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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: 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 Data Retention 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 \"data\",\n \"retention\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"POL-002\",\n \"title\": \"Finance Expense Reimbursement Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-20T14:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"finance\",\n \"tags\": [\n \"expense\",\n \"reimbursement\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"POL-003\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-01T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"security\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"checklist\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"POL-004\",\n \"title\": \"HR Employee Onboarding Process\",\n \"author\": \"david.kim\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-09-10T10:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"hr\",\n \"tags\": [\n \"onboarding\",\n \"process\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will list the approved policies belonging to the IT Security department.\"\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 \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 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\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Corporate Policies",
"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: 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 – Remote Work Guidelines\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Department Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"quarterly\",\n \"Q1\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"HR Employee Handbook 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-10T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"employee\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"david.khan\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-05T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Marketing Campaign Overview 2024\",\n \"author\": \"emma.wilson\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-02-28T10:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"presentation\",\n \"tags\": [\n \"campaign\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the approved policies from the IT Security department?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents belonging to the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"fields\": [\n \"title\",\n \"tags\",\n \"category\"\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 }\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 \"query\": \"\",\n \"fields\": [\n \"title\",\n \"tags\",\n \"category\"\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": "News Articles",
"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 \"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 user John Doe.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"software\",\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 constantly jams on the third page.\",\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\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 15 open high-priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the requested tickets.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n }\n }\n }\n]\n\nUser Query: Show 15 open high-priority network tickets assigned to tech support\n\nRephrased Query: List 15 tickets where status is open, priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 15,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"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: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"User reports intermittent latency on corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"User reports intermittent latency on corporate VPN.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Invoice shows extra charges for last month.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 150.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Invoice shows extra charges for last month.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Password reset request\",\n \"description\": \"User cannot reset password via portal.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"account\",\n \"assignee\": \"user_support\",\n \"createdAt\": \"2024-10-10T11:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"User cannot reset password via portal.\",\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 all 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\": \"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 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": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Social Media Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"post_001\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post_002\",\n \"title\": \"Data Encryption Standards\",\n \"author\": \"bob.jones\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-20T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"encryption\",\n \"data\",\n \"security\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"post_003\",\n \"title\": \"Social Media Use Policy\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-05T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"policy\",\n \"tags\": [\n \"social media\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved IT Security policies for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all policies\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: retrieve approved policy documents belonging to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\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\": {\n \"status\": \"approved\"\n }\n },\n {\n \"match\": {\n \"department\": \"IT Security\"\n }\n }\n ],\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"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: 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\": \"Security Policy Overview\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"IT Security\",\n \"tags\": [\n \"policy\",\n \"security\",\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\": \"2024-02-10\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"HR\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Finance Annual Report 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Finance\",\n \"tags\": [\n \"annual\",\n \"report\",\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 category.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 10\n },\n \"text\": {\n \"field\": \"title\",\n \"query\": \"Finance\"\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 \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in the IT Security category\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 10\n },\n \"text\": {\n \"field\": \"title\",\n \"query\": \"policy\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "product_reviews",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Update 2024\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\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\",\n \"author\": \"bob.johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Financial Report Q1 2024\",\n \"author\": \"carla.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"Q1\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Company-wide Security Awareness Newsletter\",\n \"author\": \"david.kim\",\n \"department\": \"Communications\",\n \"createdAt\": \"2024-02-10T10:45:00Z\",\n \"fileType\": \"html\",\n \"status\": \"published\",\n \"category\": \"newsletter\",\n \"tags\": [\n \"security\",\n \"awareness\",\n \"newsletter\"\n ],\n \"confidentialityLevel\": \"public\"\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 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 \"query\": \"finance report\",\n \"fields\": [\n \"title\",\n \"tags\",\n \"category\"\n ]\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"query\": \"approved policies\",\n \"fields\": [\n \"title\",\n \"tags\",\n \"category\"\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": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Research Papers\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"RP-001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-11-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Quantum Mechanics\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"research\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"RP-002\",\n \"title\": \"Machine Learning for Healthcare\",\n \"author\": \"Prof. Bob Lee\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-02-05T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Artificial Intelligence\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"AI\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"RP-003\",\n \"title\": \"Renewable Energy Policy Analysis\",\n \"author\": \"Dr. Carol Nguyen\",\n \"department\": \"Environmental Studies\",\n \"createdAt\": \"2024-07-20T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Energy Policy\",\n \"tags\": [\n \"renewable\",\n \"policy\",\n \"energy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the latest research papers\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the most recent research papers 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 me the latest research papers\n\nRephrased Query: list recent research papers\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 10,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n },\n {\n \"match_all\": {}\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Research Papers",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "pagination",
"pattern_type": "specific_page",
"size": 10,
"from": 10,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Excellent Bluetooth Headphones\",\n \"author\": \"alice.smith\",\n \"department\": \"Consumer Electronics\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Audio\",\n \"tags\": [\n \"bluetooth\",\n \"headphones\",\n \"sound quality\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"rev-002\",\n \"title\": \"Durable Hiking Backpack Review\",\n \"author\": \"bob.jones\",\n \"department\": \"Outdoor Gear\",\n \"createdAt\": \"2024-08-28T14:42:10Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Backpacks\",\n \"tags\": [\n \"hiking\",\n \"backpack\",\n \"durability\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"rev-003\",\n \"title\": \"Smartphone Camera Comparison\",\n \"author\": \"carol.lee\",\n \"department\": \"Mobile Devices\",\n \"createdAt\": \"2024-10-03T11:05:45Z\",\n \"fileType\": \"pdf\",\n \"status\": \"pending\",\n \"category\": \"Photography\",\n \"tags\": [\n \"smartphone\",\n \"camera\",\n \"comparison\"\n ],\n \"confidentialityLevel\": \"internal\"\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 will retrieve the most recent reviews for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent product reviews\",\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 product reviews\n\nRephrased Query: List product reviews\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"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: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"employeeId\": {\n \"type\": \"keyword\"\n },\n \"name\": {\n \"type\": \"text\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"hireDate\": {\n \"type\": \"date\"\n },\n \"salary\": {\n \"type\": \"double\"\n },\n \"location\": {\n \"type\": \"keyword\"\n },\n \"managerId\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"employeeId\": \"E001\",\n \"name\": \"Alice Johnson\",\n \"title\": \"Senior Software Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"hireDate\": \"2018-04-12\",\n \"salary\": 115000,\n \"location\": \"New York\",\n \"managerId\": \"M100\",\n \"createdAt\": \"2024-10-01T08:15:30Z\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Alice has led multiple high‑impact projects in cloud infrastructure.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\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 \"managerId\": \"M200\",\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 \"...\"\n ]\n }\n ]\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 \"managerId\": \"M300\",\n \"createdAt\": \"2024-09-15T11:05:45Z\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Carol focuses on budgeting and forecasting for the upcoming fiscal year.\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest employee records?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent employee documents for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent employee records\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 19 employee records\n\nRephrased Query: List 19 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\": 19,\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": "refinement",
"pattern_type": "change_sort",
"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: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Global Economic Outlook 2025\",\n \"author\": \"Jane Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-11-01T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Economy\",\n \"tags\": [\n \"forecast\",\n \"global\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Cybersecurity Best Practices\",\n \"author\": \"Alan Chen\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-09-15T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Security\",\n \"tags\": [\n \"policy\",\n \"remote work\",\n \"encryption\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Climate Change Impact Report\",\n \"author\": \"Maria Gonzalez\",\n \"department\": \"Environment\",\n \"createdAt\": \"2024-10-20T10:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"Environment\",\n \"tags\": [\n \"climate\",\n \"impact\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest 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": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Marketing Campaigns\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"MKT-001\",\n \"title\": \"Email Blast Q4 Promotion\",\n \"description\": \"Launch email campaign for Q4 holiday discounts.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"Email\",\n \"assignee\": \"Alice\",\n \"createdAt\": \"2024-10-05T09:15:00Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"MKT-002\",\n \"title\": \"Social Media Ads - Spring Sale\",\n \"description\": \"Create and schedule Instagram and Facebook ads for spring sale.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"Social\",\n \"assignee\": \"Bob\",\n \"createdAt\": \"2024-09-20T14:30:00Z\",\n \"price\": 800\n },\n {\n \"ticketId\": \"MKT-003\",\n \"title\": \"Landing Page Optimization\",\n \"description\": \"A/B test new landing page designs for lead generation.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"Web\",\n \"assignee\": \"Carol\",\n \"createdAt\": \"2024-08-12T11:45:00Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"MKT-004\",\n \"title\": \"Influencer Partnership\",\n \"description\": \"Negotiate contract with micro-influencers for brand awareness.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"Influencer\",\n \"assignee\": \"Dave\",\n \"createdAt\": \"2024-10-01T08:00:00Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"MKT-005\",\n \"title\": \"Content Calendar Q1\",\n \"description\": \"Plan blog and video content for the first quarter.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"Content\",\n \"assignee\": \"Eve\",\n \"createdAt\": \"2024-09-28T16:20:00Z\",\n \"price\": 600\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest marketing tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent tickets across all categories.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n }\n }\n }\n]\n\nUser Query: Show me 46 high-priority open tickets in the Email category assigned to Alice\n\nRephrased Query: Retrieve 46 tickets where status is open, priority is high, category is Email, and assignee is Alice\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 46,\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\": \"Email\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"Alice\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Marketing Campaigns",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 46,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"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 Department Quarterly Report Q1 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T08:45:00Z\",\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\": \"Product Review: SuperWidget 3000\",\n \"author\": \"dave.kim\",\n \"department\": \"Product Management\",\n \"createdAt\": \"2024-01-20T12:15:00Z\",\n \"fileType\": \"txt\",\n \"status\": \"approved\",\n \"category\": \"review\",\n \"tags\": [\n \"superwidget\",\n \"review\",\n \"2024\"\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\": \"2024-03-05T10:00:00Z\",\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\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved policy documents from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all draft documents from Human Resources\",\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\": \"Human Resources\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents 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\": \"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": "Product Reviews",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: product_catalog\n\nField Mappings:\n{\n \"properties\": {\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"productId\": \"P001\",\n \"title\": \"Network Router\",\n \"description\": \"High‑performance router for enterprise networks.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-01T08:15:30Z\",\n \"price\": 299.99\n },\n {\n \"productId\": \"P002\",\n \"title\": \"Database Server\",\n \"description\": \"Scalable database server with built‑in backup.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"db_admin\",\n \"createdAt\": \"2024-03-15T12:45:00Z\",\n \"price\": 1499\n },\n {\n \"productId\": \"P003\",\n \"title\": \"Security Appliance\",\n \"description\": \"Appliance providing firewall and intrusion detection.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"security\",\n \"assignee\": \"sec_team\",\n \"createdAt\": \"2024-11-05T09:30:10Z\",\n \"price\": 799.5\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the tickets for me?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, what kind of tickets are you interested in?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open 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": "product_catalog",
"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\": \"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 Expense Reimbursement Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-10T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expense\",\n \"reimbursement\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"carol.lee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"checklist\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Customer Data Retention Policy\",\n \"author\": \"dave.kumar\",\n \"department\": \"Legal\",\n \"createdAt\": \"2023-12-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"legal\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-005\",\n \"title\": \"IT Security Incident Response Procedure\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-04-01T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent tickets\",\n \"dsl_type\": \"simple_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show 19 approved policies from IT Security\n\nRephrased Query: Retrieve 19 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\": 19,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"field\": \"title\",\n \"query\": \"policy\"\n },\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 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0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0,\n 0.1,\n 0.2,\n 0.3,\n 0.4,\n 0.5,\n 0.6,\n 0.7,\n 0.8,\n 0.9,\n 1\n ]\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 19,
