From 10ece0638f564d6ca92dd9f84daf0f0041822733 Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 17:33:59 +0200 Subject: [PATCH 001/108] clean up poetry --- cognee/infrastructure/llm/config.py | 35 +++++++++++-------- .../baml_src/extraction/extract_summary.py | 6 ++++ .../knowledge_graph/extract_content_graph.py | 3 ++ pyproject.toml | 15 ++++---- 4 files changed, 35 insertions(+), 24 deletions(-) diff --git a/cognee/infrastructure/llm/config.py b/cognee/infrastructure/llm/config.py index de2e2168e..1ff8f6433 100644 --- a/cognee/infrastructure/llm/config.py +++ b/cognee/infrastructure/llm/config.py @@ -3,7 +3,10 @@ from typing import Optional, ClassVar from functools import lru_cache from pydantic_settings import BaseSettings, SettingsConfigDict from pydantic import model_validator -from baml_py import ClientRegistry +try: + from baml_py import ClientRegistry +except ImportError: + ClientRegistry = None class LLMConfig(BaseSettings): @@ -63,25 +66,27 @@ class LLMConfig(BaseSettings): fallback_endpoint: str = "" fallback_model: str = "" - baml_registry: ClassVar[ClientRegistry] = ClientRegistry() + baml_registry: ClassVar = None model_config = SettingsConfigDict(env_file=".env", extra="allow") def model_post_init(self, __context) -> None: """Initialize the BAML registry after the model is created.""" - self.baml_registry.add_llm_client( - name=self.baml_llm_provider, - provider=self.baml_llm_provider, - options={ - "model": self.baml_llm_model, - "temperature": self.baml_llm_temperature, - "api_key": self.baml_llm_api_key, - "base_url": self.baml_llm_endpoint, - "api_version": self.baml_llm_api_version, - }, - ) - # Sets the primary client - self.baml_registry.set_primary(self.baml_llm_provider) + if ClientRegistry is not None: + self.baml_registry = ClientRegistry() + self.baml_registry.add_llm_client( + name=self.baml_llm_provider, + provider=self.baml_llm_provider, + options={ + "model": self.baml_llm_model, + "temperature": self.baml_llm_temperature, + "api_key": self.baml_llm_api_key, + "base_url": self.baml_llm_endpoint, + "api_version": self.baml_llm_api_version, + }, + ) + # Sets the primary client + self.baml_registry.set_primary(self.baml_llm_provider) @model_validator(mode="after") def ensure_env_vars_for_ollama(self) -> "LLMConfig": diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py index 697a52a45..8caabd937 100644 --- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py +++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py @@ -37,6 +37,9 @@ async def extract_summary(content: str, response_model: Type[BaseModel]): """ config = get_llm_config() + if config.baml_registry is None: + raise ImportError("BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features.") + # Use BAML's SummarizeContent function summary_result = await b.SummarizeContent( content, baml_options={"client_registry": config.baml_registry} @@ -77,6 +80,9 @@ async def extract_code_summary(content: str): try: config = get_llm_config() + if config.baml_registry is None: + raise ImportError("BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features.") + result = await b.SummarizeCode( content, baml_options={"client_registry": config.baml_registry} ) diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py index abff07e09..aa4fce637 100644 --- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py +++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py @@ -16,6 +16,9 @@ async def extract_content_graph( get_logger(level="INFO") + if config.baml_registry is None: + raise ImportError("BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features.") + # if response_model: # # tb = TypeBuilder() # # country = tb.union \ diff --git a/pyproject.toml b/pyproject.toml index 272c8e929..d4ffedf5a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -28,9 +28,7 @@ dependencies = [ "nltk>=3.9.1,<4.0.0", "numpy>=1.26.4, <=4.0.0", "pandas>=2.2.2,<3.0.0", - # Note: New s3fs and boto3 versions don't work well together - # Always use comaptible fixed versions of these two dependencies - "s3fs[boto3]==2025.3.2", + "sqlalchemy>=2.0.39,<3.0.0", "aiosqlite>=0.20.0,<1.0.0", "tiktoken>=0.8.0,<1.0.0", @@ -53,10 +51,10 @@ dependencies = [ "fastapi>=0.115.7,<1.0.0", "python-multipart>=0.0.20,<1.0.0", "fastapi-users[sqlalchemy]>=14.0.1,<15.0.0", - "dlt[sqlalchemy]>=1.9.0,<2", + "sentry-sdk[fastapi]>=2.9.0,<3", "structlog>=25.2.0,<26", - "baml-py (>=0.201.0,<0.202.0)", + "pympler>=1.1,<2.0.0", "onnxruntime>=1.0.0,<2.0.0", "pylance>=0.22.0,<1.0.0", @@ -116,14 +114,13 @@ evals = [ "plotly>=6.0.0,<7", "gdown>=5.2.0,<6", ] -gui = [ - "pyside6>=6.8.3,<7", - "qasync>=0.27.1,<0.28", -] + graphiti = ["graphiti-core>=0.7.0,<0.8"] # Note: New s3fs and boto3 versions don't work well together # Always use comaptible fixed versions of these two dependencies aws = ["s3fs[boto3]==2025.3.2"] +dlt = ["dlt[sqlalchemy]>=1.9.0,<2"] +baml = ["baml-py (>=0.201.0,<0.202.0)"] dev = [ "pytest>=7.4.0,<8", "pytest-cov>=6.1.1,<7.0.0", From 2413b7272b172121e679fd2e6dc47739006f1c10 Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 17:34:55 +0200 Subject: [PATCH 002/108] clean up poetry --- cognee/infrastructure/llm/config.py | 1 + .../baml/baml_src/extraction/extract_summary.py | 8 ++++++-- .../extraction/knowledge_graph/extract_content_graph.py | 4 +++- 3 files changed, 10 insertions(+), 3 deletions(-) diff --git a/cognee/infrastructure/llm/config.py b/cognee/infrastructure/llm/config.py index 1ff8f6433..b2a058ca6 100644 --- a/cognee/infrastructure/llm/config.py +++ b/cognee/infrastructure/llm/config.py @@ -3,6 +3,7 @@ from typing import Optional, ClassVar from functools import lru_cache from pydantic_settings import BaseSettings, SettingsConfigDict from pydantic import model_validator + try: from baml_py import ClientRegistry except ImportError: diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py index 8caabd937..89889d294 100644 --- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py +++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py @@ -38,7 +38,9 @@ async def extract_summary(content: str, response_model: Type[BaseModel]): config = get_llm_config() if config.baml_registry is None: - raise ImportError("BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features.") + raise ImportError( + "BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features." + ) # Use BAML's SummarizeContent function summary_result = await b.SummarizeContent( @@ -81,7 +83,9 @@ async def extract_code_summary(content: str): config = get_llm_config() if config.baml_registry is None: - raise ImportError("BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features.") + raise ImportError( + "BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features." + ) result = await b.SummarizeCode( content, baml_options={"client_registry": config.baml_registry} diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py index aa4fce637..f87d87d1b 100644 --- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py +++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py @@ -17,7 +17,9 @@ async def extract_content_graph( get_logger(level="INFO") if config.baml_registry is None: - raise ImportError("BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features.") + raise ImportError( + "BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features." + ) # if response_model: # # tb = TypeBuilder() From 2e07c6cbc10f09147fc2cfdd705b8e38cb3ae070 Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 17:47:51 +0200 Subject: [PATCH 003/108] fixes to postgres issue --- .../relational/create_relational_engine.py | 13 +++++++++--- .../vector/pgvector/PGVectorAdapter.py | 21 +++++++++++++++---- pyproject.toml | 9 +++++--- 3 files changed, 33 insertions(+), 10 deletions(-) diff --git a/cognee/infrastructure/databases/relational/create_relational_engine.py b/cognee/infrastructure/databases/relational/create_relational_engine.py index a889e1758..d38c506ad 100644 --- a/cognee/infrastructure/databases/relational/create_relational_engine.py +++ b/cognee/infrastructure/databases/relational/create_relational_engine.py @@ -39,8 +39,15 @@ def create_relational_engine( connection_string = f"sqlite+aiosqlite:///{db_path}/{db_name}" if db_provider == "postgres": - connection_string = ( - f"postgresql+asyncpg://{db_username}:{db_password}@{db_host}:{db_port}/{db_name}" - ) + try: + # Test if asyncpg is available + import asyncpg + connection_string = ( + f"postgresql+asyncpg://{db_username}:{db_password}@{db_host}:{db_port}/{db_name}" + ) + except ImportError: + raise ImportError( + "PostgreSQL dependencies are not installed. Please install with 'pip install cognee[postgres]' or 'pip install cognee[postgres-binary]' to use PostgreSQL functionality." + ) return SQLAlchemyAdapter(connection_string) diff --git a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py index 4dfd9792f..5d8fd3ae3 100644 --- a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py +++ b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py @@ -7,7 +7,16 @@ from sqlalchemy import JSON, Column, Table, select, delete, MetaData from sqlalchemy.ext.asyncio import create_async_engine, async_sessionmaker from sqlalchemy.exc import ProgrammingError from tenacity import retry, retry_if_exception_type, stop_after_attempt, wait_exponential -from asyncpg import DeadlockDetectedError, DuplicateTableError, UniqueViolationError +try: + from asyncpg import DeadlockDetectedError, DuplicateTableError, UniqueViolationError +except ImportError: + # PostgreSQL dependencies not installed, define dummy exceptions + class DeadlockDetectedError(Exception): + pass + class DuplicateTableError(Exception): + pass + class UniqueViolationError(Exception): + pass from cognee.shared.logging_utils import get_logger @@ -70,9 +79,13 @@ class PGVectorAdapter(SQLAlchemyAdapter, VectorDBInterface): # Has to be imported at class level # Functions reading tables from database need to know what a Vector column type is - from pgvector.sqlalchemy import Vector - - self.Vector = Vector + try: + from pgvector.sqlalchemy import Vector + self.Vector = Vector + except ImportError: + raise ImportError( + "PostgreSQL dependencies are not installed. Please install with 'pip install cognee[postgres]' or 'pip install cognee[postgres-binary]' to use PGVector functionality." + ) async def embed_data(self, data: list[str]) -> list[list[float]]: """ diff --git a/pyproject.toml b/pyproject.toml index d4ffedf5a..0d076e2e5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -72,15 +72,18 @@ distributed = [ "modal>=1.0.5,<2.0.0", ] +# Database backends neo4j = ["neo4j>=5.28.0,<6"] neptune = ["langchain_aws>=0.2.22"] +# PostgreSQL support (binary - no compilation required) postgres = [ - "psycopg2>=2.9.10,<3", + "psycopg2-binary>=2.9.10,<3.0.0", # Pre-compiled binary, no PostgreSQL headers needed "pgvector>=0.3.5,<0.4", "asyncpg>=0.30.0,<1.0.0", ] -postgres-binary = [ - "psycopg2-binary>=2.9.10,<3.0.0", +# PostgreSQL support (source - requires PostgreSQL development headers) +postgres-source = [ + "psycopg2>=2.9.10,<3 ; platform_system != 'Windows'", # Requires libpq-dev, build tools "pgvector>=0.3.5,<0.4", "asyncpg>=0.30.0,<1.0.0", ] From 5bc4a6cc0286bf5263f6d0f9174b4bab96e1d6ae Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 17:57:39 +0200 Subject: [PATCH 004/108] fixes to postgres issue --- .../relational/create_relational_engine.py | 1 + .../vector/pgvector/PGVectorAdapter.py | 4 ++++ .../files/utils/open_data_file.py | 21 +++++++------------ 3 files changed, 12 insertions(+), 14 deletions(-) diff --git a/cognee/infrastructure/databases/relational/create_relational_engine.py b/cognee/infrastructure/databases/relational/create_relational_engine.py index d38c506ad..4f117bf4c 100644 --- a/cognee/infrastructure/databases/relational/create_relational_engine.py +++ b/cognee/infrastructure/databases/relational/create_relational_engine.py @@ -42,6 +42,7 @@ def create_relational_engine( try: # Test if asyncpg is available import asyncpg + connection_string = ( f"postgresql+asyncpg://{db_username}:{db_password}@{db_host}:{db_port}/{db_name}" ) diff --git a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py index 5d8fd3ae3..b2e2bf8c7 100644 --- a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py +++ b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py @@ -7,14 +7,17 @@ from sqlalchemy import JSON, Column, Table, select, delete, MetaData from sqlalchemy.ext.asyncio import create_async_engine, async_sessionmaker from sqlalchemy.exc import ProgrammingError from tenacity import retry, retry_if_exception_type, stop_after_attempt, wait_exponential + try: from asyncpg import DeadlockDetectedError, DuplicateTableError, UniqueViolationError except ImportError: # PostgreSQL dependencies not installed, define dummy exceptions class DeadlockDetectedError(Exception): pass + class DuplicateTableError(Exception): pass + class UniqueViolationError(Exception): pass @@ -81,6 +84,7 @@ class PGVectorAdapter(SQLAlchemyAdapter, VectorDBInterface): # Functions reading tables from database need to know what a Vector column type is try: from pgvector.sqlalchemy import Vector + self.Vector = Vector except ImportError: raise ImportError( diff --git a/cognee/infrastructure/files/utils/open_data_file.py b/cognee/infrastructure/files/utils/open_data_file.py index 171f5deb7..fcfca4161 100644 --- a/cognee/infrastructure/files/utils/open_data_file.py +++ b/cognee/infrastructure/files/utils/open_data_file.py @@ -4,7 +4,6 @@ from urllib.parse import urlparse from contextlib import asynccontextmanager from cognee.infrastructure.files.utils.get_data_file_path import get_data_file_path -from cognee.infrastructure.files.storage.S3FileStorage import S3FileStorage from cognee.infrastructure.files.storage.LocalFileStorage import LocalFileStorage @@ -23,23 +22,17 @@ async def open_data_file(file_path: str, mode: str = "rb", encoding: str = None, yield file elif file_path.startswith("s3://"): + try: + from cognee.infrastructure.files.storage.S3FileStorage import S3FileStorage + except ImportError: + raise ImportError( + "S3 dependencies are not installed. Please install with 'pip install cognee[aws]' to use S3 functionality." + ) + normalized_url = get_data_file_path(file_path) s3_dir_path = os.path.dirname(normalized_url) s3_filename = os.path.basename(normalized_url) - # if "/" in s3_path: - # s3_dir = "/".join(s3_path.split("/")[:-1]) - # s3_filename = s3_path.split("/")[-1] - # else: - # s3_dir = "" - # s3_filename = s3_path - - # Extract filesystem path from S3 URL structure - # file_dir_path = ( - # f"s3://{parsed_url.netloc}/{s3_dir}" if s3_dir else f"s3://{parsed_url.netloc}" - # ) - # file_name = s3_filename - file_storage = S3FileStorage(s3_dir_path) async with file_storage.open(s3_filename, mode=mode, **kwargs) as file: From 64d6d6ede26e28e19e69696a57600f00e4ee8a93 Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 18:18:17 +0200 Subject: [PATCH 005/108] added new optionals --- cognee/api/client.py | 18 ++++++++++++------ cognee/modules/observability/get_observe.py | 13 +++++++++++-- .../cognee_network_visualization.py | 8 +++++++- cognee/shared/utils.py | 1 - pyproject.toml | 8 ++------ 5 files changed, 32 insertions(+), 16 deletions(-) diff --git a/cognee/api/client.py b/cognee/api/client.py index 215e4a17e..d72614e14 100644 --- a/cognee/api/client.py +++ b/cognee/api/client.py @@ -3,7 +3,6 @@ import os import uvicorn -import sentry_sdk from traceback import format_exc from contextlib import asynccontextmanager from fastapi import Request @@ -37,11 +36,18 @@ from cognee.api.v1.users.routers import ( logger = get_logger() if os.getenv("ENV", "prod") == "prod": - sentry_sdk.init( - dsn=os.getenv("SENTRY_REPORTING_URL"), - traces_sample_rate=1.0, - profiles_sample_rate=1.0, - ) + try: + import sentry_sdk + + sentry_sdk.init( + dsn=os.getenv("SENTRY_REPORTING_URL"), + traces_sample_rate=1.0, + profiles_sample_rate=1.0, + ) + except ImportError: + logger.info( + "Sentry SDK not available. Install with 'pip install cognee[monitoring]' to enable error monitoring." + ) app_environment = os.getenv("ENV", "prod") diff --git a/cognee/modules/observability/get_observe.py b/cognee/modules/observability/get_observe.py index db3655482..cbd55f072 100644 --- a/cognee/modules/observability/get_observe.py +++ b/cognee/modules/observability/get_observe.py @@ -6,6 +6,15 @@ def get_observe(): monitoring = get_base_config().monitoring_tool if monitoring == Observer.LANGFUSE: - from langfuse.decorators import observe + try: + from langfuse.decorators import observe - return observe + return observe + except ImportError: + # Return a no-op decorator if Langfuse is not available + def noop_observe(func=None, **kwargs): + if func is None: + return lambda f: f + return func + + return noop_observe diff --git a/cognee/modules/visualization/cognee_network_visualization.py b/cognee/modules/visualization/cognee_network_visualization.py index dde2fe98d..ef9b2f126 100644 --- a/cognee/modules/visualization/cognee_network_visualization.py +++ b/cognee/modules/visualization/cognee_network_visualization.py @@ -1,6 +1,5 @@ import os import json -import networkx from cognee.shared.logging_utils import get_logger from cognee.infrastructure.files.storage.LocalFileStorage import LocalFileStorage @@ -9,6 +8,13 @@ logger = get_logger() async def cognee_network_visualization(graph_data, destination_file_path: str = None): + try: + import networkx + except ImportError: + raise ImportError( + "NetworkX is not installed. Please install with 'pip install cognee[visualization]' to use graph visualization features." + ) + nodes_data, edges_data = graph_data G = networkx.DiGraph() diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py index fb4193a8c..22557d2ac 100644 --- a/cognee/shared/utils.py +++ b/cognee/shared/utils.py @@ -3,7 +3,6 @@ import os import requests from datetime import datetime, timezone -import matplotlib.pyplot as plt import http.server import socketserver from threading import Thread diff --git a/pyproject.toml b/pyproject.toml index 0d076e2e5..5cb378a0c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,15 +34,12 @@ dependencies = [ "tiktoken>=0.8.0,<1.0.0", "litellm>=1.71.0, <2.0.0", "instructor>=1.9.1,<2.0.0", - "langfuse>=2.32.0,<3", "filetype>=1.2.0,<2.0.0", "aiohttp>=3.11.14,<4.0.0", "aiofiles>=23.2.1,<24.0.0", "rdflib>=7.1.4,<7.2.0", "pypdf>=4.1.0,<6.0.0", "jinja2>=3.1.3,<4", - "matplotlib>=3.8.3,<4", - "networkx>=3.4.2,<4", "lancedb>=0.24.0,<1.0.0", "alembic>=1.13.3,<2", "pre-commit>=4.0.1,<5", @@ -51,10 +48,7 @@ dependencies = [ "fastapi>=0.115.7,<1.0.0", "python-multipart>=0.0.20,<1.0.0", "fastapi-users[sqlalchemy]>=14.0.1,<15.0.0", - - "sentry-sdk[fastapi]>=2.9.0,<3", "structlog>=25.2.0,<26", - "pympler>=1.1,<2.0.0", "onnxruntime>=1.0.0,<2.0.0", "pylance>=0.22.0,<1.0.0", @@ -141,6 +135,8 @@ dev = [ "mkdocstrings[python]>=0.26.2,<0.27", ] debug = ["debugpy>=1.8.9,<2.0.0"] +visualization = ["networkx>=3.4.2,<4", "matplotlib>=3.8.3,<4"] +monitoring = ["sentry-sdk[fastapi]>=2.9.0,<3", "langfuse>=2.32.0,<3"] [project.urls] Homepage = "https://www.cognee.ai" From 38bbfd42cf66c16708a87e95eff047583c2c210e Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 19:14:16 +0200 Subject: [PATCH 006/108] added lancedb pandas removal --- cognee/eval_framework/modal_eval_dashboard.py | 14 +- .../vector/lancedb/LanceDBAdapter.py | 13 +- cognee/tasks/graph/infer_data_ontology.py | 309 ------------------ pyproject.toml | 3 +- 4 files changed, 21 insertions(+), 318 deletions(-) delete mode 100644 cognee/tasks/graph/infer_data_ontology.py diff --git a/cognee/eval_framework/modal_eval_dashboard.py b/cognee/eval_framework/modal_eval_dashboard.py index acc0c3aa9..9ff6f543c 100644 --- a/cognee/eval_framework/modal_eval_dashboard.py +++ b/cognee/eval_framework/modal_eval_dashboard.py @@ -1,6 +1,10 @@ import os import json -import pandas as pd + +try: + import pandas as pd +except ImportError: + pd = None import subprocess import modal import streamlit as st @@ -12,7 +16,7 @@ metrics_volume = modal.Volume.from_name("evaluation_dashboard_results", create_i image = ( modal.Image.debian_slim(python_version="3.11") - .pip_install("streamlit", "pandas", "plotly") + .pip_install("streamlit", "plotly") .add_local_file(__file__, "/root/serve_dashboard.py") ) @@ -78,6 +82,12 @@ def main(): } ) + if pd is None: + st.error( + "Pandas is required for the evaluation dashboard. Install with 'pip install cognee[evals]' to use this feature." + ) + return + df = pd.DataFrame(records) if df.empty: st.warning("No JSON files found in the volume.") diff --git a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py index 0184ec3ee..7bc3385b9 100644 --- a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py +++ b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py @@ -205,9 +205,12 @@ class LanceDBAdapter(VectorDBInterface): collection = await self.get_collection(collection_name) if len(data_point_ids) == 1: - results = await collection.query().where(f"id = '{data_point_ids[0]}'").to_pandas() + results = await collection.query().where(f"id = '{data_point_ids[0]}'") else: - results = await collection.query().where(f"id IN {tuple(data_point_ids)}").to_pandas() + results = await collection.query().where(f"id IN {tuple(data_point_ids)}") + + # Convert query results to list format + results_list = results.to_list() if hasattr(results, "to_list") else list(results) return [ ScoredResult( @@ -215,7 +218,7 @@ class LanceDBAdapter(VectorDBInterface): payload=result["payload"], score=0, ) - for result in results.to_dict("index").values() + for result in results_list ] async def search( @@ -242,9 +245,9 @@ class LanceDBAdapter(VectorDBInterface): if limit == 0: return [] - results = await collection.vector_search(query_vector).limit(limit).to_pandas() + result_values = await collection.vector_search(query_vector).limit(limit).to_list() - result_values = list(results.to_dict("index").values()) + # result_values = list(results.to_dict("index").values()) if not result_values: return [] diff --git