feat: fix multi-tanant bug for nebula; add create index; fix some fun…

.gitignore

@@ -6,13 +6,16 @@ tmp/
 **/tmp_data/
 
 # evaluation data
+*.csv
+*.jsonl
 evaluation/*tmp/
 evaluation/results
 evaluation/.env
 !evaluation/configs-example/*.json
 evaluation/configs/*
 **tree_textual_memory_locomo**
 .env
+evaluation/scripts/personamem
 
 # Byte-compiled / optimized / DLL files
 __pycache__/

docker/Dockerfile

@@ -1,5 +1,7 @@
+# Base image
 FROM python:3.11-slim
 
+# Install dependencies
 RUN apt-get update && apt-get install -y \
     gcc \
     g++ \
@@ -9,17 +11,25 @@ RUN apt-get update && apt-get install -y \
     curl \
     && rm -rf /var/lib/apt/lists/*
 
+# Set working directory
 WORKDIR /app
 
+# Set Hugging Face mirror
 ENV HF_ENDPOINT=https://hf-mirror.com
 
-COPY requirements.txt .
+# Install Python packages
+COPY docker/requirements.txt .
 RUN pip install --upgrade pip && pip install --no-cache-dir -r requirements.txt
 
-RUN pip install chonkie
+# Copy application code
+COPY docker/ ./docker/
+COPY src/ ./src/
 
-COPY ../. .
+# Set Python import path
 ENV PYTHONPATH=/app/src
 
+# Expose port
 EXPOSE 8000
+
+# Start the docker
 CMD ["uvicorn", "memos.api.product_api:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]

docker/docker-compose.yml

@@ -2,10 +2,10 @@ name: memos-dev
 
 services:
   memos:
-    container_name: memos-api-server
+    container_name: memos-api-docker
     build:
       context: ..
-      dockerfile: Dockerfile
+      dockerfile: docker/Dockerfile
     ports:
       - "8000:8000"
     env_file:
@@ -15,14 +15,16 @@ services:
       - qdrant
     environment:
       - PYTHONPATH=/app/src
+      - HF_ENDPOINT=https://hf-mirror.com
     volumes:
-      - .:/app
+      - ../src:/app/src
+      - .:/app/docker
     networks:
       - memos_network
 
   neo4j:
     image: neo4j:5.26.4
-    container_name: neo4j-server
+    container_name: neo4j-docker
     ports:
       - "7474:7474"   # HTTP
       - "7687:7687"   # Bolt
@@ -43,7 +45,7 @@ services:
 
   qdrant:
     image: qdrant/qdrant:v1.15.0
-    container_name: qdrant-server
+    container_name: qdrant-docker
     ports:
       - "6333:6333"  # REST API
       - "6334:6334"  # gRPC API

