conversations
listlengths 3
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dict |
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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: 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 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\": \"TCK-1002\",\n \"title\": \"Email spam filter not working\",\n \"description\": \"Incoming spam is reaching user inboxes despite policy settings.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-10-18T14:42:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Laptop battery replacement request\",\n \"description\": \"Battery health below 20%, user requests new battery.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-09-30T09:05:00Z\",\n \"price\": 120.5\n }\n]\n\nChat History:\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 high priority network tickets assigned to tech support\n\nRephrased Query: List 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": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "refinement",
"pattern_type": "change_sort",
"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\": \"Login Issue – Unable to access account\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-10-12T08:45:00Z\",\n \"fileType\": \"txt\",\n \"status\": \"open\",\n \"category\": \"authentication\",\n \"tags\": [\n \"login\",\n \"urgent\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Request for Software License Renewal\",\n \"author\": \"asmith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-09-30T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"closed\",\n \"category\": \"procurement\",\n \"tags\": [\n \"license\",\n \"renewal\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Password Reset Procedure Update\",\n \"author\": \"mlee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-11-01T10:10:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"in_progress\",\n \"category\": \"policy\",\n \"tags\": [\n \"password\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\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 recent support 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": "Customer Support Tickets",
"data_type": "unstructured",
"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: 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\": \"Remote Work Tips\",\n \"author\": \"alice_j\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"guidelines\",\n \"tags\": [\n \"remote\",\n \"productivity\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post_002\",\n \"title\": \"Cybersecurity Best Practices\",\n \"author\": \"bob_k\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-04-05T14:30:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post_003\",\n \"title\": \"Quarterly Sales Highlights\",\n \"author\": \"carol_m\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-06-20T11:00:00Z\",\n \"fileType\": \"post\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"sales\",\n \"Q2\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"post_004\",\n \"title\": \"Company Picnic Announcement\",\n \"author\": \"dave_n\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-07-01T08:45:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"event\",\n \"tags\": [\n \"social\",\n \"announcement\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post_005\",\n \"title\": \"New Feature Release Notes\",\n \"author\": \"eve_o\",\n \"department\": \"Product\",\n \"createdAt\": \"2024-08-15T16:20:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"release\",\n \"tags\": [\n \"feature\",\n \"release\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest posts from the HR department?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent HR posts...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent posts\",\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 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 \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"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 \"contractId\": {\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 \"supplierName\": {\n \"type\": \"text\"\n },\n \"contractStartDate\": {\n \"type\": \"date\"\n },\n \"contractEndDate\": {\n \"type\": \"date\"\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 \"contractId\": \"C-1001\",\n \"title\": \"Network Infrastructure Upgrade\",\n \"description\": \"Upgrade of core network switches for supplier XYZ.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 125000,\n \"supplierName\": \"XYZ Technologies\",\n \"contractStartDate\": \"2024-10-01\",\n \"contractEndDate\": \"2025-09-30\"\n },\n {\n \"contractId\": \"C-1002\",\n \"title\": \"Office Supplies Annual Contract\",\n \"description\": \"Provision of office stationery and consumables.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"procurement\",\n \"assignee\": \"procurement_team\",\n \"createdAt\": \"2023-01-20T11:42:00Z\",\n \"price\": 45000,\n \"supplierName\": \"ABC Supplies Ltd.\",\n \"contractStartDate\": \"2023-02-01\",\n \"contractEndDate\": \"2024-01-31\"\n },\n {\n \"contractId\": \"C-1003\",\n \"title\": \"Cloud Service Subscription\",\n \"description\": \"Annual subscription for cloud compute resources.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"cloud\",\n \"assignee\": \"cloud_ops\",\n \"createdAt\": \"2024-03-05T14:07:45Z\",\n \"price\": 200000,\n \"supplierName\": \"CloudServe Inc.\",\n \"contractStartDate\": \"2024-04-01\",\n \"contractEndDate\": \"2025-03-31\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List high-priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, fetching those tickets for you.\"\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\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": "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: 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 Highlights\",\n \"author\": \"alice.smith\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-06-12T09:15:00Z\",\n \"fileType\": \"text\",\n \"status\": \"published\",\n \"category\": \"event\",\n \"tags\": [\n \"picnic\",\n \"team\",\n \"fun\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"New Remote Work Policy\",\n \"author\": \"bob.jones\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-09-01T14:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Quarterly Sales Results\",\n \"author\": \"carla.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-10-20T11:00:00Z\",\n \"fileType\": \"excel\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"sales\",\n \"Q4\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"post-004\",\n \"title\": \"Cybersecurity Awareness Tips\",\n \"author\": \"david.kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-08-15T08:45:00Z\",\n \"fileType\": \"text\",\n \"status\": \"published\",\n \"category\": \"education\",\n \"tags\": [\n \"security\",\n \"awareness\",\n \"tips\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-005\",\n \"title\": \"Employee Wellness Program Launch\",\n \"author\": \"emma.wilson\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-07-05T10:20:00Z\",\n \"fileType\": \"text\",\n \"status\": \"approved\",\n \"category\": \"announcement\",\n \"tags\": [\n \"wellness\",\n \"health\",\n \"program\"\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 documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\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 ],\n \"k\": 10\n }\n }\n }\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\": \"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 ],\n \"k\": 10\n }\n }\n }\n ]\n }\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: 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 Zero Trust Security\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"markdown\",\n \"status\": \"approved\",\n \"category\": \"Security\",\n \"tags\": [\n \"zero-trust\",\n \"network\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"Remote Work Best Practices\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:30:00Z\",\n \"fileType\": \"html\",\n \"status\": \"draft\",\n \"category\": \"Productivity\",\n \"tags\": [\n \"remote\",\n \"collaboration\",\n \"tools\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Data Encryption Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-05T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Compliance\",\n \"tags\": [\n \"encryption\",\n \"data-protection\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"post-004\",\n \"title\": \"Company Culture in 2024\",\n \"author\": \"dave.kim\",\n \"department\": \"Corporate Communications\",\n \"createdAt\": \"2024-02-28T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"HR\",\n \"tags\": [\n \"culture\",\n \"values\",\n \"engagement\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-005\",\n \"title\": \"Incident Response Playbook\",\n \"author\": \"eve.martinez\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-04-10T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Security\",\n \"tags\": [\n \"incident-response\",\n \"playbook\",\n \"procedure\"\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 security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent blog posts\",\n \"dsl_type\": \"keyword_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 blog posts about security\n\nRephrased Query: Retrieve 22 approved blog posts that discuss security topics\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 \"should\": [\n {\n \"match\": {\n \"title\": {\n \"query\": \"security\",\n \"operator\": \"or\"\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"avg\",\n \"query\": {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 22\n }\n }\n }\n }\n }\n ],\n \"minimum_should_match\": 1,\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Blog Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "keyword_search",
"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: 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\": \"2024-10-12T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer prints blank pages intermittently.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"field_engineer\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 150.75\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\": \"open\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-10-01T09:05:00Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Database backup failure\",\n \"description\": \"Nightly backup job failed due to storage quota exceeded.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"database\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2024-10-09T22:30:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Account access request\",\n \"description\": \"New employee needs access to CRM system.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"it_support\",\n \"createdAt\": \"2024-10-11T11:20:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, fetching the requested tickets...\"\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 tickets with status open 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 \"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 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: 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\": \"Finance Policy on Remote Work\",\n \"author\": \"Jane Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"IT Security Incident Response Procedure\",\n \"author\": \"Mark Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-20T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"HR Guidelines for Employee Benefits\",\n \"author\": \"Laura Chen\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-10T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"benefits\",\n \"employee\",\n \"HR\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Finance Annual Report 2023\",\n \"author\": \"Carlos Ruiz\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-28T12:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"annual\",\n \"report\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Legal Compliance Checklist\",\n \"author\": \"Emily Davis\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-09-05T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"compliance\",\n \"legal\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the latest finance policies.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the most recent finance policy documents...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent documents\",\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 23 PDFs from Finance department after 2024\n\nRephrased Query: Retrieve 23 approved PDF documents from 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\": \"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 \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\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": "Legal Documents",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "listing_with_filters",
"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: Marketing Campaigns\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-01\",\n \"title\": \"Launch Email Campaign for New Product\",\n \"description\": \"Create and schedule email blasts targeting existing customers for the upcoming product release.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T09:15:00Z\",\n \"price\": 1250\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-02\",\n \"title\": \"Social Media Ads for Summer Sale\",\n \"description\": \"Design and deploy Facebook and Instagram ads promoting the summer discount campaign.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"advertising\",\n \"assignee\": \"marketing team\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 800\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-03\",\n \"title\": \"Landing Page Optimization\",\n \"description\": \"A/B test landing page layouts to improve conversion rates for the lead generation funnel.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-11-01T11:45:00Z\",\n \"price\": 1500\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 16 high-priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the requested tickets with the specified filters.\"\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 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": "Marketing Campaigns",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "refinement",
"pattern_type": "change_sort",
"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: 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\": \"Dr. 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\": \"Data Privacy Guidelines\",\n \"author\": \"Prof. John Doe\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-11-02T14:12:00Z\",\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\": \"Remote Work Security Checklist\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-01T08:00:00Z\",\n \"fileType\": \"pdf\",\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\": \"Financial Reporting Standards 2024\",\n \"author\": \"Prof. Michael Lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-20T10:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"standard\",\n \"tags\": [\n \"finance\",\n \"reporting\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Machine Learning in Healthcare\",\n \"author\": \"Dr. Sara Patel\",\n \"department\": \"Biomedical Engineering\",\n \"createdAt\": \"2023-09-12T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"research\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"AI\"\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 IT Security policies for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2023\",\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 \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2023-12-31T23:59:59Z\"\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: Retrieve all approved 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\": \"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": "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: Marketing Campaigns\n\nField Mappings:\n{\n \"properties\": {\n \"campaignId\": {\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 \"campaignId\": \"CMP-001\",\n \"title\": \"Spring Launch Promo\",\n \"description\": \"Promotional campaign for the spring product line.\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"seasonal\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"price\": 12500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Spring launch includes discounts on new arrivals.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"campaignId\": \"CMP-002\",\n \"title\": \"Summer Clearance\",\n \"description\": \"Clearance of summer inventory with special offers.\",\n \"status\": \"planned\",\n \"priority\": \"medium\",\n \"category\": \"clearance\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2024-05-01T11:00:00Z\",\n \"price\": 8000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Up to 70% off on summer items.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"campaignId\": \"CMP-003\",\n \"title\": \"Fall Loyalty Program\",\n \"description\": \"Reward loyal customers during the fall season.\",\n \"status\": \"completed\",\n \"priority\": \"low\",\n \"category\": \"loyalty\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2023-09-20T14:45:00Z\",\n \"price\": 5000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Earn points for every purchase made in October.\",\n \"embedding\": []\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you give me a quick overview of the current marketing campaigns?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure! Here are the active campaigns: Spring Launch Promo, Summer Clearance (planned), and Fall Loyalty Program (completed). Let me know if you need more details.