a/cognee/tasks/graph/infer_data_ontology.py b/cognee/tasks/graph/infer_data_ontology.py deleted file mode 100644 index 93b02db9f..000000000 --- a/cognee/tasks/graph/infer_data_ontology.py +++ /dev/null @@ -1,309 +0,0 @@ -# PROPOSED TO BE DEPRECATED - -"""This module contains the OntologyEngine class which is responsible for adding graph ontology from a JSON or CSV file.""" - -import csv -import json -from cognee.shared.logging_utils import get_logger -from datetime import datetime, timezone -from fastapi import status -from typing import Any, Dict, List, Optional, Union, Type - -import aiofiles -import pandas as pd -from pydantic import BaseModel - -from cognee.modules.graph.exceptions import EntityNotFoundError -from cognee.modules.ingestion.exceptions import IngestionError - -from cognee.infrastructure.data.chunking.config import get_chunk_config -from cognee.infrastructure.data.chunking.get_chunking_engine import get_chunk_engine -from cognee.infrastructure.databases.graph.get_graph_engine import get_graph_engine -from cognee.infrastructure.files.utils.extract_text_from_file import extract_text_from_file -from cognee.infrastructure.files.utils.guess_file_type import guess_file_type, FileTypeException -from cognee.modules.data.methods.add_model_class_to_graph import ( - add_model_class_to_graph, -) -from cognee.tasks.graph.models import NodeModel, GraphOntology -from cognee.shared.data_models import KnowledgeGraph -from cognee.modules.engine.utils import generate_node_id, generate_node_name -from cognee.infrastructure.llm.LLMGateway import LLMGateway - -logger = get_logger("task:infer_data_ontology") - - -async def extract_ontology(content: str, response_model: Type[BaseModel]): - """ - Extracts structured ontology from the provided content using a pre-defined LLM client. - - This asynchronous function retrieves a system prompt from a file and utilizes an LLM - client to create a structured output based on the input content and specified response - model. - - Parameters: - ----------- - - - content (str): The content from which to extract the ontology. - - response_model (Type[BaseModel]): The model that defines the structure of the - output ontology. - - Returns: - -------- - - The structured ontology extracted from the content. - """ - - system_prompt = LLMGateway.read_query_prompt("extract_ontology.txt") - - ontology = await LLMGateway.acreate_structured_output(content, system_prompt, response_model) - - return ontology - - -class OntologyEngine: - """ - Manage ontology data and operations for graph structures, providing methods for data - loading, flattening models, and adding ontological relationships to a graph database. - - Public methods: - - - flatten_model - - recursive_flatten - - load_data - - add_graph_ontology - """ - - async def flatten_model( - self, model: NodeModel, parent_id: Optional[str] = None - ) -> Dict[str, Any]: - """ - Flatten the model to a dictionary including optional parent ID and relationship details - if available. - - Parameters: - ----------- - - - model (NodeModel): The NodeModel instance to flatten. - - parent_id (Optional[str]): An optional ID of the parent node for hierarchical - purposes. (default None) - - Returns: - -------- - - - Dict[str, Any]: A dictionary representation of the model with flattened - attributes. - """ - result = model.dict() - result["parent_id"] = parent_id - if model.default_relationship: - result.update( - { - "relationship_type": model.default_relationship.type, - "relationship_source": model.default_relationship.source, - "relationship_target": model.default_relationship.target, - } - ) - return result - - async def recursive_flatten( - self, items: Union[List[Dict[str, Any]], Dict[str, Any]], parent_id: Optional[str] = None - ) -> List[Dict[str, Any]]: - """ - Recursively flatten a hierarchical structure of models into a flat list of dictionaries. - - Parameters: - ----------- - - - items (Union[List[Dict[str, Any]], Dict[str, Any]]): A list or dictionary - containing models to flatten. - - parent_id (Optional[str]): An optional ID of the parent node to maintain hierarchy - during flattening. (default None) - - Returns: - -------- - - - List[Dict[str, Any]]: A flat list of dictionaries representing the hierarchical - model structure. - """ - flat_list = [] - - if isinstance(items, list): - for item in items: - flat_list.extend(await self.recursive_flatten(item, parent_id)) - elif isinstance(items, dict): - model = NodeModel.model_validate(items) - flat_list.append(await self.flatten_model(model, parent_id)) - for child in model.children: - flat_list.extend(await self.recursive_flatten(child, model.node_id)) - return flat_list - - async def load_data(self, file_path: str) -> Union[List[Dict[str, Any]], Dict[str, Any]]: - """ - Load data from a specified JSON or CSV file and return it in a structured format. - - Parameters: - ----------- - - - file_path (str): The path to the file to load data from. - - Returns: - -------- - - - Union[List[Dict[str, Any]], Dict[str, Any]]: Parsed data from the file as either a - list of dictionaries or a single dictionary depending on content type. - """ - try: - if file_path.endswith(".json"): - async with aiofiles.open(file_path, mode="r") as f: - data = await f.read() - return json.loads(data) - elif file_path.endswith(".csv"): - async with aiofiles.open(file_path, mode="r") as f: - content = await f.read() - reader = csv.DictReader(content.splitlines()) - return list(reader) - else: - raise IngestionError(message="Unsupported file format") - except Exception as e: - raise IngestionError( - message=f"Failed to load data from {file_path}: {e}", - status_code=status.HTTP_422_UNPROCESSABLE_ENTITY, - ) - - async def add_graph_ontology(self, file_path: str = None, documents: list = None): - """ - Add graph ontology from a JSON or CSV file, or infer relationships from provided - document content. Raise exceptions for invalid file types or missing entities. - - Parameters: - ----------- - - - file_path (str): Optional path to a file containing data to be loaded. (default - None) - - documents (list): Optional list of document objects for content extraction if no - file path is provided. (default None) - """ - if file_path is None: - initial_chunks_and_ids = [] - - chunk_config = get_chunk_config() - chunk_engine = get_chunk_engine() - chunk_strategy = chunk_config.chunk_strategy - - for base_file in documents: - with open(base_file.raw_data_location, "rb") as file: - try: - file_type = guess_file_type(file) - text = extract_text_from_file(file, file_type) - - subchunks, chunks_with_ids = chunk_engine.chunk_data( - chunk_strategy, - text, - chunk_config.chunk_size, - chunk_config.chunk_overlap, - ) - - if chunks_with_ids[0][0] == 1: - initial_chunks_and_ids.append({base_file.id: chunks_with_ids}) - - except FileTypeException: - logger.warning( - "File (%s) has an unknown file type. We are skipping it.", file["id"] - ) - - ontology = await extract_ontology(str(initial_chunks_and_ids), GraphOntology) - graph_client = await get_graph_engine() - - await graph_client.add_nodes( - [ - ( - node.id, - dict( - uuid=generate_node_id(node.id), - name=generate_node_name(node.name), - type=generate_node_id(node.id), - description=node.description, - updated_at=datetime.now(timezone.utc).strftime("%Y-%m-%d %H:%M:%S"), - ), - ) - for node in ontology.nodes - ] - ) - - await graph_client.add_edges( - ( - generate_node_id(edge.source_id), - generate_node_id(edge.target_id), - edge.relationship_type, - dict( - source_node_id=generate_node_id(edge.source_id), - target_node_id=generate_node_id(edge.target_id), - relationship_name=edge.relationship_type, - updated_at=datetime.now(timezone.utc).strftime("%Y-%m-%d %H:%M:%S"), - ), - ) - for edge in ontology.edges - ) - - else: - dataset_level_information = documents[0][1] - - # Extract the list of valid IDs from the explanations - valid_ids = {item["id"] for item in dataset_level_information} - try: - data = await self.load_data(file_path) - flt_ontology = await self.recursive_flatten(data) - df = pd.DataFrame(flt_ontology) - graph_client = await get_graph_engine() - - for _, row in df.iterrows(): - node_data = row.to_dict() - node_id = node_data.pop("node_id", None) - if node_id in valid_ids: - await graph_client.add_node(node_id, node_data) - if node_id not in valid_ids: - raise EntityNotFoundError( - message=f"Node ID {node_id} not found in the dataset" - ) - if pd.notna(row.get("relationship_source")) and pd.notna( - row.get("relationship_target") - ): - await graph_client.add_edge( - row["relationship_source"], - row["relationship_target"], - relationship_name=row["relationship_type"], - edge_properties={ - "source_node_id": row["relationship_source"], - "target_node_id": row["relationship_target"], - "relationship_name": row["relationship_type"], - "updated_at": datetime.now(timezone.utc).strftime( - "%Y-%m-%d %H:%M:%S" - ), - }, - ) - - return - except Exception as e: - raise RuntimeError(f"Failed to add graph ontology from {file_path}: {e}") from e - - -async def infer_data_ontology(documents, ontology_model=KnowledgeGraph, root_node_id=None): - """ - Infer data ontology from provided documents and optionally add it to a graph. - - Parameters: - ----------- - - - documents: The documents from which to infer the ontology. - - ontology_model: The ontology model to use for the inference, defaults to - KnowledgeGraph. (default KnowledgeGraph) - - root_node_id: An optional root node identifier for the ontology. (default None) - """ - if ontology_model == KnowledgeGraph: - ontology_engine = OntologyEngine() - root_node_id = await ontology_engine.add_graph_ontology(documents=documents) - else: - graph_engine = await get_graph_engine() - await add_model_class_to_graph(ontology_model, graph_engine) - - yield (documents, root_node_id) diff --git a/pyproject.toml b/pyproject.toml index 5cb378a0c..b17b4893a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -27,8 +27,6 @@ dependencies = [ "typing_extensions>=4.12.2,<5.0.0", "nltk>=3.9.1,<4.0.0", "numpy>=1.26.4, <=4.0.0", - "pandas>=2.2.2,<3.0.0", - "sqlalchemy>=2.0.39,<3.0.0", "aiosqlite>=0.20.0,<1.0.0", "tiktoken>=0.8.0,<1.0.0", @@ -110,6 +108,7 @@ codegraph = [ evals = [ "plotly>=6.0.0,<7", "gdown>=5.2.0,<6", + "pandas>=2.2.2,<3.0.0", ] graphiti = ["graphiti-core>=0.7.0,<0.8"] From c85302f467be683e2edc52d34439063859ae1d84 Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 19:42:30 +0200 Subject: [PATCH 007/108] added lancedb pandas removal --- poetry.lock | 261 ++++++++++++++++++++++------------------------------ 1 file changed, 109 insertions(+), 152 deletions(-) diff --git a/poetry.lock b/poetry.lock index 109e5d917..5ef1c5783 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,12 +1,13 @@ -# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand. [[package]] name = "aiobotocore" version = "2.24.1" description = "Async client for aws services using botocore and aiohttp" -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"aws\"" files = [ {file = "aiobotocore-2.24.1-py3-none-any.whl", hash = "sha256:557922823455ca65bbd065b363b54846f16b9c4b6bd0b61ecdfa01ca13a04531"}, {file = "aiobotocore-2.24.1.tar.gz", hash = "sha256:59237f1b2d4ff619f9a9e78360b691d59b92fdd4d03d054dbd2eeff8ada5667e"}, @@ -164,9 +165,10 @@ speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (> name = "aioitertools" version = "0.12.0" description = "itertools and builtins for AsyncIO and mixed iterables" -optional = false +optional = true python-versions = ">=3.8" groups = ["main"] +markers = "extra == \"aws\"" files = [ {file = "aioitertools-0.12.0-py3-none-any.whl", hash = "sha256:fc1f5fac3d737354de8831cbba3eb04f79dd649d8f3afb4c5b114925e662a796"}, {file = "aioitertools-0.12.0.tar.gz", hash = "sha256:c2a9055b4fbb7705f561b9d86053e8af5d10cc845d22c32008c43490b2d8dd6b"}, @@ -455,7 +457,7 @@ description = "An asyncio PostgreSQL driver" optional = true python-versions = ">=3.8.0" groups = ["main"] -markers = "extra == \"postgres\" or extra == \"postgres-binary\"" +markers = "extra == \"postgres\" or extra == \"postgres-source\"" files = [ {file = "asyncpg-0.30.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bfb4dd5ae0699bad2b233672c8fc5ccbd9ad24b89afded02341786887e37927e"}, {file = "asyncpg-0.30.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc1f62c792752a49f88b7e6f774c26077091b44caceb1983509edc18a2222ec0"}, @@ -556,9 +558,10 @@ dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)" name = "backoff" version = "2.2.1" description = "Function decoration for backoff and retry" -optional = false +optional = true python-versions = ">=3.7,<4.0" groups = ["main"] +markers = "extra == \"deepeval\" or extra == \"posthog\" or extra == \"chromadb\" or extra == \"docs\" or extra == \"monitoring\"" files = [ {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"}, {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"}, @@ -589,9 +592,10 @@ extras = ["regex"] name = "baml-py" version = "0.201.0" description = "BAML python bindings (pyproject.toml)" -optional = false +optional = true python-versions = "*" groups = ["main"] +markers = "extra == \"baml\"" files = [ {file = "baml_py-0.201.0-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:83228d2af2b0e845bbbb4e14f7cbd3376cec385aee01210ac522ab6076e07bec"}, {file = "baml_py-0.201.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:2a9d016139e3ae5b5ce98c7b05b5fbd53d5d38f04dc810ec4d70fb17dd6c10e4"}, @@ -739,9 +743,10 @@ css = ["tinycss2 (>=1.1.0,<1.5)"] name = "boto3" version = "1.39.11" description = "The AWS SDK for Python" -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"neptune\" or extra == \"aws\"" files = [ {file = "boto3-1.39.11-py3-none-any.whl", hash = "sha256:af8f1dad35eceff7658fab43b39b0f55892b6e3dd12308733521cc24dd2c9a02"}, {file = "boto3-1.39.11.tar.gz", hash = "sha256:3027edf20642fe1d5f9dc50a420d0fe2733073ed6a9f0f047b60fe08c3682132"}, @@ -759,9 +764,10 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] name = "botocore" version = "1.39.11" description = "Low-level, data-driven core of boto 3." -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"neptune\" or extra == \"aws\"" files = [ {file = "botocore-1.39.11-py3-none-any.whl", hash = "sha256:1545352931a8a186f3e977b1e1a4542d7d434796e274c3c62efd0210b5ea76dc"}, {file = "botocore-1.39.11.tar.gz", hash = "sha256:953b12909d6799350e346ab038e55b6efe622c616f80aef74d7a6683ffdd972c"}, @@ -1176,10 +1182,10 @@ test = ["pytest"] name = "contourpy" version = "1.3.2" description = "Python library for calculating contours of 2D quadrilateral grids" -optional = false +optional = true python-versions = ">=3.10" groups = ["main"] -markers = "python_version == \"3.10\"" +markers = "python_version == \"3.10\" and extra == \"visualization\"" files = [ {file = "contourpy-1.