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"is_pagination": false
}
|
[
{
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"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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 in 2025\",\n \"author\": \"Jane Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2025-03-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\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 Policy Update\",\n \"author\": \"Mark Johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-11-01T14:15:00Z\",\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 Q4 2024\",\n \"author\": \"Laura Chen\",\n \"department\": \"Finance\",\n \"createdAt\": \"2025-01-20T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"finance\",\n \"tags\": [\n \"financial report\",\n \"Q4\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Global Climate Change Summit Highlights\",\n \"author\": \"Ahmed Patel\",\n \"department\": \"Environmental Affairs\",\n \"createdAt\": \"2025-02-05T09:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"environment\",\n \"tags\": [\n \"climate change\",\n \"summit\",\n \"highlights\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Best Practices Guide\",\n \"author\": \"Emily Rivera\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-12-10T11:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"security\",\n \"tags\": [\n \"best practices\",\n \"IT security\",\n \"guide\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show $10 latest approved news articles.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 10 most recent approved articles.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show $10 latest approved news articles.\",\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 $15 news articles about cybersecurity\n\nRephrased Query: Retrieve 15 news articles related to cybersecurity 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\": 15,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "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: Sales Orders\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-001\",\n \"productId\": \"PRD-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Customer reports intermittent latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Customer reports intermittent latency on VPN connections.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"productId\": \"PRD-2002\",\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\": \"2025-09-15T14:42:10Z\",\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\": \"TCKT-003\",\n \"productId\": \"PRD-3003\",\n \"title\": \"Software installation failure\",\n \"description\": \"Installation of version 3.2 fails with error code 0x80070005.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"software\",\n \"assignee\": \"dev_ops\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Installation of version 3.2 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\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving all tickets where the status is open.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List tickets\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\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": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"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\": \"Finance Quarterly Report Q2 2024\",\n \"author\": \"Bob Martinez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-01T12:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Carol Lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-20T08:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent finance reports\",\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 \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"category\": \"report\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 42 approved policies from IT Security department after 2023-12-31\n\nRephrased Query: Retrieve 42 documents where status is approved, department is IT Security, fileType is pdf, and createdAt is greater than 2023-12-31\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 42,\n \"from\": 168,\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 \"range\": {\n \"createdAt\": {\n \"gt\": \"2023-12-31T00:00:00Z\"\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": "pagination",
"pattern_type": "specific_page",
"size": 42,
"from": 168,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy 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\": \"Finance Quarterly Report Q2 2024\",\n \"author\": \"Bob Martinez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-01T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"review\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q2\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Carla Singh\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 recent finance PDFs\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 10 most recent PDF documents from the Finance department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent finance PDFs\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 17 approved policies from IT Security\n\nRephrased Query: Retrieve 17 documents where status is approved, department is IT Security, and category is policy\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 17,\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": "News Articles",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "refinement",
"pattern_type": "add_filter",
"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: 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\": \"Marketing\",\n \"createdAt\": \"2024-10-01T08:15:30Z\",\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\": \"Quarterly Security Update\",\n \"author\": \"bob\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-09-20T14:42:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post_003\",\n \"title\": \"Remote Work Best Practices\",\n \"author\": \"carol\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-08-15T11:00:00Z\",\n \"fileType\": \"text\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"tips\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show recent social media posts\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest posts for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent 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 recent social media posts\n\nRephrased Query: List 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\": \"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": "Social Media Posts",
"data_type": "unstructured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Finance Department Quarterly Report 2024 Q1\",\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 \"budget\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"John Doe\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-01T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Patient Consent Form - Oncology\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Oncology\",\n \"createdAt\": \"2024-06-20T11:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"form\",\n \"tags\": [\n \"consent\",\n \"patient\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Finance Department Expense Guidelines 2025\",\n \"author\": \"Michael Lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2025-01-10T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"expense\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"Remote Work Security Checklist\",\n \"author\": \"Sarah Connor\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-09-05T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"remote\",\n \"security\"\n ],\n \"confidentialityLevel\": \"low\"\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 10 recent documents 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\": {\n \"match_all\": {}\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: List 53 PDFs from Finance department after 2024\n\nRephrased Query: Retrieve 53 approved PDF documents where department is Finance and createdAt is greater than 2024-12-31\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 53,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"match_all\": {}\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-12-31T23:59:59Z\"\n }\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\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": "filtered_search",
"size": 53,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_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 Department Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Product Review: Alpha Gadget\",\n \"author\": \"dave.kim\",\n \"department\": \"Product Management\",\n \"createdAt\": \"2024-01-05T11:20:00Z\",\n \"fileType\": \"txt\",\n \"status\": \"approved\",\n \"category\": \"review\",\n \"tags\": [\n \"alpha\",\n \"gadget\",\n \"review\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"eve.wilson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-22T16:10:00Z\",\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 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 }\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 0,\n \"...\"\n ],\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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 Security Policy Update\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"quarterly\"\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\": \"2024-01-20T14:12:00Z\",\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 Department Budget Report 2024\",\n \"author\": \"carla.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-10T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"budget\",\n \"2024\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"IT Security Incident Response Playbook\",\n \"author\": \"david.kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-05T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"playbook\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Company-wide Remote Work Survey Results\",\n \"author\": \"emma.wong\",\n \"department\": \"People Operations\",\n \"createdAt\": \"2024-04-01T10:20:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"survey\",\n \"tags\": [\n \"remote\",\n \"survey\",\n \"results\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest approved security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policies 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 \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0.1,\n 0.2,\n \"...\"\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Show approved PDF documents from the Finance department created on or after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"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 \"field\": \"title\",\n \"model_id\": \"semantic-model\"\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 \"filter\": [\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Social Media Posts",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "listing_with_filters",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Inventory 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\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer prints blank pages intermittently.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for design software before end of month.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"jane_smith\",\n \"createdAt\": \"2025-10-05T10:00:00Z\",\n \"price\": 1200.5\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets you requested.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all 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 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve open tickets with high priority in the network category assigned to tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Inventory Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Approved Policy\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access-control\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"financial\",\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\": \"2023-11-01T08:00:00Z\",\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\": \"Data Protection Act Summary\",\n \"author\": \"david.khan\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-01-10T10:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"summary\",\n \"tags\": [\n \"data-protection\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"eve.martinez\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-05T12:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"incident-response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, 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 \"queries\": [\n {\n \"match\": {\n \"title\": \"policy\"\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Retrieve approved PDF documents from the Finance department created on or after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"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\": \"finance\"\n }\n }\n ],\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\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: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"title\": \"Network Infrastructure Upgrade Contract\",\n \"description\": \"Contract for upgrading the supplier's network infrastructure across all data centers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-01T08:15:30Z\",\n \"price\": 125000,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"SC-1002\",\n \"title\": \"Software Licensing Renewal\",\n \"description\": \"Annual renewal of software licenses for accounting tools.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"legal_team\",\n \"createdAt\": \"2024-09-15T12:45:00Z\",\n \"price\": 45000,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"SC-1003\",\n \"title\": \"Hardware Procurement for New Office\",\n \"description\": \"Purchase of servers, workstations, and networking equipment for the new regional office.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-10-05T14:20:10Z\",\n \"price\": 200000,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"SC-1004\",\n \"title\": \"Cloud Services Agreement\",\n \"description\": \"Agreement with cloud provider for IaaS and PaaS services.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"cloud\",\n \"assignee\": \"it_ops\",\n \"createdAt\": \"2024-09-28T09:05:45Z\",\n \"price\": 80000,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"SC-1005\",\n \"title\": \"Network Security Audit\",\n \"description\": \"Audit of network security protocols and compliance.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-03T11:30:20Z\",\n \"price\": 30000,\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 in the Supplier Contracts domain.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show high‑priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with high priority, category network, assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 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": "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: 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 Nguyen\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"entanglement\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Machine Learning for Healthcare\",\n \"author\": \"Prof. Brian Lee\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"review\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"prediction\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Sustainable Energy Policies\",\n \"author\": \"Dr. Carla Mendes\",\n \"department\": \"Environmental Studies\",\n \"createdAt\": \"2022-11-03T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"sustainability\",\n \"energy\",\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 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\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Academic Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\",\n \"author\": \"Bob Smith\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Quarterly Financial Report Q2 2024\",\n \"author\": \"Carol Lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-20T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q2\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Company-wide Security Awareness Training\",\n \"author\": \"David Kim\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T10:45:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"training\",\n \"tags\": [\n \"security\",\n \"awareness\",\n \"training\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Environmental Sustainability Initiative\",\n \"author\": \"Evelyn Martinez\",\n \"department\": \"Corporate Affairs\",\n \"createdAt\": \"2024-05-05T12:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"initiative\",\n \"tags\": [\n \"sustainability\",\n \"environment\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent articles\",\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 82 approved policies from IT Security\n\nRephrased Query: Retrieve 82 approved policy documents belonging to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 82,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 82\n }\n }\n },\n {\n \"match_all\": {}\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "news_articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 82,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TC-1001\",\n \"productId\": \"PR-2001\",\n \"title\": \"Contract renewal for Supplier A\",\n \"description\": \"Renewal of annual supply contract\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"legal\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2024-09-01T10:15:00Z\",\n \"price\": 15000,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TC-1002\",\n \"productId\": \"PR-2002\",\n \"title\": \"Price amendment for Supplier B\",\n \"description\": \"Adjust price due to market changes\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"finance\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2024-08-20T14:30:00Z\",\n \"price\": 25000,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TC-1003\",\n \"productId\": \"PR-2003\",\n \"title\": \"New contract for Supplier C\",\n \"description\": \"Initial contract for new supplier\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"procurement\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2024-09-10T09:00:00Z\",\n \"price\": 5000,\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 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\": 30,\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": "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: Blog Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"post-001\",\n \"title\": \"Understanding Remote Work Policies\",\n \"author\": \"alice.smith\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"IT Security Guidelines for 2024\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-10T14:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Company Ticketing System Overview\",\n \"author\": \"carol.lee\",\n \"department\": \"Support\",\n \"createdAt\": \"2023-12-05T11:20:00Z\",\n \"fileType\": \"html\",\n \"status\": \"draft\",\n \"category\": \"overview\",\n \"tags\": [\n \"tickets\",\n \"system\",\n \"support\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent security policies...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all approved policies\",\n \"dsl_type\": \"match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\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 \"multi_match\": {\n \"query\": \"Show tickets\",\n \"fields\": [\n \"title^2\",\n \"tags\"\n ],\n \"type\": \"best_fields\"\n }\n }\n }\n}"