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 10 campaigns\",\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 23 marketing campaigns\n\nRephrased Query: list 23 marketing campaigns 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\": 23,\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": 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: 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 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\": \"TCK-002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Nightly backup did not complete due to storage quota.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2024-09-28T22:45:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"UI alignment bug on dashboard\",\n \"description\": \"Widgets overlap on small screen resolutions.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"frontend_team\",\n \"createdAt\": \"2024-09-15T14:02:55Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-004\",\n \"title\": \"Server CPU spikes\",\n \"description\": \"CPU usage exceeds 90% during peak hours.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"infrastructure\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-03T11:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-005\",\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\": \"2024-10-02T09:05:45Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 23 high‑priority network tickets assigned to tech support.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve 23 tickets that match those criteria.\"\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 23 high‑priority network tickets assigned to tech support\n\nRephrased Query: List 23 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\": 23,\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": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"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\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-05-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"research\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"technology\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Machine Learning for Healthcare\",\n \"author\": \"Prof. Bob Lee\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\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\": \"doc-003\",\n \"title\": \"Economic Impacts of Climate Change\",\n \"author\": \"Dr. Carol Nguyen\",\n \"department\": \"Economics\",\n \"createdAt\": \"2022-11-03T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"analysis\",\n \"tags\": [\n \"climate\",\n \"economics\",\n \"policy\"\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\": \"Here are the latest support tickets.\"\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 documents\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": "Academic Articles",
"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\": \"TCKT-001\",\n \"productId\": \"PRD-1001\",\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\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"productId\": \"PRD-1002\",\n \"title\": \"Invoice discrepancy\",\n \"description\": \"The billed amount does not match the quoted price for order #12345.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 1250.75,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"productId\": \"PRD-1003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation script aborts with error code 0x80070005 on Windows 10.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-01T11:05:45Z\",\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\": \"Sure, retrieving open tickets for you.\"\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: Show open high‑priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with high priority in the network category that are 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": "Sales Orders",
"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: 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\": \"Payment processing error\",\n \"description\": \"Transaction failed due to insufficient funds.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 1250.75\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Refund request\",\n \"description\": \"Customer requested a refund for order #4523.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"refund\",\n \"assignee\": \"finance team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 300\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Suspicious activity alert\",\n \"description\": \"Multiple login attempts detected from unknown IP.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"security\",\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\": \"List all tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the first 10 tickets from the index.\"\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 tech support\n\nRephrased Query: Retrieve tickets where status is open, priority is high, 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 \"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": "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 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 \"passage\": \"User reports intermittent latency on corporate VPN.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Invoice shows extra charges for last month.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Invoice shows extra charges for last month.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-003\",\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\": \"2025-10-05T11:20:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Installation of CRM software fails with error code 0x80070005.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-004\",\n \"title\": \"Password reset request\",\n \"description\": \"User cannot reset password via self-service portal.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"support_staff\",\n \"createdAt\": \"2025-10-22T09:05:12Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"User cannot reset password via self-service portal.\",\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 tickets currently open in the system.\"\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": "Customer 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: 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 \"documentContentWords\": {\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 \"ticketId\": \"TCK-1001\",\n \"productId\": \"PRD-2001\",\n \"title\": \"Order for Widget A\",\n \"description\": \"Customer requested 50 units of Widget A, shipping to New York.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 1250,\n \"documentContentWords\": \"order widget a 50 units new york\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Customer requested 50 units of Widget A.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n },\n {\n \"passage\": \"Shipping address: New York.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"Order for Service Subscription\",\n \"description\": \"Annual subscription renewal for premium support services.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"services\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 3000,\n \"documentContentWords\": \"annual subscription renewal premium support\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Annual subscription renewal for premium support services.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-2003\",\n \"title\": \"Order for Software License\",\n \"description\": \"License for 100 seats of Enterprise Software Suite.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"carol.lee\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 8500,\n \"documentContentWords\": \"license 100 seats enterprise software suite\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"License for 100 seats of Enterprise Software Suite.\",\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\": \"Here are the most recent tickets from the Sales Orders 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 \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\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\": \"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": "Sales Orders",
"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: 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\": \"INV-1001\",\n \"title\": \"Laptop Dell XPS 13\",\n \"description\": \"13-inch laptop with Intel i7 processor, 16GB RAM, 512GB SSD.\",\n \"status\": \"in_stock\",\n \"priority\": \"high\",\n \"category\": \"electronics\",\n \"assignee\": \"warehouse_a\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 1299.99,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Dell XPS 13 specifications and features.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"INV-1002\",\n \"title\": \"Ergonomic Office Chair\",\n \"description\": \"Adjustable height, lumbar support, breathable mesh back.\",\n \"status\": \"in_stock\",\n \"priority\": \"medium\",\n \"category\": \"furniture\",\n \"assignee\": \"warehouse_b\",\n \"createdAt\": \"2024-09-10T14:42:10Z\",\n \"price\": 219.5,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Features of the ergonomic office chair.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"INV-1003\",\n \"title\": \"Wireless Mouse Model M200\",\n \"description\": \"2.4 GHz wireless mouse with ergonomic design and 12-month battery life.\",\n \"status\": \"out_of_stock\",\n \"priority\": \"low\",\n \"category\": \"accessories\",\n \"assignee\": \"warehouse_c\",\n \"createdAt\": \"2024-09-08T09:05:45Z\",\n \"price\": 29.99,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Details about the wireless mouse M200.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the first 10 items in the inventory?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here's a DSL query that returns the first 10 documents...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 inventory items\",\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 me 38 inventory items\n\nRephrased Query: List 38 items 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\": 38,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Inventory Items",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "simple_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: 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 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 \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Need to renew Adobe Creative Cloud licenses for design team.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer jam on 2nd floor\",\n \"description\": \"HP LaserJet printer constantly jams when printing large documents.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-11-01T09:45:00Z\",\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 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 \"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 high priority network tickets assigned to tech support\n\nRephrased Query: List 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": "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: 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\": \"Payment processing error\",\n \"description\": \"Customer reported a failure when attempting to process a $5,000 payment.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-12T08:45:00Z\",\n \"price\": 5000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Error code 502 returned during payment gateway call.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Refund request for overcharge\",\n \"description\": \"Client was overcharged $250 on their monthly subscription.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-11T14:20:00Z\",\n \"price\": 250,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Billing system logged duplicate charge entry.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Failed transaction audit\",\n \"description\": \"Audit flagged a transaction of $12,300 as suspicious.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-10T09:10:00Z\",\n \"price\": 12300,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Transaction exceeded daily limit without proper authorization.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 16 high-priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the requested 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: Show 16 high-priority network tickets assigned to tech support\n\nRephrased Query: List 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": "Financial Transactions",
"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: product_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\",\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\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of Adobe Creative Cloud licenses for design team.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-03-15T14:42:10Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Defective printer cartridge\",\n \"description\": \"Cartridge model XYZ fails after 500 pages.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"facility\",\n \"createdAt\": \"2025-01-08T09:05:45Z\",\n \"price\": 45.99,\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 the list of open tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 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: 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": "product_catalog",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "refinement",
"pattern_type": "change_sort",
"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 control\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Michael Lee\",\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\": \"Financial Audit Report 2023\",\n \"author\": \"Laura Chen\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"final\",\n \"category\": \"report\",\n \"tags\": [\n \"audit\",\n \"2023\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Data Privacy Notice\",\n \"author\": \"Samuel Patel\",\n \"department\": \"Legal\",\n \"createdAt\": \"2022-11-18T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"notice\",\n \"tags\": [\n \"privacy\",\n \"data protection\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Employee Handbook\",\n \"author\": \"HR Team\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-09-01T10:20:00Z\",\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 the latest approved policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the approved policies: IT Security Policy, Data Privacy Notice.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\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: List documents 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 \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n },\n {\n \"match_all\": {}\n }\n ],\n \"minimum_should_match\": 1\n }\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: 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\": \"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 \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Policy Update\",\n \"author\": \"bob.johnson\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-12-01T12:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Policy\",\n \"tags\": [\n \"remote\",\n \"policy\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"IT Security Guidelines\",\n \"author\": \"carol.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-20T15:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Guideline\",\n \"tags\": [\n \"security\",\n \"guideline\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Marketing Campaign Plan 2025\",\n \"author\": \"dave.lee\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-11-05T08:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"review\",\n \"category\": \"Plan\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Employee Handbook\",\n \"author\": \"eva.martinez\",\n \"department\": \"HR\",\n \"createdAt\": \"2022-06-10T10:00:00Z\",\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\": \"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 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 \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "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: 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\": \"2025-10-20T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Nightly backup did not complete due to permission error.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2025-10-18T22:00:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"UI redesign for dashboard\",\n \"description\": \"Create new wireframes for the analytics dashboard.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"design\",\n \"assignee\": \"ui_ux_team\",\n \"createdAt\": \"2025-09-30T14:45:10Z\",\n \"price\": 1500\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 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 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 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\": 18,\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": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 18,
"from": 18,
