporting\",\n \"standards\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest finance reports?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent finance reports...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent PDF documents from Finance department\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"text_expansion\": {\n \"model_id\": \"text-embedding-ada-002\",\n \"model_text\": \"Finance PDF documents\"\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show 48 approved policies from IT Security\n\nRephrased Query: Retrieve 48 documents where status is approved and department is IT Security\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 48,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"text_expansion\": {\n \"model_id\": \"text-embedding-ada-002\",\n \"model_text\": \"approved security policies\"\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 48,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Sales Orders\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"productId\": \"PRD-2001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Customer reports intermittent latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"Invoice discrepancy\",\n \"description\": \"Billing amount does not match the quoted price.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"billing_team\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 1250.75\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-2003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation script exits with error code 13 on Windows 10.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-11-01T11:05:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"productId\": \"PRD-2004\",\n \"title\": \"Order shipment delay\",\n \"description\": \"Customer's order has not shipped after 7 days.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"logistics\",\n \"assignee\": \"operations\",\n \"createdAt\": \"2024-10-20T09:30:00Z\",\n \"price\": 300\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"productId\": \"PRD-2005\",\n \"title\": \"Password reset request\",\n \"description\": \"User cannot reset password due to MFA failure.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"support\",\n \"createdAt\": \"2024-09-15T16:20:55Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the last 10 open tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent 10 open tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 10 open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 89 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 89 tickets where priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 89,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Sales Orders",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 89,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: BlogPosts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Understanding Remote Work Policies\",\n \"author\": \"alice.smith\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"IT Security Guidelines 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T14:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"security\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Finance Department Quarterly Report\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05T11:00:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"quarterly\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Company Blog: Enhancing Collaboration\",\n \"author\": \"dave.kim\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-04-12T08:45:00Z\",\n \"fileType\": \"html\",\n \"status\": \"published\",\n \"category\": \"blog\",\n \"tags\": [\n \"collaboration\",\n \"teamwork\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Employee Handbook 2024\",\n \"author\": \"eva.martinez\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-01T00:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"employee\",\n \"handbook\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list all approved policies from IT Security?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the approved IT Security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all documents\",\n \"dsl_type\": \"match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "BlogPosts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: product_reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Quarterly Financial Review Q1 2024\",\n \"author\": \"alice.smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"financial_report\",\n \"tags\": [\n \"Q1\",\n \"2024\",\n \"revenue\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Employee Satisfaction Survey Results\",\n \"author\": \"bob.jones\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-12-20T14:10:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"survey\",\n \"tags\": [\n \"employee\",\n \"satisfaction\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Product Review: UltraWidget Pro\",\n \"author\": \"carla.lee\",\n \"department\": \"Product\",\n \"createdAt\": \"2024-01-05T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"review\",\n \"tags\": [\n \"ultrawidget\",\n \"pro\",\n \"performance\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"IT Security Policy Update 2024\",\n \"author\": \"david.kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-28T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Marketing Campaign Performance Q1\",\n \"author\": \"emma.wilson\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-03-10T16:20:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"campaign_report\",\n \"tags\": [\n \"Q1\",\n \"2024\",\n \"campaign\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved IT Security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Show PDF documents where department is Finance and createdAt is on or after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "product_reviews",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Catalog Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experience high latency on the corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of Adobe Creative Cloud licenses for design team.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-09-05T14:22:10Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Defective product return\",\n \"description\": \"Customer reports a malfunctioning power unit.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"customer_service\",\n \"createdAt\": \"2024-08-20T11:45:00Z\",\n \"price\": 250.75,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-004\",\n \"title\": \"Database backup failure\",\n \"description\": \"Nightly backup job failed due to storage quota exceeded.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"database\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-14T02:30:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-005\",\n \"title\": \"Price discrepancy on order #4521\",\n \"description\": \"Customer was charged $15 more than listed price.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"accounting\",\n \"assignee\": \"finance\",\n \"createdAt\": \"2024-10-13T09:05:20Z\",\n \"price\": 15,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the tickets that match those criteria.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open high‑priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with high priority in the network category assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Catalog Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"scaled_float\",\n \"scaling_factor\": 100\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"productId\": \"PRD-01\",\n \"title\": \"Unable to connect to VPN\",\n \"description\": \"User reports that the VPN client fails to establish a connection after the recent update.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-03\",\n \"title\": \"Printer driver installation error\",\n \"description\": \"Installation of the new printer driver crashes with error code 0x80004005.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"hardware_team\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-02\",\n \"title\": \"Email sync delay\",\n \"description\": \"Emails are delayed by up to 30 minutes on the Outlook client for several users.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"email_support\",\n \"createdAt\": \"2025-09-30T09:05:45Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent tickets in the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing",
"pattern": "refinement",
"pattern_type": "narrow_scope",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network outage in building A\",\n \"description\": \"Users report loss of connectivity on floor 3.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network outage affecting multiple users.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for Adobe Creative Cloud.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"License renewal process for Adobe products.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer jam on 2nd floor\",\n \"description\": \"HP LaserJet stops printing with paper jam error.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-05T09:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Paper jam issue with HP LaserJet.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the currently open tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: Show tickets where priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 40,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "specific_page",
"size": 10,
"from": 40,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-10T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Financial Reporting Standards 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"report\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 10 recent finance reports.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest 10 finance reports for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent finance reports.\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"multi_match\": {\n \"query\": \"finance report\",\n \"fields\": [\n \"title^3\",\n \"tags\",\n \"category\"\n ]\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show 97 approved policy PDFs from IT Security department after 2023-01-01\n\nRephrased Query: Retrieve 97 approved PDF policy documents from the IT Security department created on or after 2023-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 97,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"multi_match\": {\n \"query\": \"policy\",\n \"fields\": [\n \"title^3\",\n \"tags\",\n \"category\"\n ]\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2023-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 97,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Corporate Blog Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Understanding Remote Work Policies\",\n \"author\": \"Jane Smith\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"IT Security Guidelines 2024\",\n \"author\": \"Mike Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Data Privacy Best Practices\",\n \"author\": \"Laura Chen\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-11-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"best_practice\",\n \"tags\": [\n \"privacy\",\n \"data\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the latest security guidelines.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the most recent security guidelines...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent blog posts\",\n \"dsl_type\": \"simple_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show $22 approved policies from IT Security\n\nRephrased Query: Retrieve 22 approved policy documents from the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 22,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match\": {\n \"status\": \"approved\"\n }\n },\n {\n \"match\": {\n \"department\": \"IT Security\"\n }\n }\n ],\n \"should\": [\n {\n \"match\": {\n \"title\": \"policy\"\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Corporate Blog Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 22,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Marketing Campaigns\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n },\n \"documentContentWords\": {\n \"type\": \"text\"\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"MC-001\",\n \"title\": \"Spring Launch Email Blast\",\n \"description\": \"Prepare and send email campaign for Spring product line.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"email\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-03-01T09:15:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Spring collection highlights and discount offers.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Spring launch email campaign details\"\n },\n {\n \"ticketId\": \"MC-002\",\n \"title\": \"Social Media Ads Q2\",\n \"description\": \"Design and schedule paid social media ads for Q2.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"social\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-04-10T14:30:00Z\",\n \"price\": 2500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Target audience segmentation and ad creatives.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Q2 social media advertising plan\"\n },\n {\n \"ticketId\": \"MC-003\",\n \"title\": \"Landing Page Optimization\",\n \"description\": \"A/B test new landing page layouts for the summer campaign.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"web\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2025-02-20T08:45:00Z\",\n \"price\": 800,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Variant A vs Variant B performance metrics.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Landing page A/B testing results\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 10 recent marketing tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 10 most recent tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 10 tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show me 50 marketing campaign tickets\n\nRephrased Query: list 50 marketing campaign tickets without filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 50,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Marketing Campaigns",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 50,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Global Economic Outlook 2025\",\n \"author\": \"Jane Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-11-01T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Economy\",\n \"tags\": [\n \"forecast\",\n \"global\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Cybersecurity Threats in Remote Work\",\n \"author\": \"Alan Chen\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-09-15T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Security\",\n \"tags\": [\n \"remote work\",\n \"threats\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Climate Change Impact on Coastal Cities\",\n \"author\": \"Maria Garcia\",\n \"department\": \"Environment\",\n \"createdAt\": \"2024-10-20T10:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"Environment\",\n \"tags\": [\n \"climate\",\n \"coastal\",\n \"impact\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List recent tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Finance Q1 Report\",\n \"author\": \"alice.smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"Q1\",\n \"earnings\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"bob.jones\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-20T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-05-01T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest finance documents?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent finance documents.