conversations
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[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"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\": \"2023-11-20T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Product Review: SuperWidget 3000\",\n \"author\": \"dave.kim\",\n \"department\": \"Product Management\",\n \"createdAt\": \"2024-01-05T11:45:00Z\",\n \"fileType\": \"txt\",\n \"status\": \"approved\",\n \"category\": \"review\",\n \"tags\": [\n \"superwidget\",\n \"review\",\n \"performance\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"eve.martin\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-22T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list 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 draft reports from Finance after 2023-12-31\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"draft\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2023-12-31\"\n }\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve all 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 \"queries\": [\n {\n \"match\": {\n \"title\": \"approved policies\"\n }\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n 0\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"Bob Martinez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"quarterly\",\n \"financial\"\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 \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Legal Contract Template\",\n \"author\": \"David Kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2022-07-05T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"template\",\n \"tags\": [\n \"contract\",\n \"template\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Data Privacy Impact Assessment\",\n \"author\": \"Evelyn Smith\",\n \"department\": \"Compliance\",\n \"createdAt\": \"2024-02-28T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"assessment\",\n \"tags\": [\n \"privacy\",\n \"assessment\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the approved IT Security policies.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"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: List 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 \"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": "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\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.jones\",\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 \"policy\"\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 \"documentId\": \"doc-004\",\n \"title\": \"Data Privacy Compliance Checklist\",\n \"author\": \"david.kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-09-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"privacy\",\n \"compliance\",\n \"data\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-05T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\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 all draft documents from Human Resources\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"field\": \"title\",\n \"query\": \"draft\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"draft\"\n }\n },\n {\n \"term\": {\n \"department\": \"Human Resources\"\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 documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"field\": \"title\",\n \"query\": \"approved policies\"\n },\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0.1,\n 0.2,\n 0.3,\n 0.4,\n 0.5,\n 0.6,\n 0.7,\n 0.8,\n 0.9,\n 1\n ],\n \"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": "Blog Posts",
"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: 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\": \"2024-02-20T14:12:00Z\",\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\": \"Human Resources\",\n \"createdAt\": \"2023-12-01T08:00:00Z\",\n \"fileType\": \"PDF\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Marketing Campaign Results 2024\",\n \"author\": \"dave.kumar\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-06-10T11:45:00Z\",\n \"fileType\": \"PDF\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Data Privacy Compliance Checklist\",\n \"author\": \"eve.wong\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-01-05T10:20:00Z\",\n \"fileType\": \"PDF\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"privacy\",\n \"compliance\",\n \"data\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the approved IT Security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"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 }\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 documents where fileType is PDF, 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\": \"2024-01-01T00:00:00Z\"\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": "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 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 \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network latency issue details...\",\n \"embedding\": [\n 0.1,\n 0.2,\n 0.3\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Server hardware replacement\",\n \"description\": \"Replace faulty SSD in server rack 3.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"field_engineer\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 250.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Server hardware replacement steps...\",\n \"embedding\": [\n 0.05,\n 0.12,\n 0.07\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renew annual license for accounting software.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-08-15T09:00:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"License renewal process...\",\n \"embedding\": [\n 0.2,\n 0.4,\n 0.6\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the first 10 tickets matching your request.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 23 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 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": "Inventory Items",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"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: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"title\": \"Network outage in building 3\",\n \"description\": \"Users report loss of connectivity on floor 2 and 3.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-11-01T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network outage affecting multiple users.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Billing discrepancy for account 4521\",\n \"description\": \"Customer was overcharged for the month of October.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"accounting\",\n \"createdAt\": \"2024-10-28T14:42:10Z\",\n \"price\": 150.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Overcharge issue resolved with refund.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Software installation request\",\n \"description\": \"User needs latest version of design tool installed.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"it_support\",\n \"createdAt\": \"2024-11-03T11:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Installation scheduled for tomorrow.\",\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\": \"Sure, retrieving all tickets with status open.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: Retrieve 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": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Quarterly Security Policy Update\",\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 \"quarterly\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Finance Expense Reimbursement Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-10T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expense\",\n \"reimbursement\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Remote Work Best Practices\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-11-05T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"procedure\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"best practices\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"IT Incident Response Checklist\",\n \"author\": \"dave.kumar\",\n \"department\": \"IT Operations\",\n \"createdAt\": \"2024-01-20T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"operations\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-005\",\n \"title\": \"Annual Compliance Audit Report\",\n \"author\": \"eva.wang\",\n \"department\": \"Compliance\",\n \"createdAt\": \"2023-12-18T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"audit\",\n \"compliance\",\n \"annual\"\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 policy documents...\"\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 \"hybrid\": {\n \"text\": {\n \"query\": \"tickets\",\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 ],\n \"k\": 10\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved PDFs from Finance department after 2024\n\nRephrased Query: List PDF documents with status approved, department Finance, 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 pdf finance\",\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 ],\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 10,
"from": 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: 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\": \"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\": \"Remote Work Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-05-01T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Data Privacy Regulations Summary\",\n \"author\": \"dave.kumar\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-12-10T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"regulation\",\n \"tags\": [\n \"privacy\",\n \"regulation\",\n \"summary\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-22T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\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 all draft documents from Human Resources\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": \"<embedding_placeholder>\",\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"draft\"\n }\n },\n {\n \"term\": {\n \"department\": \"Human Resources\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve documents where status is approved 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 \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": \"<embedding_placeholder>\",\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": "Blog Posts",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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 \"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 \"documentContentWords\": {\n \"type\": \"text\"\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 \"createdAt\": \"2024-10-01T08:15:30Z\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Alice has led multiple high‑impact projects in cloud infrastructure.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Alice Johnson Senior Software Engineer Engineering Active\"\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Martinez\",\n \"title\": \"HR Business Partner\",\n \"department\": \"Human Resources\",\n \"status\": \"Active\",\n \"hireDate\": \"2020-01-20\",\n \"salary\": 85000,\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Bob specializes in talent acquisition and employee relations.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Bob Martinez HR Business Partner Human Resources Active\"\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Catherine Lee\",\n \"title\": \"Finance Analyst\",\n \"department\": \"Finance\",\n \"status\": \"On Leave\",\n \"hireDate\": \"2019-07-05\",\n \"salary\": 72000,\n \"createdAt\": \"2024-09-15T11:03:45Z\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Catherine provides financial forecasting and budgeting support.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ],\n \"documentContentWords\": \"Catherine Lee Finance Analyst Finance On Leave\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you give me a list of 10 employee records?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here is a DSL query that returns the first 10 employee documents.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 10 employee records\",\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 employee records\n\nRephrased Query: list 23 employee records without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 23,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "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: 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 \"passage\": \"Network latency issue affecting VPN users.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer prints blank pages intermittently.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"it_ops\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Printer prints blank pages intermittently.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of Adobe Creative Cloud licenses for design team.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-09-30T09:05:45Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Renewal of Adobe Creative Cloud licenses.\",\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 \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List tickets without any specific filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Inventory Tickets",
"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: 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\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Quarterly Report Q1\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:00:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q1\"\n ],\n \"confidentialityLevel\": \"internal\"\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\": \"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\": \"2024-01-10T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Procedure\",\n \"author\": \"eve.wilson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-05T10:20:00Z\",\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 draft reports from Finance\",\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\": \"draft\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List documents where status is approved and department is IT Security\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Annual Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"annual\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Department Expense Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-06-01T14:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expenses\",\n \"finance\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Best Practices\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"best practices\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Q3 Marketing Campaign Results\",\n \"author\": \"dave.kumar\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-10-05T11:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"Q3\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-12T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\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 show me the latest approved policies from IT Security?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Find documents about remote work\",\n \"dsl_type\": \"semantic_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": \"<embedding_placeholder>\",\n \"k\": 10\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 all approved policy documents belonging to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": \"<embedding_placeholder>\",\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": "Product Reviews",
"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: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"title\": \"Network outage in Building A\",\n \"description\": \"Users report loss of connectivity on floor 3. Router appears down.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Email spam filter false positive\",\n \"description\": \"Important client email marked as spam and not delivered.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for Adobe Creative Cloud for design team.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-11-01T09:45:00Z\",\n \"price\": 1200\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 open high priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with priority high, category network, 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 \"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": "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: 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\": \"doc-001\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"quarterly\",\n \"financial\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Patient Discharge Summary - John Doe\",\n \"author\": \"Nurse Bob Lee\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2023-12-20T14:10:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"clinical\",\n \"tags\": [\n \"discharge\",\n \"cardiology\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"IT Security Policy Update 2024\",\n \"author\": \"Ms. Clara Zhou\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-05T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Radiology Imaging Guidelines\",\n \"author\": \"Dr. Ethan Patel\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2022-07-11T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"imaging\",\n \"radiology\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Finance Budget Plan 2025\",\n \"author\": \"Mr. Frank Gomez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-11-02T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"pending\",\n \"category\": \"budget\",\n \"tags\": [\n \"budget\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"high\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved IT Security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": \"approved policies\",\n \"embedder\": {\n \"field\": \"documentContentWordsChunked.embedding\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: list pdf documents where department is Finance and createdAt after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"embedder\": {\n \"field\": \"documentContentWordsChunked.embedding\"\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}"