"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\": \"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\": 120.5,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of product X fails with error code 0x80070005.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-01T11:05:45Z\",\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 in the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing_without_filters\",\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 network tickets assigned to tech support\n\nRephrased Query: Retrieve open tickets with high priority in the network category 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 \"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: 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\": \"Payment reversal request\",\n \"description\": \"Customer requested reversal of a $2,500 transaction due to duplicate charge.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-10-20T14:32:10Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Fraudulent activity alert\",\n \"description\": \"Multiple unauthorized withdrawals detected on account 987654321.\",\n \"status\": \"investigating\",\n \"priority\": \"critical\",\n \"category\": \"fraud\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-10-19T09:15:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Monthly statement request\",\n \"description\": \"User needs the March 2025 statement for account reconciliation.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"statement\",\n \"assignee\": \"mike.lee\",\n \"createdAt\": \"2025-10-18T11:05:30Z\",\n \"price\": 0\n }\n]\n\nChat History:\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\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": "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: 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\": \"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 Quarterly Report Q1 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:00:00Z\",\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\": \"2024-01-10T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\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 finance reports available in the system...\"\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 \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"match\": {\n \"fileType\": \"pdf\"\n }\n }\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 }\n }\n }\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: 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 \"queries\": [\n {\n \"match\": {\n \"category\": \"policy\"\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": "Corporate Blog Posts",
"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: 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\": \"Unable to access VPN\",\n \"description\": \"User reports that the VPN client fails to connect 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 \"passage\": \"User reports that the VPN client fails to connect after the recent update.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Billing discrepancy on invoice #4532\",\n \"description\": \"Customer was overcharged for the month of September.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 150.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Customer was overcharged for the month of September.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Feature request: Dark mode\",\n \"description\": \"User requests a dark mode option for the web portal.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"feature_request\",\n \"assignee\": \"product_team\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"User requests a dark mode option for the web portal.\",\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 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 }\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": "Customer Support Tickets",
"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: Marketing Campaigns\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-001\",\n \"productId\": \"PRD-1001\",\n \"title\": \"Spring Sale Email Campaign\",\n \"description\": \"Create and schedule email blasts for the spring promotion.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"email\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-10-01T09:15:00Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"TCK-002\",\n \"productId\": \"PRD-1002\",\n \"title\": \"Social Media Ads for New Product Launch\",\n \"description\": \"Design and launch Facebook and Instagram ads targeting millennials.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"social_media\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-09-28T14:30:00Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"TCK-003\",\n \"productId\": \"PRD-1003\",\n \"title\": \"Landing Page Optimization\",\n \"description\": \"A/B test headline and CTA for the summer campaign landing page.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"seo\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2025-09-15T11:45:00Z\",\n \"price\": 800\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 \"_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 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": "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: 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 rebooted but issue persists.\",\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\": \"Email delivery delay\",\n \"description\": \"Outgoing emails are delayed by up to 30 minutes.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Need to renew Adobe Creative Cloud licenses for design team.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"TCKT-004\",\n \"title\": \"Printer jam on 2nd floor\",\n \"description\": \"Laser printer constantly jams when printing more than 10 pages.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-10T11:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-005\",\n \"title\": \"VPN access issue for remote employee\",\n \"description\": \"Remote employee cannot establish VPN connection after password change.\",\n \"status\": \"resolved\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"alice_wang\",\n \"createdAt\": \"2025-10-05T16:30:22Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List high priority 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 \"priority\": \"high\"\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 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": "IT Support 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: 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 Overview\",\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 \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:30:00Z\",\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\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-05T08:45:00Z\",\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\": \"2024-09-01T10:00:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"review\",\n \"category\": \"plan\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Procedure\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-22T12:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"security\",\n \"incident\",\n \"response\"\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, I can retrieve the approved security policies for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List draft 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 \"text\": \"finance report\",\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"draft\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n }\n ]\n }\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\": \"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 \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n \"...\"\n ],\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": "Social Media Posts",
"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: 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 Campaign\",\n \"description\": \"Launch of the spring discount promotion across all channels.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"promotion\",\n \"assignee\": \"marketing\",\n \"createdAt\": \"2025-03-01T09:15:00Z\",\n \"price\": 15000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Spring Sale Campaign details...\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MKT-002\",\n \"title\": \"Email Newsletter Q2\",\n \"description\": \"Prepare and send the Q2 newsletter to the subscriber list.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"communication\",\n \"assignee\": \"content_team\",\n \"createdAt\": \"2025-04-10T14:30:00Z\",\n \"price\": 5000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Email Newsletter Q2 content outline...\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MKT-003\",\n \"title\": \"Social Media Ads Review\",\n \"description\": \"Review performance of social media ads for the summer campaign.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"analytics\",\n \"assignee\": \"analytics\",\n \"createdAt\": \"2025-02-20T11:45:00Z\",\n \"price\": 3000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Social Media Ads Review report...\",\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 open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets in the Marketing Campaigns domain.\"\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 open high-priority tickets assigned to marketing\n\nRephrased Query: List tickets where status is open, priority is high, and assignee is marketing\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\": \"marketing\"\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": 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\": \"Login Issue – Unable to access account\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"authentication\",\n \"tags\": [\n \"login\",\n \"access\",\n \"urgent\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Password Reset Request\",\n \"author\": \"asmith\",\n \"department\": \"Customer Service\",\n \"createdAt\": \"2024-09-10T14:22:10Z\",\n \"fileType\": \"docx\",\n \"status\": \"closed\",\n \"category\": \"account management\",\n \"tags\": [\n \"password\",\n \"reset\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"VPN Connectivity Problems\",\n \"author\": \"mbrown\",\n \"department\": \"Network Operations\",\n \"createdAt\": \"2024-09-08T11:05:45Z\",\n \"fileType\": \"txt\",\n \"status\": \"in_progress\",\n \"category\": \"network\",\n \"tags\": [\n \"vpn\",\n \"connectivity\",\n \"latency\"\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 latest support tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent 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 \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [],\n \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 0\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\": 10,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [],\n \"k\": 10\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": "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: 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\": \"PR-2001\",\n \"title\": \"Order for Enterprise License\",\n \"description\": \"Customer purchased 50 enterprise licenses for the upcoming fiscal year.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-10-20T09:15:30Z\",\n \"price\": 12500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Enterprise license purchase details...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SO-1002\",\n \"productId\": \"PR-2002\",\n \"title\": \"Hardware Upgrade Order\",\n \"description\": \"Request for 20 new high‑performance servers to replace aging infrastructure.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 48000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Hardware upgrade specifications...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SO-1003\",\n \"productId\": \"PR-2003\",\n \"title\": \"Consulting Services Engagement\",\n \"description\": \"Three‑month consulting engagement for cloud migration strategy.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"services\",\n \"assignee\": \"carol.lee\",\n \"createdAt\": \"2025-11-01T08:05:45Z\",\n \"price\": 15000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Consulting scope and deliverables...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest sales orders?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent orders...\"\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 18 sales orders\n\nRephrased Query: Retrieve the most recent 18 sales order documents 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 \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Sales Orders",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "semantic_question",
"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 \"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-001\",\n \"productId\": \"PRD-1001\",\n \"title\": \"Contract renewal for Supplier A\",\n \"description\": \"Renewal of annual supply contract for raw materials.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"procurement\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2024-10-01T08:15:30Z\",\n \"price\": 125000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Supplier A agrees to provide 10,000 units of steel per month.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"New contract for Supplier B\",\n \"description\": \"Initial contract for electronic components delivery.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"electronics\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 98000.5,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Supplier B will deliver 5,000 microchips quarterly.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-003\",\n \"productId\": \"PRD-3003\",\n \"title\": \"Contract amendment for Supplier C\",\n \"description\": \"Amendment to increase volume by 20% for Q4.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"logistics\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2024-08-15T09:05:45Z\",\n \"price\": 45000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The amendment adds 2,000 additional pallets for November.\",\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 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 }\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": "Supplier Contracts",
"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 Catalog Ticket Management\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-001\",\n \"productId\": \"PRD-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Customers report intermittent latency on the new router model.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 199.99\n },\n {\n \"ticketId\": \"TCK-002\",\n \"productId\": \"PRD-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"License for enterprise software is expiring soon.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"account_manager\",\n \"createdAt\": \"2025-09-15T12:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"productId\": \"PRD-1003\",\n \"title\": \"Defective power supply\",\n \"description\": \"Power supply unit fails under load, causing shutdowns.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-18T14:45:00Z\",\n \"price\": 49.5\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the tickets for product PRD-1001?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the tickets related to product PRD-1001...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List resolved tickets from September\",\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\": \"2025-09-01\",\n \"lt\": \"2025-10-01\"\n }\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": "Product Catalog Ticket Management",
"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\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"access\",\n \"control\",\n \"authentication\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Michael Lee\",\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\": \"Data Retention Schedule 2024\",\n \"author\": \"Laura Chen\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-03-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"schedule\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"Raj Patel\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-18T08:45:00Z\",\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\": \"Financial Audit Report Q1 2024\",\n \"author\": \"Emily Davis\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"audit\",\n \"financial\",\n \"Q1\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest IT security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent policy documents for you. Do you have any specific criteria?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent approved policies\",\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 \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ],\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n }\n]\n\nUser Query: Show 19 approved policies from IT Security\n\nRephrased Query: Retrieve the first 19 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\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 19,\n \"from\": 0,\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 \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 19\n }\n }\n },\n {\n \"match_all\": {}\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "listing",
"size": 19,
"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 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.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 \"2024\"\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\": \"2023-11-01T14:00:00Z\",\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\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\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 security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent documents\",\n \"dsl_type\": \"simple_match\",\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 20 approved policies from IT Security\n\nRephrased Query: Retrieve the first 20 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\": 20,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": \"security policies\",\n \"embedding\": {\n \"vector\": [],\n \"k\": 20\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": "Corporate News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"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\": \"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.jones\",\n \"department\": \"Mobile Devices\",\n \"createdAt\": \"2024-05-08T14:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"photography\",\n \"tags\": [\n \"camera\",\n \"low light\",\n \"zoom\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"PR-003\",\n \"title\": \"Laptop Battery Longevity Study\",\n \"author\": \"carla.lee\",\n \"department\": \"Computing\",\n \"createdAt\": \"2023-11-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"hardware\",\n \"tags\": [\n \"battery\",\n \"performance\",\n \"testing\"\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, I will retrieve the first 10 tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all product review 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 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 }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search",