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"query\": \"approved policies IT Security\",\n \"fields\": [\n \"title\",\n \"documentContentWordsChunked.passage\"\n ]\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\n }\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Retrieve approved PDF documents belonging to the Finance department with a creation date on or after January 1, 2024\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"query\": \"PDF documents Finance after 2024\",\n \"fields\": [\n \"title\",\n \"documentContentWordsChunked.passage\"\n ]\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "listing_with_filters",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Medical Records\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"MR-001\",\n \"title\": \"Patient Admission Note - John Doe\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Emergency\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"final\",\n \"category\": \"admission\",\n \"tags\": [\n \"triage\",\n \"critical\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Radiology Report - Chest X-Ray\",\n \"author\": \"Dr. Brian Lee\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2024-04-05T14:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"final\",\n \"category\": \"imaging\",\n \"tags\": [\n \"xray\",\n \"chest\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Discharge Summary - Jane Smith\",\n \"author\": \"Nurse Carla Gomez\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2024-02-20T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"final\",\n \"category\": \"discharge\",\n \"tags\": [\n \"follow-up\",\n \"medication\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Lab Results - Blood Panel\",\n \"author\": \"LabTech Mike Johnson\",\n \"department\": \"Pathology\",\n \"createdAt\": \"2024-05-01T08:00:00Z\",\n \"fileType\": \"csv\",\n \"status\": \"final\",\n \"category\": \"lab\",\n \"tags\": [\n \"blood\",\n \"panel\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"Policy Document - Data Privacy\",\n \"author\": \"Compliance Office\",\n \"department\": \"Administration\",\n \"createdAt\": \"2023-12-15T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"privacy\",\n \"HIPAA\"\n ],\n \"confidentialityLevel\": \"high\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent medical documents\",\n \"dsl_type\": \"match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List recent tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Medical Records",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Financial Reporting Guidelines 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"finance\",\n \"reporting\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Security Best Practices\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-05T11:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"best_practice\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"work\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the approved policies from the IT Security department?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policies belonging to the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all documents\",\n \"dsl_type\": \"match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve documents where status is approved, department is IT Security, and category is policy\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 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0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0.1\n ]\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"User reports intermittent latency on corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Invoice shows extra charges for last month.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"billing team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of CRM software fails with error code 0x80070005.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-05T11:07:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the currently open tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: Show high priority network tickets that are assigned to the tech support team\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 30,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 10,
"from": 30,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"Password Reset Request\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-03-15T09:12:00Z\",\n \"fileType\": \"txt\",\n \"status\": \"closed\",\n \"category\": \"authentication\",\n \"tags\": [\n \"password\",\n \"reset\",\n \"urgent\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"VPN Connectivity Issue\",\n \"author\": \"asmith\",\n \"department\": \"Network Operations\",\n \"createdAt\": \"2024-04-02T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"network\",\n \"tags\": [\n \"vpn\",\n \"connectivity\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Request for New Laptop\",\n \"author\": \"mbrown\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-05-20T11:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"pending\",\n \"category\": \"procurement\",\n \"tags\": [\n \"hardware\",\n \"laptop\",\n \"request\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Email Phishing Alert\",\n \"author\": \"securityteam\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-06-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"closed\",\n \"category\": \"security\",\n \"tags\": [\n \"phishing\",\n \"email\",\n \"alert\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"TCKT-005\",\n \"title\": \"Remote Work Policy Update\",\n \"author\": \"policyadmin\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-02-10T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the recent support tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest tickets from the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: list recent support tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Catalog Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"productId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"User reports intermittent latency on corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-05T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"User experiences high latency when connecting to internal resources.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"productId\": \"TCK-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"License for analytics tool expires next month.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"account_manager\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 199.99,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Renewal required for analytics suite before 2025-01-01.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"productId\": \"TCK-1003\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer shows paper jam error despite clear tray.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"field_technician\",\n \"createdAt\": \"2024-10-01T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Paper jam persists after clearing the tray multiple times.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 21 open high-priority network tickets assigned to tech support.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will build a listing query that returns 21 tickets matching those filters.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Give me 10 recent tickets.\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 21 open high-priority network tickets assigned to tech support.\n\nRephrased Query: Retrieve 21 tickets where status is open, priority is high, category is network, and assignee is tech_support.\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 21,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Catalog Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 21,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"HR-001\",\n \"title\": \"Onboarding paperwork missing\",\n \"description\": \"New hire John Doe has not submitted required onboarding documents.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"administration\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2024-10-01T09:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Onboarding paperwork missing for new hire John Doe.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"HR-002\",\n \"title\": \"Salary discrepancy for employee\",\n \"description\": \"Employee Jane Roe reports a discrepancy in her monthly salary.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"payroll\",\n \"assignee\": \"bob.johnson\",\n \"createdAt\": \"2024-09-28T14:42:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Salary discrepancy reported by Jane Roe.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"HR-003\",\n \"title\": \"Request for remote work equipment\",\n \"description\": \"Employee requests a laptop and monitor for remote work setup.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"equipment\",\n \"assignee\": \"carol.wilson\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Remote work equipment request submitted.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest tickets from the HR Employee Records index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"PR-001\",\n \"title\": \"Wireless Earbuds Review\",\n \"author\": \"alice.smith\",\n \"department\": \"Consumer Electronics\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"audio\",\n \"tags\": [\n \"wireless\",\n \"battery life\",\n \"sound quality\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"PR-002\",\n \"title\": \"Smartphone Camera Comparison\",\n \"author\": \"bob.johnson\",\n \"department\": \"Mobile Devices\",\n \"createdAt\": \"2024-05-08T14:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"camera\",\n \"tags\": [\n \"resolution\",\n \"low light\",\n \"zoom\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"PR-003\",\n \"title\": \"Laptop Battery Longevity Test\",\n \"author\": \"carla.lee\",\n \"department\": \"Computing\",\n \"createdAt\": \"2024-01-22T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"battery\",\n \"tags\": [\n \"runtime\",\n \"charging speed\",\n \"heat\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"PR-004\",\n \"title\": \"Smartwatch Health Feature Review\",\n \"author\": \"david.kim\",\n \"department\": \"Wearables\",\n \"createdAt\": \"2024-04-19T08:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"health\",\n \"tags\": [\n \"heart rate\",\n \"sleep tracking\",\n \"notifications\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"PR-005\",\n \"title\": \"Gaming Console Performance Benchmark\",\n \"author\": \"emma.wong\",\n \"department\": \"Gaming\",\n \"createdAt\": \"2024-06-02T16:05:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"performance\",\n \"tags\": [\n \"fps\",\n \"resolution\",\n \"load time\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest product reviews?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved reviews across all categories.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent reviews\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show 16 approved product reviews\n\nRephrased Query: Retrieve 16 approved product reviews without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 16,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 16,\n \"num_candidates\": 200\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 16,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"contractStart\": {\n \"type\": \"date\"\n },\n \"contractEnd\": {\n \"type\": \"date\"\n },\n \"supplierName\": {\n \"type\": \"text\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"SC-001\",\n \"title\": \"Network Infrastructure Upgrade Contract\",\n \"description\": \"Agreement for upgrading the company's network infrastructure with XYZ Telecom.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-09-15T08:30:00Z\",\n \"price\": 125000,\n \"contractStart\": \"2025-10-01\",\n \"contractEnd\": \"2026-09-30\",\n \"supplierName\": \"XYZ Telecom\"\n },\n {\n \"documentId\": \"SC-002\",\n \"title\": \"Office Supplies Annual Contract\",\n \"description\": \"Annual supply of office stationery and equipment from OfficePro Ltd.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"office\",\n \"assignee\": \"procurement_team\",\n \"createdAt\": \"2024-03-20T14:12:00Z\",\n \"price\": 45000,\n \"contractStart\": \"2024-04-01\",\n \"contractEnd\": \"2025-03-31\",\n \"supplierName\": \"OfficePro Ltd.\"\n },\n {\n \"documentId\": \"SC-003\",\n \"title\": \"Cloud Services Subscription\",\n \"description\": \"Subscription for cloud computing resources with CloudSphere Inc.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"cloud\",\n \"assignee\": \"it_operations\",\n \"createdAt\": \"2025-01-10T09:45:00Z\",\n \"price\": 80000,\n \"contractStart\": \"2025-02-01\",\n \"contractEnd\": \"2026-01-31\",\n \"supplierName\": \"CloudSphere Inc.\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high-priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List closed low-priority office tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"closed\"\n }\n },\n {\n \"term\": {\n \"priority\": \"low\"\n }\n },\n {\n \"term\": {\n \"category\": \"office\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open high-priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with priority high, category network, assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Quarterly Financial Report Q1 2025\",\n \"author\": \"Jane Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2025-04-15T09:30:00Z\",\n \"fileType\": \"PDF\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"Mark Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-12-01T14:00:00Z\",\n \"fileType\": \"PDF\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Emily Davis\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2025-01-20T11:15:00Z\",\n \"fileType\": \"DOCX\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Annual Sustainability Report\",\n \"author\": \"Carlos Ruiz\",\n \"department\": \"Corporate Affairs\",\n \"createdAt\": \"2025-03-05T08:45:00Z\",\n \"fileType\": \"PDF\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"sustainability\",\n \"annual\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Marketing Campaign Performance Q1\",\n \"author\": \"Sofia Patel\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2025-04-10T10:20:00Z\",\n \"fileType\": \"PDF\",\n \"status\": \"approved\",\n \"category\": \"analysis\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"Q1\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List 10 recent approved PDFs from Finance department.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest 10 approved PDF documents from Finance.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent approved PDFs from Finance department.\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"PDF\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 18 PDFs from Finance department after 2024-12-31.\n\nRephrased Query: Retrieve 18 approved PDF documents belonging to the Finance department with a creation date later than 2024-12-31.\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 18,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"PDF\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-12-31T23:59:59Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 18,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Medical Records\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"MR-001\",\n \"title\": \"Patient Admission Form\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2023-11-02T09:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"admission\",\n \"tags\": [\n \"patient\",\n \"admission\",\n \"cardiology\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Radiology Imaging Report\",\n \"author\": \"Dr. Bob Lee\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2024-01-18T14:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"review\",\n \"category\": \"imaging\",\n \"tags\": [\n \"xray\",\n \"mri\",\n \"report\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Hospital Security Policies\",\n \"author\": \"IT Security Team\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"access\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Annual Financial Summary\",\n \"author\": \"Finance Dept.\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-20T08:45:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"financial\",\n \"tags\": [\n \"budget\",\n \"summary\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"HR Team\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-12-12T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"low\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the approved IT Security policies you requested.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show approved policies\n\nRephrased Query: List approved policy documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 20,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match\": {\n \"title\": {\n \"query\": \"approved policy\",\n \"operator\": \"and\"\n }\n }\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Medical Records",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "pagination",