}
] |
{
"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: 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 Nguyen\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Technology\",\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. Brian Lee\",\n \"department\": \"Biomedical Engineering\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Health\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"AI\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"RP-003\",\n \"title\": \"Renewable Energy Policy Analysis\",\n \"author\": \"Dr. Carla Mendes\",\n \"department\": \"Environmental Studies\",\n \"createdAt\": \"2022-11-03T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Policy\",\n \"tags\": [\n \"renewable\",\n \"energy\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"RP-004\",\n \"title\": \"Cybersecurity Threat Landscape 2024\",\n \"author\": \"Ms. Diana Patel\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-06-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Security\",\n \"tags\": [\n \"cybersecurity\",\n \"threats\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"RP-005\",\n \"title\": \"Economic Impacts of Remote Work\",\n \"author\": \"Dr. Ethan Zhou\",\n \"department\": \"Economics\",\n \"createdAt\": \"2023-09-15T16:20:00Z\",\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 list the latest research papers on AI?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent AI‑related papers in the index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent papers\",\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 96 recent research papers\n\nRephrased Query: Retrieve 96 research papers without applying 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\": 96,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match\": {\n \"title\": {\n \"query\": \"research\",\n \"boost\": 1\n }\n }\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 96\n }\n }\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": "complex_query",
"size": 96,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Global Economic Outlook 2025\",\n \"author\": \"Jane Smith\",\n \"department\": \"Economics\",\n \"createdAt\": \"2024-11-01T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Finance\",\n \"tags\": [\n \"economy\",\n \"forecast\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Tech Innovations in Renewable Energy\",\n \"author\": \"Carlos Ruiz\",\n \"department\": \"Science\",\n \"createdAt\": \"2024-10-15T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"published\",\n \"category\": \"Technology\",\n \"tags\": [\n \"renewable\",\n \"energy\",\n \"innovation\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Election Results: Midterm Overview\",\n \"author\": \"Aisha Khan\",\n \"department\": \"Politics\",\n \"createdAt\": \"2024-11-05T10:45:00Z\",\n \"fileType\": \"html\",\n \"status\": \"published\",\n \"category\": \"Politics\",\n \"tags\": [\n \"election\",\n \"midterm\",\n \"analysis\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"What are the latest developments in renewable energy?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are a few recent articles on renewable energy...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent articles\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0\n ],\n \"k\": 10\n }\n }\n },\n {\n \"match_all\": {}\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show me 21 recent news articles\n\nRephrased Query: Retrieve 21 news articles 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\": 21,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0\n ],\n \"k\": 21\n }\n }\n },\n {\n \"match_all\": {}\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 21,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Update 2024\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines for Finance\",\n \"author\": \"Bob Lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-20T14:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"finance\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Annual Security Audit Report\",\n \"author\": \"Carol Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-05T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"audit\",\n \"security\",\n \"annual\"\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 approved security policies.\"\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 approved policies from IT Security department\n\nRephrased Query: Retrieve 23 documents where status is approved, department is IT Security, and fileType is pdf\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\": \"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": "News Articles",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_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\": \"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\": \"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\": \"approved\",\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\": \"approved\",\n \"category\": \"analysis\",\n \"tags\": [\n \"climate change\",\n \"economics\",\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\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all documents 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": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Customer reports intermittent latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of version 3.2 fails with error code 0x80070005.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"dev ops\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Invoice shows extra charges for premium support.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"billing\",\n \"assignee\": \"finance team\",\n \"createdAt\": \"2024-10-01T11:05:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Hardware replacement request\",\n \"description\": \"Faulty SSD needs replacement under warranty.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"field tech\",\n \"createdAt\": \"2024-09-20T09:30:00Z\",\n \"price\": 150\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Account access locked\",\n \"description\": \"User cannot log in after password reset attempts.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"account\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-10T16:20:55Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 10 recent tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 10 most recent tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent tickets.\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 20 open high-priority tickets assigned to tech support\n\nRephrased Query: Retrieve 20 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\": 20,\n \"from\": 60,\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 Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 20,
"from": 60,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Social Media Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-12-01T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Marketing Campaign Plan 2024\",\n \"author\": \"dave.kumar\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-01-20T11:45:00Z\",\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\": \"IT Security Incident Response Procedure\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-05T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"security\",\n \"incident\",\n \"response\"\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 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 \"text\": {\n \"field\": \"documentContentWordsChunked.passage\",\n \"query\": \"approved policies\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve all documents where status is approved and department is IT Security, focusing on policy content.\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"field\": \"documentContentWordsChunked.passage\",\n \"query\": \"approved policies\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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 outage in building A\",\n \"description\": \"Users cannot connect to the internet on the 3rd floor.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Printer malfunction in office 12\",\n \"description\": \"Paper jam and low toner warnings.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renew annual licenses for design tools.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-01T10:00:00Z\",\n \"price\": 1200.5,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets...\"\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 tickets assigned to tech support\n\nRephrased Query: List open tickets where 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 \"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: Sales Orders\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\": \"SO-1001\",\n \"title\": \"Network outage in data center\",\n \"description\": \"Customer reported a network outage affecting multiple services.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 1250\n },\n {\n \"ticketId\": \"SO-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of enterprise software license for Q4.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"account manager\",\n \"createdAt\": \"2025-09-12T14:42:10Z\",\n \"price\": 3000\n },\n {\n \"ticketId\": \"SO-1003\",\n \"title\": \"High‑priority hardware replacement\",\n \"description\": \"Replace failing server hardware in rack 12.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"field engineer\",\n \"createdAt\": \"2025-10-05T11:03:45Z\",\n \"price\": 4500\n },\n {\n \"ticketId\": \"SO-1004\",\n \"title\": \"Network security audit\",\n \"description\": \"Perform quarterly security audit on network infrastructure.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"network\",\n \"assignee\": \"security team\",\n \"createdAt\": \"2025-09-28T09:20:00Z\",\n \"price\": 2000\n },\n {\n \"ticketId\": \"SO-1005\",\n \"title\": \"Customer request for price quote\",\n \"description\": \"Provide a detailed price quote for upcoming project.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"sales\",\n \"assignee\": \"sales rep\",\n \"createdAt\": \"2025-10-18T16:55:22Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the currently open tickets 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: 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": "Sales Orders",
"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: 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\": \"Cardiology Patient Summary\",\n \"author\": \"dr.smith\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2023-11-20T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"patient_summary\",\n \"tags\": [\n \"heart\",\n \"echocardiogram\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Radiology Imaging Report\",\n \"author\": \"dr.jones\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2024-02-15T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"pending\",\n \"category\": \"imaging_report\",\n \"tags\": [\n \"xray\",\n \"fracture\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Finance Department Budget 2024\",\n \"author\": \"finance.team\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-10T09:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"budget\",\n \"tags\": [\n \"budget\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"it.security\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-05T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"Emergency Department Protocols\",\n \"author\": \"dr.williams\",\n \"department\": \"Emergency\",\n \"createdAt\": \"2024-03-01T07:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"protocol\",\n \"tags\": [\n \"triage\",\n \"procedure\"\n ],\n \"confidentialityLevel\": \"medium\"\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 }\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 January 1, 2024\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"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": "Medical Records",
"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: Marketing Campaign 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\": \"Spring Sale Email Campaign\",\n \"description\": \"Create and send email blast for spring discount promotion.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"email\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Draft email copy and design templates for spring sale.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Social Media Ads for New Product\",\n \"description\": \"Develop and schedule Facebook and Instagram ads for the new product launch.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"social_media\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2024-09-10T14:45:00Z\",\n \"price\": 2500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Create ad creatives and target audience segments.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Landing Page Optimization\",\n \"description\": \"A/B test headline and CTA on the campaign landing page.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"web\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2024-08-28T11:20:00Z\",\n \"price\": 800,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Implement variant A and B for headline testing.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you give me a summary of the current marketing tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure! Here are the tickets currently in the system...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: List all tickets 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": "Marketing Campaign 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\": \"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\": \"2023-12-01T14:00:00Z\",\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\": \"HR\",\n \"createdAt\": \"2024-02-20T11:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Marketing Campaign Plan 2025\",\n \"author\": \"dave.kim\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-08-05T08:45:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Data Privacy Compliance Checklist\",\n \"author\": \"eve.wang\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-01-10T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"privacy\",\n \"compliance\",\n \"data\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved IT Security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"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 \"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 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 \"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 \"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": "Social Media 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: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-1001\",\n \"productId\": \"PRD-01\",\n \"title\": \"Cannot connect to VPN\",\n \"description\": \"User reports inability to establish VPN connection after Windows update.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support_1\",\n \"createdAt\": \"2025-10-28T09:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-1002\",\n \"productId\": \"PRD-03\",\n \"title\": \"Email sync delay\",\n \"description\": \"Outlook is taking over 10 minutes to sync new emails.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"tech_support_2\",\n \"createdAt\": \"2025-10-27T14:42:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-1003\",\n \"productId\": \"PRD-02\",\n \"title\": \"Printer not printing\",\n \"description\": \"Laser printer shows error code 0x1A; prints blank pages.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support_3\",\n \"createdAt\": \"2025-10-20T08:30:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\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 }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing",