"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 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\",\n \"description\": \"Customers experiencing 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 },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of enterprise software licenses for Q1.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 12500\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Defective hardware replacement\",\n \"description\": \"Replace faulty SSDs in data center rack 5.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"field_engineer\",\n \"createdAt\": \"2024-08-05T11:03:45Z\",\n \"price\": 3200.5\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: 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": "Product Catalog",
"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: 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\": \"PR-2001\",\n \"title\": \"Order for 50 units of Widget A\",\n \"description\": \"Customer requested 50 units of Widget A with expedited shipping.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 1250,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Customer requested 50 units of Widget A with expedited shipping.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SO-1002\",\n \"productId\": \"PR-2002\",\n \"title\": \"Order for 20 units of Service Plan B\",\n \"description\": \"Annual service plan for 20 devices, includes on-site support.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"services\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 3000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Annual service plan for 20 devices, includes on-site support.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SO-1003\",\n \"productId\": \"PR-2003\",\n \"title\": \"Order for 100 units of Software License C\",\n \"description\": \"License renewal for 100 seats of Software C, corporate edition.\",\n \"status\": \"pending\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"carol.lee\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 7500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"License renewal for 100 seats of Software C, corporate edition.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest sales orders?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here's a list of the most recent orders.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 10 recent orders\",\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 me 15 sales orders\n\nRephrased Query: list 15 sales orders 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\": 15,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Sales Orders",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "simple_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: 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 \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer prints blank pages intermittently.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"facility_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 150.75,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Account access request\",\n \"description\": \"New employee needs access to CRM system.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"it_admin\",\n \"createdAt\": \"2025-11-01T09:05:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renew annual licenses for design tools.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-10-05T11:20:45Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Database backup failure\",\n \"description\": \"Nightly backup job 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\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 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 tickets where status is open, priority is high, 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 \"assignee\": \"tech_support\"\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: 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\": \"Secure Remote Work Practices\",\n \"author\": \"Dr. Alice Nguyen\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote work\",\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"RP-002\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"Prof. Marco Silva\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-20T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"encryption\",\n \"data protection\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"RP-003\",\n \"title\": \"Financial Risk Assessment 2024\",\n \"author\": \"Dr. Priya Patel\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-05-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"risk\",\n \"finance\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"RP-004\",\n \"title\": \"Machine Learning in Healthcare\",\n \"author\": \"Dr. Luis Gomez\",\n \"department\": \"Medical Research\",\n \"createdAt\": \"2023-09-10T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"RP-005\",\n \"title\": \"Cloud Migration Strategy\",\n \"author\": \"Emily Chen\",\n \"department\": \"IT Operations\",\n \"createdAt\": \"2024-01-22T16:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"strategy\",\n \"tags\": [\n \"cloud\",\n \"migration\",\n \"strategy\"\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 first 10 documents 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 the first set of documents 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 \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n },\n {\n \"match_all\": {}\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Research Papers",
"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: 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 Markets Rally Amid Economic Optimism\",\n \"author\": \"Jane Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-09-10T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Economy\",\n \"tags\": [\n \"markets\",\n \"stocks\",\n \"economy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"New Cybersecurity Regulations Announced\",\n \"author\": \"John Doe\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-08-22T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"published\",\n \"category\": \"Security\",\n \"tags\": [\n \"cybersecurity\",\n \"regulation\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Local Sports Team Wins Championship\",\n \"author\": \"Emily Davis\",\n \"department\": \"Sports\",\n \"createdAt\": \"2024-07-05T19:45:00Z\",\n \"fileType\": \"html\",\n \"status\": \"published\",\n \"category\": \"Sports\",\n \"tags\": [\n \"championship\",\n \"team\",\n \"victory\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest news articles?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent documents for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show recent 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 documents without specifying count or 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": "News Articles",
"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: 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 Campaign Launch\",\n \"description\": \"Prepare assets and schedule for the spring sale across all channels.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"promotion\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-09-15T08:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"MKT-002\",\n \"title\": \"Email Newsletter Q4\",\n \"description\": \"Draft and send the Q4 newsletter to the subscriber list.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-10-01T12:00:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"MKT-003\",\n \"title\": \"Social Media Ads Review\",\n \"description\": \"Review performance of social media ads for the holiday season.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"ads\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2025-08-20T15:45:00Z\",\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 latest 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 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": "simple_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\": \"Quarterly Financial Report Q1\",\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 \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"bob.jones\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\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\": \"2024-01-20T11:45:00Z\",\n \"fileType\": \"pdf\",\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\": \"Marketing Campaign Overview\",\n \"author\": \"dave.kumar\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-03-05T08:15:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"presentation\",\n \"tags\": [\n \"campaign\",\n \"2024\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Finance Department SOPs\",\n \"author\": \"eve.wilson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-10T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"sop\",\n \"finance\",\n \"process\"\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 policies 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 \"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 \"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 approved PDF documents in 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\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\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 \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"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: 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 \"algorithms\"\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\": \"study\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"data\"\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 list the latest research papers on AI?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent AI papers in the index.\"\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: Retrieve the first 10 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 {\n \"match_all\": {}\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Research Papers",
"data_type": "unstructured",
"query_type": "hybrid_search",
"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\": \"Remote Work Security Policy\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Financial Data Handling Guidelines\",\n \"author\": \"Prof. John Doe\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-30\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"finance\",\n \"data\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"AI Ethics in Research\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-05-10\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"research\",\n \"tags\": [\n \"AI\",\n \"ethics\",\n \"research\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the security policies that are approved?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the approved security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies\",\n \"dsl_type\": \"listing_with_filters\",\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 \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show approved PDFs from Finance department after 2024\n\nRephrased Query: List 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\": 20,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"query\": \"approved finance pdf\",\n \"fields\": [\n \"title\",\n \"tags\"\n ]\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 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}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 10,
"from": 20,
"is_pagination": true
}
|
[
{
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"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 Johnson\",\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 \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TM-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Bob Lee\",\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\": \"Network Architecture Manual\",\n \"author\": \"Carol Smith\",\n \"department\": \"IT Infrastructure\",\n \"createdAt\": \"2022-11-03T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"manual\",\n \"tags\": [\n \"network\",\n \"architecture\",\n \"design\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TM-004\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"David Kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-09-15T09:45:00Z\",\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\": \"TM-005\",\n \"title\": \"Incident Response Procedure\",\n \"author\": \"Evelyn Garcia\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-08T11:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the latest security policies.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent security policy documents.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent manuals\",\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 me $24 approved policies from IT Security\n\nRephrased Query: Retrieve 24 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\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 24,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"multi_match\": {\n \"query\": \"approved policy IT Security\",\n \"fields\": [\n \"title^3\",\n \"tags^2\",\n \"category\"\n ],\n \"type\": \"best_fields\"\n }\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 24,\n \"num_candidates\": 100\n }\n }\n ],\n \"minimum_should_match\": 1,\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "hybrid_search",
"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: 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 in Rack 12.\",\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\": \"Update project budget\",\n \"description\": \"Adjust the budget for Q4 to reflect new resource allocations.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"finance\",\n \"assignee\": \"project_manager\",\n \"createdAt\": \"2025-09-15T11:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Design UI mockups for new feature\",\n \"description\": \"Create high‑fidelity mockups for the upcoming dashboard redesign.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"design\",\n \"assignee\": \"ui_designer\",\n \"createdAt\": \"2025-08-05T14:45:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-004\",\n \"title\": \"Migrate database to new cluster\",\n \"description\": \"Plan and execute migration of the primary PostgreSQL database to the new cluster.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"database\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2025-10-01T09:00:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-005\",\n \"title\": \"Client feedback review\",\n \"description\": \"Compile and analyze feedback from the latest client survey.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"customer_success\",\n \"assignee\": \"cs_lead\",\n \"createdAt\": \"2025-07-22T16:20:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, fetching tickets with priority high, category network, and assignee 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\n\nRephrased Query: Retrieve 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": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "simple_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-1001\",\n \"title\": \"Design login page UI\",\n \"description\": \"Create high‑fidelity mockups for the new login page, ensuring accessibility compliance.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"design\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-10-20T09:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Implement OAuth2 authentication\",\n \"description\": \"Develop backend support for OAuth2 providers (Google, GitHub) and integrate with existing auth flow.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"development\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-10-18T14:42:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Migrate database to PostgreSQL 15\",\n \"description\": \"Plan and execute migration from MySQL to PostgreSQL 15, update CI pipelines and run data validation.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"infrastructure\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2025-09-30T08:00:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Prepare Q4 financial report\",\n \"description\": \"Collect all project expenses, calculate burn rate, and produce a detailed financial report for stakeholders.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"finance\",\n \"assignee\": \"david.kim\",\n \"createdAt\": \"2025-10-22T11:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Conduct security audit\",\n \"description\": \"Perform a comprehensive security audit covering OWASP Top 10, penetration testing, and compliance checks.\",\n \"status\": \"in_review\",\n \"priority\": \"high\",\n \"category\": \"security\",\n \"assignee\": \"eva.martinez\",\n \"createdAt\": \"2025-10-15T16:20:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 63 open tickets for the project.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the latest 63 tickets without applying any filters.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent tasks\",\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 63 tickets from the project management board\n\nRephrased Query: Retrieve 63 documents with no 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\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 63,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 63,