"pattern_type": "next_page",
"size": 10,
"from": 20,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Project Management Tasks\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experience high latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Nightly backup job failed due to storage quota.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2025-10-18T22:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"UI redesign for dashboard\",\n \"description\": \"Implement new UI components as per design specs.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"frontend_team\",\n \"createdAt\": \"2025-09-30T14:45:00Z\",\n \"price\": 1500\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the first 10 tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 25 high-priority network tickets assigned to tech support\n\nRephrased Query: List 25 tickets where priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 25,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 25,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Inventory Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"User reports intermittent latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Printer out of toner\",\n \"description\": \"Office printer in room 402 needs a toner replacement.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"facility_team\",\n \"createdAt\": \"2025-09-12T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of Adobe Creative Cloud licenses for design team.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 1200\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List high priority tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving high‑priority tickets for the tech support team.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List high priority tickets assigned to tech support\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: List all tickets with status open\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Inventory Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Blog Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"post-001\",\n \"title\": \"Understanding Remote Work Policies\",\n \"author\": \"alice.smith\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"Cybersecurity Best Practices for 2025\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-11-01T14:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"security\",\n \"tags\": [\n \"cybersecurity\",\n \"best practices\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Quarterly Financial Report Q3\",\n \"author\": \"carla.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-10-20T11:00:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"report\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"post-004\",\n \"title\": \"Company Holiday Schedule 2025\",\n \"author\": \"david.kim\",\n \"department\": \"Administration\",\n \"createdAt\": \"2024-12-05T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"announcement\",\n \"tags\": [\n \"holiday\",\n \"schedule\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-005\",\n \"title\": \"Guidelines for Secure Remote Access\",\n \"author\": \"emma.wong\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-09-12T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"access\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest blog posts?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the most recent blog posts for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"show tickets\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show me the latest blog posts\n\nRephrased Query: Retrieve recent blog posts without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": \"<PLACEHOLDER_FOR_SEMANTIC_VECTOR>\",\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Blog Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"HR-001\",\n \"title\": \"Update employee benefits enrollment\",\n \"description\": \"Employee requested changes to health insurance plan.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"benefits\",\n \"assignee\": \"alice.smith\",\n \"author\": \"john.doe\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Employee John Doe wants to switch from Plan A to Plan B.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"HR-002\",\n \"title\": \"Resolve payroll discrepancy\",\n \"description\": \"Salary for March was underpaid by $200.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"payroll\",\n \"assignee\": \"bob.johnson\",\n \"author\": \"carol.white\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Employee Carol White reports a $200 shortfall in March payroll.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"HR-003\",\n \"title\": \"Request for new workstation\",\n \"description\": \"New hire needs a laptop and monitor.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"equipment\",\n \"assignee\": \"alice.smith\",\n \"author\": \"david.lee\",\n \"createdAt\": \"2024-11-01T09:05:45Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"David Lee, a new employee, requires a laptop and external monitor.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets assigned to Alice\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving open tickets where the assignee is Alice.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets assigned to Alice\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"alice.smith\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high priority HR tickets assigned to Alice\n\nRephrased Query: Retrieve tickets with status open, priority high, and assignee Alice\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"alice.smith\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"productId\": \"PRD-01\",\n \"title\": \"Unable to connect to VPN\",\n \"description\": \"User reports that the VPN client fails to establish a connection after the recent update.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-02\",\n \"title\": \"Printer jam in Accounting\",\n \"description\": \"The laser printer on the 3rd floor is constantly jamming when printing large PDFs.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"hardware_team\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-03\",\n \"title\": \"Password reset request\",\n \"description\": \"User forgot password and cannot access email. Needs a reset.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"helpdesk\",\n \"createdAt\": \"2025-10-15T09:05:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the latest tickets from the IT Support system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List tickets without any specific filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Finance Quarterly Report Q1\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q1\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-12-01T08:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Data Privacy Incident Report\",\n \"author\": \"dave.kumar\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-02-10T11:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"incident\",\n \"tags\": [\n \"privacy\",\n \"incident\",\n \"report\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"TCKT-005\",\n \"title\": \"IT Security Password Policy\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-05T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"password\",\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policy documents.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent approved documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 10\n },\n \"text\": {\n \"field\": \"documentContentWordsChunked.passage\",\n \"query\": \"\"\n }\n }\n }\n }\n }\n]\n\nUser Query: Show 38 approved policies from IT Security department\n\nRephrased Query: Retrieve 38 approved policy documents belonging to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 38,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 38\n },\n \"text\": {\n \"field\": \"documentContentWordsChunked.passage\",\n \"query\": \"policy\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 38,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles - Policy Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"POL-2024-001\",\n \"title\": \"IT Security Approved Remote Work Policy\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"access\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"POL-2024-017\",\n \"title\": \"Finance Department Data Retention Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-05-10T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"retention\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"POL-2023-045\",\n \"title\": \"HR Employee Onboarding Checklist\",\n \"author\": \"carla.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-01T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"onboarding\",\n \"new hire\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent approved policies\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show 74 approved PDF policies from IT Security department\n\nRephrased Query: Retrieve 74 approved policy documents of type PDF that belong to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 74,\n \"from\": 222,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 74\n }\n }\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Academic Articles - Policy Documents",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "next_page",
"size": 74,
"from": 222,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"text\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"A001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Nguyen\",\n \"department\": \"Physics\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Research\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"technology\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"A002\",\n \"title\": \"Machine Learning in Healthcare\",\n \"author\": \"Prof. Brian Lee\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-05-08T14:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Review\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"AI\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"A003\",\n \"title\": \"Renewable Energy Policy Analysis\",\n \"author\": \"Dr. Carla Mendes\",\n \"department\": \"Environmental Studies\",\n \"createdAt\": \"2023-11-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Policy\",\n \"tags\": [\n \"renewable\",\n \"energy\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"A004\",\n \"title\": \"Economic Impacts of Remote Work\",\n \"author\": \"Prof. David Kim\",\n \"department\": \"Economics\",\n \"createdAt\": \"2024-01-15T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Analysis\",\n \"tags\": [\n \"remote work\",\n \"economics\",\n \"labor\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"A005\",\n \"title\": \"Cybersecurity Best Practices for Universities\",\n \"author\": \"Dr. Emily Zhao\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-06-02T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Guideline\",\n \"tags\": [\n \"cybersecurity\",\n \"policy\",\n \"universities\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest academic articles?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the most recent documents from the Academic Articles index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show recent articles\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show recent articles\n\nRephrased Query: list recent academic articles without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Support Ticket Catalog\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue on VPN\",\n \"description\": \"Users experience high latency when connecting via VPN during peak hours.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-01T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software installation failure on Windows 11\",\n \"description\": \"Installation script aborts with error code 0x80070005.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer not responding\",\n \"description\": \"Office printer shows offline status despite being powered on.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-03T11:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Billing discrepancy for subscription\",\n \"description\": \"Customer was charged twice for the monthly subscription.\",\n \"status\": \"resolved\",\n \"priority\": \"high\",\n \"category\": \"account\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2024-09-28T09:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Email delivery delay\",\n \"description\": \"Outgoing emails are delayed by up to 30 minutes.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-02T16:20:12Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest open tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent open tickets sorted by creation date.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 24 high‑priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 24 tickets where status is open, priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 24,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Support Ticket Catalog",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 24,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Cybersecurity Policy for Remote Work\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"remote\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Data Privacy Guidelines\",\n \"author\": \"Prof. John Doe\",\n \"department\": \"Legal Affairs\",\n \"createdAt\": \"2024-02-20T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"privacy\",\n \"data\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Annual Research Report 2024\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Research\",\n \"createdAt\": \"2024-08-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"research\",\n \"annual\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list all approved policy documents?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all PDF documents\",\n \"dsl_type\": \"keyword_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies\n\nRephrased Query: Retrieve approved policy documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"title\": \"Network outage in building A\",\n \"description\": \"Users report loss of connectivity on floor 3.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Password reset request\",\n \"description\": \"Customer unable to login to portal.