}
] |
{
"domain": "Blog Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network outage in Building A\",\n \"description\": \"Users report loss of connectivity on floor 3. Router rebooted but issue persists.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-28T09:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Email delivery delay\",\n \"description\": \"Outgoing emails are delayed by up to 30 minutes.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"email team\",\n \"createdAt\": \"2025-10-27T14:42:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for Adobe Creative Cloud for design department.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-10-20T11:05:00Z\",\n \"price\": 1200\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Printer jam on 2nd floor\",\n \"description\": \"HP LaserJet constantly jams when printing large PDFs.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-29T08:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"VPN connectivity issue\",\n \"description\": \"Remote users cannot establish VPN connections after recent update.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-30T07:45:00Z\",\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 is a DSL query that returns the 10 most recent tickets:\\n```json\\n{\\n \\\"size\\\": 10,\\n \\\"from\\\": 0,\\n \\\"_source\\\": { \\\"excludes\\\": [\\\"documentContentWordsChunked\\\", \\\"documentContentWords\\\"] },\\n \\\"query\\\": { \\\"match_all\\\": {} },\\n \\\"sort\\\": [{ \\\"createdAt\\\": { \\\"order\\\": \\\"desc\\\" } }]\\n}\\n```\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent tickets\",\n \"dsl_type\": \"simple_listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 25 high-priority network tickets assigned to tech support\n\nRephrased Query: List 25 tickets where status is open, priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 25,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 25,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Update 2024\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Remote Work Guidelines for Finance\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-10T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"finance\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Annual Cybersecurity Report\",\n \"author\": \"carol.lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-20T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"cybersecurity\",\n \"annual\",\n \"report\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Finance Department Budget Overview 2024\",\n \"author\": \"david.kim\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-05T08:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"budget\",\n \"tags\": [\n \"budget\",\n \"finance\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Company-wide Security Awareness Training\",\n \"author\": \"eve.martin\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-04-01T10:00:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"training\",\n \"tags\": [\n \"security\",\n \"awareness\",\n \"training\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent finance documents\",\n \"dsl_type\": \"keyword_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match\": {\n \"department\": \"Finance\"\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show 40 approved policies from IT Security department after 2024\n\nRephrased Query: Retrieve 40 documents where status is approved, department is IT Security, 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\": 40,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": \"security policies\",\n \"embedder\": \"text_embedding\",\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 40,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_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\": \"Unable to connect to VPN\",\n \"description\": \"User reports intermittent VPN connectivity issues after the recent update.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support_01\",\n \"createdAt\": \"2024-10-12T08:45:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Email delivery delay\",\n \"description\": \"Outgoing emails are delayed by up to 30 minutes.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"email\",\n \"assignee\": \"tech_support_02\",\n \"createdAt\": \"2024-10-10T14:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer not responding\",\n \"description\": \"Office printer on 3rd floor shows error code 0x1F.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support_03\",\n \"createdAt\": \"2024-09-30T09:10:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Network latency spikes\",\n \"description\": \"Users experience high latency during peak hours.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support_01\",\n \"createdAt\": \"2024-10-13T11:05:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for design suite before end of month.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"tech_support_04\",\n \"createdAt\": \"2024-10-01T16:30:00Z\",\n \"price\": 1200\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: Show 16 high-priority network tickets that are open\n\nRephrased Query: List 16 open tickets with high priority in the network category\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 16,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 16,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Project Management Tasks\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Investigate and resolve high latency on corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"UI redesign for dashboard\",\n \"description\": \"Create new mockups for the analytics dashboard UI.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"design\",\n \"assignee\": \"ui team\",\n \"createdAt\": \"2024-09-28T14:42:10Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Database backup failure\",\n \"description\": \"Automated nightly backup failed due to storage quota.\",\n \"status\": \"resolved\",\n \"priority\": \"high\",\n \"category\": \"database\",\n \"assignee\": \"devops\",\n \"createdAt\": \"2024-08-05T22:07:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-004\",\n \"title\": \"Update project budget\",\n \"description\": \"Adjust the budget for Q4 based on revised forecasts.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"finance\",\n \"assignee\": \"project manager\",\n \"createdAt\": \"2024-11-01T09:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-005\",\n \"title\": \"Security audit preparation\",\n \"description\": \"Gather all compliance documents for upcoming audit.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"security\",\n \"assignee\": \"compliance team\",\n \"createdAt\": \"2024-10-20T11:20:55Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the currently open tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show open tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List high priority network tickets assigned to tech support\n\nRephrased Query: Show all tickets with priority high, category network, and assignee tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Project Management Tasks",
"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: 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 Approved Policy\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"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\": \"2024-04-10T14:00:00Z\",\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\": \"2023-11-01T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Patient Data Access Log\",\n \"author\": \"david.khan\",\n \"department\": \"Medical Records\",\n \"createdAt\": \"2024-09-20T11:20:00Z\",\n \"fileType\": \"csv\",\n \"status\": \"archived\",\n \"category\": \"log\",\n \"tags\": [\n \"patient\",\n \"access\",\n \"audit\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"IT Security Incident Response Plan\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-07-05T10:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"plan\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\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, I will retrieve the approved policy documents belonging to the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"text\": \"\",\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 all approved policy documents in the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": \"policy\",\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": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Project Management Tasks\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network 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\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Database backup failure\",\n \"description\": \"Automated backup job failed due to permission error.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"database\",\n \"assignee\": \"db admin\",\n \"createdAt\": \"2025-10-18T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"UI redesign for dashboard\",\n \"description\": \"Create new mockups for the analytics dashboard.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"design\",\n \"assignee\": \"ui team\",\n \"createdAt\": \"2025-09-25T10:00:00Z\",\n \"price\": 1500\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 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: Retrieve tickets where status is open, priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "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: 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 Overview\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-01T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"it\"\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\": \"2024-02-20T11:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"hr\"\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\": \"2024-06-05T08:45:00Z\",\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\": \"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 \"legal\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policy documents.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent blog posts\",\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 21 approved PDF documents from Finance department after 2024-01-01\n\nRephrased Query: Retrieve 21 documents where status is approved, fileType is pdf, department is Finance, and createdAt is greater 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 \"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 \"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": "Blog Posts",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "listing",
"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 Catalog\n\nField Mappings:\n{\n \"properties\": {\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"productId\": \"P1001\",\n \"title\": \"Wireless Noise‑Cancelling Headphones\",\n \"description\": \"Over‑ear headphones with active noise cancellation, 30‑hour battery life, and Bluetooth 5.2 connectivity.\",\n \"status\": \"available\",\n \"priority\": \"high\",\n \"category\": \"electronics\",\n \"assignee\": \"inventory_team\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 199.99,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Wireless headphones with premium sound quality.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"productId\": \"P1002\",\n \"title\": \"Ergonomic Office Chair\",\n \"description\": \"Adjustable lumbar support, breathable mesh back, and pneumatic height adjustment.\",\n \"status\": \"available\",\n \"priority\": \"medium\",\n \"category\": \"furniture\",\n \"assignee\": \"sales_team\",\n \"createdAt\": \"2024-08-05T14:22:10Z\",\n \"price\": 349.5,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Comfortable office chair for long work hours.\",\n \"embedding\": [\n 0,\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"productId\": \"P1003\",\n \"title\": \"Stainless Steel Water Bottle\",\n \"description\": \"1‑liter insulated bottle keeps drinks cold for 24 hours and hot for 12 hours.\",\n \"status\": \"out_of_stock\",\n \"priority\": \"low\",\n \"category\": \"accessories\",\n \"assignee\": \"logistics_team\",\n \"createdAt\": \"2024-07-20T09:45:00Z\",\n \"price\": 24.99,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Durable water bottle for outdoor activities.\",\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 45 products for me?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the latest 45 items from the catalog.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show me 10 recent products\",\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 45 products from the catalog\n\nRephrased Query: Retrieve the latest 45 product 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\": 45,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Catalog",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 45,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"Password Reset Request\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-03-15T09:12:00Z\",\n \"fileType\": \"txt\",\n \"status\": \"closed\",\n \"category\": \"authentication\",\n \"tags\": [\n \"password\",\n \"reset\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"VPN Access Issue\",\n \"author\": \"asmith\",\n \"department\": \"Network\",\n \"createdAt\": \"2024-04-02T14:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"connectivity\",\n \"tags\": [\n \"vpn\",\n \"access\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Software Installation Request\",\n \"author\": \"mbrown\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-02-20T11:30:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"resolved\",\n \"category\": \"software\",\n \"tags\": [\n \"installation\",\n \"approval\"\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 from the system.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show recent 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: Retrieve a list of 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\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 10,\n \"num_candidates\": 100\n }\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: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"productId\": \"PR-2001\",\n \"title\": \"Network Infrastructure Upgrade Contract\",\n \"description\": \"Contract for upgrading the supplier's network infrastructure across all data centers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 125000\n },\n {\n \"ticketId\": \"SC-1002\",\n \"productId\": \"PR-2002\",\n \"title\": \"Office Supplies Annual Agreement\",\n \"description\": \"Annual supply contract for office stationery and equipment.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"office\",\n \"assignee\": \"procurement_team\",\n \"createdAt\": \"2024-03-05T14:42:10Z\",\n \"price\": 45000\n },\n {\n \"ticketId\": \"SC-1003\",\n \"productId\": \"PR-2003\",\n \"title\": \"Cloud Services Renewal\",\n \"description\": \"Renewal of cloud hosting services for the supplier's applications.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"cloud\",\n \"assignee\": \"it_operations\",\n \"createdAt\": \"2024-07-21T11:07:55Z\",\n \"price\": 98000\n },\n {\n \"ticketId\": \"SC-1004\",\n \"productId\": \"PR-2004\",\n \"title\": \"Network Security Audit\",\n \"description\": \"Security audit for network components to ensure compliance with new regulations.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-02T09:30:00Z\",\n \"price\": 30000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the open high‑priority network tickets that are assigned to the tech support team.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List closed office tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"closed\"\n }\n },\n {\n \"term\": {\n \"category\": \"office\"\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 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": "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\": \"Login Issue – Unable to access account\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-03-15T09:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"open\",\n \"category\": \"authentication\",\n \"tags\": [\n \"login\",\n \"access\",\n \"urgent\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Request for VPN Access\",\n \"author\": \"asmith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-02T14:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"closed\",\n \"category\": \"network\",\n \"tags\": [\n \"vpn\",\n \"access\",\n \"approval\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Password Reset Procedure\",\n \"author\": \"mlee\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-20T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"resolved\",\n \"category\": \"security\",\n \"tags\": [\n \"password\",\n \"reset\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list all open tickets for IT Support?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the open tickets in the IT Support department...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show tickets\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all 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\": \"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: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"employeeId\": {\n \"type\": \"keyword\"\n },\n \"name\": {\n \"type\": \"text\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"salary\": {\n \"type\": \"double\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"employeeId\": \"E001\",\n \"name\": \"Alice Johnson\",\n \"title\": \"Senior Software Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"full-time\",\n \"assignee\": \"HR_Manager\",\n \"createdAt\": \"2023-05-12T08:30:00Z\",\n \"salary\": 115000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Alice has led multiple critical projects...\",\n \"embedding\": [\n 0.1,\n 0.2,\n 0.3\n ]\n }\n ]\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Smith\",\n \"title\": \"HR Specialist\",\n \"department\": \"Human Resources\",\n \"status\": \"inactive\",\n \"priority\": \"low\",\n \"category\": \"contractor\",\n \"assignee\": \"HR_Manager\",\n \"createdAt\": \"2022-11-03T14:45:00Z\",\n \"salary\": 65000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Bob managed recruitment drives...\",\n \"embedding\": [\n 0.4,\n 0.5,\n 0.6\n ]\n }\n ]\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carol Martinez\",\n \"title\": \"Data Analyst\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"priority\": \"medium\",\n \"category\": \"full-time\",\n \"assignee\": \"Team_Lead\",\n \"createdAt\": \"2024-01-20T09:15:00Z\",\n \"salary\": 90000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Carol provides insights on product usage...\",\n \"embedding\": [\n 0.7,\n 0.8,\n 0.9\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 10 employee records\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the first 10 employee records...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 employee records\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"active\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List 20 active high-priority employee records in the Engineering department\n\nRephrased Query: Retrieve 20 employee records where status is active, priority is high, and department is Engineering\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same 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\": 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 \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"department\": \"Engineering\"\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": "categorical_listing",