"pattern": "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\": \"2023-05-12T08:30:00Z\",\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 Remote Work\",\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 \"remote work\",\n \"economics\",\n \"productivity\"\n ],\n \"confidentialityLevel\": \"public\"\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, I can retrieve the most recent AI‑related 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 }\n }\n]\n\nUser Query: List documents\n\nRephrased Query: Retrieve a list of 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": "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: 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\": \"MC-001\",\n \"productId\": \"PRD-1001\",\n \"title\": \"Spring Sale Campaign Launch\",\n \"description\": \"Launch of the spring seasonal discount campaign across email and social media.\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"seasonal\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"price\": 15000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Spring Sale Campaign aims to increase Q2 revenue by 12% through targeted promotions.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MC-002\",\n \"productId\": \"PRD-1002\",\n \"title\": \"Back-to-School Digital Ads\",\n \"description\": \"Digital advertising plan for back-to-school period focusing on parents.\",\n \"status\": \"planned\",\n \"priority\": \"medium\",\n \"category\": \"education\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2024-03-01T14:45:00Z\",\n \"price\": 22000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Target audience includes parents of children aged 5-12, with a budget allocated to Google and Facebook.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"MC-003\",\n \"productId\": \"PRD-1003\",\n \"title\": \"Holiday Season Email Blast\",\n \"description\": \"Email marketing campaign for holiday season offering bundle discounts.\",\n \"status\": \"completed\",\n \"priority\": \"low\",\n \"category\": \"holiday\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2023-12-05T08:20:00Z\",\n \"price\": 18000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The email blast achieved a 4.5% open rate and contributed to a 7% sales uplift.\",\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 marketing campaign tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent campaign documents for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show 24 marketing campaign tickets\n\nRephrased Query: List 24 marketing campaign 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\": 24,\n \"from\": 96,\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": "pagination",
"pattern_type": "specific_page",
"size": 24,
"from": 96,
"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: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"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\": \"doc-002\",\n \"title\": \"Smartphone Camera Comparison\",\n \"author\": \"bob.jones\",\n \"department\": \"Mobile Devices\",\n \"createdAt\": \"2024-06-05T14:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"photography\",\n \"tags\": [\n \"resolution\",\n \"low light\",\n \"zoom\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Laptop Battery Longevity Test\",\n \"author\": \"carla.lee\",\n \"department\": \"Computing\",\n \"createdAt\": \"2024-01-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"performance\",\n \"tags\": [\n \"battery\",\n \"runtime\",\n \"power management\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest product reviews?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent reviews for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show recent reviews\",\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 tickets\n\nRephrased Query: list all 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 \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search",
"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 – Access Control\",\n \"author\": \"Jane Smith\",\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 \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Mark 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 \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Finance Department Expense Policy\",\n \"author\": \"Laura Chen\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-20T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"expense\",\n \"finance\",\n \"approval\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Legal Compliance Checklist 2024\",\n \"author\": \"Samuel Lee\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-03-05T08:20:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"compliance\",\n \"legal\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"Emily Davis\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-10T10:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\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 policy documents.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List draft documents from Human Resources\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"draft\"\n }\n },\n {\n \"term\": {\n \"department\": \"Human Resources\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Medical Records\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"MR-001\",\n \"title\": \"IT Security Policy - Approved\",\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 \"compliance\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-05T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"low\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving PDF documents from Finance created after 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"field\": \"title\",\n \"query\": \"Finance\"\n },\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: 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 \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"field\": \"title\",\n \"query\": \"policy\"\n },\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0\n ],\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": "Medical Records",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Catalog Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experience high latency on the corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-05T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network latency issue affecting VPN connections.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of Adobe Creative Cloud licenses for design team.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 1200.5,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Renewal of Adobe licenses for design department.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Warehouse inventory audit\",\n \"description\": \"Quarterly audit of warehouse inventory for electronics.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"inventory\",\n \"assignee\": \"logistics\",\n \"createdAt\": \"2024-10-01T09:00:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Quarterly audit of electronics inventory.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 42 open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will build a DSL query that returns 42 open tickets.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 closed tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"closed\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 42 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 42 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\": 42,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Catalog Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 42,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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 #4532.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"jdoe\",\n \"createdAt\": \"2025-10-28T09:15:00Z\",\n \"price\": 1250.75,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Refund issued\",\n \"description\": \"Refund of $250.00 processed for returned merchandise.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"refund\",\n \"assignee\": \"asmith\",\n \"createdAt\": \"2025-10-20T14:42:00Z\",\n \"price\": 250,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Suspicious transaction flagged\",\n \"description\": \"Transaction flagged by fraud detection system; amount $9,800.00.\",\n \"status\": \"investigating\",\n \"priority\": \"high\",\n \"category\": \"fraud\",\n \"assignee\": \"mbrown\",\n \"createdAt\": \"2025-10-25T11:08:00Z\",\n \"price\": 9800,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TXN-1004\",\n \"title\": \"Currency conversion discrepancy\",\n \"description\": \"Customer noticed a mismatch in EUR to USD conversion rate.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"conversion\",\n \"assignee\": \"lwilson\",\n \"createdAt\": \"2025-10-27T08:30:00Z\",\n \"price\": 340.2,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TXN-1005\",\n \"title\": \"Batch payment failure\",\n \"description\": \"Scheduled payroll batch failed for 15 employees.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payroll\",\n \"assignee\": \"klee\",\n \"createdAt\": \"2025-10-29T07:55:00Z\",\n \"price\": 45230,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will list the most recent tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 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\": 20,\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": "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: 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\": \"DOC001\",\n \"title\": \"IT Security Policy - Access Control\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-10\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"access\",\n \"control\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC002\",\n \"title\": \"Finance Department Expense Guidelines\",\n \"author\": \"Bob Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-15\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expense\",\n \"reimbursement\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC003\",\n \"title\": \"Remote Work Policy\",\n \"author\": \"Carol Lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-03-20\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"flexibility\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"What are the security policies regarding data encryption?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the approved policies on data encryption from the IT Security department...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Find documents about remote work\",\n \"dsl_type\": \"semantic_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": \"<embedding_placeholder>\",\n \"k\": 10\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents where 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 \"queries\": [\n {\n \"text_expansion\": {\n \"title\": {\n \"model_id\": \"my-text-expansion-model\",\n \"model_text\": \"approved policies from IT Security\"\n }\n }\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": \"<embedding_placeholder>\",\n \"k\": 10\n }\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "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: 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 },\n {\n \"ticketId\": \"TCKT-002\",\n \"productId\": \"PRD-1002\",\n \"title\": \"Invoice discrepancy\",\n \"description\": \"The total amount on invoice #INV-789 does not match the order.\",\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 },\n {\n \"ticketId\": \"TCKT-003\",\n \"productId\": \"PRD-1003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of version 3.2.1 fails with error code 0x80070005.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"dev_ops\",\n \"createdAt\": \"2025-11-01T11:05:45Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving all tickets with status open.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: 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": "Sales Orders",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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 network latency affecting video calls.\",\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 details...\",\n \"embedding\": [\n 0.1,\n 0.2\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"productId\": \"PRD-1002\",\n \"title\": \"Invoice discrepancy\",\n \"description\": \"The invoice amount does not match the quoted price for order #12345.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"accounting\",\n \"createdAt\": \"2025-03-15T14:42:10Z\",\n \"price\": 1250.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Invoice discrepancy details...\",\n \"embedding\": [\n 0.3,\n 0.4\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"productId\": \"PRD-1003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of version 5.2 fails with error code 0x80070005.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Installation failure details...\",\n \"embedding\": [\n 0.5,\n 0.6\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 system.\"\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 \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List open high-priority tickets assigned to tech support\n\nRephrased Query: Show open tickets with high priority 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": "sales_orders",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"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 Procedure\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-03-15T09:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"security\",\n \"tags\": [\n \"password\",\n \"reset\",\n \"procedure\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"asmith\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-22T14:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Data Retention Schedule\",\n \"author\": \"mbrown\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-11-05T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"compliance\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"schedule\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent tickets\",\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: Show 80 approved policies\n\nRephrased Query: Retrieve 80 policy 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\": 80,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 80,\n \"num_candidates\": 200\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 80,
"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\": \"Launch of New Feature\",\n \"author\": \"alice\",\n \"department\": \"Product\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"fileType\": \"text\",\n \"status\": \"published\",\n \"category\": \"announcement\",\n \"tags\": [\n \"feature\",\n \"release\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"Team Building Event Recap\",\n \"author\": \"bob\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-08-20T14:45:00Z\",\n \"fileType\": \"text\",\n \"status\": \"published\",\n \"category\": \"event\",\n \"tags\": [\n \"team\",\n \"fun\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Security Awareness Tips\",\n \"author\": \"carol\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-05T10:00:00Z\",\n \"fileType\": \"text\",\n \"status\": \"published\",\n \"category\": \"education\",\n \"tags\": [\n \"security\",\n \"awareness\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show recent posts from the last week\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the latest posts for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent announcements\",\n \"dsl_type\": \"keyword_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match\": {\n \"category\": \"announcement\"\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show recent posts\n\nRephrased Query: Retrieve the most recent social media posts\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"productId\": \"PRD-2001\",\n \"title\": \"Contract renewal for Acme Supplies\",\n \"description\": \"Renewal of the annual supply contract with Acme Corp for office stationery.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"procurement\",\n \"assignee\": \"jane.doe\",\n \"createdAt\": \"2024-10-12T08:45:00Z\",\n \"price\": 12500\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"New contract for raw material purchase\",\n \"description\": \"Negotiation of a new contract for steel raw material with Global Metals.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"logistics\",\n \"assignee\": \"john.smith\",\n \"createdAt\": \"2024-10-10T14:20:00Z\",\n \"price\": 75000\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-2003\",\n \"title\": \"Closed contract for IT services\",\n \"description\": \"Finalized contract for managed IT services with TechSolutions Ltd.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"IT\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2024-09-30T09:10:00Z\",\n \"price\": 34000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the first 10 tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets\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 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\": \"rev-001\",\n \"title\": \"Wireless Earbuds Review\",\n \"author\": \"alice\",\n \"department\": \"Consumer Electronics\",\n \"createdAt\": \"2023-11-05T14:23:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"audio\",\n \"tags\": [\n \"wireless\",\n \"earbuds\",\n \"battery\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"rev-002\",\n \"title\": \"Smartphone Camera Comparison\",\n \"author\": \"bob\",\n \"department\": \"Mobile Devices\",\n \"createdAt\": \"2024-02-12T09:10:45Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"photography\",\n \"tags\": [\n \"camera\",\n \"resolution\",\n \"low-light\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"rev-003\",\n \"title\": \"Laptop Battery Life Survey\",\n \"author\": \"carol\",\n \"department\": \"Computing\",\n \"createdAt\": \"2024-07-20T18:45:30Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"hardware\",\n \"tags\": [\n \"battery\",\n \"runtime\",\n \"performance\"\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 first 10 documents from the Product Reviews index.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all documents 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": "Product Reviews",