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"customer service\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Billing discrepancy for invoice #4532\",\n \"description\": \"Amount charged does not match the quoted price.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance team\",\n \"createdAt\": \"2025-11-01T10:05:00Z\",\n \"price\": 250.75\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets:\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: Show tickets where priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy – Access Control\",\n \"author\": \"Jane Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-03-15\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"access\",\n \"control\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Department – Remote Work Guidelines\",\n \"author\": \"Mark Johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-10\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"HR Handbook – Confidentiality Level Definitions\",\n \"author\": \"Emily Davis\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2022-11-05\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"confidentiality\",\n \"level\",\n \"hr\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Legal – Data Retention Policy\",\n \"author\": \"Samuel Lee\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-06-20\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"legal\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"IT Security – Incident Response Procedure\",\n \"author\": \"Laura Chen\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-09-02\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the approved security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the approved policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent policies\",\n \"dsl_type\": \"simple_match\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show 22 approved policies from IT Security\n\nRephrased Query: Retrieve 22 documents where status is approved and department is IT Security\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 22,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": \"security policies\",\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 22\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 22,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Technical Manuals\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TM-001\",\n \"title\": \"Network Security Policy\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"network\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TM-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TM-003\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2022-11-03T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"standard\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the first 10 documents from the Technical Manuals index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all documents in the Technical Manuals index\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 10,\n \"num_candidates\": 100\n }\n },\n {\n \"match_all\": {}\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Social Media Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Update 2024\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Quarterly Report Q2\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-01T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q2\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Marketing Campaign Plan 2025\",\n \"author\": \"dave.kumar\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-12-05T11:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Security Incident Response Procedure\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T10:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"restricted\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"filtered_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"field\": \"title\",\n \"query\": \"policy\"\n },\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 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}\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: customer_support_tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"Password Reset Request\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-03-15T09:12:00Z\",\n \"fileType\": \"txt\",\n \"status\": \"closed\",\n \"category\": \"authentication\",\n \"tags\": [\n \"password\",\n \"reset\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"VPN Access Issue\",\n \"author\": \"asmith\",\n \"department\": \"Network Operations\",\n \"createdAt\": \"2024-04-02T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"network\",\n \"tags\": [\n \"vpn\",\n \"connectivity\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Remote Work Policy Inquiry\",\n \"author\": \"mbrown\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-05-20T11:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"resolved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Security Incident Report\",\n \"author\": \"cwilson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-06-10T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"investigating\",\n \"category\": \"security\",\n \"tags\": [\n \"incident\",\n \"malware\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"TCKT-005\",\n \"title\": \"Software License Renewal\",\n \"author\": \"lmartinez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-01T16:20:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"pending\",\n \"category\": \"procurement\",\n \"tags\": [\n \"license\",\n \"renewal\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the recent tickets from IT Support?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest tickets from the IT Support department...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List tickets without any specific filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 20,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "customer_support_tickets",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "pagination",
"pattern_type": "specific_page",
"size": 10,
"from": 20,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Social Media Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"post-001\",\n \"title\": \"Company Picnic Announcement\",\n \"author\": \"alice\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-03-15T09:00:00Z\",\n \"fileType\": \"text\",\n \"status\": \"published\",\n \"category\": \"event\",\n \"tags\": [\n \"picnic\",\n \"announcement\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"New Remote Work Policy\",\n \"author\": \"bob\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-05-01T12:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"policy\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Quarterly Sales Results\",\n \"author\": \"carol\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-20T15:45:00Z\",\n \"fileType\": \"excel\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"sales\",\n \"Q2\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List all recent documents\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest documents...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: Retrieve all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Financial Transactions\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TXN-1001\",\n \"title\": \"Payment reversal request\",\n \"description\": \"Customer requested reversal of a $2,500 transfer due to duplicate entry.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"jane.doe\",\n \"createdAt\": \"2025-10-28T09:15:00Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Fraudulent transaction alert\",\n \"description\": \"Suspicious $9,999 transaction flagged by fraud detection system.\",\n \"status\": \"investigating\",\n \"priority\": \"critical\",\n \"category\": \"fraud\",\n \"assignee\": \"john.smith\",\n \"createdAt\": \"2025-10-27T14:42:00Z\",\n \"price\": 9999\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Monthly statement generation delay\",\n \"description\": \"User reports that the March statement has not been generated.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"statement\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2025-10-20T08:00:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TXN-1004\",\n \"title\": \"Currency conversion error\",\n \"description\": \"Conversion from USD to EUR returned an incorrect rate.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"conversion\",\n \"assignee\": \"mike.lee\",\n \"createdAt\": \"2025-10-29T11:30:00Z\",\n \"price\": 1500.75\n },\n {\n \"ticketId\": \"TXN-1005\",\n \"title\": \"Account closure request\",\n \"description\": \"Customer wants to close account #987654 after final settlement.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"sarah.kim\",\n \"createdAt\": \"2025-09-15T16:20:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the most recent tickets from the financial transactions index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List recent financial transaction tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Financial Transactions",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n },\n \"documentContentWords\": {\n \"type\": \"text\"\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"productId\": \"PRD-2001\",\n \"title\": \"Contract renewal for Acme Supplies\",\n \"description\": \"Renewal of the annual supply contract with Acme Corp covering office stationery.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"contract\",\n \"assignee\": \"jane.doe\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 12500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Acme Corp agreement for 2025 includes 10,000 units of paper.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Acme Corp agreement 2025 10,000 units paper\"\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"New supplier onboarding – Global Widgets\",\n \"description\": \"Onboarding process for Global Widgets as a new supplier for electronic components.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"onboarding\",\n \"assignee\": \"john.smith\",\n \"createdAt\": \"2024-10-01T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Global Widgets will provide microchips starting Q1 2025.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Global Widgets onboarding electronic components microchips Q1 2025\"\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-2003\",\n \"title\": \"Price adjustment request for Beta Materials\",\n \"description\": \"Supplier Beta Materials requests a 5% price increase due to raw material cost rise.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"price_adjustment\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2024-08-20T09:30:00Z\",\n \"price\": 8500.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Beta Materials price increase justification based on steel market trends.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Beta Materials price increase raw material steel market\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: list all tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"technology\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Financial Risk Assessment 2024\",\n \"author\": \"John Doe\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"risk\",\n \"finance\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Machine Learning in Healthcare\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Medicine\",\n \"createdAt\": \"2024-05-05T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"study\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"AI\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Cybersecurity Policies Overview\",\n \"author\": \"Michael Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-20T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"cyber\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Sustainable Energy Solutions\",\n \"author\": \"Dr. Laura Green\",\n \"department\": \"Engineering\",\n \"createdAt\": \"2023-09-30T16:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"sustainability\",\n \"energy\",\n \"engineering\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve PDF documents belonging to the Finance department with a creation date after January 1, 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Show PDF documents where department is Finance and createdAt is on or after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Research Papers\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"text\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"RP-001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Nguyen\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"algorithm\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"RP-002\",\n \"title\": \"Machine Learning for Healthcare\",\n \"author\": \"Prof. Brian Lee\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"research\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"prediction\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"RP-003\",\n \"title\": \"Cybersecurity Policies in Remote Work Environments\",\n \"author\": \"Dr. Carla Mendes\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-03T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"remote work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest research on quantum algorithms?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are a few recent papers on quantum algorithms...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Find documents about machine learning in healthcare\",\n \"dsl_type\": \"semantic_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0.12,\n 0.34,\n \"...\"\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "Research Papers",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Sales Orders\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SO-1001\",\n \"productId\": \"P-200\",\n \"title\": \"Order for Enterprise License\",\n \"description\": \"Customer requested an enterprise license for product P-200.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-10-20T09:15:00Z\",\n \"price\": 12500\n },\n {\n \"ticketId\": \"SO-1002\",\n \"productId\": \"P-305\",\n \"title\": \"Hardware Upgrade Order\",\n \"description\": \"Upgrade of server hardware for client ACME Corp.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 8200.5\n },\n {\n \"ticketId\": \"SO-1003\",\n \"productId\": \"P-410\",\n \"title\": \"Subscription Renewal\",\n \"description\": \"Annual renewal of subscription for product P-410.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"subscription\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-11-01T08:45:00Z\",\n \"price\": 3000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the list of tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the most recent tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me the list of tickets.\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open high-priority sales orders assigned to John\n\nRephrased Query: List all open sales orders with high priority that are assigned to the user John\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"john_doe\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Sales Orders",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Blog Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Remote Work Best Practices\",\n \"author\": \"alice.smith\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Cybersecurity Policy Update 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-20T14:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Company Blog: Enhancing Team Collaboration\",\n \"author\": \"carol.lee\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-05-05T11:00:00Z\",\n \"fileType\": \"html\",\n \"status\": \"draft\",\n \"category\": \"blog\",\n \"tags\": [\n \"collaboration\",\n \"team\",\n \"tips\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Annual Financial Report 2023\",\n \"author\": \"david.kim\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-28T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"annual\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Employee Handbook – Remote Work Section\",\n \"author\": \"emma.wilson\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-11-15T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"handbook\",\n \"remote\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest policies about remote work?