"size": 20,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Network latency in office floor 3\",\n \"description\": \"Users report intermittent latency when accessing internal applications.\",\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-1002\",\n \"productId\": \"PRD-02\",\n \"title\": \"Printer error code 0x8000\",\n \"description\": \"Office printer on 2nd floor shows error code during print jobs.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"field engineer\",\n \"createdAt\": \"2025-09-15T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"productId\": \"PRD-03\",\n \"title\": \"VPN connection drops\",\n \"description\": \"Remote employees experience VPN disconnections after 30 minutes.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-22T11:45:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 15 high-priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the top 15 tickets that match those criteria.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n }\n }\n }\n]\n\nUser Query: Show 15 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve the top 15 tickets where status is open, priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 15,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "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: Product Catalog\n\nField Mappings:\n{\n \"properties\": {\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"productId\": \"P1001\",\n \"title\": \"Wireless Mouse\",\n \"description\": \"Ergonomic wireless mouse with adjustable DPI.\",\n \"status\": \"available\",\n \"priority\": \"low\",\n \"category\": \"electronics\",\n \"assignee\": \"inventory_team\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 29.99,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Ergonomic design for comfortable use.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"productId\": \"P1002\",\n \"title\": \"Gaming Laptop\",\n \"description\": \"High-performance laptop with RTX graphics and 16GB RAM.\",\n \"status\": \"out_of_stock\",\n \"priority\": \"high\",\n \"category\": \"computers\",\n \"assignee\": \"sales_team\",\n \"createdAt\": \"2024-08-05T14:22:10Z\",\n \"price\": 1499,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Ideal for gaming and professional work.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"productId\": \"P1003\",\n \"title\": \"Bluetooth Headphones\",\n \"description\": \"Noise-cancelling over-ear headphones with 20h battery life.\",\n \"status\": \"available\",\n \"priority\": \"medium\",\n \"category\": \"audio\",\n \"assignee\": \"support_team\",\n \"createdAt\": \"2024-10-01T09:45:00Z\",\n \"price\": 89.5,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Premium sound quality with active noise cancellation.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List documents\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Product Catalog",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"access\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Bob Smith\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Finance Annual Report 2023\",\n \"author\": \"Carol Lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"annual\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[]\n\nUser Query: Show tickets\n\nRephrased Query: List all documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"match\": {\n \"title\": {\n \"query\": \"Show tickets\",\n \"operator\": \"and\"\n }\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"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: Inventory Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experiencing high latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer prints blank pages intermittently.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"facility_team\",\n \"createdAt\": \"2025-09-12T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal needed for design software before end of month.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-10-05T11:00:00Z\",\n \"price\": 1200\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List high-priority network tickets assigned to tech support\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: List tickets with status open\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Inventory Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Marketing Campaigns\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"MC-001\",\n \"title\": \"Spring Launch Email Blast\",\n \"description\": \"Prepare and send email campaign for the spring product line.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"email\",\n \"assignee\": \"alice.smith\",\n \"createdAt\": \"2025-03-01T09:15:00Z\",\n \"price\": 1500\n },\n {\n \"ticketId\": \"MC-002\",\n \"title\": \"Social Media Ads Q2\",\n \"description\": \"Design and schedule paid social media ads for Q2.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"social\",\n \"assignee\": \"bob.jones\",\n \"createdAt\": \"2025-03-05T14:30:00Z\",\n \"price\": 2500\n },\n {\n \"ticketId\": \"MC-003\",\n \"title\": \"Landing Page Optimization\",\n \"description\": \"A/B test landing page variants to improve conversion rates.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"web\",\n \"assignee\": \"carla.lee\",\n \"createdAt\": \"2025-02-20T11:45:00Z\",\n \"price\": 1800\n },\n {\n \"ticketId\": \"MC-004\",\n \"title\": \"Influencer Partnership Outreach\",\n \"description\": \"Identify and contact influencers for brand collaboration.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"influencer\",\n \"assignee\": \"david.kim\",\n \"createdAt\": \"2025-03-10T08:00:00Z\",\n \"price\": 3200\n },\n {\n \"ticketId\": \"MC-005\",\n \"title\": \"Quarterly Performance Report\",\n \"description\": \"Compile metrics and insights for the Q1 marketing performance.\",\n \"status\": \"in_review\",\n \"priority\": \"medium\",\n \"category\": \"report\",\n \"assignee\": \"emma.wong\",\n \"createdAt\": \"2025-03-12T16:20:00Z\",\n \"price\": 900\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the latest marketing campaign tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the most recent campaign tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent campaign 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 20 marketing campaign tickets\n\nRephrased Query: List 20 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\": 20,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Marketing Campaigns",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "simple_query",
"size": 20,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access\",\n \"encryption\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Bob Smith\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Finance Annual Report 2023\",\n \"author\": \"Carol Lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-05T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"annual\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Data Protection Act Summary\",\n \"author\": \"David Kim\",\n \"department\": \"Legal\",\n \"createdAt\": \"2022-11-18T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"summary\",\n \"tags\": [\n \"data\",\n \"protection\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Employee Handbook\",\n \"author\": \"Emma Wilson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-09-01T10:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"employee\",\n \"policy\",\n \"benefits\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I can retrieve the approved policy 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: Show approved policies\n\nRephrased Query: List approved policy documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Financial Transactions\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TXN-1001\",\n \"title\": \"Payment reversal request\",\n \"description\": \"Customer requested reversal of a duplicate payment of $250.00.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 250\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Fraudulent transaction alert\",\n \"description\": \"Suspicious transaction of $5,200 detected on account 987654321.\",\n \"status\": \"investigating\",\n \"priority\": \"critical\",\n \"category\": \"fraud\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-10-19T14:42:10Z\",\n \"price\": 5200\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Monthly statement generation\",\n \"description\": \"Generate monthly statements for all corporate accounts for March 2025.\",\n \"status\": \"completed\",\n \"priority\": \"medium\",\n \"category\": \"reporting\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2025-10-18T09:00:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TXN-1004\",\n \"title\": \"Currency conversion error\",\n \"description\": \"Incorrect conversion rate applied to a USD to EUR transaction of $1,000.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"conversion\",\n \"assignee\": \"bob.lee\",\n \"createdAt\": \"2025-10-21T11:27:45Z\",\n \"price\": 1000\n },\n {\n \"ticketId\": \"TXN-1005\",\n \"title\": \"Bulk payout processing\",\n \"description\": \"Process bulk payouts of $15,000 to vendors for Q3 services.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"payout\",\n \"assignee\": \"carol.kim\",\n \"createdAt\": \"2025-10-22T07:55:20Z\",\n \"price\": 15000\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 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": "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\": \"IT Security Policy\",\n \"author\": \"Alice Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-06-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TM-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Bob Johnson\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-10T12:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TM-003\",\n \"title\": \"Data Retention Schedule\",\n \"author\": \"Carol Lee\",\n \"department\": \"Compliance\",\n \"createdAt\": \"2022-11-20T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"schedule\",\n \"tags\": [\n \"data\",\n \"retention\"\n ],\n \"confidentialityLevel\": \"restricted\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me 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 10 recent documents\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ],\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show 35 approved policies from IT Security\n\nRephrased Query: List 35 approved policies from 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\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 35,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Technical Manuals",
"data_type": "unstructured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 35,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: BlogPosts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"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\": \"2024-04-20T08:15:00Z\",\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 Regulations Summary\",\n \"author\": \"dave.kumar\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-01-10T11:45:00Z\",\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\": \"2023-09-05T10:20:00Z\",\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\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 \"fields\": [\n \"title\",\n \"tags\",\n \"category\"\n ],\n \"embeddings\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"model_id\": \"my-768-dim-model\",\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents from the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"fields\": [\n \"title\",\n \"tags\",\n \"category\"\n ],\n \"embeddings\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"model_id\": \"my-768-dim-model\",\n \"k\": 10\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "BlogPosts",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"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 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\": \"TCKT-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-01T14:12:00Z\",\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\": \"TCKT-003\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Customer Support SLA\",\n \"author\": \"dave.kumar\",\n \"department\": \"Customer Support\",\n \"createdAt\": \"2023-09-10T11:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"sla\",\n \"support\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-005\",\n \"title\": \"IT Security Incident Response Procedure\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-05T10:20:00Z\",\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\": \"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 PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0\n ],\n \"k\": 10\n },\n \"text\": {\n \"fields\": [\n \"title\",\n \"tags\"\n ],\n \"query\": \"\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents 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 0\n ],\n \"k\": 10\n },\n \"text\": {\n \"fields\": [\n \"title\",\n \"tags\"\n ],\n \"query\": \"policy\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"productId\": \"PR-2001\",\n \"title\": \"Network Infrastructure Upgrade Contract\",\n \"description\": \"Contract for upgrading the supplier's network infrastructure across all data centers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"price\": 125000\n },\n {\n \"ticketId\": \"SC-1002\",\n \"productId\": \"PR-2002\",\n \"title\": \"Software License Renewal\",\n \"description\": \"Annual renewal of enterprise software licenses for accounting department.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"legal team\",\n \"createdAt\": \"2024-03-05T14:42:10Z\",\n \"price\": 45000\n },\n {\n \"ticketId\": \"SC-1003\",\n \"productId\": \"PR-2003\",\n \"title\": \"Hardware Procurement for New Office\",\n \"description\": \"Purchase of servers, workstations, and networking gear for the new regional office.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2024-10-01T11:00:00Z\",\n \"price\": 98000\n },\n {\n \"ticketId\": \"SC-1004\",\n \"productId\": \"PR-2004\",\n \"title\": \"Consulting Services Agreement\",\n \"description\": \"Engagement with external consultants for supply chain optimization.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"consulting\",\n \"assignee\": \"operations\",\n \"createdAt\": \"2024-01-20T09:30:45Z\",\n \"price\": 30000\n },\n {\n \"ticketId\": \"SC-1005\",\n \"productId\": \"PR-2005\",\n \"title\": \"Maintenance Contract for HVAC Systems\",\n \"description\": \"Annual maintenance contract for HVAC systems across all facilities.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"facility\",\n \"assignee\": \"facility management\",\n \"createdAt\": \"2024-08-15T16:20:00Z\",\n \"price\": 22000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the open high‑priority network tickets that are assigned to the tech support team.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List resolved tickets from March in the software 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 \"term\": {\n \"category\": \"software\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-03-01T00:00:00Z\",\n \"lt\": \"2024-04-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open high‑priority network tickets assigned to tech support\n\nRephrased Query: List open tickets with high priority in the network category assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "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\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"User reports intermittent latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-20T08:15:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"User reports intermittent latency on VPN connections.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Invoice shows extra charges 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\": 150.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Invoice shows extra charges for last month.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Password reset failure\",\n \"description\": \"Password reset email not delivered to user.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"account\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2025-10-22T11:45:00Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Password reset email not delivered to user.\",\n \"embedding\": []\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the 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 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 open high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve open tickets with high priority in the network category assigned to tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "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: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy\",\n \"author\": \"Jane Smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-05-12T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"access\",\n \"encryption\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Mark Johnson\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Finance Department Annual Report 2023\",\n \"author\": \"Laura Chen\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-28T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"annual\",\n \"finance\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Data Protection Act Summary\",\n \"author\": \"Samuel Lee\",\n \"department\": \"Legal\",\n \"createdAt\": \"2022-11-05T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"summary\",\n \"tags\": [\n \"data\",\n \"privacy\",\n \"compliance\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Employee Handbook\",\n \"author\": \"HR Team\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-09-10T10:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"employee\",\n \"policy\",\n \"benefits\"\n ],\n \"confidentialityLevel\": \"medium\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the approved policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all documents\",\n \"dsl_type\": \"match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show 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 \"k\": 10\n }\n }\n }\n ],\n \"minimum_should_match\": 1\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "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: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"title\": \"Annual Maintenance Contract for HVAC\",\n \"description\": \"Contract renewal for HVAC systems across all facilities.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"maintenance\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-05T08:30:00Z\",\n \"price\": 12500\n },\n {\n \"ticketId\": \"SC-1002\",\n \"title\": \"Supply Agreement for Office Supplies\",\n \"description\": \"Quarterly supply of paper, pens, and printer cartridges.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"procurement\",\n \"assignee\": \"procurement_team\",\n \"createdAt\": \"2024-07-12T14:15:00Z\",\n \"price\": 3400.5\n },\n {\n \"ticketId\": \"SC-1003\",\n \"title\": \"Network Infrastructure Upgrade\",\n \"description\": \"Upgrade of routers and switches for the corporate network.