"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 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 \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-20T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\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\": \"2023-12-01T08:15:00Z\",\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\": \"Marketing Campaign Overview 2024\",\n \"author\": \"dave.kim\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-01-10T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"campaign\",\n \"tags\": [\n \"marketing\",\n \"2024\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Annual Sustainability Report\",\n \"author\": \"eva.martinez\",\n \"department\": \"Corporate Affairs\",\n \"createdAt\": \"2023-11-30T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"sustainability\",\n \"annual\",\n \"2023\"\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 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 \"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 \"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 in 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": "News Articles",
"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: 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 },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Email delivery delay\",\n \"description\": \"Emails are delayed up to 30 minutes. Affected users in finance department.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"email team\",\n \"createdAt\": \"2025-10-18T14:42:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for Adobe Creative Cloud for design team.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-09-30T09:00:00Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Printer jam on 2nd floor\",\n \"description\": \"HP LaserJet constantly jams. Requires part replacement.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-22T11:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"VPN connectivity issue\",\n \"description\": \"Remote employees cannot connect to corporate VPN after recent update.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"network team\",\n \"createdAt\": \"2025-10-21T07:45:00Z\",\n \"price\": 0\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, I will retrieve the tickets that match those criteria.\"\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 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": "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\": \"MKT-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\": \"tech support\",\n \"createdAt\": \"2024-03-05T09:12:00Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Launch email includes new product images and discount codes.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MKT-002\",\n \"title\": \"Social Media Ads for Network Campaign\",\n \"description\": \"Design and schedule ads targeting network professionals.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-03-10T14:45:00Z\",\n \"price\": 2300,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Ads will run on LinkedIn and Twitter focusing on network solutions.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MKT-003\",\n \"title\": \"Quarterly Report Generation\",\n \"description\": \"Compile performance metrics for Q1 marketing activities.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"reporting\",\n \"assignee\": \"analytics team\",\n \"createdAt\": \"2024-04-01T08:30:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Report includes ROI, click-through rates, and lead conversion data.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the latest open tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the most recent open tickets in the Marketing Campaigns index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 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: List 34 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 34 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\": 34,\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": "keyword_search",
"size": 34,
"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\": \"Order delay for client XYZ\",\n \"description\": \"The shipment for order #12345 has been delayed due to carrier issues.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"logistics\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 1250.75,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-2003\",\n \"title\": \"Incorrect pricing on invoice\",\n \"description\": \"Customer reported that the invoice shows $500 instead of the agreed $450.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 450,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-2005\",\n \"title\": \"Return request for damaged goods\",\n \"description\": \"Client requested a return for items received with visible damage.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"returns\",\n \"assignee\": \"mike.lee\",\n \"createdAt\": \"2025-10-15T09:05:45Z\",\n \"price\": 300.2,\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 most recent tickets from the sales orders 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\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": "sales_orders",
"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: 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 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 \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"Bob Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-10T14:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"standard\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"standards\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Carol Smith\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-05T08:20:00Z\",\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-004\",\n \"title\": \"Finance Department Audit Checklist\",\n \"author\": \"David Kim\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-22T11:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"audit\",\n \"finance\",\n \"checklist\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Network Architecture Diagram\",\n \"author\": \"Eve Martinez\",\n \"department\": \"IT Infrastructure\",\n \"createdAt\": \"2023-12-01T16:00:00Z\",\n \"fileType\": \"png\",\n \"status\": \"approved\",\n \"category\": \"diagram\",\n \"tags\": [\n \"network\",\n \"architecture\"\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 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\": \"2024-01-01\"\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 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\": \"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 \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"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: 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 Policies for Remote Work\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T10:00:00Z\",\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\": \"Financial Reporting Guidelines 2024\",\n \"author\": \"Prof. John Doe\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-10T09:30:00Z\",\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\": \"Data Privacy Regulations Overview\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-12-05T14:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"regulation\",\n \"tags\": [\n \"privacy\",\n \"data\",\n \"regulation\"\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 security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent documents\",\n \"dsl_type\": \"keyword_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show 30 approved policies from IT Security\n\nRephrased Query: Retrieve 30 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\": 30,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": \"security 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}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 30,
"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\": \"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\": \"Database backup failure\",\n \"description\": \"Automated backup job failed due to storage quota.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db admin\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"UI redesign for dashboard\",\n \"description\": \"Create new UI components for the analytics dashboard.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"design team\",\n \"createdAt\": \"2025-09-30T09:05:00Z\",\n \"price\": 1500,\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\": \"Show open tickets\",\n \"dsl_type\": \"listing\",\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 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": "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: Ticket Management\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\": \"2024-10-05T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network latency issue affecting VPN users.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of enterprise software licenses for Q1.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 12500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Renewal of enterprise software licenses.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer jam and error code 42.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"facility team\",\n \"createdAt\": \"2024-10-01T09:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Office printer jam with error code 42.\",\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...\"\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 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": "Ticket Management",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "specific_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: 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 \"priority\": {\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-00123\",\n \"title\": \"Password Reset Request\",\n \"author\": \"jdoe\",\n \"department\": \"IT\",\n \"createdAt\": \"2024-02-15T09:34:21Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"access\",\n \"tags\": [\n \"password\",\n \"reset\",\n \"urgent\"\n ],\n \"confidentialityLevel\": \"internal\",\n \"priority\": \"high\"\n },\n {\n \"documentId\": \"TCKT-00456\",\n \"title\": \"VPN Access Issue\",\n \"author\": \"asmith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-01T14:12:05Z\",\n \"fileType\": \"docx\",\n \"status\": \"pending\",\n \"category\": \"network\",\n \"tags\": [\n \"vpn\",\n \"connectivity\"\n ],\n \"confidentialityLevel\": \"confidential\",\n \"priority\": \"medium\"\n },\n {\n \"documentId\": \"TCKT-00789\",\n \"title\": \"Software License Renewal\",\n \"author\": \"mbrown\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-12-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procurement\",\n \"tags\": [\n \"license\",\n \"renewal\"\n ],\n \"confidentialityLevel\": \"public\",\n \"priority\": \"low\"\n },\n {\n \"documentId\": \"TCKT-00901\",\n \"title\": \"Data Backup Failure\",\n \"author\": \"klee\",\n \"department\": \"IT\",\n \"createdAt\": \"2024-01-10T08:20:33Z\",\n \"fileType\": \"txt\",\n \"status\": \"approved\",\n \"category\": \"infrastructure\",\n \"tags\": [\n \"backup\",\n \"failure\",\n \"critical\"\n ],\n \"confidentialityLevel\": \"internal\",\n \"priority\": \"high\"\n },\n {\n \"documentId\": \"TCKT-01012\",\n \"title\": \"Expense Report Discrepancy\",\n \"author\": \"rjohnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-28T16:05:12Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"finance\",\n \"tags\": [\n \"expense\",\n \"audit\"\n ],\n \"confidentialityLevel\": \"confidential\",\n \"priority\": \"medium\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest tickets from IT?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent IT tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent tickets\",\n \"dsl_type\": \"simple_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 me 16 approved tickets from the IT department with high priority created after 2024-01-01\n\nRephrased Query: Retrieve 16 tickets where status is approved, department is IT, priority is high, and createdAt > 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\": 16,\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 ],\n \"k\": 16\n },\n \"text\": {\n \"multi_match\": {\n \"query\": \"approved\",\n \"fields\": [\n \"title\",\n \"tags\"\n ]\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\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": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"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: 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\": \"Upgrade network firewall\",\n \"description\": \"Replace the legacy firewall with a next‑gen model and configure rules.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 1250\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Automated nightly backup failed due to storage quota limit.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db admin\",\n \"createdAt\": \"2024-09-10T14:42:00Z\",\n \"price\": 300\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"UI redesign for dashboard\",\n \"description\": \"Implement new UI components according to the latest design specs.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"frontend\",\n \"assignee\": \"ui team\",\n \"createdAt\": \"2024-08-28T11:05:45Z\",\n \"price\": 800\n },\n {\n \"ticketId\": \"TCK-004\",\n \"title\": \"Server patch rollout\",\n \"description\": \"Apply security patches to all production servers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"infrastructure\",\n \"assignee\": \"ops team\",\n \"createdAt\": \"2024-09-14T09:30:10Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"TCK-005\",\n \"title\": \"Network latency investigation\",\n \"description\": \"Investigate intermittent latency spikes in the corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-09-13T16:20:55Z\",\n \"price\": 950\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the open tickets for the network team.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the current open network 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: List 19 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 19 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\": 19,\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": "complex_query",
"size": 19,
"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\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15\",\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\": \"2024-02-10\",\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 Setup Instructions\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-05-01\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"setup\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TM-004\",\n \"title\": \"Data Retention Policy\",\n \"author\": \"david.kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-09-20\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"TM-005\",\n \"title\": \"IT Infrastructure Upgrade Plan\",\n \"author\": \"emma.wong\",\n \"department\": \"IT Operations\",\n \"createdAt\": \"2024-07-12\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"infrastructure\",\n \"upgrade\",\n \"plan\"\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 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\": \"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 \"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 }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Retrieve PDF documents in 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\": \"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 \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\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": "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: 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 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 \"documentContentWordsChunked\": [\n {\n \"passage\": \"User experiences latency spikes during peak hours.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Invoice shows higher amount than expected.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"billing team\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 150.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Customer was overcharged for the last month.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation script aborts with error code 503.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"dev ops\",\n \"createdAt\": \"2024-11-01T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The installer fails on Windows 11 machines.\",\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 recent tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the latest tickets sorted by creation date.\"\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 \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 93 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 93 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\": 93,\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": "sorted_listing",
"size": 93,