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent documents related to remote work policies.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent blog posts\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show 15 approved policies about remote work\n\nRephrased Query: Retrieve 15 approved documents related to remote work policies without any additional filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 15,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"multi_match\": {\n \"query\": \"remote work policy\",\n \"fields\": [\n \"title\",\n \"tags\",\n \"category\"\n ]\n }\n }\n ],\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0\n ],\n \"k\": 15\n }\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Blog Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 15,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Research Papers\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Financial Reporting Standards 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"standard\",\n \"tags\": [\n \"finance\",\n \"reporting\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Data Privacy Regulations Summary\",\n \"author\": \"david.kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2022-11-18T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"regulation\",\n \"tags\": [\n \"privacy\",\n \"data\",\n \"regulation\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Network Architecture Blueprint\",\n \"author\": \"eva.martinez\",\n \"department\": \"IT Infrastructure\",\n \"createdAt\": \"2023-09-30T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"blueprint\",\n \"tags\": [\n \"network\",\n \"architecture\",\n \"infrastructure\"\n ],\n \"confidentialityLevel\": \"restricted\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents belonging to the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 30,\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"match\": {\n \"title\": {\n \"query\": \"approved policy\",\n \"operator\": \"and\"\n }\n }\n },\n {\n \"knn\": {\n \"documentContentWordsChunked\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Research Papers",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 10,
"from": 30,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-1001\",\n \"productId\": \"PRD-01\",\n \"title\": \"Unable to connect to VPN\",\n \"description\": \"User reports intermittent VPN connectivity issues after the recent update.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-28T09:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-1002\",\n \"productId\": \"PRD-03\",\n \"title\": \"Printer driver installation failure\",\n \"description\": \"The driver for model HP LaserJet 4200 fails to install on Windows 11 machines.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-10-27T14:42:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-1003\",\n \"productId\": \"PRD-02\",\n \"title\": \"Email bounce back error\",\n \"description\": \"External emails are bouncing back with a 550 relay denied error.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"email\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-10-20T08:30:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List documents\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing",
"pattern": "refinement",
"pattern_type": "add_filter",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"A001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"technology\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"A002\",\n \"title\": \"Financial Risk Assessment 2024\",\n \"author\": \"John Doe\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"risk\",\n \"assessment\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"A003\",\n \"title\": \"Machine Learning in Healthcare\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Medicine\",\n \"createdAt\": \"2024-05-05T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"research\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"A004\",\n \"title\": \"Data Privacy Regulations Overview\",\n \"author\": \"Karen Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-20T08:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"privacy\",\n \"regulation\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"A005\",\n \"title\": \"Sustainable Energy Solutions\",\n \"author\": \"Prof. Michael Green\",\n \"department\": \"Engineering\",\n \"createdAt\": \"2023-09-30T16:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"sustainability\",\n \"energy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved policy documents from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Show PDF documents from the Finance department created after 2024\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"employeeId\": {\n \"type\": \"keyword\"\n },\n \"name\": {\n \"type\": \"text\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"salary\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"employeeId\": \"E001\",\n \"name\": \"Alice Johnson\",\n \"title\": \"Software Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"full-time\",\n \"assignee\": \"John Doe\",\n \"createdAt\": \"2023-05-12T08:30:00Z\",\n \"salary\": 95000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Alice has been instrumental in developing the core platform.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Smith\",\n \"title\": \"Product Manager\",\n \"department\": \"Product\",\n \"status\": \"active\",\n \"priority\": \"medium\",\n \"category\": \"full-time\",\n \"assignee\": \"Jane Lee\",\n \"createdAt\": \"2022-11-03T14:45:00Z\",\n \"salary\": 105000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Bob leads the roadmap for the new mobile app.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carlos Martinez\",\n \"title\": \"HR Specialist\",\n \"department\": \"Human Resources\",\n \"status\": \"inactive\",\n \"priority\": \"low\",\n \"category\": \"contractor\",\n \"assignee\": \"John Doe\",\n \"createdAt\": \"2021-02-20T09:15:00Z\",\n \"salary\": 60000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Carlos handled onboarding for the 2020 cohort.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 10 recent employee records.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the latest 10 employee records matching your request.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent employee records.\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 23 high-priority employee records in the Engineering department assigned to John Doe\n\nRephrased Query: Retrieve 23 employee documents where priority is high, department is Engineering, and assignee is John Doe\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 23,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"department\": \"Engineering\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"John Doe\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 23,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Department Budget Report 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-20T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"budget\",\n \"2024\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-10T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Data Privacy Regulations Summary\",\n \"author\": \"david.kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-12-05T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"regulation\",\n \"tags\": [\n \"privacy\",\n \"data\",\n \"regulation\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-01T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"semantic-model\",\n \"field\": \"title\",\n \"query\": \"Finance PDFs\"\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve approved policy documents belonging to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"semantic-model\",\n \"field\": \"title\",\n \"query\": \"approved policies\"\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"employeeId\": {\n \"type\": \"keyword\"\n },\n \"name\": {\n \"type\": \"text\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"hireDate\": {\n \"type\": \"date\"\n },\n \"salary\": {\n \"type\": \"double\"\n },\n \"location\": {\n \"type\": \"keyword\"\n },\n \"managerId\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"employeeId\": \"E001\",\n \"name\": \"Alice Johnson\",\n \"title\": \"Senior Software Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"hireDate\": \"2018-04-12\",\n \"salary\": 115000,\n \"location\": \"New York\",\n \"managerId\": \"M100\"\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Martinez\",\n \"title\": \"HR Business Partner\",\n \"department\": \"Human Resources\",\n \"status\": \"active\",\n \"hireDate\": \"2020-09-01\",\n \"salary\": 85000,\n \"location\": \"San Francisco\",\n \"managerId\": \"M200\"\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carol Singh\",\n \"title\": \"Finance Analyst\",\n \"department\": \"Finance\",\n \"status\": \"on_leave\",\n \"hireDate\": \"2019-02-20\",\n \"salary\": 72000,\n \"location\": \"Chicago\",\n \"managerId\": \"M300\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show employee records\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the first set of employee records for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List employee records\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"hireDate\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show employee records\n\nRephrased Query: Retrieve employee records without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 30,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"hireDate\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing",
"pattern": "pagination",
"pattern_type": "next_page",
"size": 10,
"from": 30,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"Password Reset Request\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-03-15T09:12:00Z\",\n \"fileType\": \"txt\",\n \"status\": \"closed\",\n \"category\": \"authentication\",\n \"tags\": [\n \"password\",\n \"reset\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"VPN Access Issue\",\n \"author\": \"asmith\",\n \"department\": \"Network\",\n \"createdAt\": \"2024-04-02T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"connectivity\",\n \"tags\": [\n \"vpn\",\n \"access\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Software License Renewal\",\n \"author\": \"mbrown\",\n \"department\": \"Procurement\",\n \"createdAt\": \"2024-01-20T11:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"resolved\",\n \"category\": \"licensing\",\n \"tags\": [\n \"software\",\n \"license\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest support tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List documents\",\n \"dsl_type\": \"keyword_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: retrieve recent support tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": {\n \"match_all\": {}\n },\n \"should\": [\n {\n \"match\": {\n \"title\": {\n \"query\": \"ticket\",\n \"boost\": 2\n }\n }\n }\n ],\n \"minimum_should_match\": 0\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Approved Policy\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Quarterly Report 2024 Q1\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving PDF documents from Finance created after 2024...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"match_all\": {}\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve approved policy documents belonging to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"multi_match\": {\n \"query\": \"approved policies\",\n \"fields\": [\n \"title^3\",\n \"tags\",\n \"category\"\n ]\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Inventory Items\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experiencing high latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer prints blank pages intermittently.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"facility_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for design software before end of month.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-11-01T09:00:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving open tickets that are assigned to tech support.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List high-priority network tickets assigned to tech support\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets assigned to tech support\n\nRephrased Query: List open tickets with status open assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Inventory Items",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Sales Orders\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"productId\": \"PRD-2001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Customer reports intermittent latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 1250,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The VPN tunnel experiences packet loss during peak hours.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"Invoice discrepancy\",\n \"description\": \"Invoice amount does not match the quoted price for order #4502.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"accounting\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 980.5,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Customer was overcharged by $150 due to a system error.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-2003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of version 3.4 fails with error code 0x80070005.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"dev_ops\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The error indicates insufficient permissions on the target machine.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets you requested.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve open tickets where status is open, priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 10,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Sales Orders",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "next_page",
"size": 10,
"from": 10,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Technical Manuals\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TM-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TM-002\",\n \"title\": \"Finance Department Expense Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-20T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expense\",\n \"finance\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TM-003\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-05T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"checklist\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving PDF documents from Finance created after 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve approved policy documents from the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "refinement",