"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: 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\": \"2025-10-20T09:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Nightly backup job failed due to storage quota.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2025-10-18T22:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"UI redesign for dashboard\",\n \"description\": \"Implement new UI components as per design specs.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"frontend_team\",\n \"createdAt\": \"2025-09-30T14:45:00Z\",\n \"price\": 1500\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 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 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 priority high, category network, and assignee tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"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": 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\": \"Invoice discrepancy for client XYZ\",\n \"author\": \"alice.smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"billing\",\n \"tags\": [\n \"invoice\",\n \"discrepancy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Password reset request\",\n \"author\": \"bob.jones\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-03-01T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"closed\",\n \"category\": \"access\",\n \"tags\": [\n \"password\",\n \"reset\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Quarterly security policy update\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-20T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"Q1\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Travel expense reimbursement\",\n \"author\": \"david.kim\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-05T11:45:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"open\",\n \"category\": \"expense\",\n \"tags\": [\n \"travel\",\n \"reimbursement\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-005\",\n \"title\": \"Server outage incident report\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Operations\",\n \"createdAt\": \"2024-02-28T22:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"closed\",\n \"category\": \"incident\",\n \"tags\": [\n \"outage\",\n \"server\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest tickets from Finance?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent Finance tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all open tickets\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n }\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: List open tickets from Finance department after 2024-01-01\n\nRephrased Query: Retrieve tickets where status is open, 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\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"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 \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Nightly backup did not complete due to storage limit.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2025-10-18T22:40:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"UI alignment bug on dashboard\",\n \"description\": \"Widgets overlap on smaller screen resolutions.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"frontend_team\",\n \"createdAt\": \"2025-09-30T14:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"API rate limit exceeded\",\n \"description\": \"External client hitting API too frequently causing throttling.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"api\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-22T11:20:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Server patch rollout\",\n \"description\": \"Applying security patches to production servers.\",\n \"status\": \"scheduled\",\n \"priority\": \"high\",\n \"category\": \"infrastructure\",\n \"assignee\": \"ops_team\",\n \"createdAt\": \"2025-10-25T09:00:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 10 recent tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 10 most recent tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent tickets.\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"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": "sorted_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\": \"Design login page\",\n \"description\": \"Create mockups and implement the login UI for the new app.\",\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-002\",\n \"title\": \"Database schema migration\",\n \"description\": \"Migrate the existing PostgreSQL schema to the new version with added audit tables.\",\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-003\",\n \"title\": \"Quarterly budget report\",\n \"description\": \"Compile and review the financial data for Q4.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"Finance\",\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 }\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": "Project Management Tasks",
"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: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"overview\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:10:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-12-01T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list 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\": \"List all 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 \"_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 approved policies from IT Security\n\nRephrased Query: List documents where status is approved and department is IT Security\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Reviews",
"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: 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 \"contractStart\": {\n \"type\": \"date\"\n },\n \"contractEnd\": {\n \"type\": \"date\"\n },\n \"supplierName\": {\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\": \"SC-001\",\n \"title\": \"Network Infrastructure Upgrade Contract\",\n \"description\": \"Agreement for upgrading the company's network infrastructure across all data centers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 125000,\n \"contractStart\": \"2024-10-01\",\n \"contractEnd\": \"2025-09-30\",\n \"supplierName\": \"NetTech Solutions\"\n },\n {\n \"documentId\": \"SC-002\",\n \"title\": \"Cloud Services Subscription\",\n \"description\": \"Annual subscription for cloud compute and storage services.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"cloud\",\n \"assignee\": \"cloud ops\",\n \"createdAt\": \"2023-03-05T14:22:10Z\",\n \"price\": 85000,\n \"contractStart\": \"2023-04-01\",\n \"contractEnd\": \"2024-03-31\",\n \"supplierName\": \"SkyCloud Inc.\"\n },\n {\n \"documentId\": \"SC-003\",\n \"title\": \"Office Supplies Procurement\",\n \"description\": \"Supply of office stationery and equipment for Q1.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"office\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-01-20T09:45:00Z\",\n \"price\": 15000,\n \"contractStart\": \"2024-02-01\",\n \"contractEnd\": \"2024-04-30\",\n \"supplierName\": \"Stationery Co.\"\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: List open high-priority network tickets assigned to tech support\n\nRephrased Query: Show 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": "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: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Finance Department Expense Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-20T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expenses\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-05T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"hr\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List open tickets from Finance after 2023-01-01\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, fetching open Finance tickets created after January 1st, 2023.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List open tickets from Finance after 2023-01-01\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 10\n },\n \"text\": {\n \"multi_match\": {\n \"query\": \"open tickets\",\n \"fields\": [\n \"title^3\",\n \"documentContentWordsChunked.passage\"\n ]\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2023-01-01\"\n }\n }\n },\n {\n \"term\": {\n \"status\": \"open\"\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: Retrieve approved policy documents from the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 10\n },\n \"text\": {\n \"multi_match\": {\n \"query\": \"approved policies\",\n \"fields\": [\n \"title^3\",\n \"documentContentWordsChunked.passage\"\n ]\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "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: 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\": \"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 limit.\",\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 redesign for dashboard\",\n \"description\": \"Update the dashboard UI to match new branding guidelines.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"design team\",\n \"createdAt\": \"2024-08-15T14:30:00Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"TCK-004\",\n \"title\": \"API rate limit exceeded\",\n \"description\": \"External client hitting API rate limits causing errors.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"api\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-03T11:05:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-005\",\n \"title\": \"Server patch rollout\",\n \"description\": \"Apply security patches to all production servers.\",\n \"status\": \"scheduled\",\n \"priority\": \"high\",\n \"category\": \"infrastructure\",\n \"assignee\": \"ops team\",\n \"createdAt\": \"2024-09-20T09:00:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the first 10 tickets matching your request.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 17 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 17 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\": 17,\n \"from\": 17,\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": "pagination",
"pattern_type": "previous_page",
"size": 17,
"from": 17,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Project Management Tasks\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network latency issue on VPN\",\n \"description\": \"Users experience high latency when connecting via VPN during peak hours.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Automated nightly backup failed due to insufficient disk space.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db admin\",\n \"createdAt\": \"2024-10-10T22:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"UI glitch on dashboard widgets\",\n \"description\": \"Widgets overlap when the browser window is resized to less than 800px.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"frontend team\",\n \"createdAt\": \"2024-09-28T14:20:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-004\",\n \"title\": \"Network switch firmware upgrade\",\n \"description\": \"Upgrade firmware on core switches to version 2.1.4 to address security vulnerabilities.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-13T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-005\",\n \"title\": \"Email delivery delay\",\n \"description\": \"Outgoing emails are delayed by up to 30 minutes during high load periods.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"email\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-11T11:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List 10 recent tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the 10 most recent tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent tickets.\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_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 30 open high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 30 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\": 30,\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": 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: Technical Manuals\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TM-001\",\n \"title\": \"Network Security Policy\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"network\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TM-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TM-003\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2022-11-03T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"standard\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest tickets from the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"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: 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 intermittent latency on the corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Investigate VPN gateway logs for spikes.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Quarterly budget approval\",\n \"description\": \"Prepare and submit the Q4 budget for finance review.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"finance\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Include projected expenses for new hires.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Update user onboarding guide\",\n \"description\": \"Revise the onboarding documentation to reflect new security policies.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"documentation\",\n \"assignee\": \"content_team\",\n \"createdAt\": \"2024-08-05T09:30:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Add MFA setup steps to the guide.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the first 10 tickets matching your request.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_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 50 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 50 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\": 50,\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": "refinement",
"pattern_type": "add_filter",
"size": 50,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Product Reviews\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"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\",\n \"sound quality\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-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\": \"approved\",\n \"category\": \"photography\",\n \"tags\": [\n \"camera\",\n \"resolution\",\n \"low light\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Laptop Battery Life Survey\",\n \"author\": \"carla.lee\",\n \"department\": \"Computing\",\n \"createdAt\": \"2024-01-22T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"performance\",\n \"tags\": [\n \"battery\",\n \"runtime\",\n \"efficiency\"\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 tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Find product reviews about durability\",\n \"dsl_type\": \"semantic_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n }\n }\n]\n\nUser Query: List documents\n\nRephrased Query: Retrieve a list 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 \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\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": "Product Reviews",
"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: 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 \"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 \"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\": \"Recruiter\",\n \"description\": \"Handles candidate sourcing and interview scheduling.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"recruitment\",\n \"assignee\": \"recruiting_team\",\n \"createdAt\": \"2024-10-01T09:15:00Z\",\n \"salary\": 72000\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Martinez\",\n \"title\": \"HR Generalist\",\n \"description\": \"Manages employee relations and benefits administration.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"benefits\",\n \"assignee\": \"hr_ops\",\n \"createdAt\": \"2024-09-20T14:30:00Z\",\n \"salary\": 65000\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carol Singh\",\n \"title\": \"Compensation Analyst\",\n \"description\": \"Analyzes salary structures and market benchmarks.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"compensation\",\n \"assignee\": \"comp_team\",\n \"createdAt\": \"2024-10-05T11:45:00Z\",\n \"salary\": 80000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets assigned to recruiting team\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving open tickets for the recruiting team...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List high priority tickets in benefits category\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"benefits\"\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 recruiting team\n\nRephrased Query: List open tickets with status open assigned to recruiting_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 \"assignee\": \"recruiting_team\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 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\": \"High priority network latency issue\",\n \"description\": \"Customer reported severe latency in network transactions affecting payments.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Resolved duplicate charge\",\n \"description\": \"Duplicate charge was identified and refunded.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"accounting\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 150\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Open low priority account inquiry\",\n \"description\": \"User asked about account statement details.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"customer service\",\n \"createdAt\": \"2025-11-01T10:00:00Z\",\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, retrieving 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 \"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 \"_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 specifying a count\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": "Financial Transactions",