"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 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 {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Color printer in office 210 jams frequently.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renew annual license for accounting software.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"jane_smith\",\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\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the 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 }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: List 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": "Inventory 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: 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\": \"2024-02-10T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"risk\",\n \"assessment\",\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\": \"2024-05-22T08:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"study\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"AI\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Cybersecurity Policies Overview\",\n \"author\": \"Michael Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-09-05T11:00:00Z\",\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\": \"Remote Work Guidelines\",\n \"author\": \"Sarah Connor\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-18T16:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote work\",\n \"policy\",\n \"2024\"\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 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\": \"2024-01-01\"\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": 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. Switches appear 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\": \"TCK-1002\",\n \"title\": \"Email delivery delay\",\n \"description\": \"Outgoing emails are delayed by up to 30 minutes.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-10-18T14:42:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for Adobe Creative Cloud for design team.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-09-30T09:00:00Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Printer jam in Finance department\",\n \"description\": \"HP LaserJet constantly jams on high-volume print jobs.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-22T11:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"VPN access issue for remote employee\",\n \"description\": \"User cannot establish VPN connection after password change.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"alice_wang\",\n \"createdAt\": \"2025-10-21T16:05:00Z\",\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 latest tickets in the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 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 open high priority network tickets assigned to tech support\n\nRephrased Query: Retrieve open tickets with high priority in the network category 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 \"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": "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: Corporate 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\": \"Remote Work Policy Update\",\n \"author\": \"jane.doe\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"john.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-05T14:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"encryption\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Annual Security Awareness Report\",\n \"author\": \"alice.wang\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-20T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"awareness\",\n \"statistics\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Incident Response Procedure\",\n \"author\": \"mike.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-09-15T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"steps\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"VPN Access Guidelines\",\n \"author\": \"sarah.kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-06-01T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"vpn\",\n \"access\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\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 10 recent policy 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 \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show 15 approved policies from IT Security\n\nRephrased Query: Retrieve the latest 15 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\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 15,\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 0,\n 0,\n 0\n ],\n \"k\": 15\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Corporate News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "complex_query",
"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: 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\": \"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-001\",\n \"productId\": \"PRD-1001\",\n \"title\": \"Contract renewal for Supplier A\",\n \"description\": \"Renewal of the annual supply contract for electronic components.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"procurement\",\n \"assignee\": \"jane.doe\",\n \"createdAt\": \"2024-10-01T09:15:00Z\",\n \"price\": 125000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The contract outlines delivery schedules and payment terms.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"New supplier onboarding for raw materials\",\n \"description\": \"Onboarding process for Supplier B to provide raw steel.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"logistics\",\n \"assignee\": \"john.smith\",\n \"createdAt\": \"2024-09-20T14:30:00Z\",\n \"price\": 300000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Supplier B must meet quality certification standards.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-003\",\n \"productId\": \"PRD-3003\",\n \"title\": \"Contract termination notice for Supplier C\",\n \"description\": \"Termination of the contract due to repeated delivery delays.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"compliance\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2024-08-15T11:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The termination clause was invoked as per section 7.2.\",\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 latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 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": "Supplier Contracts",
"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: 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\": \"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 \"documentId\": \"SC-1001\",\n \"title\": \"Annual Supply Agreement with Alpha Corp\",\n \"description\": \"Contract for providing raw materials for 2025.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 125000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"This agreement outlines the terms...\",\n \"embedding\": []\n }\n ]\n },\n {\n \"documentId\": \"SC-1002\",\n \"title\": \"Quarterly Maintenance Contract with Beta Ltd\",\n \"description\": \"Maintenance services for network infrastructure.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"network\",\n \"assignee\": \"operations\",\n \"createdAt\": \"2024-06-01T12:00:00Z\",\n \"price\": 75000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The maintenance schedule includes...\",\n \"embedding\": []\n }\n ]\n },\n {\n \"documentId\": \"SC-1003\",\n \"title\": \"Software License Renewal for Gamma Inc\",\n \"description\": \"Renewal of enterprise software licenses.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-05T09:45:00Z\",\n \"price\": 200000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"License terms are extended for another year...\",\n \"embedding\": []\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"I need to see recent contracts.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, what kind of contracts are you interested in?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent contracts\",\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 me 25 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 25 open tickets with high priority, 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\": 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": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_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: 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 Johnson\",\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\": \"Data Encryption Standards\",\n \"author\": \"Bob Martinez\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-05-10T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"standard\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Incident Response Procedure\",\n \"author\": \"Carol Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-20T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"procedure\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 recent approved policies.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 10 most recent approved policies.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent approved policies.\",\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 \"range\": {\n \"createdAt\": {\n \"gte\": \"now-6M/M\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 41 approved policies from IT Security\n\nRephrased Query: List 41 approved PDF policies 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\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 41,\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 \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 41,
"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 \"createdAt\": {\n \"type\": \"date\"\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 \"createdAt\": \"2024-10-01T08:15:30Z\"\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Martinez\",\n \"title\": \"HR Business Partner\",\n \"department\": \"Human Resources\",\n \"status\": \"active\",\n \"hireDate\": \"2016-09-23\",\n \"salary\": 95000,\n \"location\": \"San Francisco\",\n \"managerId\": \"M101\",\n \"createdAt\": \"2024-09-28T11:42:10Z\"\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carol Singh\",\n \"title\": \"Finance Analyst\",\n \"department\": \"Finance\",\n \"status\": \"on_leave\",\n \"hireDate\": \"2020-01-15\",\n \"salary\": 78000,\n \"location\": \"Chicago\",\n \"managerId\": \"M102\",\n \"createdAt\": \"2024-09-30T14:05:45Z\"\n },\n {\n \"employeeId\": \"E004\",\n \"name\": \"David Lee\",\n \"title\": \"Product Manager\",\n \"department\": \"Product\",\n \"status\": \"active\",\n \"hireDate\": \"2019-07-08\",\n \"salary\": 105000,\n \"location\": \"Boston\",\n \"managerId\": \"M103\",\n \"createdAt\": \"2024-10-02T09:20:55Z\"\n },\n {\n \"employeeId\": \"E005\",\n \"name\": \"Eva García\",\n \"title\": \"Recruiter\",\n \"department\": \"Human Resources\",\n \"status\": \"active\",\n \"hireDate\": \"2021-03-19\",\n \"salary\": 68000,\n \"location\": \"Austin\",\n \"managerId\": \"M101\",\n \"createdAt\": \"2024-09-27T16:33:20Z\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will list the most recent tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 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 tickets\n\nRephrased Query: List the latest 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\": 20,\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": "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: Corporate 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 Remote Work\",\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 \"remote\",\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Department Quarterly Earnings Report Q2 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-01T12:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"report\",\n \"tags\": [\n \"earnings\",\n \"Q2\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"HR Guidelines for Employee Onboarding\",\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 \"onboarding\",\n \"HR\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Marketing Campaign Results for Spring Launch\",\n \"author\": \"dave.kumar\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-05-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"analysis\",\n \"tags\": [\n \"campaign\",\n \"spring\",\n \"results\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Procedure\",\n \"author\": \"eve.wong\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-05T10:15:00Z\",\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 approved policies from the IT Security department?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved IT Security policies for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show published reports from Finance 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 \"query\": \"published reports\",\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 \"status\": \"published\"\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: Retrieve all documents with status approved and department 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\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"query\": \"approved policies\",\n \"fields\": [\n \"title\",\n \"documentContentWordsChunked.passage\"\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": "Corporate News Articles",
"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: 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\": \"Cybersecurity Best Practices\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-20T14:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"security\",\n \"cyber\",\n \"best practices\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Annual Financial Report 2024\",\n \"author\": \"carol.williams\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-08-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"annual\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Company Blog: Innovation Trends\",\n \"author\": \"dave.lee\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-05-10T12:20:00Z\",\n \"fileType\": \"html\",\n \"status\": \"published\",\n \"category\": \"blog\",\n \"tags\": [\n \"innovation\",\n \"trends\",\n \"technology\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Employee Handbook\",\n \"author\": \"emma.brown\",\n \"department\": \"HR\",\n \"createdAt\": \"2022-01-05T10:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"employee\",\n \"handbook\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\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": "BlogPosts",
"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: 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\": \"RP-001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-05-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Computer Science\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"research\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"RP-002\",\n \"title\": \"Machine Learning for Healthcare\",\n \"author\": \"Prof. Bob Lee\",\n \"department\": \"Biomedical Engineering\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Artificial Intelligence\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"data\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"RP-003\",\n \"title\": \"Renewable Energy Policy Analysis\",\n \"author\": \"Dr. Carol Nguyen\",\n \"department\": \"Environmental Science\",\n \"createdAt\": \"2022-11-03T10:00:00Z\",\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\": \"RP-004\",\n \"title\": \"Cybersecurity Threat Landscape 2024\",\n \"author\": \"Mr. David Patel\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-06-01T09:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Security\",\n \"tags\": [\n \"cybersecurity\",\n \"threats\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"RP-005\",\n \"title\": \"Economic Impacts of Remote Work\",\n \"author\": \"Dr. Eva Martinez\",\n \"department\": \"Economics\",\n \"createdAt\": \"2023-09-15T12:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Economics\",\n \"tags\": [\n \"remote work\",\n \"economics\",\n \"productivity\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest research papers on AI?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent AI papers from the index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent papers\",\n \"dsl_type\": \"semantic_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: List 19 research papers\n\nRephrased Query: Retrieve 19 documents 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\": 19,\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 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 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 0.1\n ]\n }\n }\n ]\n }\n }\n }\n}"
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{
"domain": "Research Papers",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
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"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}"
},
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"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\": \"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 \"employeeId\": \"E001\",\n \"name\": \"Alice Johnson\",\n \"title\": \"Senior Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"full-time\",\n \"assignee\": \"HR Team\",\n \"createdAt\": \"2023-01-15T08:30:00Z\",\n \"salary\": 95000\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\": \"HR Team\",\n \"createdAt\": \"2022-11-20T09:45:00Z\",\n \"salary\": 105000\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carol Lee\",\n \"title\": \"HR Specialist\",\n \"department\": \"Human Resources\",\n \"status\": \"inactive\",\n \"priority\": \"low\",\n \"category\": \"contractor\",\n \"assignee\": \"HR Team\",\n \"createdAt\": \"2021-06-01T10:00:00Z\",\n \"salary\": 60000\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 set of tickets.\"\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 }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: Retrieve a list of 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)"
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"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 \"createdAt\": {\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
}
|