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"network\",\n \"assignee\": \"it_department\",\n \"createdAt\": \"2024-09-20T11:45:00Z\",\n \"price\": 22000.75\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving open tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show open tickets\n\nRephrased Query: Retrieve tickets where status is open\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "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: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"employeeId\": {\n \"type\": \"keyword\"\n },\n \"name\": {\n \"type\": \"text\"\n },\n \"position\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"seniority\": {\n \"type\": \"keyword\"\n },\n \"employmentType\": {\n \"type\": \"keyword\"\n },\n \"manager\": {\n \"type\": \"keyword\"\n },\n \"hireDate\": {\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 \"position\": \"Software Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"active\",\n \"seniority\": \"senior\",\n \"employmentType\": \"full_time\",\n \"manager\": \"Bob Smith\",\n \"hireDate\": \"2018-04-12\",\n \"salary\": 115000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Alice has led multiple critical projects...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Carlos Martinez\",\n \"position\": \"Data Analyst\",\n \"department\": \"Analytics\",\n \"status\": \"active\",\n \"seniority\": \"mid\",\n \"employmentType\": \"full_time\",\n \"manager\": \"Dana Lee\",\n \"hireDate\": \"2020-09-01\",\n \"salary\": 85000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Carlos specializes in data visualization...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Emily Zhang\",\n \"position\": \"HR Specialist\",\n \"department\": \"Human Resources\",\n \"status\": \"inactive\",\n \"seniority\": \"senior\",\n \"employmentType\": \"part_time\",\n \"manager\": \"Frank Liu\",\n \"hireDate\": \"2015-02-20\",\n \"salary\": 65000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Emily managed recruitment drives...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show active employees in engineering.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving active engineering staff...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List active employees in engineering.\",\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\": \"active\"\n }\n },\n {\n \"term\": {\n \"department\": \"Engineering\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"hireDate\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show active employees in the engineering department with senior level.\n\nRephrased Query: List active employees where department is Engineering and seniority 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 \"seniority\": \"senior\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"hireDate\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"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: IT Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCKT-1001\",\n \"productId\": \"PRD-01\",\n \"title\": \"Unable to connect to VPN\",\n \"description\": \"User reports 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 \"passage\": \"User reports VPN connection failure after update.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-1002\",\n \"productId\": \"PRD-02\",\n \"title\": \"Printer not printing\",\n \"description\": \"The office printer shows a paper jam error but no paper is stuck.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"tech_support_2\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Printer shows paper jam error without jam.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCKT-1003\",\n \"productId\": \"PRD-03\",\n \"title\": \"Email delivery delay\",\n \"description\": \"Outgoing emails are delayed by up to 30 minutes before reaching recipients.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"email\",\n \"assignee\": \"tech_support_3\",\n \"createdAt\": \"2025-10-15T09:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Outgoing emails delayed up to 30 minutes.\",\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": "IT Support Tickets",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"title\": \"Annual supply agreement for raw materials\",\n \"description\": \"Contract for supplying 10,000 tons of steel per year.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"materials\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 1250000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"This agreement outlines the terms...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SC-1002\",\n \"title\": \"Quarterly maintenance service contract\",\n \"description\": \"Service contract for quarterly maintenance of production line equipment.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"services\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2024-06-01T12:00:00Z\",\n \"price\": 250000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The maintenance schedule includes...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"SC-1003\",\n \"title\": \"One‑year software licensing agreement\",\n \"description\": \"License for ERP software for the upcoming fiscal year.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2024-10-05T09:45:00Z\",\n \"price\": 750000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The software license grants...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List high‑priority contracts assigned to John\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, fetching contracts with priority high and assignee john.doe...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all 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 open tickets\n\nRephrased Query: List tickets with status open\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Remote Work Security Guidelines\",\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 \"remote\",\n \"security\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Financial 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 \"finance\",\n \"Q1\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Company-wide Security Policy\",\n \"author\": \"Carol Lee\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-01T08:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"company\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving PDF documents from Finance created after 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": \"\",\n \"embedder\": {\n \"model_id\": \"text-embedding-ada-002\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: 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 \"embedder\": {\n \"model_id\": \"text-embedding-ada-002\"\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": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "listing_with_filters",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Medical Records\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"MR-001\",\n \"title\": \"Annual Financial Report 2023\",\n \"author\": \"John Doe\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-12-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Report\",\n \"tags\": [\n \"annual\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Patient Discharge Summary - Jane Smith\",\n \"author\": \"Dr. Emily Clark\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2024-02-10T14:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"final\",\n \"category\": \"Clinical\",\n \"tags\": [\n \"discharge\",\n \"cardiology\"\n ],\n \"confidentialityLevel\": \"very_high\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"Alice Nguyen\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-05T11:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Policy\",\n \"tags\": [\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Research Study on Diabetes Management\",\n \"author\": \"Dr. Michael Lee\",\n \"department\": \"Endocrinology\",\n \"createdAt\": \"2024-03-22T08:10:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"Research\",\n \"tags\": [\n \"diabetes\",\n \"study\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"Finance Department Budget Plan 2025\",\n \"author\": \"Sarah Patel\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-01T10:00:00Z\",\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\": \"Here are the approved IT Security policies:\\n1. IT Security Policy Update (PDF, 2024-01-05)\\n2. Data Protection Guidelines (PDF, 2023-11-20)\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: Show PDF documents in the Finance department with a creation date 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\": 10,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Medical Records",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "previous_page",
"size": 10,
"from": 10,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Annual Supply Agreement with AlphaTech\",\n \"description\": \"Contract for providing hardware components for the fiscal year 2025.\",\n \"status\": \"active\",\n \"priority\": \"high\",\n \"category\": \"hardware\",\n \"assignee\": \"jane.doe\",\n \"createdAt\": \"2024-02-15T09:30:00Z\",\n \"price\": 125000,\n \"contractStart\": \"2025-01-01\",\n \"contractEnd\": \"2025-12-31\",\n \"supplierName\": \"AlphaTech Ltd.\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"This agreement outlines the terms and conditions for the supply of hardware components...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"documentId\": \"SC-002\",\n \"title\": \"Software Licensing Contract with BetaSoft\",\n \"description\": \"License for enterprise software suite covering 200 user seats.\",\n \"status\": \"pending\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"mark.smith\",\n \"createdAt\": \"2024-03-10T14:45:00Z\",\n \"price\": 85000.5,\n \"contractStart\": \"2024-07-01\",\n \"contractEnd\": \"2027-06-30\",\n \"supplierName\": \"BetaSoft Inc.\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"BetaSoft grants the client a non-exclusive license to use the software...\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"documentId\": \"SC-003\",\n \"title\": \"Logistics Services Agreement with GammaLogistics\",\n \"description\": \"Provision of warehousing and distribution services for Q4 2024.\",\n \"status\": \"active\",\n \"priority\": \"low\",\n \"category\": \"logistics\",\n \"assignee\": \"lisa.wang\",\n \"createdAt\": \"2024-01-20T11:20:00Z\",\n \"price\": 47000.75,\n \"contractStart\": \"2024-10-01\",\n \"contractEnd\": \"2025-03-31\",\n \"supplierName\": \"GammaLogistics Co.\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"GammaLogistics will manage storage, inventory control, and shipment of goods...\",\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 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 recent contracts\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me 38 supplier contracts\n\nRephrased Query: List 38 supplier contracts without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 38,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 38,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Social Media Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Policy Update\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Quarterly Report Q1 2024\",\n \"author\": \"bob.jones\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T14:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"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\": \"2024-09-10T11:45:00Z\",\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\": \"IT Security Incident Log\",\n \"author\": \"eve.wang\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-07-05T16:20:00Z\",\n \"fileType\": \"csv\",\n \"status\": \"approved\",\n \"category\": \"log\",\n \"tags\": [\n \"incident\",\n \"security\",\n \"log\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest approved policies from the IT Security department?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policies for you.\"\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\": {\n \"status\": \"approved\"\n }\n },\n {\n \"match\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: List approved policy documents 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\": 10,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"multi_match\": {\n \"query\": \"approved policies\",\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\": \"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": "more_results",
"size": 10,
"from": 10,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Academic Articles - Policy Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"IT Security Approved Policy on Remote Work\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"security\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Finance Department Data Retention Guidelines\",\n \"author\": \"bob.johnson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-02T14:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"finance\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"HR Approved Policy on Employee Remote Work\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-20T08:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"remote\",\n \"employee\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"IT Security Incident Response Procedure\",\n \"author\": \"dave.kumar\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2022-07-10T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"incident\",\n \"response\",\n \"security\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Finance Approved Policy on Expense Reporting\",\n \"author\": \"eve.wilson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-05-05T10:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"expense\",\n \"reporting\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving PDF documents from 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\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve approved policy documents belonging to the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n 0,\n \"...\"\n ],\n \"k\": 10\n },\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": "Academic Articles - Policy Documents",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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 outage in Region A\",\n \"description\": \"Customer reports complete loss of connectivity in Region A since 08:00 UTC.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-10T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCKT-002\",\n \"productId\": \"PRD-2002\",\n \"title\": \"Invoice discrepancy for Order 4521\",\n \"description\": \"The billed amount does not match the quoted price for order 4521.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"billing\",\n \"assignee\": \"accounting\",\n \"createdAt\": \"2025-10-28T14:42:00Z\",\n \"price\": 1250.75\n },\n {\n \"ticketId\": \"TCKT-003\",\n \"productId\": \"PRD-3003\",\n \"title\": \"Feature request: Bulk export\",\n \"description\": \"Customer requests ability to export all sales orders in CSV format.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"feature_request\",\n \"assignee\": \"product_manager\",\n \"createdAt\": \"2025-11-12T09:30:00Z\",\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 network tickets assigned to tech support\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"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 }\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": "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\": \"IT Security Policy Update\",\n \"author\": \"alice.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-15T09:12:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-01-22T14:45:00Z\",\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\": \"TCKT-003\",\n \"title\": \"Finance Quarterly Report Q2\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-05T11:30:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"Q2\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-004\",\n \"title\": \"Password Reset Procedure\",\n \"author\": \"dave.kumar\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2023-12-10T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"password\",\n \"reset\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest security policies?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent approved security policies from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent tickets\",\n \"dsl_type\": \"simple_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show 19 approved policies from IT Security department\n\nRephrased Query: Retrieve 19 documents where status is 'approved', category is 'policy', 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\": 19,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"text\": {\n \"field\": \"title\",\n \"query\": \"policy\"\n },\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [\n 0,\n 0,\n \"...\"\n ],\n \"k\": 19\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Customer Support Tickets",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"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: Financial Transactions\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TXN-1001\",\n \"title\": \"Payment reversal request\",\n \"description\": \"Customer requested reversal of a $5,000 transfer due to duplicate entry.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"payment\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2024-10-12T08:45:00Z\",\n \"price\": 5000\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Fraudulent transaction alert\",\n \"description\": \"Suspicious transaction of $12,300 flagged by monitoring system.\",\n \"status\": \"investigating\",\n \"priority\": \"critical\",\n \"category\": \"fraud\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2024-10-10T14:20:00Z\",\n \"price\": 12300\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Monthly statement generation\",\n \"description\": \"Generate statements for all accounts for March 2024.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"reporting\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2024-04-01T09:00:00Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List all tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here is a DSL that lists 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 \"_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": "Financial Transactions",
"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: 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\": \"2023-11-12T08:45:00Z\",\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.johnson\",\n \"department\": \"Mobile Devices\",\n \"createdAt\": \"2024-02-05T14:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Photography\",\n \"tags\": [\n \"resolution\",\n \"low light\",\n \"zoom\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"PR-003\",\n \"title\": \"Laptop Battery Life Test\",\n \"author\": \"carla.lee\",\n \"department\": \"Computers\",\n \"createdAt\": \"2024-07-19T10:10:00Z\",\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 \"documentId\": \"PR-004\",\n \"title\": \"Smartwatch Health Feature Review\",\n \"author\": \"david.kim\",\n \"department\": \"Wearables\",\n \"createdAt\": \"2024-09-01T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Health\",\n \"tags\": [\n \"heart rate\",\n \"sleep tracking\",\n \"ECG\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you show me the latest reviews for audio products?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent audio‑related product reviews.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent product reviews\",\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 me $43 approved product reviews from all departments\n\nRephrased Query: Retrieve 43 approved product review documents 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\": 43,\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\": 43\n }\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Product Reviews",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "semantic_question",