"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: Technical Manuals\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TM-001\",\n \"title\": \"Network Security Policy\",\n \"author\": \"Alice 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 \"network\",\n \"access\"\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\": \"Data Encryption Standards\",\n \"author\": \"Carol Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2022-11-03T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"standard\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested tickets.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: Retrieve a list of tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": {\n \"match_all\": {}\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"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 \"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\": \"Customer reports intermittent latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Customer reports intermittent latency on VPN connections.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Invoice discrepancy\",\n \"description\": \"The total amount on the invoice does not match the order total.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"accounting\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 1250.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The total amount on the invoice does not match the order total.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of the new CRM software fails with error code 0x80070005.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-05T11:07:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Installation of the new CRM software fails with error code 0x80070005.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List all tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here is a listing of all 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 \"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": "Sales Orders",
"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: 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\": \"2024-09-12T08:45:00Z\",\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 Installation – Photoshop\",\n \"author\": \"asmith\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-09-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"closed\",\n \"category\": \"software_request\",\n \"tags\": [\n \"photoshop\",\n \"approval\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Network Outage – Building A\",\n \"author\": \"mbrown\",\n \"department\": \"Facilities\",\n \"createdAt\": \"2024-09-08T22:10:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"in_progress\",\n \"category\": \"infrastructure\",\n \"tags\": [\n \"network\",\n \"outage\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the recent support tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest tickets submitted to the system.\"\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 \"minimum_should_match\": 1\n }\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List recent support tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 10\n }\n }\n },\n {\n \"match_all\": {}\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"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: 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\": \"MC-001\",\n \"title\": \"Launch Summer Promo\",\n \"description\": \"Prepare assets for the summer promotion campaign.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"campaign\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-09-10T08:15:00Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"MC-002\",\n \"title\": \"Email Blast Q4\",\n \"description\": \"Design and schedule the Q4 email newsletter.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-09-08T14:30:00Z\",\n \"price\": 800\n },\n {\n \"ticketId\": \"MC-003\",\n \"title\": \"Social Media Ads Review\",\n \"description\": \"Review ad creatives for the upcoming social media push.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"social\",\n \"assignee\": \"alex.lee\",\n \"createdAt\": \"2025-08-28T10:45:00Z\",\n \"price\": 500\n },\n {\n \"ticketId\": \"MC-004\",\n \"title\": \"Landing Page Optimization\",\n \"description\": \"A/B test landing page variants for better conversion.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"website\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-09-12T09:00:00Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"MC-005\",\n \"title\": \"Budget Allocation Review\",\n \"description\": \"Analyze spend across channels and reallocate budget.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"finance\",\n \"assignee\": \"sarah.kim\",\n \"createdAt\": \"2025-09-11T11:20:00Z\",\n \"price\": 2000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high‑priority tickets assigned to John\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will list the open tickets with high priority that are assigned to John.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open 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.doe\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Marketing Campaigns",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Cannot connect to VPN\",\n \"description\": \"User reports inability to establish VPN connection after password change.\",\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 sync failure on mobile\",\n \"description\": \"Outlook mobile app does not sync new emails for the user.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"mobile_team\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer jam in Accounting\",\n \"description\": \"Laser printer in Accounting department shows paper jam error despite clear tray.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"hardware_support\",\n \"createdAt\": \"2025-09-30T09:05:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Slow network performance on floor 3\",\n \"description\": \"Multiple users experience latency and packet loss on the third floor.\",\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\": \"Software license renewal reminder\",\n \"description\": \"Reminder to renew Adobe Creative Cloud licenses for design team.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-10-01T07:30:15Z\",\n \"price\": 1200\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 35 high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 35 high‑priority network tickets assigned to tech support\n\nRephrased Query: List 35 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\": 35,\n \"from\": 35,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "specific_page",
"size": 35,
"from": 35,
"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: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Approved Policy – Access Control\",\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 \"access\",\n \"control\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Department Budget Guidelines 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-10T11:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"budget\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Remote Work Security Policy\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-12-05T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"security\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"IT Security Approved Policy – Data Encryption\",\n \"author\": \"david.kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-20T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Legal Compliance Checklist 2024\",\n \"author\": \"emma.wilson\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-04-01T10:00:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"compliance\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents belonging to the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Find documents about remote work\",\n \"dsl_type\": \"semantic_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0.12,\n 0.34,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in PDF format 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\": 30,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"multi_match\": {\n \"query\": \"approved policies\",\n \"fields\": [\n \"title^2\",\n \"documentContentWordsChunked.passage\"\n ]\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "more_results",
"size": 10,
"from": 30,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"float\"\n },\n \"supplierName\": {\n \"type\": \"keyword\"\n },\n \"startDate\": {\n \"type\": \"date\"\n },\n \"endDate\": {\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\": \"IT Infrastructure Support Agreement\",\n \"description\": \"Annual support contract for network hardware and software.\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"IT\",\n \"assignee\": \"John Doe\",\n \"createdAt\": \"2023-01-15T09:30:00Z\",\n \"price\": 125000,\n \"supplierName\": \"TechSolutions Ltd.\",\n \"startDate\": \"2023-02-01\",\n \"endDate\": \"2024-01-31\"\n },\n {\n \"contractId\": \"C-1002\",\n \"title\": \"Office Supplies Procurement\",\n \"description\": \"Quarterly supply of stationery and office equipment.\",\n \"status\": \"pending\",\n \"priority\": \"medium\",\n \"category\": \"Operations\",\n \"assignee\": \"Emily Smith\",\n \"createdAt\": \"2023-03-10T14:20:00Z\",\n \"price\": 45000,\n \"supplierName\": \"StationeryCo\",\n \"startDate\": \"2023-04-01\",\n \"endDate\": \"2023-06-30\"\n },\n {\n \"contractId\": \"C-1003\",\n \"title\": \"Cloud Services Subscription\",\n \"description\": \"Yearly subscription for cloud compute and storage services.\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"IT\",\n \"assignee\": \"John Doe\",\n \"createdAt\": \"2022-11-05T11:45:00Z\",\n \"price\": 200000,\n \"supplierName\": \"CloudSphere Inc.\",\n \"startDate\": \"2023-01-01\",\n \"endDate\": \"2023-12-31\"\n },\n {\n \"contractId\": \"C-1004\",\n \"title\": \"Facility Maintenance Contract\",\n \"description\": \"Monthly maintenance of building HVAC and electrical systems.\",\n \"status\": \"active\",\n \"priority\": \"low\",\n \"category\": \"Facilities\",\n \"assignee\": \"Mark Lee\",\n \"createdAt\": \"2023-02-20T08:15:00Z\",\n \"price\": 80000,\n \"supplierName\": \"MaintainIt Services\",\n \"startDate\": \"2023-03-01\",\n \"endDate\": \"2024-02-28\"\n },\n {\n \"contractId\": \"C-1005\",\n \"title\": \"Legal Advisory Services\",\n \"description\": \"Retainer for corporate legal advice and contract review.\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"Legal\",\n \"assignee\": \"Sarah Connor\",\n \"createdAt\": \"2023-04-12T10:00:00Z\",\n \"price\": 95000,\n \"supplierName\": \"LawPartners LLP\",\n \"startDate\": \"2023-05-01\",\n \"endDate\": \"2024-04-30\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest contracts?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent contracts in the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 contracts\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: List 96 high-priority contracts in the IT category assigned to John Doe\n\nRephrased Query: Retrieve 96 contracts where priority is high, category is IT, and assignee is John Doe\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 96,\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\": \"IT\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"John Doe\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 96,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"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\": \"Unable to connect to VPN\",\n \"description\": \"User reports that the VPN client fails to establish a connection after the recent update.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support_1\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-02\",\n \"title\": \"Email sync error on mobile\",\n \"description\": \"Emails are not syncing on the user's iPhone after password change.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"tech_support_2\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-03\",\n \"title\": \"Software license expired\",\n \"description\": \"The license for the design tool expired, causing the application to shut down unexpectedly.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"tech_support_3\",\n \"createdAt\": \"2025-09-30T09:05:45Z\",\n \"price\": 199.99,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\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 }\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": "IT Support Tickets",
"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\": \"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 Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-05-10T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-08-01T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"checklist\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"checklist\"\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 policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent blog posts about security\",\n \"dsl_type\": \"semantic_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match\": {\n \"title\": {\n \"query\": \"security\",\n \"operator\": \"and\"\n }\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show 47 approved policies from IT Security department\n\nRephrased Query: Retrieve 47 documents where status is approved, category is policy, department is IT Security, and fileType is pdf\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 \"queries\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [],\n \"k\": 47\n }\n }\n },\n {\n \"match\": {\n \"title\": {\n \"query\": \"policy\",\n \"operator\": \"and\"\n }\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\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": "listing_with_filters",
"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: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"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 \"ticketId\": \"HR-001\",\n \"title\": \"Benefits enrollment issue\",\n \"description\": \"Employee cannot enroll in health benefits for the upcoming year.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"benefits\",\n \"assignee\": \"benefits_team\",\n \"createdAt\": \"2025-10-20T09:15:00Z\",\n \"salary\": 72000\n },\n {\n \"ticketId\": \"HR-002\",\n \"title\": \"Payroll discrepancy\",\n \"description\": \"Incorrect overtime payment on last month's payroll.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"payroll\",\n \"assignee\": \"payroll_team\",\n \"createdAt\": \"2025-10-18T14:30:00Z\",\n \"salary\": 85000\n },\n {\n \"ticketId\": \"HR-003\",\n \"title\": \"Access request for HR portal\",\n \"description\": \"New hire needs access to the HR self‑service portal.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"access\",\n \"assignee\": \"it_support\",\n \"createdAt\": \"2025-09-30T11:00:00Z\",\n \"salary\": 65000\n },\n {\n \"ticketId\": \"HR-004\",\n \"title\": \"Leave balance correction\",\n \"description\": \"Employee's annual leave balance is showing negative days.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"leave\",\n \"assignee\": \"benefits_team\",\n \"createdAt\": \"2025-10-22T08:45:00Z\",\n \"salary\": 73000\n },\n {\n \"ticketId\": \"HR-005\",\n \"title\": \"Employee record update\",\n \"description\": \"Change of address for employee John Doe.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"records\",\n \"assignee\": \"hr_admin\",\n \"createdAt\": \"2025-09-15T10:20:00Z\",\n \"salary\": 78000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets assigned to the benefits team.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the open tickets that are currently assigned to the benefits team.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List high‑priority payroll 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 \"term\": {\n \"category\": \"payroll\"\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 the benefits team\n\nRephrased Query: List open tickets with status open assigned to benefits_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 \"assignee\": \"benefits_team\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 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\": \"doc1\",\n \"title\": \"Remote Work Policy\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc2\",\n \"title\": \"Data Encryption Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-01T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc3\",\n \"title\": \"Annual Security Report 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-10T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"security\",\n \"annual\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"restricted\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved policies from IT Security.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent policies\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"text_expansion\": {\n \"model_id\": \"my-semantic-model\",\n \"model_text\": \"security policy\"\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show 18 approved policies from IT Security\n\nRephrased Query: Retrieve 18 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\": 18,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"text_expansion\": {\n \"model_id\": \"my-semantic-model\",\n \"model_text\": \"security policy\"\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": "social_media_posts",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "specific_page",