"pattern_type": "add_filter",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Customers experiencing high latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of enterprise software licenses for Q1.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"billing team\",\n \"createdAt\": \"2024-09-05T14:22:10Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer jammed and not printing color pages.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"facility team\",\n \"createdAt\": \"2024-10-01T09:45:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the currently open tickets.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve tickets where priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network outage in building A\",\n \"description\": \"Users report loss of connectivity on floor 3. Router rebooted but issue persists.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network outage in building A affecting floor 3.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software installation request\",\n \"description\": \"User needs Adobe Photoshop installed on workstation.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"app_support\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Installation request for Adobe Photoshop.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer jam in accounting department\",\n \"description\": \"Printer model X2000 jammed, needs maintenance.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"hardware_team\",\n \"createdAt\": \"2025-11-01T09:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Printer jam in accounting department.\",\n \"embedding\": []\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show high priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show high priority network tickets assigned to tech support\n\nRephrased Query: Retrieve tickets where status is open, priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Marketing Campaigns\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"MKT-001\",\n \"title\": \"Spring Sale Email Blast\",\n \"description\": \"Prepare and send email campaign for spring promotion.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"email\",\n \"assignee\": \"alice\",\n \"createdAt\": \"2024-03-01T09:15:00Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Launch spring sale with 20% discount on all products.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MKT-002\",\n \"title\": \"Social Media Ads for New Product\",\n \"description\": \"Create and schedule Facebook and Instagram ads.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"social\",\n \"assignee\": \"bob\",\n \"createdAt\": \"2024-02-20T14:30:00Z\",\n \"price\": 800,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Target audience: 25-35 year olds interested in tech gadgets.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MKT-003\",\n \"title\": \"Quarterly Market Analysis Report\",\n \"description\": \"Compile data and insights for Q1 performance.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"analysis\",\n \"assignee\": \"carol\",\n \"createdAt\": \"2024-01-15T11:45:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Revenue grew 8% compared to last quarter.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets in the Marketing Campaigns index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve tickets with priority high, category network, and assignee tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Marketing Campaigns",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Catalog\n\nField Mappings:\n{\n \"properties\": {\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"productId\": \"P-1001\",\n \"title\": \"Network Router Failure\",\n \"description\": \"The router in building A is experiencing intermittent outages.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"productId\": \"P-1002\",\n \"title\": \"Software License Renewal\",\n \"description\": \"Renewal of enterprise software licenses due next month.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-09-15T12:00:00Z\",\n \"price\": 12000,\n \"documentContentWordsChunked\": []\n },\n {\n \"productId\": \"P-1003\",\n \"title\": \"High-Resolution Monitor Request\",\n \"description\": \"Request for new monitors for design team.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"it_support\",\n \"createdAt\": \"2025-11-01T09:45:10Z\",\n \"price\": 2500,\n \"documentContentWordsChunked\": []\n },\n {\n \"productId\": \"P-1004\",\n \"title\": \"Database Backup Failure\",\n \"description\": \"Nightly backup of production database failed due to storage limit.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"database\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-10T02:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"productId\": \"P-1005\",\n \"title\": \"Office Chair Replacement\",\n \"description\": \"Ergonomic chairs needed for new hires.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"furniture\",\n \"assignee\": \"facilities\",\n \"createdAt\": \"2025-08-05T14:20:45Z\",\n \"price\": 800,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 10 recent tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 10 most recent tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent tickets.\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 16 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 16 tickets where status is open, priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 16,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Catalog",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 16,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Finance Quarterly Report Q2\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-01T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"review\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q2\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"text-expansion-model\",\n \"model_text\": \"finance pdf\"\n }\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve documents where status is approved, department is IT Security, and file type is any.\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 10,\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"text-expansion-model\",\n \"model_text\": \"approved policy IT Security\"\n }\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 10,
"from": 10,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Financial Transactions\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TXN-1001\",\n \"title\": \"Failed payment processing\",\n \"description\": \"Customer reported that the payment was declined despite sufficient funds.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 250\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Incorrect invoice amount\",\n \"description\": \"Invoice generated shows $1,200 instead of $1,000.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"accounting\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 1000\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Unauthorized transaction alert\",\n \"description\": \"User flagged a transaction they did not initiate.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"security\",\n \"assignee\": \"fraud team\",\n \"createdAt\": \"2025-10-22T11:05:45Z\",\n \"price\": 5000\n },\n {\n \"ticketId\": \"TXN-1004\",\n \"title\": \"Delayed settlement\",\n \"description\": \"Settlement for batch #45 is pending beyond expected date.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"settlement\",\n \"assignee\": \"operations\",\n \"createdAt\": \"2025-10-01T09:30:00Z\",\n \"price\": 750\n },\n {\n \"ticketId\": \"TXN-1005\",\n \"title\": \"Currency conversion error\",\n \"description\": \"Exchange rate applied was outdated, causing overcharge.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"conversion\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-23T07:20:15Z\",\n \"price\": 300\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high‑priority tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List resolved tickets from March in Account category\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"resolved\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2025-03-01\",\n \"lt\": \"2025-04-01\"\n }\n }\n },\n {\n \"term\": {\n \"category\": \"account\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open high‑priority tickets assigned to tech support\n\nRephrased Query: List open tickets with priority high assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Financial Transactions",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Medical Records\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"MR-001\",\n \"title\": \"Patient Admission Form\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Emergency\",\n \"createdAt\": \"2024-01-15T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"admission\",\n \"tags\": [\n \"triage\",\n \"initial assessment\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Radiology Report - Chest X-Ray\",\n \"author\": \"Dr. Bob Lee\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2024-02-20T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"finalized\",\n \"category\": \"diagnostic\",\n \"tags\": [\n \"x-ray\",\n \"chest\",\n \"lung\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Hospital Security Policy\",\n \"author\": \"IT Security Team\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-01T09:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access control\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Annual Financial Summary\",\n \"author\": \"Finance Dept.\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-10T11:45:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"archived\",\n \"category\": \"financial\",\n \"tags\": [\n \"budget\",\n \"expenses\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"COVID-19 Vaccination Guidelines\",\n \"author\": \"Public Health Office\",\n \"department\": \"Public Health\",\n \"createdAt\": \"2024-04-05T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"vaccination\",\n \"COVID-19\"\n ],\n \"confidentialityLevel\": \"medium\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest radiology reports?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent radiology reports in the system...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all approved policies\",\n \"dsl_type\": \"match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show approved policies\n\nRephrased Query: List approved policy documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 1,\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Medical Records",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"productId\": \"PR-2001\",\n \"title\": \"Network Infrastructure Upgrade Contract\",\n \"description\": \"Contract for upgrading the supplier's network infrastructure across all data centers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 125000\n },\n {\n \"ticketId\": \"SC-1002\",\n \"productId\": \"PR-2002\",\n \"title\": \"Cloud Services Agreement\",\n \"description\": \"Annual agreement for cloud compute and storage services with the supplier.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"cloud\",\n \"assignee\": \"account_manager\",\n \"createdAt\": \"2024-06-01T12:00:00Z\",\n \"price\": 85000\n },\n {\n \"ticketId\": \"SC-1003\",\n \"productId\": \"PR-2003\",\n \"title\": \"Hardware Maintenance Contract\",\n \"description\": \"Quarterly maintenance contract for server hardware supplied by the vendor.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-05T15:45:00Z\",\n \"price\": 45000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the first 10 tickets matching your request.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 15 open high-priority network tickets assigned to tech support\n\nRephrased Query: List 15 tickets where status is open, priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 15,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 15,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles - University Repository\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-03-15\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"access\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-10\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Financial Reporting Standards 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-20\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"reporting\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Data Privacy Act Compliance\",\n \"author\": \"david.kumar\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-11-05\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"privacy\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"restricted\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest finance PDFs?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the most recent PDF documents from the Finance department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent finance PDFs\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"match_all\": {}\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n }\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show 20 approved policies from IT Security department in PDF format after 2023-01-01\n\nRephrased Query: Retrieve the first 20 documents where status is 'approved', category is 'policy', department is 'IT Security', fileType is 'pdf', and createdAt is later than '2023-01-01'.\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 20,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"match_all\": {}\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2023-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Academic Articles - University Repository",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 20,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Quarterly Financial Review Q1 2024\",\n \"author\": \"alice.smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"financial_report\",\n \"tags\": [\n \"Q1\",\n \"2024\",\n \"review\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Employee Satisfaction Survey Results\",\n \"author\": \"bob.johnson\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-12-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"survey\",\n \"tags\": [\n \"employee\",\n \"satisfaction\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Product Review: UltraWidget Pro\",\n \"author\": \"carla.lee\",\n \"department\": \"Product Management\",\n \"createdAt\": \"2024-08-20T11:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"product_review\",\n \"tags\": [\n \"UltraWidget\",\n \"review\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"david.kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-10T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Marketing Campaign Performance Q3\",\n \"author\": \"emma.wong\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-10-05T10:20:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"campaign_report\",\n \"tags\": [\n \"Q3\",\n \"2024\",\n \"performance\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved IT Security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": \"approved policies\",\n \"embedder\": \"text_embedding\",\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: list pdf documents where department is Finance and createdAt after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"embedder\": \"text_embedding\",\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Inventory Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experiencing high latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer prints blank pages intermittently.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"it_ops\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for design suite licenses before end of month.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-09-30T09:05:00Z\",\n \"price\": 1200\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the first 10 tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Inventory Tickets",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Project Management Tasks\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Investigate and resolve high latency on the corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"Alice\",\n \"createdAt\": \"2025-10-20T09:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network latency issue details...