"size": 43,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Supplier Contracts\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"SC-1001\",\n \"title\": \"Annual Supply Agreement with Alpha Corp\",\n \"description\": \"Contract for supplying electronic components for 2024.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"electronics\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2024-09-15T08:30:00Z\",\n \"price\": 125000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"This agreement outlines the terms for delivery of 10,000 units of microchips.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"ticketId\": \"SC-1002\",\n \"title\": \"Renewal of Maintenance Contract with Beta Ltd\",\n \"description\": \"Yearly maintenance for industrial machinery.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"maintenance\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2024-06-20T14:45:00Z\",\n \"price\": 75000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"The contract includes quarterly inspections and emergency support.\",\n \"embedding\": []\n }\n ]\n },\n {\n \"ticketId\": \"SC-1003\",\n \"title\": \"Supply of Raw Materials to Gamma Industries\",\n \"description\": \"Monthly delivery of steel and aluminum.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"raw_materials\",\n \"assignee\": \"alice.wang\",\n \"createdAt\": \"2024-10-01T09:15:00Z\",\n \"price\": 200000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Deliveries scheduled for the first week of each month.\",\n \"embedding\": []\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show open tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the open tickets matching your request.\"\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 }\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": "Supplier Contracts",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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.jones\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-01T12:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Policy\",\n \"tags\": [\n \"security\",\n \"policy\"\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\": \"2024-01-20T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Annual Sustainability Report 2023\",\n \"author\": \"david.kim\",\n \"department\": \"Finance\",\n \"createdAt\": \"2023-11-30T10:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Report\",\n \"tags\": [\n \"sustainability\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Marketing Campaign Overview\",\n \"author\": \"emma.wong\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-02-05T14:20:00Z\",\n \"fileType\": \"pptx\",\n \"status\": \"approved\",\n \"category\": \"Presentation\",\n \"tags\": [\n \"campaign\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve PDF documents belonging to the Finance department that were created after January 1, 2024.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show all documents\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: List PDFs from Finance department after 2024\n\nRephrased Query: List PDF documents from the Finance department created after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 30,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\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": "pagination",
"pattern_type": "specific_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: 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\": \"2023-05-12T09:30:00Z\",\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\": \"2022-11-03T11:45:00Z\",\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\nPrevious DSL History:\n[]\n\nUser Query: Show tickets\n\nRephrased Query: list all ticket 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": "Technical Manuals",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"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\": \"Company Security Policy Update\",\n \"author\": \"bob.johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-12-01T12:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"Policy\",\n \"tags\": [\n \"security\",\n \"policy\",\n \"update\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-02-20T08:45:00Z\",\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\": \"Annual Sustainability Report 2023\",\n \"author\": \"david.kim\",\n \"department\": \"Corporate Affairs\",\n \"createdAt\": \"2023-11-10T10:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Report\",\n \"tags\": [\n \"sustainability\",\n \"annual\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Finance Department Budget Overview 2025\",\n \"author\": \"emma.wilson\",\n \"department\": \"Finance\",\n \"createdAt\": \"2025-01-05T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"Budget\",\n \"tags\": [\n \"finance\",\n \"budget\",\n \"2025\"\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 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 approved PDF documents in the Finance department with a creation date on or after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 30,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\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": "pagination",
"pattern_type": "specific_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: 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\": \"Annual Cardiology Report 2023\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2023-12-15\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"cardiology\",\n \"annual\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Finance Department Budget Overview Q1 2024\",\n \"author\": \"John Doe\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-02-10\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"budget\",\n \"tags\": [\n \"finance\",\n \"budget\",\n \"Q1\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Patient Privacy Policy\",\n \"author\": \"Compliance Team\",\n \"department\": \"Legal\",\n \"createdAt\": \"2022-08-01\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"policy\",\n \"tags\": [\n \"privacy\",\n \"policy\",\n \"patient\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Radiology Imaging Guidelines 2024\",\n \"author\": \"Dr. Emily Zhang\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2024-01-20\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"radiology\",\n \"imaging\",\n \"guidelines\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"IT Security Incident Report March 2024\",\n \"author\": \"IT Security Team\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-03-05\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"incident\",\n \"tags\": [\n \"security\",\n \"incident\",\n \"march\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"high\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving approved policy documents from the IT Security department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"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 \"model_id\": \"medical-embedder-v1\"\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: list pdf documents 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\": \"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\": \"list pdf documents from finance department\",\n \"embedder\": {\n \"model_id\": \"medical-embedder-v1\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01\"\n }\n }\n },\n {\n \"term\": {\n \"status\": \"approved\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Medical Records",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "refinement",
"pattern_type": "narrow_scope",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction\",\n \"description\": \"Office printer prints blank pages intermittently.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"it_maintenance\",\n \"createdAt\": \"2025-10-18T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal\",\n \"description\": \"Renewal of Adobe Creative Cloud licenses for design team.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-09-30T09:05:00Z\",\n \"price\": 1250,\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 inventory.\"\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": "Inventory Items",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "simple_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: HR Employee Records\n\nField Mappings:\n{\n \"properties\": {\n \"employeeId\": {\n \"type\": \"keyword\"\n },\n \"name\": {\n \"type\": \"text\"\n },\n \"position\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"hireDate\": {\n \"type\": \"date\",\n \"format\": \"strict_date_optional_time||epoch_millis\"\n },\n \"salary\": {\n \"type\": \"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 \"position\": \"Software Engineer\",\n \"department\": \"Engineering\",\n \"status\": \"Active\",\n \"hireDate\": \"2020-03-15T00:00:00Z\",\n \"salary\": 95000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Alice has been a key contributor to the backend services.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"employeeId\": \"E002\",\n \"name\": \"Bob Martinez\",\n \"position\": \"HR Manager\",\n \"department\": \"Human Resources\",\n \"status\": \"Active\",\n \"hireDate\": \"2018-07-01T00:00:00Z\",\n \"salary\": 85000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Bob oversees recruitment and employee relations.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"employeeId\": \"E003\",\n \"name\": \"Carol Singh\",\n \"position\": \"Financial Analyst\",\n \"department\": \"Finance\",\n \"status\": \"On Leave\",\n \"hireDate\": \"2019-11-20T00:00:00Z\",\n \"salary\": 72000,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Carol specializes in budgeting and forecasting.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show employee records\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve a list of employee records for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List employee records\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show employee records\n\nRephrased Query: Retrieve a list of employee records\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same 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 \"hireDate\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "HR Employee Records",
"data_type": "structured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "simple_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Sales Orders\n\nField Mappings:\n{\n \"properties\": {\n \"orderId\": {\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 \"orderId\": \"SO-1001\",\n \"productId\": \"PR-2001\",\n \"title\": \"Network Router Installation\",\n \"description\": \"Installation of high‑end router for corporate client.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\n \"price\": 1250\n },\n {\n \"orderId\": \"SO-1002\",\n \"productId\": \"PR-2005\",\n \"title\": \"Software License Renewal\",\n \"description\": \"Annual renewal of enterprise software licenses.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"account_manager\",\n \"createdAt\": \"2024-09-05T14:42:10Z\",\n \"price\": 4800\n },\n {\n \"orderId\": \"SO-1003\",\n \"productId\": \"PR-2010\",\n \"title\": \"Server Maintenance\",\n \"description\": \"Quarterly maintenance of data center servers.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"infrastructure\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-11-01T09:00:00Z\",\n \"price\": 3000\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me the last 10 tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 10 most recent tickets...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 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 38 open high‑priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 38 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\": 38,\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": "previous_page",
"size": 38,
"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: 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\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"access\",\n \"control\",\n \"authentication\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Michael Lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-01T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Finance Department Quarterly Report Q2 2024\",\n \"author\": \"Laura Chen\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-20T08:45:00Z\",\n \"fileType\": \"xlsx\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"quarterly\",\n \"finance\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-004\",\n \"title\": \"Legal Compliance Checklist\",\n \"author\": \"Samuel Ortiz\",\n \"department\": \"Legal\",\n \"createdAt\": \"2022-05-10T11:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"checklist\",\n \"tags\": [\n \"compliance\",\n \"regulation\"\n ],\n \"confidentialityLevel\": \"restricted\"\n },\n {\n \"documentId\": \"DOC-005\",\n \"title\": \"Data Retention Policy\",\n \"author\": \"Emily Davis\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-01-22T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"data\",\n \"retention\",\n \"archiving\"\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 can retrieve the approved policies. Do you need a specific number of results?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent documents\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show me $42 approved policies from IT Security\n\nRephrased Query: list 42 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\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 42,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "categorical_listing",
"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: 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 Consultation Report\",\n \"author\": \"Dr. Alice Smith\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2024-03-12T09:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"consultation\",\n \"tags\": [\n \"heart\",\n \"echocardiogram\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Radiology Imaging Summary\",\n \"author\": \"Dr. Bob Lee\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2024-04-05T14:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"imaging\",\n \"tags\": [\n \"x-ray\",\n \"chest\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Oncology Treatment Plan\",\n \"author\": \"Dr. Carol Nguyen\",\n \"department\": \"Oncology\",\n \"createdAt\": \"2024-02-20T11:45:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"treatment\",\n \"tags\": [\n \"chemotherapy\",\n \"stage-ii\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Pediatrics Vaccination Schedule\",\n \"author\": \"Nurse Daniel Patel\",\n \"department\": \"Pediatrics\",\n \"createdAt\": \"2024-01-15T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"vaccination\",\n \"schedule\"\n ],\n \"confidentialityLevel\": \"low\"\n },\n {\n \"documentId\": \"MR-005\",\n \"title\": \"Emergency Department Protocols\",\n \"author\": \"Dr. Eva Gomez\",\n \"department\": \"Emergency\",\n \"createdAt\": \"2024-05-10T16:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"protocol\",\n \"tags\": [\n \"triage\",\n \"resuscitation\"\n ],\n \"confidentialityLevel\": \"medium\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will list the approved policy documents for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List recent medical records\",\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 approved policies\n\nRephrased Query: List approved policy documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"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": "Medical Records",
"data_type": "unstructured",
"query_type": "listing",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: product_catalog\n\nField Mappings:\n{\n \"properties\": {\n \"productId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"productId\": \"P-1001\",\n \"title\": \"Enterprise Router X200\",\n \"description\": \"High‑performance router for large networks with advanced security features.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-05T08:15:30Z\",\n \"price\": 1299.99,\n \"documentContentWordsChunked\": []\n },\n {\n \"productId\": \"P-1002\",\n \"title\": \"Secure VPN Appliance\",\n \"description\": \"Scalable VPN solution with end‑to‑end encryption.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"security\",\n \"assignee\": \"john_doe\",\n \"createdAt\": \"2024-09-20T14:42:10Z\",\n \"price\": 799.5,\n \"documentContentWordsChunked\": []\n },\n {\n \"productId\": \"P-1003\",\n \"title\": \"Wireless Access Point Pro\",\n \"description\": \"Dual‑band AP with seamless roaming for enterprise environments.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2024-10-01T11:03:45Z\",\n \"price\": 299,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest tickets?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, how many tickets would you like to see and any specific filters?\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n }\n }\n }\n]\n\nUser Query: Show 23 open 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": "product_catalog",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "keyword_search",
