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33 commits

Author SHA1 Message Date
anouarbm
349c1945db Optimize RAGAS evaluation with parallel execution and chunk content enrichment
Added efficient RAG evaluation system with optimized API calls and comprehensive benchmarking.

Key Features:
- Single API call per evaluation (2x faster than before)
- Parallel evaluation based on MAX_ASYNC environment variable
- Chunk content enrichment in /query endpoint responses
- Comprehensive benchmark statistics (moyennes)
- NaN-safe metric calculations

API Changes:
- Added include_chunk_content parameter to QueryRequest (backward compatible)
- /query endpoint enriches references with actual chunk content when requested
- No breaking changes - default behavior unchanged

Evaluation Improvements:
- Parallel execution using asyncio.Semaphore (respects MAX_ASYNC)
- Shared HTTP client with connection pooling
- Proper timeout handling (3min connect, 5min read)
- Debug output for context retrieval verification
- Benchmark statistics with averages, min/max scores

Results:
- Moyenne RAGAS Score: 0.9772
- Perfect Faithfulness: 1.0000
- Perfect Context Recall: 1.0000
- Perfect Context Precision: 1.0000
- Excellent Answer Relevance: 0.9087

(cherry picked from commit 0bbef9814e)
2025-12-04 19:11:20 +08:00
yangdx
322ff19f72 Remove ascii_colors dependency and fix stream handling errors
• Remove ascii_colors.trace_exception calls
• Add SafeStreamHandler for closed streams
• Patch ascii_colors console handler
• Prevent ValueError on stream close
• Improve logging error handling

(cherry picked from commit 0fb2925c6a)
2025-12-04 19:11:13 +08:00
Raphael MANSUY
fe9b8ec02a
tests: stabilize integration tests + skip external services; fix multi-tenant API behavior and idempotency (#4)
* feat: Implement multi-tenant architecture with tenant and knowledge base models

- Added data models for tenants, knowledge bases, and related configurations.
- Introduced role and permission management for users in the multi-tenant system.
- Created a service layer for managing tenants and knowledge bases, including CRUD operations.
- Developed a tenant-aware instance manager for LightRAG with caching and isolation features.
- Added a migration script to transition existing workspace-based deployments to the new multi-tenant architecture.

* chore: ignore lightrag/api/webui/assets/ directory

* chore: stop tracking lightrag/api/webui/assets (ignore in .gitignore)

* feat: Initialize LightRAG Multi-Tenant Stack with PostgreSQL

- Added README.md for project overview, setup instructions, and architecture details.
- Created docker-compose.yml to define services: PostgreSQL, Redis, LightRAG API, and Web UI.
- Introduced env.example for environment variable configuration.
- Implemented init-postgres.sql for PostgreSQL schema initialization with multi-tenant support.
- Added reproduce_issue.py for testing default tenant access via API.

* feat: Enhance TenantSelector and update related components for improved multi-tenant support

* feat: Enhance testing capabilities and update documentation

- Updated Makefile to include new test commands for various modes (compatibility, isolation, multi-tenant, security, coverage, and dry-run).
- Modified API health check endpoint in Makefile to reflect new port configuration.
- Updated QUICK_START.md and README.md to reflect changes in service URLs and ports.
- Added environment variables for testing modes in env.example.
- Introduced run_all_tests.sh script to automate testing across different modes.
- Created conftest.py for pytest configuration, including database fixtures and mock services.
- Implemented database helper functions for streamlined database operations in tests.
- Added test collection hooks to skip tests based on the current MULTITENANT_MODE.

* feat: Implement multi-tenant support with demo mode enabled by default

- Added multi-tenant configuration to the environment and Docker setup.
- Created pre-configured demo tenants (acme-corp and techstart) for testing.
- Updated API endpoints to support tenant-specific data access.
- Enhanced Makefile commands for better service management and database operations.
- Introduced user-tenant membership system with role-based access control.
- Added comprehensive documentation for multi-tenant setup and usage.
- Fixed issues with document visibility in multi-tenant environments.
- Implemented necessary database migrations for user memberships and legacy support.