"size": 18,
"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: 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-1001\",\n \"productId\": \"PRD-2001\",\n \"title\": \"Network latency issue in supplier portal\",\n \"description\": \"Customers report intermittent latency when accessing the supplier portal during peak hours.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"Contract renewal for vendor X\",\n \"description\": \"Review and approve the renewal contract for vendor X with updated pricing terms.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"contract\",\n \"assignee\": \"legal team\",\n \"createdAt\": \"2024-03-05T14:42:10Z\",\n \"price\": 12500\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-2003\",\n \"title\": \"Incorrect pricing on invoice #5678\",\n \"description\": \"Invoice #5678 shows a price discrepancy for product PRD-2003.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"billing\",\n \"assignee\": \"finance\",\n \"createdAt\": \"2024-11-01T11:07:45Z\",\n \"price\": 3420.75\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 Supplier Contracts index.\"\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": "Supplier Contracts",
"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: 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\": \"Invoice discrepancy for Q1\",\n \"author\": \"alice.smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"billing\",\n \"tags\": [\n \"invoice\",\n \"q1\",\n \"discrepancy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Password reset request\",\n \"author\": \"bob.jones\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2023-11-20T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"closed\",\n \"category\": \"access\",\n \"tags\": [\n \"password\",\n \"reset\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Annual security policy update\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-05T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show all open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here is a list of open tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all 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 PDFs from Finance department after 2024\n\nRephrased Query: Show PDF tickets from 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\": 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": "Customer Support Tickets",
"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\": \"Design login page\",\n \"description\": \"Create mockups and implement the login UI for the new web app.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"design\",\n \"assignee\": \"alice\",\n \"createdAt\": \"2024-10-01T09:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Database schema migration\",\n \"description\": \"Migrate user tables to the new PostgreSQL cluster and verify data integrity.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"infrastructure\",\n \"assignee\": \"bob\",\n \"createdAt\": \"2024-09-28T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Quarterly budget report\",\n \"description\": \"Compile and review the Q4 budget report for the finance department.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"finance\",\n \"assignee\": \"carol\",\n \"createdAt\": \"2024-09-15T11:00:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest tickets from the Project Management Tasks 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 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": "Project Management Tasks",
"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: 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 Policies\",\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 \"remote\",\n \"security\",\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\": \"2024-01-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"finance\",\n \"reporting\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Data Privacy Regulations Overview\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-11-05T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"regulation\",\n \"tags\": [\n \"privacy\",\n \"regulation\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"AI Ethics in Academic Research\",\n \"author\": \"Prof. Michael Lee\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-06-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"AI\",\n \"ethics\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Annual Budget Summary 2024\",\n \"author\": \"Ms. Laura Patel\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-20T16:10:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"budget\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, fetching PDF documents from the Finance department created after 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"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 \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-12-31T23:59:59Z\"\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 approved policy documents belonging to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"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 \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "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 for user John Doe\",\n \"author\": \"agent_01\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"fileType\": \"txt\",\n \"status\": \"open\",\n \"category\": \"authentication\",\n \"tags\": [\n \"login\",\n \"password\",\n \"urgent\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Billing discrepancy on invoice #4532\",\n \"author\": \"agent_07\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-10-10T14:42:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"closed\",\n \"category\": \"billing\",\n \"tags\": [\n \"invoice\",\n \"discrepancy\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Request for software upgrade to v5.2\",\n \"author\": \"agent_03\",\n \"department\": \"Engineering\",\n \"createdAt\": \"2024-10-08T11:05:45Z\",\n \"fileType\": \"docx\",\n \"status\": \"in_progress\",\n \"category\": \"request\",\n \"tags\": [\n \"upgrade\",\n \"software\"\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\": \"Here are the most recent support tickets.\"\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 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": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"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 Procedure\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"security\",\n \"tags\": [\n \"password\",\n \"reset\",\n \"procedure\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Quarterly Financial Report Q1\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q1\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-06-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"dave.kim\",\n \"department\": \"HR\",\n \"createdAt\": \"2023-12-20T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"guidelines\"\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 approved security policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all open tickets\",\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 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 \"title\": {\n \"query\": \"policy\",\n \"operator\": \"and\"\n }\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"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: 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 Software Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"priority\": \"senior\",\n \"category\": \"full-time\",\n \"assignee\": \"Bob Smith\",\n \"createdAt\": \"2020-03-15T09:00:00Z\",\n \"salary\": 120000\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Carlos Martinez\",\n \"title\": \"HR Specialist\",\n \"department\": \"Human Resources\",\n \"status\": \"active\",\n \"priority\": \"mid\",\n \"category\": \"full-time\",\n \"assignee\": \"Diana Lee\",\n \"createdAt\": \"2019-07-22T10:30:00Z\",\n \"salary\": 75000\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Emily Chen\",\n \"title\": \"Junior Analyst\",\n \"department\": \"Finance\",\n \"status\": \"inactive\",\n \"priority\": \"junior\",\n \"category\": \"contractor\",\n \"assignee\": \"Frank Wu\",\n \"createdAt\": \"2021-01-10T08:45:00Z\",\n \"salary\": 55000\n },\n {\n \"employeeId\": \"E004\",\n \"name\": \"Michael Patel\",\n \"title\": \"Engineering Manager\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"priority\": \"senior\",\n \"category\": \"full-time\",\n \"assignee\": \"Grace Kim\",\n \"createdAt\": \"2018-11-05T11:15:00Z\",\n \"salary\": 140000\n },\n {\n \"employeeId\": \"E005\",\n \"name\": \"Sofia Rossi\",\n \"title\": \"Product Designer\",\n \"department\": \"Design\",\n \"status\": \"active\",\n \"priority\": \"mid\",\n \"category\": \"full-time\",\n \"assignee\": \"Henry Liu\",\n \"createdAt\": \"2022-04-01T09:20:00Z\",\n \"salary\": 90000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the open 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 \"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 active employees in Engineering with senior priority\n\nRephrased Query: List active employees where department is Engineering and priority is senior\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\": \"active\"\n }\n },\n {\n \"term\": {\n \"department\": \"Engineering\"\n }\n },\n {\n \"term\": {\n \"priority\": \"senior\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "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 \"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.\",\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\": \"Billing discrepancy\",\n \"description\": \"Customer was overcharged for last month.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 120.5\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Password reset failure\",\n \"description\": \"Password reset email not delivered.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"account\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-22T11:45:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Software installation request\",\n \"description\": \"Request to install new analytics tool.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"it_ops\",\n \"createdAt\": \"2025-10-10T09:00:00Z\",\n \"price\": 250\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"VPN access denied\",\n \"description\": \"User cannot connect to corporate VPN after password change.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-23T07:20:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[]\n\nUser Query: List high-priority network tickets assigned to tech support\n\nRephrased Query: Show tickets where priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Marketing Campaigns\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"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\": \"Spring Sale Campaign Launch\",\n \"description\": \"Prepare all assets for the upcoming spring sale across email, social, and display channels.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"email\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-10-20T09:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-002\",\n \"productId\": \"PRD-1002\",\n \"title\": \"Q4 Social Media Ads Review\",\n \"description\": \"Review performance metrics for Q4 social media advertisements and recommend optimizations.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"social\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-09-12T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"productId\": \"PRD-1003\",\n \"title\": \"Holiday Email Template Update\",\n \"description\": \"Update the holiday email templates with new branding guidelines and discount codes.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"email\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2025-08-05T11:45:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving all tickets with status open.\"\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\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": "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: 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\": \"Cybersecurity Threats Rise in 2025\",\n \"author\": \"Jane Doe\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2025-03-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Security\",\n \"tags\": [\n \"cybersecurity\",\n \"threats\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Policies Updated\",\n \"author\": \"John Smith\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2025-02-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Policy\",\n \"tags\": [\n \"remote work\",\n \"policy\",\n \"HR\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Annual Financial Report Q1 2025\",\n \"author\": \"Emily Zhang\",\n \"department\": \"Finance\",\n \"createdAt\": \"2025-04-01T09:00:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"published\",\n \"category\": \"Finance\",\n \"tags\": [\n \"financial\",\n \"Q1\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"New Data Privacy Regulations\",\n \"author\": \"Carlos Ruiz\",\n \"department\": \"Legal\",\n \"createdAt\": \"2025-01-15T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Compliance\",\n \"tags\": [\n \"privacy\",\n \"regulation\",\n \"legal\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Company-wide Sustainability Initiatives\",\n \"author\": \"Aisha Khan\",\n \"department\": \"Corporate Affairs\",\n \"createdAt\": \"2025-03-05T10:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"published\",\n \"category\": \"Sustainability\",\n \"tags\": [\n \"sustainability\",\n \"initiative\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest security articles?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent security‑related news items.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent articles\",\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: Show 19 recent news articles about cybersecurity\n\nRephrased Query: Retrieve 19 latest unstructured news documents related to cybersecurity 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\": 19,\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 0\n ],\n \"k\": 19\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "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: Sales Orders\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\": \"SO-1001\",\n \"title\": \"Order for 50 laptops\",\n \"description\": \"Customer requested 50 high‑end laptops with extended warranty.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 75000\n },\n {\n \"ticketId\": \"SO-1002\",\n \"title\": \"Network equipment upgrade\",\n \"description\": \"Upgrade of routers and switches for the corporate network.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"network\",\n \"assignee\": \"network_engineer\",\n \"createdAt\": \"2025-09-15T11:42:10Z\",\n \"price\": 42000.5\n },\n {\n \"ticketId\": \"SO-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of enterprise software licenses for the upcoming fiscal year.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"account_manager\",\n \"createdAt\": \"2025-03-05T14:07:55Z\",\n \"price\": 12000\n },\n {\n \"ticketId\": \"SO-1004\",\n \"title\": \"High‑priority network outage ticket\",\n \"description\": \"Critical network outage affecting multiple sites.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-13T09:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"SO-1005\",\n \"title\": \"Custom software development request\",\n \"description\": \"Development of a custom CRM integration module.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"dev_team\",\n \"createdAt\": \"2025-11-01T16:20:45Z\",\n \"price\": 25000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here is the DSL for your request:\\n{\\n \\\"size\\\": 10,\\n \\\"from\\\": 0,\\n \\\"_source\\\": { \\\"excludes\\\": [\\\"documentContentWordsChunked\\\", \\\"documentContentWords\\\"] },\\n \\\"query\\\": {\\n \\\"bool\\\": {\\n \\\"must\\\": [{\\\"match_all\\\": {}}],\\n \\\"filter\\\": [{\\\"term\\\": {\\\"status\\\": \\\"open\\\"}}]\\n }\\n },\\n \\\"sort\\\": [{\\\"createdAt\\\": {\\\"order\\\": \\\"desc\\\"}}]\\n}\"\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 50 high‑priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 50 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\": 50,\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": "pagination",