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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: Legal Policies\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-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 ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"POL-002\",\n \"title\": \"Finance Draft Procedure\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"procedure\",\n \"tags\": [\n \"budget\",\n \"reporting\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"POL-003\",\n \"title\": \"Remote Work Security Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-05-20T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"security\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all draft contracts\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"text-embedding-768\",\n \"model_text\": \"draft contracts\"\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"draft\"\n }\n },\n {\n \"term\": {\n \"category\": \"contract\"\n }\n }\n ]\n }\n }\n }\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: 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 \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"text-embedding-768\",\n \"model_text\": \"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 }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Policies",
"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-1001\",\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\": \"2025-10-20T08:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Server hardware replacement\",\n \"description\": \"Replace faulty SSD in server SRV-02.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"ops_team\",\n \"createdAt\": \"2025-09-15T12:30:00Z\",\n \"price\": 250.75,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renew annual license for accounting software.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-11-01T09:45:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Network switch configuration\",\n \"description\": \"Configure VLANs on new network switch.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-10T14:20:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Database backup failure\",\n \"description\": \"Automated backup failed due to permission error.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"database\",\n \"assignee\": \"dba_team\",\n \"createdAt\": \"2025-11-12T07:55:00Z\",\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...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 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 }\n }\n]\n\nUser Query: Show 44 open high-priority network tickets assigned to tech support\n\nRephrased Query: List 44 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\": 44,\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": "Inventory Items",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 44,
"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 Smith\",\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. John Doe\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"study\",\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. Emily Zhang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-03T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"cybersecurity\",\n \"remote work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show documents\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the first 10 documents from the research papers 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 documents\n\nRephrased Query: retrieve a list of research papers 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": "Research Papers",
"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: 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\": \"connectivity\",\n \"tags\": [\n \"vpn\",\n \"access\",\n \"troubleshoot\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Remote Work Policy Inquiry\",\n \"author\": \"mbrown\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-05-10T11:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"resolved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"policy\",\n \"security\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest tickets from IT Support?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent tickets from the IT Support department...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show recent 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 \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n },\n {\n \"match_all\": {}\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: list recent support tickets without any filter\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 \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n },\n {\n \"match_all\": {}\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "pagination",
"pattern_type": "more_results",
"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: 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\": \"Launch Summer Promo\",\n \"description\": \"Create assets and schedule posts for the summer promotion.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"campaign\",\n \"assignee\": \"marketing\",\n \"createdAt\": \"2025-09-15T08:30:00Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"MKT-002\",\n \"title\": \"Email Newsletter Q4\",\n \"description\": \"Draft and send the Q4 newsletter to the subscriber list.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"content\",\n \"createdAt\": \"2025-10-01T10:00:00Z\",\n \"price\": 800\n },\n {\n \"ticketId\": \"MKT-003\",\n \"title\": \"Social Media Audit\",\n \"description\": \"Review performance metrics for all social channels.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"analysis\",\n \"assignee\": \"analytics\",\n \"createdAt\": \"2025-08-20T14:45:00Z\",\n \"price\": 500\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\": \"List high-priority 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 \"priority\": \"high\"\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 marketing team\n\nRephrased Query: List open tickets with status open assigned to marketing\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\": \"marketing\"\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": "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_profiles\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\": \"User reports 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 {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Billing discrepancy for account 12345\",\n \"description\": \"Customer was overcharged for the month of September.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 150.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Investigation shows a duplicate charge.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Software installation request\",\n \"description\": \"User needs the latest version of the analytics tool.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"it_support\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Installation scheduled for tomorrow.\",\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, 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 }\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": "customer_profiles",
"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: 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\": \"2024-02-14T14:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"pending\",\n \"category\": \"imaging\",\n \"tags\": [\n \"xray\",\n \"report\",\n \"radiology\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Catherine Jones\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"it\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Finance Department Budget 2024\",\n \"author\": \"David Patel\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"budget\",\n \"tags\": [\n \"finance\",\n \"budget\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"Patient Discharge Summary\",\n \"author\": \"Dr. Emily Nguyen\",\n \"department\": \"Neurology\",\n \"createdAt\": \"2023-12-20T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"discharge\",\n \"tags\": [\n \"patient\",\n \"discharge\",\n \"neurology\"\n ],\n \"confidentialityLevel\": \"high\"\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 the requested documents...\"\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\": \"semantic-model\",\n \"model_text\": \"List PDFs from Finance department after 2024\"\n }\n }\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 \"gte\": \"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\": \"semantic-model\",\n \"model_text\": \"List approved policy documents from the IT Security department\"\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": "Medical Records",
"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: 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\": \"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 \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-20T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-05T08:45:00Z\",\n \"fileType\": \"pdf\",\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\": \"Marketing Campaign Plan 2024\",\n \"author\": \"dave.kumar\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-02-10T11:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"Plan\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Annual Sustainability Report\",\n \"author\": \"eva.martinez\",\n \"department\": \"Corporate Affairs\",\n \"createdAt\": \"2023-12-01T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Report\",\n \"tags\": [\n \"sustainability\",\n \"annual\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest approved policies from IT Security?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved IT Security policies for you.\"\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 from IT Security\",\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: Retrieve PDF documents from 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 \"query\": \"Retrieve PDF documents from the Finance department created after 2024-01-01\",\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 \"gte\": \"2024-01-01\"\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": "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: 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-1001\",\n \"title\": \"Network outage in Building A\",\n \"description\": \"Complete loss of connectivity affecting all floors of Building A.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction on 3rd floor\",\n \"description\": \"Laser printer displays error code 0x1F and stops printing.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-09-15T12:00:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal for CRM\",\n \"description\": \"Annual renewal required for CRM software license before expiration.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-11-01T09:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\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\": \"Here are the high priority tickets assigned to tech support:\\n1. TCK-1001 – Network outage in Building A (open)\\n2. ...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List high priority tickets assigned to tech support\",\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": "Inventory Items",
"data_type": "structured",
"query_type": "listing",
"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: Financial Transactions Support\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 transfer to external account\",\n \"description\": \"User reported that a $5,000 transfer to an external bank failed with error code 502.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"transfer\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Incorrect fee applied on transaction\",\n \"description\": \"A $200 fee was incorrectly applied to a domestic payment.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"fees\",\n \"assignee\": \"finance team\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 200\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Pending settlement for stock purchase\",\n \"description\": \"Settlement for a $12,500 stock purchase is still pending after 3 days.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"settlement\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-10T11:05:45Z\",\n \"price\": 12500\n },\n {\n \"ticketId\": \"TCKT-004\",\n \"title\": \"Currency conversion discrepancy\",\n \"description\": \"User observed a discrepancy in EUR to USD conversion rates for a recent transaction.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"conversion\",\n \"assignee\": \"currency team\",\n \"createdAt\": \"2024-10-01T09:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-005\",\n \"title\": \"Duplicate charge on credit card\",\n \"description\": \"A $150 charge appears twice on the user's credit card statement.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"billing\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-13T16:20:55Z\",\n \"price\": 150\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 \"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\": 30,\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 Support",
"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: 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 appears down.\",\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\": \"Email delivery delay\",\n \"description\": \"Outgoing emails are delayed by up to 30 minutes.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"john_doe\",\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 Adobe Creative Cloud for design team.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-09-30T09:05:45Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"VPN access issue\",\n \"description\": \"Remote employee cannot connect to corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-22T11:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Printer jam on 2nd floor\",\n \"description\": \"Laser printer constantly jams when printing more than 10 pages.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"maintenance_team\",\n \"createdAt\": \"2025-09-25T16:30:20Z\",\n \"price\": 0\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 sorted by creation date.\"\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 \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 22 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 22 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\": 22,\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": "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: 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\": \"Network Upgrade Contract\",\n \"description\": \"Contract for upgrading the supplier's network infrastructure.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 125000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The supplier agrees to upgrade the network...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SC-1002\",\n \"title\": \"Software License Renewal\",\n \"description\": \"Renewal of software licenses for the accounting department.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"legal_team\",\n \"createdAt\": \"2024-08-20T14:12:00Z\",\n \"price\": 45000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The renewal covers all existing licenses...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SC-1003\",\n \"title\": \"Hardware Procurement\",\n \"description\": \"Procurement of new servers for the data center.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-09-10T11:45:00Z\",\n \"price\": 300000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The data center requires additional servers...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show all tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the tickets matching your request.\"\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: List high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 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": "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: 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\": \"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 \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer out of toner\",\n \"description\": \"Office printer in room 302 needs toner replacement.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"facility_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of Adobe Creative Cloud licenses for design team.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\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\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": "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: 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\": \"RP-001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Computer Science\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"research\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"RP-002\",\n \"title\": \"Machine Learning for Healthcare\",\n \"author\": \"Prof. Bob Lee\",\n \"department\": \"Biomedical Engineering\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Artificial Intelligence\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"data\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"RP-003\",\n \"title\": \"Renewable Energy Policy Analysis\",\n \"author\": \"Dr. Carol Nguyen\",\n \"department\": \"Environmental Studies\",\n \"createdAt\": \"2022-11-03T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Policy\",\n \"tags\": [\n \"renewable\",\n \"energy\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"What are the security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the latest security policies: ... (list of policies).