* feat(audit): Add final audit report for multi-tenant implementation

- Documented overall assessment, architecture overview, test results, security findings, and recommendations.
- Included detailed findings on critical security issues and architectural concerns.

fix(security): Implement security fixes based on audit findings

- Removed global RAG fallback and enforced strict tenant context.
- Configured super-admin access and required user authentication for tenant access.
- Cleared localStorage on logout and improved error handling in WebUI.

chore(logs): Create task logs for audit and security fixes implementation

- Documented actions, decisions, and next steps for both audit and security fixes.
- Summarized test results and remaining recommendations.

chore(scripts): Enhance development stack management scripts

- Added scripts for cleaning, starting, and stopping the development stack.
- Improved output messages and ensured graceful shutdown of services.

feat(starter): Initialize PostgreSQL with AGE extension support

- Created initialization scripts for PostgreSQL extensions including uuid-ossp, vector, and AGE.
- Ensured successful installation and verification of extensions.

* feat: Implement auto-select for first tenant and KB on initial load in WebUI

- Removed WEBUI_INITIAL_STATE_FIX.md as the issue is resolved.
- Added useTenantInitialization hook to automatically select the first available tenant and KB on app load.
- Integrated the new hook into the Root component of the WebUI.
- Updated RetrievalTesting component to ensure a KB is selected before allowing user interaction.
- Created end-to-end tests for multi-tenant isolation and real service interactions.
- Added scripts for starting, stopping, and cleaning the development stack.
- Enhanced API and tenant routes to support tenant-specific pipeline status initialization.
- Updated constants for backend URL to reflect the correct port.
- Improved error handling and logging in various components.

* feat: Add multi-tenant support with enhanced E2E testing scripts and client functionality

* update client

* Add integration and unit tests for multi-tenant API, models, security, and storage

- Implement integration tests for tenant and knowledge base management endpoints in `test_tenant_api_routes.py`.
- Create unit tests for tenant isolation, model validation, and role permissions in `test_tenant_models.py`.
- Add security tests to enforce role-based permissions and context validation in `test_tenant_security.py`.
- Develop tests for tenant-aware storage operations and context isolation in `test_tenant_storage_phase3.py`.

* feat(e2e): Implement OpenAI model support and database reset functionality

* Add comprehensive test suite for gpt-5-nano compatibility

- Introduced tests for parameter normalization, embeddings, and entity extraction.
- Implemented direct API testing for gpt-5-nano.
- Validated .env configuration loading and OpenAI API connectivity.
- Analyzed reasoning token overhead with various token limits.
- Documented test procedures and expected outcomes in README files.
- Ensured all tests pass for production readiness.

* kg(postgres_impl): ensure AGE extension is loaded in session and configure graph initialization

* dev: add hybrid dev helper scripts, Makefile, docker-compose.dev-db and local development docs

* feat(dev): add dev helper scripts and local development documentation for hybrid setup

* feat(multi-tenant): add detailed specifications and logs for multi-tenant improvements, including UX, backend handling, and ingestion pipeline

* feat(migration): add generated tenant/kb columns, indexes, triggers; drop unused tables; update schema and docs

* test(backward-compat): adapt tests to new StorageNameSpace/TenantService APIs (use concrete dummy storages)

* chore: multi-tenant and UX updates — docs, webui, storage, tenant service adjustments

* tests: stabilize integration tests + skip external services; fix multi-tenant API behavior and idempotency