"size": 23,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"security\",\n \"tags\": [\n \"encryption\",\n \"access-control\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"POL-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2023-11-01T12:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"workplace\",\n \"tags\": [\n \"remote\",\n \"flexibility\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"POL-003\",\n \"title\": \"Finance Department Expense Policy\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-07-20T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"finance\",\n \"tags\": [\n \"expenses\",\n \"reimbursement\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested documents...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"vector\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": [],\n \"k\": 10\n },\n \"text\": {\n \"field\": \"title\",\n \"query\": \"\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve approved policy documents 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 \"k\": 10\n },\n \"text\": {\n \"field\": \"title\",\n \"query\": \"\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Corporate 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 \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"User reports intermittent latency on corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Billing discrepancy\",\n \"description\": \"Invoice shows extra charges for last month.\",\n \"status\": \"resolved\",\n \"priority\": \"medium\",\n \"category\": \"account\",\n \"assignee\": \"billing_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Password reset failure\",\n \"description\": \"Password reset email not received by user.\",\n \"status\": \"open\",\n \"priority\": \"low\",\n \"category\": \"authentication\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-11-01T09:05:45Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Server CPU spikes\",\n \"description\": \"CPU usage exceeds 90% on server X during peak hours.\",\n \"status\": \"in_progress\",\n \"priority\": \"high\",\n \"category\": \"infrastructure\",\n \"assignee\": \"ops_team\",\n \"createdAt\": \"2025-10-28T11:20:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1005\",\n \"title\": \"Feature request: Dark mode\",\n \"description\": \"Customer requests dark mode for the web portal.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"feature_request\",\n \"assignee\": \"product_team\",\n \"createdAt\": \"2025-08-05T16:30:25Z\",\n \"price\": 0\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me all 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 me 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 open high-priority network tickets assigned to tech support\n\nRephrased Query: Show 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": "Customer Support Tickets",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"2025-10-20T08:15:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Email sync delay\",\n \"description\": \"Outlook is taking more than 10 minutes to sync new emails.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"email_team\",\n \"createdAt\": \"2025-10-18T14:30:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Printer jam on floor 3\",\n \"description\": \"Laser printer on third floor reports paper jam repeatedly.\",\n \"status\": \"resolved\",\n \"priority\": \"low\",\n \"category\": \"hardware\",\n \"assignee\": \"hardware_team\",\n \"createdAt\": \"2025-09-30T09:45:00Z\",\n \"price\": 0\n },\n {\n \"ticketId\": \"TCK-1004\",\n \"title\": \"Network latency spikes\",\n \"description\": \"Intermittent latency spikes observed in the corporate network during peak hours.\",\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\",\n \"description\": \"Need to renew licenses for design software before expiration.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"software\",\n \"assignee\": \"procurement\",\n \"createdAt\": \"2025-10-01T10:00:00Z\",\n \"price\": 1200\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show me 17 high-priority network tickets assigned to tech support.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested tickets with the specified filters.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 recent tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 17 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 17 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\": 17,\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": "refinement",
"pattern_type": "change_sort",
"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: 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 \"documentContentWords\": {\n \"type\": \"text\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TXN-1001\",\n \"title\": \"Failed Wire Transfer\",\n \"description\": \"Wire transfer to account 987654 failed due to insufficient funds.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"wire_transfer\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-10-28T09:15:00Z\",\n \"price\": 12500,\n \"documentContentWords\": \"wire transfer failed insufficient funds\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Wire transfer to account 987654 failed\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Duplicate Credit Card Charge\",\n \"description\": \"Customer reported duplicate $250 charge on Visa ending 1234.\",\n \"status\": \"open\",\n \"priority\": \"medium\",\n \"category\": \"card_charge\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-10-27T14:42:00Z\",\n \"price\": 250,\n \"documentContentWords\": \"duplicate credit card charge visa\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Duplicate $250 charge on Visa ending 1234\",\n \"embedding\": [\n 0,\n 0,\n \"...\"\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Pending ACH Settlement\",\n \"description\": \"ACH transaction pending for 3 days, amount $5,000.\",\n \"status\": \"pending\",\n \"priority\": \"low\",\n \"category\": \"ach\",\n \"assignee\": \"mike.lee\",\n \"createdAt\": \"2025-10-25T08:00:00Z\",\n \"price\": 5000,\n \"documentContentWords\": \"pending ach settlement three days\",\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"ACH transaction pending for 3 days\",\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 }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: list recent tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Financial Transactions",
"data_type": "structured",
"query_type": "listing",
"pattern": "refinement",
"pattern_type": "add_filter",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"carla.lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-10T08:45:00Z\",\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\": \"Marketing Campaign Plan 2024\",\n \"author\": \"david.kim\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-03-05T11:00:00Z\",\n \"fileType\": \"pdf\",\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\": \"Data Privacy Compliance Checklist\",\n \"author\": \"eva.martinez\",\n \"department\": \"Legal\",\n \"createdAt\": \"2024-05-01T10:20:00Z\",\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 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 10 recent blog posts about finance\",\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 \"category\": \"report\"\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: List 89 approved PDF documents from Finance department after 2024-01-01\n\nRephrased Query: Retrieve 89 approved PDF files belonging to the Finance department with a creation date on or after 2024-01-01\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 89,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gte\": \"2024-01-01T00:00:00Z\"\n }\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Blog Posts",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "pagination",
"pattern_type": "previous_page",
"size": 89,
"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-1001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experience intermittent latency on the corporate VPN.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech_support\",\n \"createdAt\": \"2025-10-20T08:15:30Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Investigate VPN gateway logs for packet loss.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Update project budget\",\n \"description\": \"Quarterly budget revision required for Project Alpha.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"finance\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 1500,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Review expense reports and adjust allocations.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Resolve login failures\",\n \"description\": \"Multiple users cannot log into the HR portal after password reset.\",\n \"status\": \"resolved\",\n \"priority\": \"high\",\n \"category\": \"authentication\",\n \"assignee\": \"it_security\",\n \"createdAt\": \"2025-08-30T11:05:45Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Check SSO token issuance and LDAP sync.\",\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 the latest tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent tickets sorted by creation date.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 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 25 high-priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 25 tickets where priority is high, category is network, and assignee is tech_support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 25,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech_support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 25,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Research Papers Repository\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"text\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"RP-001\",\n \"title\": \"Advances in Quantum Computing\",\n \"author\": \"Dr. Alice Nguyen\",\n \"department\": \"Physics\",\n \"createdAt\": \"2023-11-12T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"research\",\n \"tags\": [\n \"quantum\",\n \"computing\",\n \"algorithm\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"RP-002\",\n \"title\": \"Machine Learning for Healthcare\",\n \"author\": \"Prof. Brian Lee\",\n \"department\": \"Computer Science\",\n \"createdAt\": \"2024-02-05T14:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"study\",\n \"tags\": [\n \"machine learning\",\n \"healthcare\",\n \"prediction\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"RP-003\",\n \"title\": \"Renewable Energy Policy Overview\",\n \"author\": \"Dr. Carla Mendes\",\n \"department\": \"Environmental Studies\",\n \"createdAt\": \"2024-07-20T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"renewable\",\n \"energy\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest research papers on AI?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent AI papers in the repository.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all approved policies\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"match\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show recent research papers\n\nRephrased Query: Retrieve the latest research papers without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"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 }\n }\n }\n}"
}
] |
{
"domain": "Research Papers Repository",
"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: 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\": \"Radiology Imaging Protocols\",\n \"author\": \"dr.smith\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2023-11-15T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"protocol\",\n \"tags\": [\n \"imaging\",\n \"procedure\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-002\",\n \"title\": \"Cardiology Medication Guidelines\",\n \"author\": \"dr.jones\",\n \"department\": \"Cardiology\",\n \"createdAt\": \"2024-02-20T14:12:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"medication\",\n \"treatment\"\n ],\n \"confidentialityLevel\": \"medium\"\n },\n {\n \"documentId\": \"MR-003\",\n \"title\": \"Approved Patient Privacy Policy\",\n \"author\": \"legal.team\",\n \"department\": \"Compliance\",\n \"createdAt\": \"2024-01-05T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"privacy\",\n \"HIPAA\"\n ],\n \"confidentialityLevel\": \"high\"\n },\n {\n \"documentId\": \"MR-004\",\n \"title\": \"Radiology Safety Procedures\",\n \"author\": \"dr.williams\",\n \"department\": \"Radiology\",\n \"createdAt\": \"2024-03-12T09:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"procedure\",\n \"tags\": [\n \"safety\",\n \"radiation\"\n ],\n \"confidentialityLevel\": \"medium\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show approved policies from Radiology\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the approved policy documents from the Radiology department.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Find documents about patient consent\",\n \"dsl_type\": \"semantic_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"patient consent\",\n \"operator\": \"and\"\n }\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show approved policies from Radiology\n\nRephrased Query: List approved policy documents from the Radiology 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 \"query\": \"approved policy\",\n \"field\": \"documentContentWordsChunked.passage\"\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"Radiology\"\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": "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: 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 to Vendor A\",\n \"description\": \"Invoice #4532 paid via ACH transfer.\",\n \"status\": \"completed\",\n \"priority\": \"low\",\n \"category\": \"payments\",\n \"assignee\": \"finance_team\",\n \"createdAt\": \"2024-10-12T08:45:00Z\",\n \"price\": 1250.75,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Invoice #4532 paid via ACH transfer.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1002\",\n \"title\": \"Refund to Customer B\",\n \"description\": \"Refund processed for order #7890 due to product defect.\",\n \"status\": \"completed\",\n \"priority\": \"medium\",\n \"category\": \"refunds\",\n \"assignee\": \"customer_support\",\n \"createdAt\": \"2024-10-13T14:20:00Z\",\n \"price\": -320,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Refund processed for order #7890 due to product defect.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TXN-1003\",\n \"title\": \"Salary Disbursement\",\n \"description\": \"Monthly salary payout for October.\",\n \"status\": \"pending\",\n \"priority\": \"high\",\n \"category\": \"payroll\",\n \"assignee\": \"hr_team\",\n \"createdAt\": \"2024-10-14T09:00:00Z\",\n \"price\": 45200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Monthly salary payout for October.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the latest tickets for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List documents\",\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show tickets\n\nRephrased Query: List all tickets without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Financial Transactions",
"data_type": "structured",
"query_type": "listing",
"pattern": "pagination",
"pattern_type": "specific_page",
"size": 10,
"from": 0,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: News Articles\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Global Economic Outlook 2025\",\n \"author\": \"Jane Smith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-11-01T08:30:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Economy\",\n \"tags\": [\n \"economy\",\n \"forecast\",\n \"2025\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-002\",\n \"title\": \"Tech Innovations in AI\",\n \"author\": \"Alan Zhou\",\n \"department\": \"Technology\",\n \"createdAt\": \"2024-10-15T14:20:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"Technology\",\n \"tags\": [\n \"AI\",\n \"innovation\",\n \"research\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Health Guidelines Post-Pandemic\",\n \"author\": \"Dr. Maria Lopez\",\n \"department\": \"Health\",\n \"createdAt\": \"2024-09-05T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Health\",\n \"tags\": [\n \"health\",\n \"guidelines\",\n \"post-pandemic\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Environmental Policy Updates\",\n \"author\": \"Liam O'Connor\",\n \"department\": \"Environment\",\n \"createdAt\": \"2024-08-20T09:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Environment\",\n \"tags\": [\n \"policy\",\n \"environment\",\n \"climate\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-005\",\n \"title\": \"Remote Work Best Practices\",\n \"author\": \"Sofia Patel\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-07-30T12:15:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"published\",\n \"category\": \"HR\",\n \"tags\": [\n \"remote work\",\n \"productivity\",\n \"guidelines\"\n ],\n \"confidentialityLevel\": \"internal\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show all recent news articles about technology.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the latest technology‑related news articles for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list documents\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [\n 0,\n 0,\n 0\n ],\n \"k\": 10\n }\n }\n }\n ]\n }\n },\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n }\n }\n }\n]\n\nUser Query: Show all recent news articles\n\nRephrased Query: Retrieve the latest news articles without any filters or count specification\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same 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 }\n }\n }\n}"
}
] |
{
"domain": "News Articles",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Legal Documents\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"DOC-001\",\n \"title\": \"IT Security Policy – Access Control\",\n \"author\": \"Alice Johnson\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2023-11-15\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"policy\",\n \"tags\": [\n \"access\",\n \"control\",\n \"security\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Finance Department – Quarterly Report Q1 2024\",\n \"author\": \"Bob Martinez\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-10\",\n \"fileType\": \"pdf\",\n \"status\": \"draft\",\n \"category\": \"report\",\n \"tags\": [\n \"quarterly\",\n \"finance\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"Carol Lee\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-01-05\",\n \"fileType\": \"docx\",\n \"status\": \"approved\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"List PDFs from Finance department after 2024\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, retrieving the requested documents...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"text_expansion\": {\n \"model_id\": \"legal-embed-model\",\n \"model_text\": \"Finance PDFs after 2024\"\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\n ]\n }\n }\n }\n }\n }\n }\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\": 10,\n \"query\": {\n \"hybrid\": {\n \"query\": {\n \"text_expansion\": {\n \"model_id\": \"legal-embed-model\",\n \"model_text\": \"approved policies from IT Security\"\n }\n },\n \"filter\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search_with_filters",
"pattern": "pagination",
"pattern_type": "next_page",
"size": 10,
"from": 10,
"is_pagination": true
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-001\",\n \"title\": \"Login Issue – Unable to access account\",\n \"author\": \"jdoe\",\n \"department\": \"IT Support\",\n \"createdAt\": \"2024-09-12T08:15:30Z\",\n \"fileType\": \"txt\",\n \"status\": \"open\",\n \"category\": \"authentication\",\n \"tags\": [\n \"login\",\n \"urgent\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-002\",\n \"title\": \"Request for Software License Renewal\",\n \"author\": \"asmith\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-09-10T14:42:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"closed\",\n \"category\": \"procurement\",\n \"tags\": [\n \"license\",\n \"renewal\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"TCKT-003\",\n \"title\": \"Password Reset Procedure Update\",\n \"author\": \"mbrown\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-09-08T11:20:45Z\",\n \"fileType\": \"docx\",\n \"status\": \"resolved\",\n \"category\": \"policy\",\n \"tags\": [\n \"password\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the 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": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Blog Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"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 Department Quarterly Report Q1 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-04-20T08:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"finance\",\n \"quarterly\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\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 policy documents from IT Security.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show approved policies from IT Security\",\n \"dsl_type\": \"keyword_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"department\": \"IT Security\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n }\n]\n\nUser Query: Show approved policies from IT Security\n\nRephrased Query: Retrieve approved policy documents from the IT Security department\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"text_expansion\": {\n \"model_id\": \"my-semantic-model\",\n \"model_text\": \"approved policies IT Security\"\n }\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": \"<PLACEHOLDER_VECTOR>\",\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 \"category\": \"policy\"\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": "keyword_search",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Social Media Posts\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"doc-001\",\n \"title\": \"Quarterly Financial Report Q1\",\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 \"Q1\"\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\": \"restricted\"\n },\n {\n \"documentId\": \"doc-003\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"carol.wang\",\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 \"guidelines\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"doc-004\",\n \"title\": \"Marketing Campaign Plan 2025\",\n \"author\": \"dave.lee\",\n \"department\": \"Marketing\",\n \"createdAt\": \"2024-01-10T08:45:00Z\",\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\": \"Employee Handbook\",\n \"author\": \"eve.martin\",\n \"department\": \"HR\",\n \"createdAt\": \"2022-07-05T10:00:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"handbook\",\n \"tags\": [\n \"employee\",\n \"handbook\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"$Show approved policies from IT Security\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"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 \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: $List PDFs from Finance department after 2024\n\nRephrased Query: List PDF documents where department is Finance and createdAt is 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": "Social Media Posts",