\"\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 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": "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: 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\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"access\",\n \"control\",\n \"authentication\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Department – Expense Reimbursement Guidelines\",\n \"author\": \"Bob Martinez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expense\",\n \"reimbursement\",\n \"procedure\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Remote Work Policy – 2024 Update\",\n \"author\": \"Carol Lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"flexibility\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Legal – Data Retention Schedule\",\n \"author\": \"David Kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-09-10T11:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"schedule\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"IT Security Policy – Incident Response\",\n \"author\": \"Evelyn Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-05T10:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"procedure\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest approved policies from the IT Security department?\"\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\": \"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: 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 0,\n 0,\n \"...\"\n ],\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 \"term\": {\n \"category\": \"policy\"\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": "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: Financial Transactions\n\nField Mappings:\n{\n \"properties\": {\n \"transactionId\": {\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 \"transactionId\": \"TXN-1001\",\n \"title\": \"Invoice Payment Received\",\n \"description\": \"Payment of $5,200 received for invoice #INV-4502.\",\n \"status\": \"completed\",\n \"priority\": \"high\",\n \"category\": \"accounts_receivable\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2024-10-12T08:45:00Z\",\n \"price\": 5200\n },\n {\n \"transactionId\": \"TXN-1002\",\n \"title\": \"Refund Issued\",\n \"description\": \"Refund of $150 issued to customer for order #ORD-7821.\",\n \"status\": \"completed\",\n \"priority\": \"medium\",\n \"category\": \"customer_service\",\n \"assignee\": \"support_agent_3\",\n \"createdAt\": \"2024-10-13T14:20:00Z\",\n \"price\": -150\n },\n {\n \"transactionId\": \"TXN-1003\",\n \"title\": \"Payroll Disbursement\",\n \"description\": \"Monthly payroll of $45,000 processed for October.\",\n \"status\": \"pending\",\n \"priority\": \"high\",\n \"category\": \"payroll\",\n \"assignee\": \"hr_manager\",\n \"createdAt\": \"2024-10-14T09:00:00Z\",\n \"price\": 45000\n },\n {\n \"transactionId\": \"TXN-1004\",\n \"title\": \"Vendor Payment\",\n \"description\": \"Payment of $3,750 to vendor ABC Supplies for office equipment.\",\n \"status\": \"completed\",\n \"priority\": \"low\",\n \"category\": \"accounts_payable\",\n \"assignee\": \"procurement_officer\",\n \"createdAt\": \"2024-10-15T11:30:00Z\",\n \"price\": 3750\n },\n {\n \"transactionId\": \"TXN-1005\",\n \"title\": \"Loan Disbursement\",\n \"description\": \"Disbursement of $120,000 loan to client XYZ Corp.\",\n \"status\": \"approved\",\n \"priority\": \"high\",\n \"category\": \"loans\",\n \"assignee\": \"loan_officer_2\",\n \"createdAt\": \"2024-10-16T16:45:00Z\",\n \"price\": 120000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest financial transaction records?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent transaction documents for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 10 recent transactions\",\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: Please list 16 recent financial transaction records\n\nRephrased Query: Retrieve the latest 16 transaction documents 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\": 16,\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": "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-00123\",\n \"title\": \"Unable to access VPN\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-09-12T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"network\",\n \"tags\": [\n \"vpn\",\n \"access\",\n \"urgent\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-00456\",\n \"title\": \"Password reset request\",\n \"author\": \"asmith\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-09-10T14:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"closed\",\n \"category\": \"account\",\n \"tags\": [\n \"password\",\n \"reset\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-00789\",\n \"title\": \"Software license renewal inquiry\",\n \"author\": \"mbrown\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-09-08T11:05:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"pending\",\n \"category\": \"procurement\",\n \"tags\": [\n \"license\",\n \"renewal\",\n \"software\"\n ],\n \"confidentialityLevel\": \"restricted\"\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\": \"List recent 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 72 tickets\n\nRephrased Query: List 72 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\": 72,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "listing",
"pattern": "refinement",
"pattern_type": "change_sort",
"size": 72,
"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 \"documentContentWords\": {\n \"type\": \"text\"\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Unable to connect to VPN\",\n \"description\": \"User reports that VPN connection fails with error code 720.\",\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 not printing\",\n \"description\": \"Office printer shows offline status despite being powered on.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Email spam filter misclassifying\",\n \"description\": \"Important client emails are being sent to spam folder.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"email\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the open high‑priority network tickets that are currently assigned to the tech support team.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all resolved tickets from March\",\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\": \"resolved\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2025-03-01\",\n \"lt\": \"2025-04-01\"\n }\n }\n }\n ]\n }\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: List open high‑priority network tickets assigned to tech support\n\nRephrased Query: Retrieve open tickets with high priority in the network category 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 \"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": "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: 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 processing error\",\n \"description\": \"Customer reported a failure during checkout for order #4521.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T14:32:00Z\",\n \"price\": 1250.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Error code 502 returned from payment gateway.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Refund issued\",\n \"description\": \"Refund processed for cancelled subscription.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2025-09-15T09:10:00Z\",\n \"price\": -49.99,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Refund of $49.99 completed via original payment method.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Duplicate transaction detected\",\n \"description\": \"Two identical charges appeared on the customer's statement.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-22T08:45:00Z\",\n \"price\": 300,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Investigation required to determine root cause of duplication.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me recent tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest 10 tickets.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 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 31 open high-priority network tickets assigned to tech support\n\nRephrased Query: list 31 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\": 31,\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": "Financial Transactions",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 31,
"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-1001\",\n \"title\": \"Design login page\",\n \"description\": \"Create mockups and implement responsive design for the login page.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"UI/UX\",\n \"assignee\": \"alice\",\n \"createdAt\": \"2025-10-20T09:15:00Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Database schema migration\",\n \"description\": \"Migrate user data to new schema version 3.2 with zero downtime.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"Backend\",\n \"assignee\": \"bob\",\n \"createdAt\": \"2025-10-18T14:30:00Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Setup CI/CD pipeline\",\n \"description\": \"Configure Jenkins pipelines for automated testing and deployment.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"DevOps\",\n \"assignee\": \"carol\",\n \"createdAt\": \"2025-09-30T11:00:00Z\",\n \"price\": 800\n }\n]\n\nChat History:\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 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": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "simple_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-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experiencing high latency on the 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 \"passage\": \"Network latency issue affecting VPN connectivity.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Color printer on floor 3 is jammed and not printing.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"facility_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Color printer jam on floor 3.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renew annual licenses for design software.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-11-01T09:00:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Renew design software licenses for the upcoming year.\",\n \"embedding\": [\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\": \"Here are the latest tickets from the inventory.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"show 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 open high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve open tickets with high priority 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 \"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": "Inventory 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: 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\": \"Remote work best practices\",\n \"author\": \"alice.smith\",\n \"department\": \"IT\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"productivity\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"tips\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"Company security policy update\",\n \"author\": \"bob.johnson\",\n \"department\": \"Security\",\n \"createdAt\": \"2024-06-01T14:30:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Celebrating our Q2 milestones\",\n \"author\": \"carol.lee\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-07-20T11:00:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"announcement\",\n \"tags\": [\n \"milestones\",\n \"Q2\",\n \"celebration\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-004\",\n \"title\": \"Guidelines for using company laptops remotely\",\n \"author\": \"dave.kim\",\n \"department\": \"IT\",\n \"createdAt\": \"2024-05-15T08:45:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"guideline\",\n \"tags\": [\n \"laptop\",\n \"remote\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-005\",\n \"title\": \"Health and wellness resources for employees\",\n \"author\": \"eva.martinez\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-04-10T10:20:00Z\",\n \"fileType\": \"post\",\n \"status\": \"published\",\n \"category\": \"wellness\",\n \"tags\": [\n \"health\",\n \"wellness\",\n \"resources\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest posts about remote work?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent posts related to remote work.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent 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 15 recent social media posts about remote work\n\nRephrased Query: Retrieve the latest 15 posts that discuss remote work 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 \"should\": [\n {\n \"match\": {\n \"title\": {\n \"query\": \"remote work\",\n \"boost\": 2\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"avg\",\n \"query\": {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 15\n }\n }\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "complex_query",
"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: 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\": \"Launch Summer Promo\",\n \"description\": \"Create assets and schedule posts for the summer promotion campaign.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"campaign\",\n \"assignee\": \"john\",\n \"createdAt\": \"2025-10-01T09:15:00Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"MKT-002\",\n \"title\": \"Email Newsletter Q4\",\n \"description\": \"Design and send the Q4 newsletter to the subscriber list.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"sarah\",\n \"createdAt\": \"2025-09-20T14:30:00Z\",\n \"price\": 800\n },\n {\n \"ticketId\": \"MKT-003\",\n \"title\": \"Social Media Audit\",\n \"description\": \"Review performance metrics of all social channels for the past year.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"analysis\",\n \"assignee\": \"mike\",\n \"createdAt\": \"2025-08-15T11:00:00Z\",\n \"price\": 500\n },\n {\n \"ticketId\": \"MKT-004\",\n \"title\": \"Influencer Partnership\",\n \"description\": \"Negotiate terms with selected influencers for brand collaboration.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"partnership\",\n \"assignee\": \"john\",\n \"createdAt\": \"2025-10-05T08:45:00Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"MKT-005\",\n \"title\": \"Landing Page Redesign\",\n \"description\": \"Update the landing page layout to improve conversion rates.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"web\",\n \"assignee\": \"emma\",\n \"createdAt\": \"2025-09-28T10:20:00Z\",\n \"price\": 1200\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me all resolved tickets from last month?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the resolved tickets from September 2025...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all marketing 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 high-priority tickets assigned to John\n\nRephrased Query: List open tickets with high priority assigned to 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\"\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": "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\": \"Security Policies for Remote Work\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"IT Security\",\n \"tags\": [\n \"remote\",\n \"policy\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"Prof. John Doe\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2023-11-02T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"Data Protection\",\n \"tags\": [\n \"encryption\",\n \"standards\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Financial Risk Assessment 2024\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Finance\",\n \"tags\": [\n \"risk\",\n \"assessment\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Machine Learning in Healthcare\",\n \"author\": \"Prof. Michael Lee\",\n \"department\": \"Health Sciences\",\n \"createdAt\": \"2022-07-10T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Healthcare\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"Dr. Karen Patel\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-05-05T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"IT Security\",\n \"tags\": [\n \"incident response\",\n \"plan\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list recent security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest approved security policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent documents\",\n \"dsl_type\": \"simple_match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show 47 approved policies from IT Security\n\nRephrased Query: Retrieve 47 documents with status approved in the IT Security category\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\": 47,\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 \"category\": \"IT Security\"\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": 47,
"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\": \"Network Infrastructure Upgrade Contract\",\n \"description\": \"Contract for upgrading the supplier's network infrastructure across all regions.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 250000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Upgrade includes routers, switches, and firewalls.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"ticketId\": \"SC-1002\",\n \"title\": \"Software License Renewal\",\n \"description\": \"Renewal of enterprise software licenses for the upcoming fiscal year.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"legal team\",\n \"createdAt\": \"2024-03-10T14:45:00Z\",\n \"price\": 120000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"License covers all user seats.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"ticketId\": \"SC-1003\",\n \"title\": \"Supply Chain Audit\",\n \"description\": \"Audit of supplier contracts related to raw material procurement.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"audit\",\n \"assignee\": \"compliance\",\n \"createdAt\": \"2024-07-01T09:15:00Z\",\n \"price\": 50000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Audit focuses on compliance with new regulations.\",\n \"embedding\": []\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...\"\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: 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\": 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": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "specific_page",
"size": 10,
"from": 30,
"is_pagination": true
}
|
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