"pattern_type": "specific_page",
"size": 50,
"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: 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 the corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Network latency issue affecting VPN connectivity.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Update project budget\",\n \"description\": \"Adjust the budget for Q4 to reflect new resource costs.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"finance\",\n \"assignee\": \"project_manager\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Budget update required for Q4.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Design review meeting\",\n \"description\": \"Schedule a design review for the new mobile app UI.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"design\",\n \"assignee\": \"ui_ux_team\",\n \"createdAt\": \"2025-03-10T10:00:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Design review meeting for mobile app UI.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all resolved tickets from March in the Account category\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"resolved\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2025-03-01\",\n \"lt\": \"2025-04-01\"\n }\n }\n },\n {\n \"term\": {\n \"category\": \"account\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open high‑priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with priority high, category network, assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "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: 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 Enterprise License\",\n \"description\": \"Customer purchased 50 enterprise licenses for the analytics platform.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-10-20T14:32:10Z\",\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 {\n \"ticketId\": \"SO-1002\",\n \"productId\": \"PR-2002\",\n \"title\": \"Hardware Upgrade Order\",\n \"description\": \"Order includes 20 new high‑performance servers for data center expansion.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-09-15T09:12:45Z\",\n \"price\": 48000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Hardware specifications and delivery schedule...\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SO-1003\",\n \"productId\": \"PR-2003\",\n \"title\": \"Consulting Services Agreement\",\n \"description\": \"Three‑month consulting engagement for migration to cloud infrastructure.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"services\",\n \"assignee\": \"carol.lee\",\n \"createdAt\": \"2025-11-01T11:05:30Z\",\n \"price\": 15000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Scope of work and deliverables...\",\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 list the recent sales orders?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the latest orders for you. Do you need any specific filters?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 latest 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: Please show me 39 sales orders\n\nRephrased Query: Retrieve a list of 39 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\": 39,\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": "categorical_listing",
"size": 39,
"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 \"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\": \"Annual Supply Agreement for Steel\",\n \"description\": \"Contract with SteelCo for 10,000 metric tons of steel per year.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"materials\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 7500000\n },\n {\n \"contractId\": \"C-1002\",\n \"title\": \"IT Services Maintenance\",\n \"description\": \"Yearly maintenance contract with TechSolutions for server support.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"services\",\n \"assignee\": \"it_department\",\n \"createdAt\": \"2023-12-01T11:45:00Z\",\n \"price\": 120000\n },\n {\n \"contractId\": \"C-1003\",\n \"title\": \"Logistics Partnership\",\n \"description\": \"Agreement with FastLogistics for quarterly freight shipments.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"logistics\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-06-20T14:10:00Z\",\n \"price\": 300000\n },\n {\n \"contractId\": \"C-1004\",\n \"title\": \"Office Supplies Vendor\",\n \"description\": \"Supply of office stationery and equipment for 2025.\",\n \"status\": \"pending\",\n \"priority\": \"low\",\n \"category\": \"office\",\n \"assignee\": \"admin\",\n \"createdAt\": \"2024-01-05T09:20:00Z\",\n \"price\": 45000\n },\n {\n \"contractId\": \"C-1005\",\n \"title\": \"Energy Procurement Contract\",\n \"description\": \"Purchase of renewable energy credits for 2024.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"energy\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-03-12T16:55:00Z\",\n \"price\": 2000000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the open high‑priority contracts assigned to procurement.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I’ll retrieve the open contracts with high priority that are assigned to the procurement team.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List closed contracts in the services category\",\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\": \"closed\"\n }\n },\n {\n \"term\": {\n \"category\": \"services\"\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 supplier contracts assigned to procurement\n\nRephrased Query: Retrieve open contracts with high priority that are assigned to the procurement 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 \"assignee\": \"procurement\"\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": "next_page",
"size": 10,
"from": 30,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Finance Department Quarterly 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 \"quarterly\",\n \"financial\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"IT Security Policy Update 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-10T14:00:00Z\",\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 for All Employees\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-12-01T08:45:00Z\",\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-004\",\n \"title\": \"Finance Department Expense Policy\",\n \"author\": \"david.kim\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-20T11:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"expense\",\n \"finance\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Procedure\",\n \"author\": \"emma.wong\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-05T16:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\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 security policy documents.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 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 me 48 approved PDF policies from the Finance department created after 2024-01-01\n\nRephrased Query: Retrieve 48 approved PDF policy documents belonging to the Finance department with a creation date later than 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\": 48,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"multi_match\": {\n \"query\": \"policy\",\n \"fields\": [\n \"title\",\n \"tags\",\n \"category\"\n ]\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\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": "keyword_search",
"size": 48,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access\",\n \"encryption\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Audit Report Q1 2024\",\n \"author\": \"Bob Martinez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"audit\",\n \"quarterly\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Carol Lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-12-01T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"policy\",\n \"flexibility\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all 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 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": "Legal Documents",
"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: 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\": \"Setup project repository\",\n \"description\": \"Create a new Git repository for the upcoming project and configure branch protection rules.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"infrastructure\",\n \"assignee\": \"alice\",\n \"createdAt\": \"2024-10-01T09:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Design UI mockups\",\n \"description\": \"Produce high‑fidelity mockups for the main dashboard and export them as Figma files.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"design\",\n \"assignee\": \"bob\",\n \"createdAt\": \"2024-10-02T11:30:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Implement authentication\",\n \"description\": \"Add OAuth2 login flow using the company SSO provider and write unit tests for the auth service.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"backend\",\n \"assignee\": \"carol\",\n \"createdAt\": \"2024-10-03T14:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-004\",\n \"title\": \"Prepare sprint retrospective\",\n \"description\": \"Gather metrics from the last sprint and create a presentation for the retrospective meeting.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"process\",\n \"assignee\": \"dave\",\n \"createdAt\": \"2024-09-28T08:00:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-005\",\n \"title\": \"Update project budget\",\n \"description\": \"Revise the budget spreadsheet to reflect new vendor quotes and get approval from finance.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"finance\",\n \"assignee\": \"eve\",\n \"createdAt\": \"2024-10-04T10:20:00Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the latest tickets from the Project Management Tasks 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 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": "Project Management Tasks",
"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: 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\": \"Approved IT Security Policy – Data Encryption\",\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 \"encryption\",\n \"data-protection\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-00456\",\n \"title\": \"Remote Work Guidelines – Finance Department\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-05-10T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"expense\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-00789\",\n \"title\": \"Security Incident Response Procedure\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-00901\",\n \"title\": \"Approved IT Security Policy – Access Control\",\n \"author\": \"dave.kumar\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-08T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"access\",\n \"control\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-01012\",\n \"title\": \"Approved IT Security Policy – Password Management\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-22T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"password\",\n \"management\"\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 IT Security policies.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 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 $25 approved policies from IT Security department in PDF format\n\nRephrased Query: Retrieve 25 approved policy documents of type PDF 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\": 25,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"text_expansion\": {\n \"field\": \"title\",\n \"model_id\": \"semantic-model-1\",\n \"model_text\": \"approved IT security policies\"\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\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": "complex_query",
"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: 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\": \"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\": \"2024-02-20T14:12:00Z\",\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\": \"2023-11-05T08:45:00Z\",\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 Plan 2025\",\n \"author\": \"david.kim\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-07-01T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"marketing\",\n \"campaign\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Data Privacy Compliance Checklist\",\n \"author\": \"emma.wong\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-03-12T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"privacy\",\n \"compliance\",\n \"data\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest finance reports?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent finance reports. Would you like to filter by date or status?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent approved 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 \"term\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 21 PDFs from Finance department after 2024\n\nRephrased Query: Retrieve 21 PDF documents belonging to the Finance department with a creation date later than 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\": 21,\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\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Corporate Blog Posts",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 21,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"2023-05-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"audio\",\n \"tags\": [\n \"wireless\",\n \"battery\",\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\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"camera\",\n \"tags\": [\n \"resolution\",\n \"low light\",\n \"zoom\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"PR-003\",\n \"title\": \"Laptop Battery Life Test\",\n \"author\": \"carol.lee\",\n \"department\": \"Computers\",\n \"createdAt\": \"2024-07-03T10:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"performance\",\n \"tags\": [\n \"battery\",\n \"runtime\",\n \"power consumption\"\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 \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "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: 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 \"manager\": {\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 \"manager\": \"E010\",\n \"createdAt\": \"2024-10-01T08:15:30Z\",\n \"documentContentWordsChunked\": []\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Martinez\",\n \"title\": \"HR Business Partner\",\n \"department\": \"Human Resources\",\n \"status\": \"active\",\n \"hireDate\": \"2020-01-20\",\n \"salary\": 85000,\n \"location\": \"Chicago\",\n \"manager\": \"E011\",\n \"createdAt\": \"2024-10-02T09:42:10Z\",\n \"documentContentWordsChunked\": []\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carol Singh\",\n \"title\": \"Finance Analyst\",\n \"department\": \"Finance\",\n \"status\": \"on_leave\",\n \"hireDate\": \"2019-07-05\",\n \"salary\": 72000,\n \"location\": \"San Francisco\",\n \"manager\": \"E012\",\n \"createdAt\": \"2024-10-03T11:27:45Z\",\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will list the most recent tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network outage in Building A\",\n \"description\": \"Users report loss of connectivity on floor 3.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Email delivery delay\",\n \"description\": \"Emails are taking >30 minutes to be delivered.\",\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\": \"Printer malfunction on 2nd floor\",\n \"description\": \"Paper jam errors occurring frequently.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-09-30T09:05:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list recent tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the latest tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 15 high-priority network tickets assigned to tech support\n\nRephrased Query: List 15 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\": 15,\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": 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 \"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\": \"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 \"contractId\": \"C-1001\",\n \"title\": \"Network Infrastructure Upgrade – Phase 1\",\n \"description\": \"Contract for upgrading core routers and switches across all data centers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 250000\n },\n {\n \"contractId\": \"C-1002\",\n \"title\": \"Cloud Service Subscription – Annual\",\n \"description\": \"Annual subscription for cloud compute and storage services.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"cloud\",\n \"assignee\": \"it_ops\",\n \"createdAt\": \"2023-11-05T14:42:10Z\",\n \"price\": 120000\n },\n {\n \"contractId\": \"C-1003\",\n \"title\": \"Network Security Audit\",\n \"description\": \"External audit of network security posture and compliance.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-10-01T10:00:00Z\",\n \"price\": 45000\n },\n {\n \"contractId\": \"C-1004\",\n \"title\": \"Office Supplies Procurement\",\n \"description\": \"Quarterly purchase of office stationery and equipment.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"office\",\n \"assignee\": \"admin\",\n \"createdAt\": \"2024-07-20T09:30:45Z\",\n \"price\": 15000\n },\n {\n \"contractId\": \"C-1005\",\n \"title\": \"Network Monitoring SaaS\",\n \"description\": \"Subscription to network monitoring platform with alerting capabilities.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-08-15T13:20:55Z\",\n \"price\": 80000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest contracts?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent contracts sorted by creation date.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 contracts\",\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 20 open high-priority network contracts assigned to procurement\n\nRephrased Query: List 20 contracts where status is open, priority is high, category is network, and assignee is procurement\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\": 20,\n \"from\": 20,\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\": \"procurement\"\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": "next_page",