docker/requirements.txt

@@ -2,24 +2,33 @@ annotated-types==0.7.0 ; python_version >= "3.10" and python_version < "4.0"
 anyio==4.9.0 ; python_version >= "3.10" and python_version < "4.0"
 attrs==25.3.0 ; python_version >= "3.10" and python_version < "4.0"
 authlib==1.6.0 ; python_version >= "3.10" and python_version < "4.0"
+beautifulsoup4==4.13.4 ; python_version >= "3.10" and python_version < "4.0"
 certifi==2025.7.14 ; python_version >= "3.10" and python_version < "4.0"
 cffi==1.17.1 ; python_version >= "3.10" and python_version < "4.0" and platform_python_implementation != "PyPy"
+cfgv==3.4.0 ; python_version >= "3.10" and python_version < "4.0"
 charset-normalizer==3.4.2 ; python_version >= "3.10" and python_version < "4.0"
+chonkie==1.1.1 ; python_version >= "3.10" and python_version < "4.0"
 click==8.2.1 ; python_version >= "3.10" and python_version < "4.0"
+cobble==0.1.4 ; python_version >= "3.10" and python_version < "4.0"
 colorama==0.4.6 ; python_version >= "3.10" and python_version < "4.0" and (platform_system == "Windows" or sys_platform == "win32")
+coloredlogs==15.0.1 ; python_version >= "3.10" and python_version < "4.0"
 cryptography==45.0.5 ; python_version >= "3.10" and python_version < "4.0"
 cyclopts==3.22.2 ; python_version >= "3.10" and python_version < "4.0"
+defusedxml==0.7.1 ; python_version >= "3.10" and python_version < "4.0"
+distlib==0.4.0 ; python_version >= "3.10" and python_version < "4.0"
 distro==1.9.0 ; python_version >= "3.10" and python_version < "4.0"
 dnspython==2.7.0 ; python_version >= "3.10" and python_version < "4.0"
 docstring-parser==0.16 ; python_version >= "3.10" and python_version < "4.0"
 docutils==0.21.2 ; python_version >= "3.10" and python_version < "4.0"
 email-validator==2.2.0 ; python_version >= "3.10" and python_version < "4.0"
+et-xmlfile==2.0.0 ; python_version >= "3.10" and python_version < "4.0"
 exceptiongroup==1.3.0 ; python_version >= "3.10" and python_version < "4.0"
 fastapi-cli==0.0.8 ; python_version >= "3.10" and python_version < "4.0"
 fastapi-cloud-cli==0.1.4 ; python_version >= "3.10" and python_version < "4.0"
 fastapi==0.115.14 ; python_version >= "3.10" and python_version < "4.0"
 fastmcp==2.10.5 ; python_version >= "3.10" and python_version < "4.0"
 filelock==3.18.0 ; python_version >= "3.10" and python_version < "4.0"
+flatbuffers==25.2.10 ; python_version >= "3.10" and python_version < "4.0"
 fsspec==2025.7.0 ; python_version >= "3.10" and python_version < "4.0"
 greenlet==3.2.3 ; python_version >= "3.10" and python_version < "3.14" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32")
 h11==0.16.0 ; python_version >= "3.10" and python_version < "4.0"
@@ -29,33 +38,59 @@ httptools==0.6.4 ; python_version >= "3.10" and python_version < "4.0"
 httpx-sse==0.4.1 ; python_version >= "3.10" and python_version < "4.0"
 httpx==0.28.1 ; python_version >= "3.10" and python_version < "4.0"
 huggingface-hub==0.33.4 ; python_version >= "3.10" and python_version < "4.0"
+humanfriendly==10.0 ; python_version >= "3.10" and python_version < "4.0"
+identify==2.6.12 ; python_version >= "3.10" and python_version < "4.0"
 idna==3.10 ; python_version >= "3.10" and python_version < "4.0"
+iniconfig==2.1.0 ; python_version >= "3.10" and python_version < "4.0"
 itsdangerous==2.2.0 ; python_version >= "3.10" and python_version < "4.0"
 jinja2==3.1.6 ; python_version >= "3.10" and python_version < "4.0"
 jiter==0.10.0 ; python_version >= "3.10" and python_version < "4.0"
 joblib==1.5.1 ; python_version >= "3.10" and python_version < "4.0"
 jsonschema-specifications==2025.4.1 ; python_version >= "3.10" and python_version < "4.0"
 jsonschema==4.24.1 ; python_version >= "3.10" and python_version < "4.0"
+lxml==6.0.0 ; python_version >= "3.10" and python_version < "4.0"
+magika==0.6.2 ; python_version >= "3.10" and python_version < "4.0"
+mammoth==1.9.1 ; python_version >= "3.10" and python_version < "4.0"
 markdown-it-py==3.0.0 ; python_version >= "3.10" and python_version < "4.0"
+markdownify==1.1.0 ; python_version >= "3.10" and python_version < "4.0"
+markitdown==0.1.2 ; python_version >= "3.10" and python_version < "4.0"
 markupsafe==3.0.2 ; python_version >= "3.10" and python_version < "4.0"
 mcp==1.12.0 ; python_version >= "3.10" and python_version < "4.0"
 mdurl==0.1.2 ; python_version >= "3.10" and python_version < "4.0"
+mpmath==1.3.0 ; python_version >= "3.10" and python_version < "4.0"
+neo4j==5.28.1 ; python_version >= "3.10" and python_version < "4.0"
+nodeenv==1.9.1 ; python_version >= "3.10" and python_version < "4.0"
 numpy==2.2.6 ; python_version == "3.10"
 numpy==2.3.1 ; python_version >= "3.11" and python_version < "4.0"
 ollama==0.4.9 ; python_version >= "3.10" and python_version < "4.0"
+onnxruntime==1.22.1 ; python_version >= "3.10" and python_version < "4.0"
 openai==1.97.0 ; python_version >= "3.10" and python_version < "4.0"
 openapi-pydantic==0.5.1 ; python_version >= "3.10" and python_version < "4.0"