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Update project roadmap\",\n \"description\": \"Add Q4 milestones to the project roadmap document.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"planning\",\n \"assignee\": \"Bob\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Roadmap update details...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Bug fix: login timeout\",\n \"description\": \"Resolve timeout error when users attempt to log in during peak hours.\",\n \"status\": \"resolved\",\n \"priority\": \"high\",\n \"category\": \"bug\",\n \"assignee\": \"Alice\",\n \"createdAt\": \"2025-08-05T11:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Login timeout bug description...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high-priority tickets assigned to Alice\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving open tickets with high priority that are assigned to Alice.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show open high-priority tickets assigned to Alice\n\nRephrased Query: Retrieve open tickets with high priority assigned to Alice\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"Alice\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue on VPN\",\n \"description\": \"User reports intermittent latency when connecting via VPN. Affected region: Europe.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Billing discrepancy for premium plan\",\n \"description\": \"Customer was charged twice for the premium subscription in March.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"account_manager\",\n \"createdAt\": \"2025-03-15T14:42:10Z\",\n \"price\": 199.99\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Password reset failure\",\n \"description\": \"Password reset email not delivered to [email protected].\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"account\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-01T11:05:45Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the currently open tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with high priority in the network category assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"title\": \"Network outage in Building A\",\n \"description\": \"Users report loss of connectivity on the 3rd floor.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Software installation request\",\n \"description\": \"Install Adobe Photoshop on workstation 12.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Printer jam in Finance department\",\n \"description\": \"HP LaserJet keeps jamming after the first page.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-11-01T09:45:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show all tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here is a list of all tickets in the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List open high priority tickets assigned to tech support\n\nRephrased Query: Retrieve open tickets with high priority that are assigned to the tech support team\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Financial Transactions\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"title\": \"Failed payment processing\",\n \"description\": \"Customer reported that payment was declined despite sufficient funds.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-11-01T08:15:30Z\",\n \"price\": 250\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Incorrect transaction fee\",\n \"description\": \"Fee applied to the transaction does not match the agreed rate.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"fees\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2024-10-28T14:42:10Z\",\n \"price\": 15.75\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Duplicate charge on account\",\n \"description\": \"User sees two identical charges for the same purchase.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"billing\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-11-03T11:05:45Z\",\n \"price\": 99.99\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets sorted by creation date.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open high-priority tickets assigned to tech support\n\nRephrased Query: List open tickets with priority high assigned to tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Financial Transactions",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access\",\n \"encryption\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Bob Smith\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Finance Department Annual Report 2023\",\n \"author\": \"Carol Lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-10T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"annual\",\n \"finance\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Data Privacy Notice\",\n \"author\": \"David Kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-11-05T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"notice\",\n \"tags\": [\n \"privacy\",\n \"data\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Employee Handbook\",\n \"author\": \"Evelyn Martinez\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2022-09-01T10:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"employee\",\n \"policy\",\n \"benefits\"\n ],\n \"confidentialityLevel\": \"medium\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list all approved policies from the IT Security department?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the approved policies from IT Security...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Sales Orders\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"productId\": \"PRD-2001\",\n \"title\": \"Network outage in region A\",\n \"description\": \"Customers in region A are experiencing a complete network outage.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"Invoice discrepancy for order 4532\",\n \"description\": \"The billed amount does not match the agreed price.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"accounting\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 1250.75,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-2003\",\n \"title\": \"Request for product upgrade\",\n \"description\": \"Customer requests upgrade from basic to premium package.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"sales\",\n \"assignee\": \"sales_rep\",\n \"createdAt\": \"2025-11-01T10:45:00Z\",\n \"price\": 299.99,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving open tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: Retrieve tickets where status is open\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Sales Orders",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Project Management Tasks\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experiencing high latency on internal VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-05T09:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Automated backup job failed due to insufficient storage.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2024-09-28T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"UI redesign for dashboard\",\n \"description\": \"Create new UI components for the analytics dashboard as per the latest mockups.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"frontend_team\",\n \"createdAt\": \"2024-08-15T11:00:00Z\",\n \"price\": 1500\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the currently open tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: Show tickets where priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Quarterly Financial Report Q1 2024\",\n \"author\": \"alice.smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"Q1\",\n \"financial\",\n \"summary\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Employee Benefits Overview\",\n \"author\": \"bob.johnson\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-11-20T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"policy\",\n \"tags\": [\n \"benefits\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"IT Security Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"remote work\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Marketing Campaign Plan 2024\",\n \"author\": \"dave.kim\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-02-05T11:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"campaign\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Finance Department SOPs\",\n \"author\": \"eve.wang\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-22T10:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"SOP\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the approved IT Security policies.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"my-semantic-model\",\n \"field\": \"documentContentWordsChunked.passage\",\n \"model_text\": \"approved policies IT Security\"\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Show approved PDF documents in the Finance department created after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"my-semantic-model\",\n \"field\": \"documentContentWordsChunked.passage\",\n \"model_text\": \"approved PDF documents Finance after 2024\"\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "previous_page",
"size": 10,
"from": 0,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Approved Policy on Data Encryption\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"encryption\",\n \"data-protection\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Department Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"quarterly\",\n \"Q1\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines for All Employees\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-12-01T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents belonging to the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10\n },\n \"text\": {\n \"field\": \"title\",\n \"query\": \"pdf\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10\n },\n \"text\": {\n \"field\": \"title\",\n \"query\": \"approved policies\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Marketing Campaigns\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"MKT-001\",\n \"title\": \"Spring Sale Campaign Launch\",\n \"description\": \"Prepare all assets for the spring sale, coordinate with design and email teams.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"promotion\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 15000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Spring sale assets include banners, email templates, and social media posts.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MKT-002\",\n \"title\": \"Q4 Market Research Report\",\n \"description\": \"Compile competitor analysis and consumer insights for Q4 planning.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"research\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2024-10-02T14:12:00Z\",\n \"price\": 8000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The report will cover market share trends and emerging opportunities.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MKT-003\",\n \"title\": \"Holiday Email Campaign\",\n \"description\": \"Design and schedule holiday promotional emails for the end-of-year push.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"email\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2024-11-01T09:45:00Z\",\n \"price\": 5000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Email series includes three phases: teaser, launch, and reminder.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the first 10 tickets from the Marketing Campaigns index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Marketing Campaigns",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T12:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-05T09:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents belonging to the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0.1,\n 0.2,\n 0.3\n ],\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0.1,\n 0.2,\n 0.3\n ],\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Research Papers\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-02-10T14:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Financial Risk Assessment 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-05-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"risk\",\n \"assessment\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving PDF documents from Finance created after 2024...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"text-embedding-ada-002\",\n \"model_text\": \"Finance PDF after 2024\"\n }\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents from the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"text-embedding-ada-002\",\n \"model_text\": \"approved IT Security policies\"\n }\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Research Papers",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Marketing Campaigns\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"CMP-001\",\n \"title\": \"Spring Launch Email Blast\",\n \"description\": \"Prepare and send email campaign for the Spring product line.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-09-15T08:30:00Z\",\n \"price\": 1250,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Spring collection highlights and discount offers.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"CMP-002\",\n \"title\": \"Summer Social Media Ads\",\n \"description\": \"Design and schedule ads across Facebook, Instagram, and Twitter.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"social\",\n \"assignee\": \"creative_team\",\n \"createdAt\": \"2025-08-20T11:45:00Z\",\n \"price\": 980.5,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Target audience: 18-35, interests: travel, outdoor activities.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"CMP-003\",\n \"title\": \"Fall Webinar Promotion\",\n \"description\": \"Create landing page and email sequence for upcoming webinar.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"content\",\n \"assignee\": \"marketing_ops\",\n \"createdAt\": \"2025-07-05T14:20:00Z\",\n \"price\": 750,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Webinar topic: Market Trends 2025.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the latest tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent tickets.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n }\n }\n }\n]\n\nUser Query: List 35 open high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 35 tickets where status is open, priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 35,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Marketing Campaigns",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 35,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Catalog\n\nField Mappings:\n{\n \"properties\": {\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"productId\": \"P1001\",\n \"title\": \"Wireless Mouse\",\n \"description\": \"Ergonomic wireless mouse with adjustable DPI.\",\n \"status\": \"available\",\n \"priority\": \"low\",\n \"category\": \"electronics\",\n \"assignee\": \"warehouse_a\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 29.99,\n \"documentContentWordsChunked\": []\n },\n {\n \"productId\": \"P1002\",\n \"title\": \"Gaming Laptop\",\n \"description\": \"High-performance laptop with RTX graphics and 16GB RAM.\",\n \"status\": \"out_of_stock\",\n \"priority\": \"high\",\n \"category\": \"computers\",\n \"assignee\": \"warehouse_b\",\n \"createdAt\": \"2024-08-05T14:42:10Z\",\n \"price\": 1499,\n \"documentContentWordsChunked\": []\n },\n {\n \"productId\": \"P1003\",\n \"title\": \"Bluetooth Headphones\",\n \"description\": \"Noise-cancelling over-ear headphones with 20h battery life.