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934"}, {file = "contourpy-1.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989"}, @@ -1254,10 +1260,10 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist" name = "contourpy" version = "1.3.3" description = "Python library for calculating contours of 2D quadrilateral grids" -optional = false +optional = true python-versions = ">=3.11" groups = ["main"] -markers = "python_version >= \"3.11\"" +markers = "python_version >= \"3.11\" and extra == \"visualization\"" files = [ {file = "contourpy-1.3.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1"}, {file = "contourpy-1.3.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381"}, @@ -1524,9 +1530,10 @@ files = [ name = "cycler" version = "0.12.1" description = "Composable style cycles" -optional = false +optional = true python-versions = ">=3.8" groups = ["main"] +markers = "extra == \"visualization\"" files = [ {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"}, {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"}, @@ -1815,9 +1822,10 @@ files = [ name = "dlt" version = "1.15.0" description = "dlt is an open-source python-first scalable data loading library that does not require any backend to run." -optional = false +optional = true python-versions = "<3.15,>=3.9.2" groups = ["main"] +markers = "extra == \"dlt\"" files = [ {file = "dlt-1.15.0-py3-none-any.whl", hash = "sha256:fdc1e8a47b6daae9d7f235de1146427a40518960f46089c3ae2b3c7ce5f66cd9"}, {file = "dlt-1.15.0.tar.gz", hash = "sha256:3dff1419649c984c183ba2ae53bfa60f4d0d7cf3590c1388997886dbe7bfee97"}, @@ -2236,9 +2244,10 @@ files = [ name = "fonttools" version = "4.59.1" description = "Tools to manipulate font files" -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"visualization\"" files = [ {file = "fonttools-4.59.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e90a89e52deb56b928e761bb5b5f65f13f669bfd96ed5962975debea09776a23"}, {file = "fonttools-4.59.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d29ab70658d2ec19422b25e6ace00a0b0ae4181ee31e03335eaef53907d2d83"}, @@ -2525,9 +2534,10 @@ dev = ["flake8", "markdown", "twine", "wheel"] name = "gitdb" version = "4.0.12" description = "Git Object Database" -optional = false +optional = true python-versions = ">=3.7" groups = ["main"] +markers = "extra == \"dlt\" or extra == \"dev\"" files = [ {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"}, {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"}, @@ -2540,9 +2550,10 @@ smmap = ">=3.0.1,<6" name = "gitpython" version = "3.1.45" description = "GitPython is a Python library used to interact with Git repositories" -optional = false +optional = true python-versions = ">=3.7" groups = ["main"] +markers = "extra == \"dlt\" or extra == \"dev\"" files = [ {file = "gitpython-3.1.45-py3-none-any.whl", hash = "sha256:8908cb2e02fb3b93b7eb0f2827125cb699869470432cc885f019b8fd0fccff77"}, {file = "gitpython-3.1.45.tar.gz", hash = "sha256:85b0ee964ceddf211c41b9f27a49086010a190fd8132a24e21f362a4b36a791c"}, @@ -2559,9 +2570,10 @@ test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3. name = "giturlparse" version = "0.12.0" description = "A Git URL parsing module (supports parsing and rewriting)" -optional = false +optional = true python-versions = ">=3.8" groups = ["main"] +markers = "extra == \"dlt\"" files = [ {file = "giturlparse-0.12.0-py2.py3-none-any.whl", hash = "sha256:412b74f2855f1da2fefa89fd8dde62df48476077a72fc19b62039554d27360eb"}, {file = "giturlparse-0.12.0.tar.gz", hash = "sha256:c0fff7c21acc435491b1779566e038757a205c1ffdcb47e4f81ea52ad8c3859a"}, @@ -3051,9 +3063,10 @@ hyperframe = ">=6.1,<7" name = "hexbytes" version = "1.3.1" description = "hexbytes: Python `bytes` subclass that decodes hex, with a readable console output" -optional = false +optional = true python-versions = "<4,>=3.8" groups = ["main"] +markers = "extra == \"dlt\"" files = [ {file = "hexbytes-1.3.1-py3-none-any.whl", hash = "sha256:da01ff24a1a9a2b1881c4b85f0e9f9b0f51b526b379ffa23832ae7899d29c2c7"}, {file = "hexbytes-1.3.1.tar.gz", hash = "sha256:a657eebebdfe27254336f98d8af6e2236f3f83aed164b87466b6cf6c5f5a4765"}, @@ -3327,9 +3340,10 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve name = "humanize" version = "4.13.0" description = "Python humanize utilities" -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"dlt\"" files = [ {file = "humanize-4.13.0-py3-none-any.whl", hash = "sha256:b810820b31891813b1673e8fec7f1ed3312061eab2f26e3fa192c393d11ed25f"}, {file = "humanize-4.13.0.tar.gz", hash = "sha256:78f79e68f76f0b04d711c4e55d32bebef5be387148862cb1ef83d2b58e7935a0"}, @@ -3769,9 +3783,10 @@ files = [ name = "jmespath" version = "1.0.1" description = "JSON Matching Expressions" -optional = false +optional = true python-versions = ">=3.7" groups = ["main"] +markers = "extra == \"neptune\" or extra == \"aws\"" files = [ {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"}, {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"}, @@ -3837,11 +3852,14 @@ jsonpointer = ">=1.9" name = "jsonpath-ng" version = "1.7.0" description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming." -optional = false +optional = true python-versions = "*" groups = ["main"] +markers = "extra == \"dlt\"" files = [ {file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"}, + {file = "jsonpath_ng-1.7.0-py2-none-any.whl", hash = "sha256:898c93fc173f0c336784a3fa63d7434297544b7198124a68f9a3ef9597b0ae6e"}, + {file = "jsonpath_ng-1.7.0-py3-none-any.whl", hash = "sha256:f3d7f9e848cba1b6da28c55b1c26ff915dc9e0b1ba7e752a53d6da8d5cbd00b6"}, ] [package.dependencies] @@ -4148,9 +4166,10 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v name = "kiwisolver" version = "1.4.9" description = "A fast implementation of the Cassowary constraint solver" -optional = false +optional = true python-versions = ">=3.10" groups = ["main"] +markers = "extra == \"visualization\"" files = [ {file = "kiwisolver-1.4.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b4b4d74bda2b8ebf4da5bd42af11d02d04428b2c32846e4c2c93219df8a7987b"}, {file = "kiwisolver-1.4.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:fb3b8132019ea572f4611d770991000d7f58127560c4889729248eb5852a102f"}, @@ -4421,9 +4440,10 @@ six = "*" name = "langfuse" version = "2.60.9" description = "A client library for accessing langfuse" -optional = false +optional = true python-versions = "<4.0,>=3.9" groups = ["main"] +markers = "extra == \"monitoring\"" files = [ {file = "langfuse-2.60.9-py3-none-any.whl", hash = "sha256:e4291a66bc579c66d7652da5603ca7f0409536700d7b812e396780b5d9a0685d"}, {file = "langfuse-2.60.9.tar.gz", hash = "sha256:040753346d7df4a0be6967dfc7efe3de313fee362524fe2f801867fcbbca3c98"}, @@ -5015,9 +5035,10 @@ tests = ["pytest", "simplejson"] name = "matplotlib" version = "3.10.5" description = "Python plotting package" -optional = false +optional = true python-versions = ">=3.10" groups = ["main"] +markers = "extra == \"visualization\"" files = [ {file = "matplotlib-3.10.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:5d4773a6d1c106ca05cb5a5515d277a6bb96ed09e5c8fab6b7741b8fcaa62c8f"}, {file = "matplotlib-3.10.