+openpyxl==3.1.5 ; python_version >= "3.10" and python_version < "4.0"
 orjson==3.11.0 ; python_version >= "3.10" and python_version < "4.0"
 packaging==25.0 ; python_version >= "3.10" and python_version < "4.0"
+pandas==2.3.1 ; python_version >= "3.10" and python_version < "4.0"
+pdfminer-six==20250506 ; python_version >= "3.10" and python_version < "4.0"
+pillow==11.3.0 ; python_version >= "3.10" and python_version < "4.0"
+platformdirs==4.3.8 ; python_version >= "3.10" and python_version < "4.0"
+pluggy==1.6.0 ; python_version >= "3.10" and python_version < "4.0"
+pre-commit==4.2.0 ; python_version >= "3.10" and python_version < "4.0"
+protobuf==6.31.1 ; python_version >= "3.10" and python_version < "4.0"
 pycparser==2.22 ; python_version >= "3.10" and python_version < "4.0" and platform_python_implementation != "PyPy"
 pydantic-core==2.33.2 ; python_version >= "3.10" and python_version < "4.0"
 pydantic-extra-types==2.10.5 ; python_version >= "3.10" and python_version < "4.0"
 pydantic-settings==2.10.1 ; python_version >= "3.10" and python_version < "4.0"
 pydantic==2.11.7 ; python_version >= "3.10" and python_version < "4.0"
 pygments==2.19.2 ; python_version >= "3.10" and python_version < "4.0"
 pyperclip==1.9.0 ; python_version >= "3.10" and python_version < "4.0"
+pyreadline3==3.5.4 ; python_version >= "3.10" and python_version < "4.0" and sys_platform == "win32"
+pytest-asyncio==0.23.8 ; python_version >= "3.10" and python_version < "4.0"
+pytest==8.4.1 ; python_version >= "3.10" and python_version < "4.0"
+python-dateutil==2.9.0.post0 ; python_version >= "3.10" and python_version < "4.0"
 python-dotenv==1.1.1 ; python_version >= "3.10" and python_version < "4.0"
 python-multipart==0.0.20 ; python_version >= "3.10" and python_version < "4.0"
+python-pptx==1.0.2 ; python_version >= "3.10" and python_version < "4.0"
+pytz==2025.2 ; python_version >= "3.10" and python_version < "4.0"
 pywin32==311 ; python_version >= "3.10" and python_version < "4.0" and (platform_system == "Windows" or sys_platform == "win32")
 pyyaml==6.0.2 ; python_version >= "3.10" and python_version < "4.0"
 referencing==0.36.2 ; python_version >= "3.10" and python_version < "4.0"
@@ -66,27 +101,37 @@ rich-toolkit==0.14.8 ; python_version >= "3.10" and python_version < "4.0"
 rich==14.0.0 ; python_version >= "3.10" and python_version < "4.0"
 rignore==0.6.2 ; python_version >= "3.10" and python_version < "4.0"
 rpds-py==0.26.0 ; python_version >= "3.10" and python_version < "4.0"
+ruff==0.11.13 ; python_version >= "3.10" and python_version < "4.0"
 safetensors==0.5.3 ; python_version >= "3.10" and python_version < "4.0"
+schedule==1.2.2 ; python_version >= "3.10" and python_version < "4.0"
 scikit-learn==1.7.0 ; python_version >= "3.10" and python_version < "4.0"
 scipy==1.15.3 ; python_version == "3.10"
 scipy==1.16.0 ; python_version >= "3.11" and python_version < "4.0"
 sentry-sdk==2.33.0 ; python_version >= "3.10" and python_version < "4.0"
 shellingham==1.5.4 ; python_version >= "3.10" and python_version < "4.0"
+six==1.17.0 ; python_version >= "3.10" and python_version < "4.0"
 sniffio==1.3.1 ; python_version >= "3.10" and python_version < "4.0"
+soupsieve==2.7 ; python_version >= "3.10" and python_version < "4.0"
 sqlalchemy==2.0.41 ; python_version >= "3.10" and python_version < "4.0"
 sse-starlette==2.4.1 ; python_version >= "3.10" and python_version < "4.0"
 starlette==0.46.2 ; python_version >= "3.10" and python_version < "4.0"
+sympy==1.14.0 ; python_version >= "3.10" and python_version < "4.0"
 tenacity==9.1.2 ; python_version >= "3.10" and python_version < "4.0"
 threadpoolctl==3.6.0 ; python_version >= "3.10" and python_version < "4.0"
 tokenizers==0.21.2 ; python_version >= "3.10" and python_version < "4.0"
+tomli==2.2.1 ; python_version == "3.10"
 tqdm==4.67.1 ; python_version >= "3.10" and python_version < "4.0"
 transformers==4.53.2 ; python_version >= "3.10" and python_version < "4.0"
 typer==0.16.0 ; python_version >= "3.10" and python_version < "4.0"
 typing-extensions==4.14.1 ; python_version >= "3.10" and python_version < "4.0"
 typing-inspection==0.4.1 ; python_version >= "3.10" and python_version < "4.0"
+tzdata==2025.2 ; python_version >= "3.10" and python_version < "4.0"
 ujson==5.10.0 ; python_version >= "3.10" and python_version < "4.0"
 urllib3==2.5.0 ; python_version >= "3.10" and python_version < "4.0"
 uvicorn==0.35.0 ; python_version >= "3.10" and python_version < "4.0"
 uvloop==0.21.0 ; python_version >= "3.10" and python_version < "4.0" and platform_python_implementation != "PyPy" and sys_platform != "win32" and sys_platform != "cygwin"
+virtualenv==20.31.2 ; python_version >= "3.10" and python_version < "4.0"
 watchfiles==1.1.0 ; python_version >= "3.10" and python_version < "4.0"
 websockets==15.0.1 ; python_version >= "3.10" and python_version < "4.0"
+xlrd==2.0.2 ; python_version >= "3.10" and python_version < "4.0"
+xlsxwriter==3.2.5 ; python_version >= "3.10" and python_version < "4.0"