"size": 20,
"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: 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 VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Customer was overcharged for last month.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"billing team\",\n \"createdAt\": \"2025-09-15T12:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of the new CRM fails with error code 503.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-11-01T09:45:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-004\",\n \"title\": \"Network switch replacement\",\n \"description\": \"Scheduled replacement of core switch in data center.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"network\",\n \"assignee\": \"infrastructure team\",\n \"createdAt\": \"2025-10-05T14:00:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-005\",\n \"title\": \"Password reset request\",\n \"description\": \"User cannot reset password due to MFA issues.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-11-10T11:20:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 41 high-priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 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 me 41 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 41 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\": 41,\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 \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "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: Corporate 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\": \"security\",\n \"tags\": [\n \"policy\",\n \"access-control\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"POL-002\",\n \"title\": \"Finance Data Retention Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"compliance\",\n \"tags\": [\n \"retention\",\n \"data\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"POL-003\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-06-20T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"checklist\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent policy documents...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all policies\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"my-embedding-model\",\n \"model_text\": \"List all policies\"\n }\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve 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 \"text_expansion\": {\n \"model_id\": \"my-embedding-model\",\n \"model_text\": \"Show approved policies from IT Security\"\n }\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Corporate Policies",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"Password Reset Request\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"fileType\": \"txt\",\n \"status\": \"closed\",\n \"category\": \"authentication\",\n \"tags\": [\n \"password\",\n \"reset\",\n \"user\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"VPN Connectivity Issue\",\n \"author\": \"asmith\",\n \"department\": \"Network Operations\",\n \"createdAt\": \"2024-10-03T14:42:10Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"network\",\n \"tags\": [\n \"vpn\",\n \"connectivity\",\n \"latency\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Request for New Laptop\",\n \"author\": \"mbrown\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-08-21T11:05:45Z\",\n \"fileType\": \"docx\",\n \"status\": \"pending\",\n \"category\": \"procurement\",\n \"tags\": [\n \"hardware\",\n \"laptop\",\n \"request\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Security Policy Update\",\n \"author\": \"cwilson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"TCKT-005\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"lgreen\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-06-10T16:20:55Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"guidelines\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List tickets\",\n \"dsl_type\": \"match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List recent support tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"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: 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\": \"Customers 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 {\n \"ticketId\": \"TCKT-002\",\n \"productId\": \"PRD-1002\",\n \"title\": \"Invoice discrepancy\",\n \"description\": \"Incorrect total amount on invoice #4521.\",\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 license renewal\",\n \"description\": \"Renewal needed for enterprise license expiring next month.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"account_manager\",\n \"createdAt\": \"2025-11-01T09:05:00Z\",\n \"price\": 5000,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCKT-004\",\n \"productId\": \"PRD-1004\",\n \"title\": \"Server hardware failure\",\n \"description\": \"RAID controller failure on server Srv-12 causing downtime.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"infrastructure\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-10T11:20:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCKT-005\",\n \"productId\": \"PRD-1005\",\n \"title\": \"User access request\",\n \"description\": \"Grant read‑only access to the analytics dashboard for user Jane Doe.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"access\",\n \"assignee\": \"it_admin\",\n \"createdAt\": \"2025-11-12T07:30:20Z\",\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 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 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": "sales_orders",
"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: 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\": \"post-001\",\n \"title\": \"Understanding Zero Trust Architecture\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"md\",\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\": \"md\",\n \"status\": \"draft\",\n \"category\": \"Productivity\",\n \"tags\": [\n \"remote\",\n \"workflow\",\n \"tips\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Quarterly Financial Overview Q2 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Finance\",\n \"tags\": [\n \"quarterly\",\n \"report\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"post-004\",\n \"title\": \"Introducing the New Company Blog Design\",\n \"author\": \"dave.kumar\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-05-18T08:45:00Z\",\n \"fileType\": \"html\",\n \"status\": \"approved\",\n \"category\": \"Announcement\",\n \"tags\": [\n \"design\",\n \"blog\",\n \"update\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-005\",\n \"title\": \"Data Privacy Regulations Overview\",\n \"author\": \"eve.wang\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-02-28T16:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Compliance\",\n \"tags\": [\n \"privacy\",\n \"gdpr\",\n \"regulation\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you give me the latest security blog posts?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent posts from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent posts\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 17 blog posts\n\nRephrased Query: Retrieve 17 blog posts without applying 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\": 17,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "BlogPosts",
"data_type": "unstructured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 17,
"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 2024\",\n \"author\": \"Jane Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"budget\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"IT Security Guidelines\",\n \"author\": \"Mark Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"encryption\",\n \"access control\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Remote Work Agreement\",\n \"author\": \"Emily Davis\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-05-20T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"agreement\",\n \"tags\": [\n \"remote\",\n \"flexibility\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest approved policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved policies across all departments.\"\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 \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\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 PDFs from Finance department after 2024\n\nRephrased Query: Retrieve up to 10 PDF documents belonging to the Finance department that were created after January 1, 2024\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"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\": \"2024-01-01T00:00:00Z\"\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": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"employeeId\": {\n \"type\": \"keyword\"\n },\n \"name\": {\n \"type\": \"text\"\n },\n \"title\": {\n \"type\": \"keyword\"\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\": \"Chicago\",\n \"managerId\": \"M200\",\n \"createdAt\": \"2024-09-28T14:42:10Z\"\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\": 72000,\n \"location\": \"San Francisco\",\n \"managerId\": \"M300\",\n \"createdAt\": \"2024-09-30T11:05:45Z\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the employee records?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, do you need any specific filters or a certain number of results?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 employee records\",\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 15 employee records\n\nRephrased Query: list 15 employee records without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 15,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 15,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"scaled_float\",\n \"scaling_factor\": 100\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TXN-1001\",\n \"title\": \"Payment reversal request\",\n \"description\": \"Customer requested reversal of a duplicate payment of $250.00.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"jdoe\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 25000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Customer requested reversal of a duplicate payment of $250.00.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Failed wire transfer\",\n \"description\": \"Wire transfer to account 987654 failed due to insufficient funds.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"wire\",\n \"assignee\": \"asmith\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 500000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Wire transfer to account 987654 failed due to insufficient funds.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Refund processed\",\n \"description\": \"Refund of $75.99 processed for order #45321.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"refund\",\n \"assignee\": \"mbrown\",\n \"createdAt\": \"2025-10-15T09:05:45Z\",\n \"price\": 7599,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Refund of $75.99 processed for order #45321.\",\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\": \"Sure, retrieving the latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Financial Transactions",
"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: 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-00123\",\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\": \"2024-10-05T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-00456\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Invoice shows extra charges for last month.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"billing team\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-00789\",\n \"title\": \"Password reset failure\",\n \"description\": \"Password reset email not delivered to user.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"authentication\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-01T11:03:45Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the latest tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"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 }\n }\n]\n\nUser Query: List 97 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 97 tickets where priority is high, category is network, assignee is tech support, and 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\": 97,\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 \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 97,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Cardiology Patient Summary Q1 2024\",\n \"author\": \"dr.smith\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"patient_summary\",\n \"tags\": [\n \"heart\",\n \"echocardiogram\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Radiology Imaging Protocols\",\n \"author\": \"dr.jones\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2023-11-02T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"protocol\",\n \"tags\": [\n \"MRI\",\n \"CT\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Finance Department Budget Report 2024\",\n \"author\": \"finance.team\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-20T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"budget_report\",\n \"tags\": [\n \"budget\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"IT Security Policies\",\n \"author\": \"it.security\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-10T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"access_control\",\n \"encryption\"\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, fetching PDF documents from the Finance department created after 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve approved policy documents from the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Medical Records",
"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: 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\": \"TCKT-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\": \"john.doe\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"TCKT-1002\",\n \"title\": \"Refund request for order #4521\",\n \"description\": \"Customer requested a full refund after product return.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"refund\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 120.75\n },\n {\n \"ticketId\": \"TCKT-1003\",\n \"title\": \"Unauthorized transaction alert\",\n \"description\": \"Potential fraud detected on account 987654321.\",\n \"status\": \"open\",\n \"priority\": \"critical\",\n \"category\": \"security\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2025-11-01T11:05:45Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the currently open tickets in the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: List open 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_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": "Financial Transactions",
"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: 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\": \"post-001\",\n \"title\": \"Introducing Our New Security Policies\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"Remote Work Best Practices\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-08-20T12:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"productivity\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Quarterly Financial Overview\",\n \"author\": \"carla.wu\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-01T09:15:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"report\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent blog posts\",\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 me the latest blog posts\n\nRephrased Query: list recent blog posts\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": "Corporate Blog Posts",
"data_type": "unstructured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
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