Files cleanup

README.md

@@ -26,7 +26,7 @@ Or manual smoke test in test_backend.py
 
 python scripts\seed_data.py
 
-python scripts/train_model.py
+python scripts\train_model.py
 
 python scripts\evaluate.py
 

data/mcp/history.json

@@ -1,16 +0,0 @@
-{
-    "finance": {
-        "invoice": [
-            {
-                "document_id": "INV-20250101",
-                "processed_at": "2025-01-01T12:00:00",
-                "label": "finance.invoice"
-            },
-            {
-                "document_id": "INV-20250102",
-                "processed_at": "2025-01-02T15:30:00",
-                "label": "finance.invoice"
-            }
-        ]
-    }
-}

data/mcp/policies.json

@@ -1,16 +0,0 @@
-{
-    "finance": {
-        "invoice": [
-            {
-                "policy_id": "FIN001",
-                "rule": "Invoice amount must be positive",
-                "severity": "high"
-            },
-            {
-                "policy_id": "FIN002",
-                "rule": "Invoice must contain a date",
-                "severity": "medium"
-            }
-        ]
-    }
-}

data/mcp/taxonomy.json

@@ -1,25 +0,0 @@
-{
-    "finance": {
-        "invoice": {
-            "description": "Documents related to invoices, payments, and bills.",
-            "keywords": ["invoice", "payment", "amount", "total"]
-        },
-        "expense_report": {
-            "description": "Internal employee expense reports.",
-            "keywords": ["expense", "reimbursement", "report"]
-        }
-    },
-    "hr": {
-    "leave_request": {"..."},
-    "policy": {
-        "description": "Internal HR policies and guidelines.",
-        "keywords": ["policy", "guideline", "compliance"]
-        }
-    },
-    "legal": {
-        "contract": {
-            "description": "Contracts, agreements, and legal documents.",
-            "keywords": ["contract", "agreement", "nda", "sla"]
-        }
-    }
-}

docker-compose.yml

@@ -1,69 +0,0 @@
-# =====================================================
-# LOCAL DEVELOPMENT ONLY
-# Not used or supported by Hugging Face Spaces
-# Provides distributed MCP servers for local testing
-# =====================================================
-
-version: "3.9"
-
-services:
-  # -------------------------
-  # FastAPI Backend
-  # -------------------------
-  backend:
-    build:
-      context: .
-      dockerfile: Dockerfile
-    container_name: nlp_backend
-    command: uvicorn app.main:app --host 0.0.0.0 --port 8000
-    ports:
-      - "8000:8000"
-    volumes:
-      - ./app:/app
-      - ./models:/app/models
-      - ./logs:/app/logs
-      - ./data:/app/data
-    environment:
-      ENV: local
-      DEBUG: "true"
-      MCP_EMBEDDED: "false"
-      MCP_DISTRIBUTED_TAXONOMY_URL: http://taxonomy_server:7001
-      MCP_DISTRIBUTED_POLICY_URL: http://policy_server:7002
-      MCP_DISTRIBUTED_HISTORY_URL: http://history_server:7003
-    depends_on:
-      - taxonomy_server
-      - policy_server
-      - history_server
-
-  # -------------------------
-  # MCP Servers
-  # -------------------------
-  taxonomy_server:
-    build:
-      context: ./mcp_servers/taxonomy_server
-    container_name: taxonomy_server
-    command: python server.py
-    ports:
-      - "7001:7001"
-    volumes:
-      - ./mcp_servers/taxonomy_server/data:/app/data
-
-  policy_server:
-    build:
-      context: ./mcp_servers/policy_server
-    container_name: policy_server
-    command: python server.py
-    ports:
-      - "7002:7002"
-    volumes:
-      - ./mcp_servers/policy_server/data:/app/data
-
-  history_server:
-    build:
-      context: ./mcp_servers/history_server
-    container_name: history_server
-    command: python server.py
-    ports:
-      - "7003:7003"
-    volumes:
-      - ./mcp_servers/history_server/data:/app/data