docs/openapi.json

@@ -884,7 +884,7 @@
             "type": "string",
             "title": "Session Id",
             "description": "Session ID for the MOS. This is used to distinguish between different dialogue",
-            "default": "a47d75a0-5ee8-473f-86c4-3f09073fd59f"
+            "default": "842877f4-c3f7-4c22-ad38-5950026870fe"
           },
           "chat_model": {
             "$ref": "#/components/schemas/LLMConfigFactory",
@@ -905,6 +905,10 @@
             ],
             "description": "Memory scheduler configuration for managing memory operations"
           },
+          "user_manager": {
+            "$ref": "#/components/schemas/UserManagerConfigFactory",
+            "description": "User manager configuration for database operations"
+          },
           "max_turns_window": {
             "type": "integer",
             "title": "Max Turns Window",
@@ -1370,6 +1374,25 @@
         "title": "UserListResponse",
         "description": "Response model for user list operations."
       },
+      "UserManagerConfigFactory": {
+        "properties": {
+          "backend": {
+            "type": "string",
+            "title": "Backend",
+            "description": "Backend for user manager",
+            "default": "sqlite"
+          },
+          "config": {
+            "additionalProperties": true,
+            "type": "object",
+            "title": "Config",
+            "description": "Configuration for the user manager backend"
+          }
+        },
+        "type": "object",
+        "title": "UserManagerConfigFactory",
+        "description": "Factory for user manager configurations."
+      },
       "UserResponse": {
         "properties": {
           "code": {

evaluation/scripts/locomo/locomo_eval.py

@@ -32,7 +32,6 @@
 except Exception as e:
     print(f"Warning: Failed to download NLTK resources: {e}")
 
-
 try:
     sentence_model_name = "Qwen/Qwen3-Embedding-0.6B"
     sentence_model = SentenceTransformer(sentence_model_name)
@@ -363,8 +362,7 @@ async def limited_task(task):
     parser.add_argument(
         "--lib",
         type=str,
-        choices=["zep", "memos", "mem0", "mem0_graph", "langmem", "openai"],
-        help="Specify the memory framework (zep or memos or mem0 or mem0_graph)",
+        choices=["zep", "memos", "mem0", "mem0_graph", "openai", "memos-api", "memobase"],
     )
     parser.add_argument(
         "--version",