"data_type": "unstructured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "sorted_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Project Management Tasks\n\nField Mappings:\n{\n \"properties\": {\n \"ticketId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"description\": {\n \"type\": \"text\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"priority\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"assignee\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"price\": {\n \"type\": \"float\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"ticketId\": \"TCK-001\",\n \"title\": \"Network latency issue\",\n \"description\": \"Users experience high latency on VPN connections.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"network\",\n \"assignee\": \"tech support\",\n \"createdAt\": \"2024-10-12T08:15:30Z\",\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\": \"2024-10-10T22:45:00Z\",\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\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"ui\",\n \"assignee\": \"design team\",\n \"createdAt\": \"2024-09-30T14:20:10Z\",\n \"price\": 1500\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 23 high‑priority network tickets assigned to tech support\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I’ll retrieve the 23 tickets that match those criteria.\"\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: Show 23 high‑priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 23 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\": 23,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Project Management Tasks",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "complex_query",
"size": 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: 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 Remote Work Policy\",\n \"author\": \"jane.doe\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-03-15T09:30:00Z\",\n \"fileType\": \"md\",\n \"status\": \"published\",\n \"category\": \"Policy\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-002\",\n \"title\": \"Quarterly Security Update – April 2024\",\n \"author\": \"john.smith\",\n \"department\": \"IT Security\",\n \"createdAt\": \"2024-04-10T14:00:00Z\",\n \"fileType\": \"md\",\n \"status\": \"published\",\n \"category\": \"Security\",\n \"tags\": [\n \"security\",\n \"update\",\n \"Q1\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"post-003\",\n \"title\": \"Top 5 Productivity Tips for Developers\",\n \"author\": \"alice.wang\",\n \"department\": \"Engineering\",\n \"createdAt\": \"2024-02-20T11:15:00Z\",\n \"fileType\": \"md\",\n \"status\": \"published\",\n \"category\": \"Productivity\",\n \"tags\": [\n \"productivity\",\n \"developers\",\n \"tips\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"post-004\",\n \"title\": \"Annual Financial Report 2023\",\n \"author\": \"mike.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-01-05T08:45:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"published\",\n \"category\": \"Finance\",\n \"tags\": [\n \"financial\",\n \"report\",\n \"2023\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"post-005\",\n \"title\": \"Company Culture: Our Core Values\",\n \"author\": \"sarah.kim\",\n \"department\": \"HR\",\n \"createdAt\": \"2024-03-01T10:00:00Z\",\n \"fileType\": \"md\",\n \"status\": \"published\",\n \"category\": \"Culture\",\n \"tags\": [\n \"culture\",\n \"values\",\n \"core\"\n ],\n \"confidentialityLevel\": \"public\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show 24 recent blog posts.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, I will retrieve the latest 24 blog posts for you.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List 10 latest security updates\",\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show 24 recent blog posts\n\nRephrased Query: Retrieve the latest 24 blog posts without any filters\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 24,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"documentContentWordsChunked.embedding\": {\n \"vector\": [],\n \"k\": 24\n }\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Corporate Blog Posts",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 24,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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\": \"Can you list all approved policies from IT Security?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the approved policies from IT Security...\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List PDFs from Finance department after 2024\",\n \"dsl_type\": \"keyword_search\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"term\": {\n \"fileType\": \"pdf\"\n }\n },\n {\n \"term\": {\n \"department\": \"Finance\"\n }\n },\n {\n \"range\": {\n \"createdAt\": {\n \"gt\": \"2024-01-01\"\n }\n }\n }\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 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": "Technical Manuals",
"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: 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 authentication UI.\",\n \"status\": \"open\",\n \"priority\": \"high\",\n \"category\": \"frontend\",\n \"assignee\": \"alice\",\n \"createdAt\": \"2025-10-20T09:15:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-002\",\n \"title\": \"Database schema migration\",\n \"description\": \"Add new tables for billing and migrate existing data.\",\n \"status\": \"in_progress\",\n \"priority\": \"medium\",\n \"category\": \"backend\",\n \"assignee\": \"bob\",\n \"createdAt\": \"2025-10-18T14:30:00Z\",\n \"price\": 2500,\n \"documentContentWordsChunked\": []\n },\n {\n \"ticketId\": \"TCK-003\",\n \"title\": \"Setup CI/CD pipeline\",\n \"description\": \"Configure Jenkins pipelines for automated testing and deployment.\",\n \"status\": \"closed\",\n \"priority\": \"low\",\n \"category\": \"devops\",\n \"assignee\": \"carol\",\n \"createdAt\": \"2025-09-30T11:00:00Z\",\n \"price\": 800,\n \"documentContentWordsChunked\": []\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Show tickets\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Here are the most recent tickets from the Project Management 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 the most recent 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": "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 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 on floor 3\",\n \"description\": \"Users report intermittent latency affecting VoIP 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\": \"Investigation started on router R12.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1002\",\n \"title\": \"Printer malfunction in accounting\",\n \"description\": \"Printer prints blank pages after the first 10 sheets.\",\n \"status\": \"closed\",\n \"priority\": \"medium\",\n \"category\": \"hardware\",\n \"assignee\": \"john.doe\",\n \"createdAt\": \"2025-09-15T14:42:10Z\",\n \"price\": 0,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Replaced toner cartridge and tested.\",\n \"embedding\": [\n 0,\n 0,\n 0\n ]\n }\n ]\n },\n {\n \"ticketId\": \"TCK-1003\",\n \"title\": \"Software license renewal for CRM\",\n \"description\": \"License expires next month; need to renew for 50 users.\",\n \"status\": \"in_progress\",\n \"priority\": \"low\",\n \"category\": \"software\",\n \"assignee\": \"jane.smith\",\n \"createdAt\": \"2025-11-01T09:00:00Z\",\n \"price\": 1200,\n \"documentContentWordsChunked\": [\n {\n \"passage\": \"Contacted vendor for renewal quote.\",\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 the latest tickets.\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent tickets sorted by creation date.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"list 10 recent tickets\",\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": []\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n }\n]\n\nUser Query: Show 31 open high‑priority network tickets assigned to tech support\n\nRephrased Query: Retrieve 31 tickets where status is open, priority is high, category is network, and assignee is tech support\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"listing_with_filters\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 31,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"must\": [\n {\n \"match_all\": {}\n }\n ],\n \"filter\": [\n {\n \"term\": {\n \"status\": \"open\"\n }\n },\n {\n \"term\": {\n \"priority\": \"high\"\n }\n },\n {\n \"term\": {\n \"category\": \"network\"\n }\n },\n {\n \"term\": {\n \"assignee\": \"tech support\"\n }\n }\n ]\n }\n },\n \"sort\": [\n {\n \"createdAt\": {\n \"order\": \"desc\"\n }\n }\n ]\n }\n}"
}
] |
{
"domain": "Inventory Items",
"data_type": "structured",
"query_type": "listing_with_filters",
"pattern": "initial",
"pattern_type": "filtered_search",
"size": 31,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: 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 – 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 \"access\",\n \"encryption\"\n ],\n \"confidentialityLevel\": \"confidential\"\n },\n {\n \"documentId\": \"DOC-002\",\n \"title\": \"Remote Work Guidelines\",\n \"author\": \"bob.jones\",\n \"department\": \"Human Resources\",\n \"createdAt\": \"2024-02-01T14:00:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"draft\",\n \"category\": \"guideline\",\n \"tags\": [\n \"remote\",\n \"work\",\n \"policy\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"DOC-003\",\n \"title\": \"Finance Department Annual Report 2024\",\n \"author\": \"carol.lee\",\n \"department\": \"Finance\",\n \"createdAt\": \"2024-03-20T08:15:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"approved\",\n \"category\": \"report\",\n \"tags\": [\n \"annual\",\n \"finance\",\n \"2024\"\n ],\n \"confidentialityLevel\": \"restricted\"\n }\n]\n\nChat History:\n[]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"List all documents\",\n \"dsl_type\": \"match_all\",\n \"dsl_query\": {\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"match_all\": {}\n }\n }\n }\n]\n\nUser Query: Show approved policies\n\nRephrased Query: List approved policy documents\n\nAVAILABLE TEMPLATES:\n\nTEMPLATE: hybrid_search\nUse for: Semantic questions WITHOUT filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"queries\": [\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"match\": {\n \"documentContentWordsChunked.passage\": {\n \"query\": \"{{search_query}}\",\n \"boost\": {{keyword_boost}}\n }\n }\n },\n \"inner_hits\": {\n \"size\": {{inner_hits_size}},\n \"_source\": [\"documentContentWordsChunked.passage\"]\n }\n }\n },\n {\n \"nested\": {\n \"path\": \"documentContentWordsChunked\",\n \"score_mode\": \"max\",\n \"query\": {\n \"neural\": {\n \"documentContentWordsChunked.embedding\": {\n \"query_text\": \"{{search_query}}\",\n \"k\": {{neural_k}},\n \"boost\": {{neural_boost}}\n }\n }\n }\n }\n }\n ]\n }\n }\n}\n\nTEMPLATE: hybrid_search_with_filters\nUse for: Semantic questions WITH filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"hybrid\": {\n \"filter\": {{filters_object}},\n \"queries\": [... same as hybrid_search ...]\n }\n }\n}\n\nTEMPLATE: listing\nUse for: List ALL documents WITHOUT ANY filters\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\"match_all\": {}},\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nTEMPLATE: listing_with_filters\nUse for: List documents WITH filters\nIMPORTANT: Use \"filter\" array inside bool, NOT \"must\"\n{\n \"_source\": {\"excludes\": [\"documentContentWordsChunked\",\"documentContentWords\"]},\n \"size\": {{result_size}},\n \"from\": {{from}},\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"value\"}},\n {\"term\": {\"priority\": \"value\"}},\n {\"range\": {\"createdAt\": {\"gte\": \"date\"}}}\n ]\n }\n },\n \"sort\": [{\"createdAt\": {\"order\": \"desc\"}}]\n}\n\nSIZE EXAMPLES:\n✅ \"show tickets\" → size: 10 (default)\n✅ \"show 20 tickets\" → size: 20 (explicit in query)\n✅ \"list 50 documents\" → size: 50 (explicit in query)\n✅ \"next page\" → size: same as previous query\n❌ \"show tickets\" → size: 73 (WRONG - arbitrary)\n❌ \"list policies\" → size: 15 (WRONG - not specified)"
},
{
"from": "gpt",
"value": "{\n \"dsl_type\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 10,\n \"from\": 0,\n \"query\": {\n \"bool\": {\n \"should\": [\n {\n \"match_all\": {}\n },\n {\n \"knn\": {\n \"field\": \"documentContentWordsChunked.embedding\",\n \"query_vector\": \"<PLACEHOLDER_VECTOR>\",\n \"k\": 10,\n \"num_candidates\": 100\n }\n }\n ],\n \"minimum_should_match\": 1,\n \"filter\": [\n {\n \"term\": {\n \"status\": \"approved\"\n }\n },\n {\n \"term\": {\n \"category\": \"policy\"\n }\n }\n ]\n }\n }\n }\n}"
}
] |
{
"domain": "Legal Documents",
"data_type": "unstructured",
"query_type": "hybrid_search",
"pattern": "initial",
"pattern_type": "categorical_listing",
"size": 10,
"from": 0,
"is_pagination": false
}
|
[
{
"from": "system",
"value": "{\n \"Reasoning\": \"high\",\n \"name\": \"OpenSearch DSL Generation Agent\",\n \"task\": \"Generate PERFECT OpenSearch DSL following EXACT template structure and size requirements.\",\n \"context\": \"Use user_query and rephrased_query together. Rephrased_query is main semantic text; retain filters from user_query.\",\n \n \"CRITICAL_RULES\": [\n \"SIZE: Use EXACT size from user query or default 10 - NO OTHER VALUES\",\n \"TEMPLATE: listing WITH filters MUST use listing_with_filters type\",\n \"FILTERS: listing_with_filters uses bool.filter array, NOT bool.must\",\n \"FROM: Default 0 for initial, calculated for pagination\",\n \"STRUCTURE: Follow template structure EXACTLY - no modifications\"\n ],\n \n \"templates\": [\n {\"name\": \"hybrid_search\", \"use_when\": \"Semantic question without filters\"},\n {\"name\": \"hybrid_search_with_filters\", \"use_when\": \"Semantic question with filters\"},\n {\"name\": \"listing\", \"use_when\": \"List ALL documents without ANY filters\"},\n {\"name\": \"listing_with_filters\", \"use_when\": \"List documents WITH filters (must use filter array)\"}\n ],\n \n \"template_selection_logic\": {\n \"step1\": \"Is query semantic (about content/meaning)? → hybrid_* types\",\n \"step2\": \"Is query listing (show/list by field values)? → listing_* types\",\n \"step3\": \"Does query have filters (status, date, author, etc)? → *_with_filters\",\n \"step4\": \"No filters at all? → base type (hybrid_search or listing)\"\n },\n \n \"size_rules\": {\n \"default\": \"10 (when user doesn't specify)\",\n \"explicit\": \"Extract from query: 'show 20', 'get 50', 'list 100'\",\n \"pagination\": \"Keep same as previous query\",\n \"examples\": {\n \"show tickets\": \"size: 10 (default)\",\n \"show 25 tickets\": \"size: 25 (explicit)\",\n \"list 100 documents\": \"size: 100 (explicit)\",\n \"next page\": \"size: same as previous\"\n }\n },\n \n \"filter_structure\": {\n \"listing_with_filters\": {\n \"correct\": {\n \"query\": {\n \"bool\": {\n \"must\": [{\"match_all\": {}}],\n \"filter\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n },\n \"WRONG\": {\n \"query\": {\n \"bool\": {\n \"must\": [\n {\"term\": {\"status\": \"Open\"}},\n {\"term\": {\"priority\": \"High\"}}\n ]\n }\n }\n }\n }\n },\n \n \"defaults\": {\n \"result_size\": 10,\n \"from\": 0,\n \"keyword_boost\": 4.0,\n \"neural_boost\": 3.5,\n \"neural_k\": 60,\n \"inner_hits_size\": 3\n },\n \n \"response_format\": {\n \"dsl_type\": \"EXACT: hybrid_search | hybrid_search_with_filters | listing | listing_with_filters\",\n \"dsl_query\": \"Complete OpenSearch DSL matching template structure EXACTLY\"\n }\n}"
},
{
"from": "human",
"value": "Domain Name: Customer Support Tickets\n\nField Mappings:\n{\n \"properties\": {\n \"documentId\": {\n \"type\": \"keyword\"\n },\n \"title\": {\n \"type\": \"text\"\n },\n \"author\": {\n \"type\": \"keyword\"\n },\n \"department\": {\n \"type\": \"keyword\"\n },\n \"createdAt\": {\n \"type\": \"date\"\n },\n \"fileType\": {\n \"type\": \"keyword\"\n },\n \"status\": {\n \"type\": \"keyword\"\n },\n \"category\": {\n \"type\": \"keyword\"\n },\n \"tags\": {\n \"type\": \"keyword\"\n },\n \"confidentialityLevel\": {\n \"type\": \"keyword\"\n },\n \"documentContentWordsChunked\": {\n \"type\": \"nested\",\n \"properties\": {\n \"passage\": {\n \"type\": \"text\"\n },\n \"embedding\": {\n \"type\": \"knn_vector\",\n \"dimension\": 768\n }\n }\n }\n }\n}\n\nSample Documents:\n[\n {\n \"documentId\": \"TCKT-00123\",\n \"title\": \"Password Reset Request\",\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 \"password\",\n \"reset\"\n ],\n \"confidentialityLevel\": \"internal\"\n },\n {\n \"documentId\": \"TCKT-00456\",\n \"title\": \"VPN Connectivity Issue\",\n \"author\": \"asmith\",\n \"department\": \"Network Operations\",\n \"createdAt\": \"2024-09-10T14:20:00Z\",\n \"fileType\": \"pdf\",\n \"status\": \"closed\",\n \"category\": \"network\",\n \"tags\": [\n \"vpn\",\n \"connectivity\"\n ],\n \"confidentialityLevel\": \"public\"\n },\n {\n \"documentId\": \"TCKT-00789\",\n \"title\": \"Software License Renewal\",\n \"author\": \"mbrown\",\n \"department\": \"Procurement\",\n \"createdAt\": \"2024-09-08T11:05:00Z\",\n \"fileType\": \"docx\",\n \"status\": \"pending\",\n \"category\": \"license\",\n \"tags\": [\n \"software\",\n \"renewal\"\n ],\n \"confidentialityLevel\": \"confidential\"\n }\n]\n\nChat History:\n[\n {\n \"role\": \"user\",\n \"content\": \"Can you list the latest tickets for me?\"\n },\n {\n \"role\": \"assistant\",\n \"content\": \"Sure, here are the most recent support tickets.\"\n }\n]\n\nPrevious DSL History:\n[\n {\n \"user_query\": \"Show 10 recent 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 40 recent support tickets\n\nRephrased Query: Retrieve 40 most 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\": \"hybrid_search\",\n \"dsl_query\": {\n \"_source\": {\n \"excludes\": [\n \"documentContentWordsChunked\",\n \"documentContentWords\"\n ]\n },\n \"size\": 40,\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": "complex_query",
"size": 40,
"from": 0,
"is_pagination": false
}
|
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