Squashed 'ai-context/trustgraph-templates/' content from commit 42a5fd1b

git-subtree-dir: ai-context/trustgraph-templates
git-subtree-split: 42a5fd1b678f32be378062e30451e2052ccb95dd

trustgraph_configurator/templates/2.2/flows/document-store.jsonnet

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+// Document store module
+// Infrastructure for document-based RAG using chunk embeddings
+// Handles document embedding storage, retrieval, and question answering
+
+local helpers = import "helpers.jsonnet";
+local flow = helpers.flow;
+local request = helpers.request;
+local response = helpers.response;
+local request_response = helpers.request_response;
+
+// Import shared services
+local llm_services = import "llm-services.jsonnet";
+local embeddings_service = import "embeddings-service.jsonnet";
+
+// Merge shared services with document store configuration
+llm_services + embeddings_service + {
+
+    // External interfaces for document store
+    "interfaces" +: {
+        // Document embedding storage and retrieval
+        "document-embeddings-store": flow("document-embeddings-store:{id}"),
+        "document-rag": request_response("document-rag:{id}"),
+        "document-embeddings": request_response("document-embeddings:{id}"),
+    },
+
+    // Flow-level processors for document embedding and storage
+    "flow" +: {
+        "document-embeddings:{id}": {
+            input: flow("chunk-load:{id}"),
+            output: flow("document-embeddings-store:{id}"),
+            "embeddings-request": request("embeddings:{id}"),
+            "embeddings-response": response("embeddings:{id}"),
+        },
+        "doc-embeddings-write:{id}": {
+            input: flow("document-embeddings-store:{id}"),
+        },
+        "document-rag:{id}": {
+            request: request("document-rag:{id}"),
+            response: response("document-rag:{id}"),
+            "embeddings-request": request("embeddings:{id}"),
+            "embeddings-response": response("embeddings:{id}"),
+            "prompt-request": request("prompt-rag:{id}"),
+            "prompt-response": response("prompt-rag:{id}"),
+            "document-embeddings-request": request("document-embeddings:{id}"),
+            "document-embeddings-response": response("document-embeddings:{id}"),
+            explainability: flow("triples-store:{id}"),
+        },
+        "doc-embeddings-query:{id}": {
+            request: request("document-embeddings:{id}"),
+            response: response("document-embeddings:{id}"),
+        },
+    },
+
+    // Blueprint-level processors for document RAG operations
+    "blueprint" +: {
+    },
+}