\",\n \"status\": \"available\",\n \"priority\": \"medium\",\n \"category\": \"audio\",\n \"assignee\": \"warehouse_c\",\n \"createdAt\": \"2024-10-01T11:07:45Z\",\n \"price\": 89.5,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Catalog",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Social Media Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy – Remote Work\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"remote\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Department Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"HR Guidelines – Remote Work Benefits\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-12-01T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"HR\",\n \"remote\",\n \"benefits\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policies.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent approved documents\",\n \"dsl_type\": \"simple_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show 21 approved policies from IT Security department after 2024\n\nRephrased Query: Retrieve 21 approved policy documents from the IT Security department created after 2024\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 21,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"query\": \"policy\",\n \"fields\": [\n \"title\",\n \"tags\"\n ]\n },\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 21\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 21,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Corporate Blog Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-02T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Finance Quarterly Report Q2 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"dave.kumar\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Marketing Campaign Strategy 2025\",\n \"author\": \"eve.wong\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-09-10T10:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"review\",\n \"category\": \"strategy\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving PDF documents from Finance created after Jan 1, 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List documents where status is approved and department is IT Security\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Corporate Blog Posts",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experiencing high latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-01T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Customer reported incorrect charge on invoice #4521.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance team\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Password reset failure\",\n \"description\": \"Password reset emails not being delivered to end users.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"authentication\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-03T11:07:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-004\",\n \"title\": \"Feature request: Dark mode\",\n \"description\": \"Customer requests dark mode for the web portal.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"feature\",\n \"assignee\": \"product team\",\n \"createdAt\": \"2024-09-30T09:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-005\",\n \"title\": \"Server CPU spikes\",\n \"description\": \"CPU usage spikes to 95% during peak hours on server S-12.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"infrastructure\",\n \"assignee\": \"ops team\",\n \"createdAt\": \"2024-10-02T16:33:22Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the currently open tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List resolved tickets from March in Account category\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"resolved\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-03-01\",\n \"lt\": \"2024-04-01\"\n }\n }\n },\n {\n \"term\": {\n \"category\": \"account\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show high priority network tickets assigned to tech support\n\nRephrased Query: List high priority tickets in the Network category assigned to the Tech Support team\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access\",\n \"encryption\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Audit Report Q1 2024\",\n \"author\": \"Bob Martinez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"audit\",\n \"quarterly\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Carol Lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-10T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"policy\",\n \"flexibility\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Data Privacy Impact Assessment\",\n \"author\": \"David Kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-09-05T11:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"assessment\",\n \"tags\": [\n \"privacy\",\n \"gdpr\",\n \"risk\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"IT Security Incident Log 2024\",\n \"author\": \"Evelyn Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-01T10:15:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"log\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"tracking\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving PDF documents from Finance created after Jan 1, 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List documents where status is approved and department is IT Security\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"technology\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Financial Analysis of Emerging Markets\",\n \"author\": \"Prof. John Doe\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-20T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"analysis\",\n \"tags\": [\n \"finance\",\n \"emerging markets\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Machine Learning in Healthcare\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-05-05T11:10:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"AI\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Policy Guidelines for Remote Work\",\n \"author\": \"Ms. Laura Chen\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-12T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Data Security Standards\",\n \"author\": \"Mr. Carlos Ruiz\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-09-30T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"data protection\"\n ],\n \"confidentialityLevel\": \"restricted\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the approved policy documents from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: List PDF documents where department is Finance and createdAt is on or after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Technical Manuals\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Department Expense Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expense\",\n \"finance\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-20T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"checklist\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"HR Employee Handbook\",\n \"author\": \"david.kim\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2022-05-10T10:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"employee\",\n \"handbook\",\n \"hr\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Data Retention Policy\",\n \"author\": \"emma.wilson\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-01-05T12:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policy documents.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
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0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0.1,\n 0.2,\n 0.3,\n 0.4,\n 0.5,\n 0.6,\n 0.7,\n 0.8,\n 0.9,\n 1\n ]\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Catalog\n\nField Mappings:\n{\n \"properties\": {\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"productId\": \"P-1001\",\n \"title\": \"Enterprise Network Router\",\n \"description\": \"High‑performance router for enterprise networks with advanced security features.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-05T08:15:30Z\",\n \"price\": 1299.99\n },\n {\n \"productId\": \"P-1002\",\n \"title\": \"Cloud Storage Subscription\",\n \"description\": \"Annual subscription for 5TB of secure cloud storage.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"storage\",\n \"assignee\": \"account_manager\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 199\n },\n {\n \"productId\": \"P-1003\",\n \"title\": \"Wireless Access Point\",\n \"description\": \"Dual‑band Wi‑Fi 6 access point for office environments.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-02T11:07:45Z\",\n \"price\": 349.5\n },\n {\n \"productId\": \"P-1004\",\n \"title\": \"Laptop Pro 15\\\"\",\n \"description\": \"15‑inch professional laptop with 16GB RAM and 512GB SSD.\",\n \"status\": \"pending\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"sales_rep\",\n \"createdAt\": \"2024-09-28T09:30:00Z\",\n \"price\": 1799\n },\n {\n \"productId\": \"P-1005\",\n \"title\": \"Managed Firewall Service\",\n \"description\": \"24/7 managed firewall with intrusion detection and prevention.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"security\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-01T16:20:55Z\",\n \"price\": 899\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"I need to see the latest tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, could you specify any filters or how many tickets you would like to view?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 18 high‑priority network tickets assigned to tech support\n\nRephrased Query: List 18 tickets where status is open, priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 18,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Catalog",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 18,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network outage in building A\",\n \"description\": \"Users report loss of connectivity on floor 3.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network outage affecting multiple users.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for accounting software.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"accounting_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"License renewal for accounting package.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer malfunction on 2nd floor\",\n \"description\": \"Paper jam and error code 42.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"facility_maintenance\",\n \"createdAt\": \"2025-10-05T09:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Printer jam needs service.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the tickets currently marked as open.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: Retrieve tickets where status is open\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Jane Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access\",\n \"encryption\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Mark Johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Finance Department Annual Report 2024\",\n \"author\": \"Laura Chen\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"financial\",\n \"annual\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"high\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved policy documents from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show approved policies\n\nRephrased Query: List approved policy documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": {\n \"match_all\": {}\n },\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Update 2024\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines for Employees\",\n \"author\": \"Bob Smith\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Quarterly Financial Report Q2 2024\",\n \"author\": \"Carol Lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-20T08:15:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q2\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Cybersecurity Incident Response Plan\",\n \"author\": \"David Kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"cybersecurity\",\n \"incident\",\n \"response\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Company-wide Health & Safety Manual\",\n \"author\": \"Evelyn Martinez\",\n \"department\": \"Operations\",\n \"createdAt\": \"2023-09-05T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"manual\",\n \"tags\": [\n \"health\",\n \"safety\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 recent articles about security.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest 10 security‑related articles.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent articles about security.\",\n \"dsl_type\": \"simple_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show 46 approved policies from IT Security\n\nRephrased Query: Retrieve 46 approved policy documents from the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 46,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match\": {\n \"title\": {\n \"query\": \"policy\",\n \"boost\": 2\n }\n }\n },\n {\n \"match\": {\n \"category\": {\n \"query\": \"policy\",\n \"boost\": 1.5\n }\n }\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": \"<query_vector_placeholder>\",\n \"k\": 46\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 46,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"title\": \"Annual Maintenance Contract for Network Equipment\",\n \"description\": \"Contract covering yearly maintenance of routers and switches for the client.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 12500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"This contract ensures 24/7 support for all network devices.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SC-1002\",\n \"title\": \"Supply Agreement for Office Furniture\",\n \"description\": \"Provision of desks, chairs, and storage units for the new headquarters.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"procurement\",\n \"assignee\": \"procurement_team\",\n \"createdAt\": \"2024-07-05T14:22:10Z\",\n \"price\": 45200.5,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"All items must meet ergonomic standards.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SC-1003\",\n \"title\": \"Software License Renewal for Accounting Suite\",\n \"description\": \"Renewal of annual licenses for the financial management software.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"it_department\",\n \"createdAt\": \"2024-10-01T09:45:00Z\",\n \"price\": 7800,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"License includes updates and technical support.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will list the open tickets that have high priority, belong to the network category, and are assigned to the tech support team.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show open high‑priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with high priority in the network category assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experience intermittent latency on the corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Customer was overcharged for the last month.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"billing_team\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of the new CRM crashes on startup.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"dev_ops\",\n \"createdAt\": \"2024-10-01T11:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent tickets in the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: List 25 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve the top 25 tickets where status is open, priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 25,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 25,
"from": 0,
"is_pagination": false
}
|
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