- gpt5_nano_compatibility: add pytest-asyncio markers, skip when OPENAI key missing, prevent module-level asyncio.run collection, add conftest
- Ollama tests: add server availability check and skip markers; avoid pytest collection warnings by renaming helper classes
- Graph storage tests: rename interactive test functions to avoid pytest collection
- Document & Tenant routes: support external_ids for idempotency; ensure HTTPExceptions are re-raised
- LightRAG core: support external_ids in apipeline_enqueue_documents and idempotent logic
- Tests updated to match API changes (tenant routes & document routes)
- Add logs and scripts for inspection and audit
2025-12-04 16:04:21 +08:00
yangdx
df43afc89b Relax conversation history role validation requirements
• Remove strict role value checking
• Allow any non-empty string roles
2025-09-29 13:10:15 +08:00
yangdx
91be53ffd2 Fix linting 2025-09-27 22:36:38 +08:00
yangdx
e0ac05db90 Simplify query route documentation and clarify conversation history 2025-09-27 22:36:16 +08:00
yangdx
f66a0aad8b Update query streaming endpoint docs to clarify behavior 2025-09-27 22:27:49 +08:00
yangdx
e7948df541 Fix linting 2025-09-27 15:13:07 +08:00
yangdx
81caee3498 Enhance query API with streaming control and comprehensive documentation
- Add stream parameter to QueryRequest
- Support non-streaming in /query/stream
- Add detailed OpenAPI response schemas
- Expand endpoint documentation
- Include usage examples and error handling
2025-09-27 11:53:31 +08:00
yangdx
a528213210 Fix logging filter logic
• Fix boolean operator precedence in filter
• Consolidate GET/POST condition logic
2025-09-26 19:42:33 +08:00
yangdx
3ba06478a8 fix http log message order for streaming respond
- Move aquery_llm call outside generator
- Execute query before stream starts
2025-09-26 19:27:44 +08:00
yangdx
8cd4139cbf refactor: fix double query problem by add aquery_llm function for consistent response handling
- Add new aquery_llm/query_llm methods providing structured responses
- Consolidate /query and /query/stream endpoints to use unified aquery_llm
- Optimize cache handling by moving cache checks before LLM calls
2025-09-26 19:05:03 +08:00
yangdx
b848ca49e6 Fix linting 2025-09-25 16:22:00 +08:00
yangdx
b08b8a6a6a Add reference list support to query API endpoints with unified result handling
• Add include_references param to QueryRequest
• Extend QueryResponse with references field
• Create unified QueryResult data structures
• Refactor kg_query and naive_query functions
• Update streaming to send references first
2025-09-25 16:21:42 +08:00
yangdx
699ca3ba00 Remove deprecated history_turns and ids parameters from query API endpoint
• Update QueryParam documentation
• Mark history_turns as deprecated
• Clean up splash screen display
• Clarify conversation_history usage
2025-09-25 04:58:57 +08:00
yangdx
5eb4a4b799 feat: simplify citations, add reference merging, and restructure API response format 2025-09-24 14:30:10 +08:00
yangdx
c0d5abba6b Fix linting 2025-09-15 02:59:21 +08:00
yangdx
b1c8206346 Add aquery_data endpoint for structured retrieval without LLM generation
- Add QueryDataResponse model
- Implement /query/data endpoint
- Add aquery_data method to LightRAG
- Return entities, relationships, chunks
2025-09-15 02:15:14 +08:00
yangdx
99527027de feat: change default query mode from hybrid to mix
- Update default mode for Ollama chat endpoint
- Update default mode for query endpoint of LightRAG
2025-07-17 19:21:15 +08:00
zrguo
7c882313bb remove chunk_rerank_top_k 2025-07-15 11:52:34 +08:00
zrguo
ef2115d437 Update token limit 2025-07-14 15:53:48 +08:00
zrguo
d4651d59c1 Add rerank to server 2025-07-08 21:44:20 +08:00
yangdx
0f51ec48f1 fix: streaming error when only_need_context=True returns empty results
Prevents NoneType async iteration error by handling None responses
in stream_generator and ensuring kg_query returns valid strings.
2025-06-28 09:18:06 +08:00
yangdx
bb27bb4309 Fix linting 2025-05-22 09:59:53 +08:00
yumpyy
4d806a1263
feat(api): update endpoint to support new parameter
Update the API server to support the new parameter from the core library (PR #1032).
2025-05-21 15:50:05 +05:30
yangdx
d914de441e Add user_prompt to WebUI 2025-05-08 04:15:21 +08:00
yangdx
147f73002d Remove ll-keywords and hl-keywords from WebUI 2025-05-07 19:07:31 +08:00
choizhang
a12d60e4ea feat: Add query mode 'bypass' to bypass knowledge retrieval and directly use LLM 2025-04-11 02:57:34 +08:00
yangdx
90ef55960d Refactor authentication and whitelist handling
- Combined auth and API key dependencies
- Optimized whitelist path matching
- Added optional API key to OllamaAPI
2025-03-24 05:23:40 +08:00
Milin
63aa4f9dfc feat(api): Add user authentication functionality
- Implement JWT-based user authentication logic
- Add login endpoint and token validation middleware
- Update API routes with authentication dependencies
- Add authentication-related environment variables
- Optimize requirements.txt with necessary dependencies
2025-03-05 11:09:31 +08:00
yangdx
9ba12a4f31 refactor: remove redundant top_k checks in query routes
The top_k parameter already has a default value set in the QueryParam class (base.py), making these checks unnecessary. This change simplifies the code while maintaining the same functionality.

Changes:

Remove top_k check in query_text function
Remove top_k check in query_text_stream function
2025-02-21 18:53:43 +08:00
yangdx
a8abcf14ac Fit linting 2025-02-20 04:12:21 +08:00
yangdx
c0c87edc45 split lightrag_servery.py to smaller files 2025-02-20 03:26:39 +08:00