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc88af74e7ba27de6cbe6faee916024ea35d895ed3d61ef6f58c4ce97da7185a"}, @@ -5935,10 +5956,10 @@ files = [ name = "networkx" version = "3.4.2" description = "Python package for creating and manipulating graphs and networks" -optional = false +optional = true python-versions = ">=3.10" groups = ["main"] -markers = "python_version == \"3.10\"" +markers = "python_version == \"3.10\" and (extra == \"llama-index\" or extra == \"docs\" or extra == \"visualization\")" files = [ {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"}, {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"}, @@ -5956,10 +5977,10 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"] name = "networkx" version = "3.5" description = "Python package for creating and manipulating graphs and networks" -optional = false +optional = true python-versions = ">=3.11" groups = ["main"] -markers = "python_version >= \"3.11\"" +markers = "python_version >= \"3.11\" and (extra == \"llama-index\" or extra == \"docs\" or extra == \"visualization\")" files = [ {file = "networkx-3.5-py3-none-any.whl", hash = "sha256:0030d386a9a06dee3565298b4a734b68589749a544acbb6c412dc9e2489ec6ec"}, {file = "networkx-3.5.tar.gz", hash = "sha256:d4c6f9cf81f52d69230866796b82afbccdec3db7ae4fbd1b65ea750feed50037"}, @@ -6452,10 +6473,10 @@ test = ["pytest (>=8.3.0,<8.4.0)", "pytest-benchmark (>=5.1.0,<5.2.0)", "pytest- name = "orjson" version = "3.11.3" description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy" -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] -markers = "(sys_platform != \"emscripten\" or extra == \"neptune\" or extra == \"langchain\") and (sys_platform != \"emscripten\" or platform_python_implementation != \"PyPy\")" +markers = "(sys_platform != \"emscripten\" or platform_python_implementation != \"PyPy\") and (sys_platform != \"emscripten\" or extra == \"neptune\" or extra == \"langchain\") and (platform_python_implementation != \"PyPy\" or extra == \"dlt\") and (extra == \"neptune\" or extra == \"langchain\" or extra == \"dlt\")" files = [ {file = 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"pathvalidate" version = "3.3.1" description = "pathvalidate is a Python library to sanitize/validate a string such as filenames/file-paths/etc." -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"dlt\"" files = [ {file = "pathvalidate-3.3.1-py3-none-any.whl", hash = "sha256:5263baab691f8e1af96092fa5137ee17df5bdfbd6cff1fcac4d6ef4bc2e1735f"}, {file = "pathvalidate-3.3.1.tar.gz", hash = "sha256:b18c07212bfead624345bb8e1d6141cdcf15a39736994ea0b94035ad2b1ba177"}, @@ -6734,9 +6757,10 @@ test = ["Faker (>=1.0.8)", "allpairspy (>=2)", "click (>=6.2)", "pytest (>=6.0.1 name = "pendulum" version = "3.1.0" description = "Python datetimes made easy" -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"dlt\"" files = [ {file = "pendulum-3.1.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:aa545a59e6517cf43597455a6fb44daa4a6e08473d67a7ad34e4fa951efb9620"}, {file = 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(python_version <= \"3.12\" or extra == \"llama-index\" or extra == \"mistral\" or extra == \"docs\" or extra == \"visualization\")" files = [ {file = "pillow-11.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860"}, {file = "pillow-11.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad"}, @@ -7014,9 +7039,10 @@ kaleido = ["kaleido (>=1.0.0)"] name = "pluggy" version = "1.6.0" description = "plugin and hook calling mechanisms for python" -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"deepeval\" or extra == \"dev\" or extra == \"dlt\"" files = [ {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"}, {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"}, @@ -7030,9 +7056,10 @@ testing = ["coverage", "pytest", "pytest-benchmark"] name = "ply" version = "3.11" description = "Python Lex & Yacc" -optional = false +optional = true python-versions = "*" groups = ["main"] +markers = "extra == \"dlt\"" files = [ {file = "ply-3.11-py2.py3-none-any.whl", hash = "sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce"}, {file = "ply-3.11.tar.gz", hash = "sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3"}, @@ -7317,7 +7344,7 @@ description = "psycopg2 - Python-PostgreSQL Database Adapter" optional = true python-versions = ">=3.8" groups = ["main"] -markers = "extra == \"postgres\"" +markers = "extra == \"postgres-source\" and platform_system != \"Windows\"" files = [ {file = "psycopg2-2.9.10-cp310-cp310-win32.whl", hash = "sha256:5df2b672140f95adb453af93a7d669d7a7bf0a56bcd26f1502329166f4a61716"}, {file = "psycopg2-2.9.10-cp310-cp310-win_amd64.whl", hash = "sha256:c6f7b8561225f9e711a9c47087388a97fdc948211c10a4bccbf0ba68ab7b3b5a"}, @@ -7337,7 +7364,7 @@ description = "psycopg2 - Python-PostgreSQL Database Adapter" optional = true python-versions = ">=3.8" groups = ["main"] -markers = "extra == \"postgres-binary\"" +markers = "extra == \"postgres\"" files = [ {file = "psycopg2-binary-2.9.10.tar.gz", hash = "sha256:4b3df0e6990aa98acda57d983942eff13d824135fe2250e6522edaa782a06de2"}, {file = "psycopg2_binary-2.9.10-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:0ea8e3d0ae83564f2fc554955d327fa081d065c8ca5cc6d2abb643e2c9c1200f"}, @@ -7386,6 +7413,7 @@ files = [ {file = "psycopg2_binary-2.9.10-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:bb89f0a835bcfc1d42ccd5f41f04870c1b936d8507c6df12b7737febc40f0909"}, {file = "psycopg2_binary-2.9.10-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:f0c2d907a1e102526dd2986df638343388b94c33860ff3bbe1384130828714b1"}, {file = "psycopg2_binary-2.9.10-cp313-cp313-musllinux_1_2_x86_64.whl", hash = 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groups = ["main"] -markers = "os_name == \"nt\" and python_version <= \"3.12\"" +markers = "extra == \"dlt\" and os_name == \"nt\" and python_version <= \"3.12\"" files = [ {file = "win-precise-time-1.4.2.tar.gz", hash = "sha256:89274785cbc5f2997e01675206da3203835a442c60fd97798415c6b3c179c0b9"}, {file = "win_precise_time-1.4.2-cp310-cp310-win32.whl", hash = "sha256:7fa13a2247c2ef41cd5e9b930f40716eacc7fc1f079ea72853bd5613fe087a1a"}, @@ -11702,32 +11656,35 @@ cffi = ["cffi (>=1.17) ; python_version >= \"3.13\" and platform_python_implemen anthropic = ["anthropic"] api = ["gunicorn", "uvicorn", "websockets"] aws = ["s3fs"] +baml = ["baml-py"] chromadb = ["chromadb", "pypika"] codegraph = ["fastembed", "transformers", "tree-sitter", "tree-sitter-python"] debug = ["debugpy"] deepeval = ["deepeval"] dev = ["coverage", "deptry", "gitpython", "mkdocs-material", "mkdocs-minify-plugin", "mkdocstrings", "mypy", "notebook", "pylint", "pytest", "pytest-asyncio", "pytest-cov", "ruff", "tweepy"] distributed = ["modal"] +dlt = ["dlt"] docs = ["unstructured"] -evals = ["gdown", "plotly"] +evals = ["gdown", "pandas", "plotly"] falkordb = ["falkordb"] gemini = ["google-generativeai"] graphiti = ["graphiti-core"] groq = ["groq"] -gui = ["pyside6", "qasync"] huggingface = ["transformers"] langchain = ["langchain_text_splitters", "langsmith"] llama-index = ["llama-index-core"] mistral = ["mistral-common"] +monitoring = ["langfuse", "sentry-sdk"] neo4j = ["neo4j"] neptune = ["langchain_aws"] notebook = ["notebook"] ollama = ["transformers"] -postgres = ["asyncpg", "pgvector", "psycopg2"] -postgres-binary = ["asyncpg", "pgvector", "psycopg2-binary"] +postgres = ["asyncpg", "pgvector", "psycopg2-binary"] +postgres-source = ["asyncpg", "pgvector", "psycopg2"] posthog = ["posthog"] +visualization = ["matplotlib", "networkx"] [metadata] lock-version = "2.1" python-versions = ">=3.10,<=3.13" -content-hash = "7743005314483d6cc76febb7970c8af9a3d2a63e76247505e33b20fdc974aca1" +content-hash = "5468b51a59af0c5530d4f8c5a0180d5161a034538f3a9707a46a82b4abde2754" From 00c7dfae492509549b1c26cbf530736e30b776c4 Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 19:43:34 +0200 Subject: [PATCH 008/108] added lancedb pandas removal --- pyproject.toml | 1 - 1 file changed, 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index b17b4893a..4c165a325 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -48,7 +48,6 @@ dependencies = [ "fastapi-users[sqlalchemy]>=14.0.1,<15.0.0", "structlog>=25.2.0,<26", "pympler>=1.1,<2.0.0", - "onnxruntime>=1.0.0,<2.0.0", "pylance>=0.22.0,<1.0.0", "kuzu (==0.11.0)", "python-magic-bin<0.5 ; platform_system == 'Windows'", # Only needed for Windows From 76b8e16bcb1abc424cd699453c2e8832d9825376 Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 19:59:38 +0200 Subject: [PATCH 009/108] removed extra things --- .../data/utils/extract_keywords.py | 64 +++++++++---------- cognee/shared/utils.py | 45 +++++++------ pyproject.toml | 5 +- 3 files changed, 58 insertions(+), 56 deletions(-) diff --git a/cognee/infrastructure/data/utils/extract_keywords.py b/cognee/infrastructure/data/utils/extract_keywords.py index 8085459c9..811999618 100644 --- a/cognee/infrastructure/data/utils/extract_keywords.py +++ b/cognee/infrastructure/data/utils/extract_keywords.py @@ -1,48 +1,46 @@ -from sklearn.feature_extraction.text import TfidfVectorizer from cognee.infrastructure.data.exceptions.exceptions import KeywordExtractionError -from cognee.shared.utils import extract_pos_tags -def extract_keywords(text: str) -> list[str]: - """ - Extract keywords from the provided text string. +# def extract_keywords(text: str) -> list[str]: +# """ +# Extract keywords from the provided text string. - This function raises an KeyWordExtractionError if the input text is empty. It processes the - text to extract parts of speech, focusing on nouns, and uses TF-IDF to identify the most - relevant keywords based on their frequency. The function returns a list of up to 15 - keywords, each having more than 3 characters. +# This function raises an KeyWordExtractionError if the input text is empty. It processes the +# text to extract parts of speech, focusing on nouns, and uses TF-IDF to identify the most +# relevant keywords based on their frequency. The function returns a list of up to 15 +# keywords, each having more than 3 characters. - Parameters: - ----------- +# Parameters: +# ----------- - - text (str): The input text from which to extract keywords. +# - text (str): The input text from which to extract keywords. - Returns: - -------- +# Returns: +# -------- - - list[str]: A list of keywords extracted from the text, containing up to 15 nouns - with more than 3 characters. - """ - if len(text) == 0: - raise KeywordExtractionError() +# - list[str]: A list of keywords extracted from the text, containing up to 15 nouns +# with more than 3 characters. +# """ +# if len(text) == 0: +# raise KeywordExtractionError() - tags = extract_pos_tags(text) - nouns = [word for (word, tag) in tags if tag == "NN"] +# tags = extract_pos_tags(text) +# nouns = [word for (word, tag) in tags if tag == "NN"] - vectorizer = TfidfVectorizer() - tfidf = vectorizer.fit_transform(nouns) +# vectorizer = TfidfVectorizer() +# tfidf = vectorizer.fit_transform(nouns) - top_nouns = sorted( - vectorizer.vocabulary_, key=lambda x: tfidf[0, vectorizer.vocabulary_[x]], reverse=True - ) +# top_nouns = sorted( +# vectorizer.vocabulary_, key=lambda x: tfidf[0, vectorizer.vocabulary_[x]], reverse=True +# ) - keywords = [] +# keywords = [] - for word in top_nouns: - if len(word) > 3: - keywords.append(word) - if len(keywords) >= 15: - break +# for word in top_nouns: +# if len(word) > 3: +# keywords.append(word) +# if len(keywords) >= 15: +# break - return keywords +# return keywords diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py index 22557d2ac..df141f2de 100644 --- a/cognee/shared/utils.py +++ b/cognee/shared/utils.py @@ -18,34 +18,41 @@ proxy_url = "https://test.prometh.ai" def get_entities(tagged_tokens): - import nltk - - nltk.download("maxent_ne_chunker", quiet=True) - - from nltk.chunk import ne_chunk - - return ne_chunk(tagged_tokens) + try: + import nltk + nltk.download("maxent_ne_chunker", quiet=True) + from nltk.chunk import ne_chunk + return ne_chunk(tagged_tokens) + except ImportError: + raise ImportError( + "NLTK is required for entity extraction. Install with 'pip install cognee[nlp]' to use this feature." + ) def extract_pos_tags(sentence): """Extract Part-of-Speech (POS) tags for words in a sentence.""" - import nltk + try: + import nltk - # Ensure that the necessary NLTK resources are downloaded - nltk.download("words", quiet=True) - nltk.download("punkt", quiet=True) - nltk.download("averaged_perceptron_tagger", quiet=True) + # Ensure that the necessary NLTK resources are downloaded + nltk.download("words", quiet=True) + nltk.download("punkt", quiet=True) + nltk.download("averaged_perceptron_tagger", quiet=True) - from nltk.tag import pos_tag - from nltk.tokenize import word_tokenize + from nltk.tag import pos_tag + from nltk.tokenize import word_tokenize - # Tokenize the sentence into words - tokens = word_tokenize(sentence) + # Tokenize the sentence into words + tokens = word_tokenize(sentence) - # Tag each word with its corresponding POS tag - pos_tags = pos_tag(tokens) + # Tag each word with its corresponding POS tag + pos_tags = pos_tag(tokens) - return pos_tags + return pos_tags + except ImportError: + raise ImportError( + "NLTK is required for POS tagging. Install with 'pip install cognee[nlp]' to use this feature." + ) def get_anonymous_id(): diff --git a/pyproject.toml b/pyproject.toml index 4c165a325..e71393b21 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,7 +25,6 @@ dependencies = [ "pydantic>=2.10.5,<3.0.0", "pydantic-settings>=2.2.1,<3", "typing_extensions>=4.12.2,<5.0.0", - "nltk>=3.9.1,<4.0.0", "numpy>=1.26.4, <=4.0.0", "sqlalchemy>=2.0.39,<3.0.0", "aiosqlite>=0.20.0,<1.0.0", @@ -40,14 +39,11 @@ dependencies = [ "jinja2>=3.1.3,<4", "lancedb>=0.24.0,<1.0.0", "alembic>=1.13.3,<2", - "pre-commit>=4.0.1,<5", - "scikit-learn>=1.6.1,<2", "limits>=4.4.1,<5", "fastapi>=0.115.7,<1.0.0", "python-multipart>=0.0.20,<1.0.0", "fastapi-users[sqlalchemy]>=14.0.1,<15.0.0", "structlog>=25.2.0,<26", - "pympler>=1.1,<2.0.0", "pylance>=0.22.0,<1.0.0", "kuzu (==0.11.0)", "python-magic-bin<0.5 ; platform_system == 'Windows'", # Only needed for Windows @@ -135,6 +131,7 @@ dev = [ debug = ["debugpy>=1.8.9,<2.0.0"] visualization = ["networkx>=3.4.2,<4", "matplotlib>=3.8.3,<4"] monitoring = ["sentry-sdk[fastapi]>=2.9.0,<3", "langfuse>=2.32.0,<3"] +nlp = ["nltk>=3.9.1,<4.0.0"] [project.urls] Homepage = "https://www.cognee.ai" From 861ae205d23d5332de2c440920205c4ab0ab6de7 Mon Sep 17 00:00:00 2001 From: vasilije Date: Wed, 27 Aug 2025 21:12:45 +0200 Subject: [PATCH 010/108] removed extra things --- cognee/modules/ingestion/data_types/TextData.py | 1 - 1 file changed, 1 deletion(-) diff --git a/cognee/modules/ingestion/data_types/TextData.py b/cognee/modules/ingestion/data_types/TextData.py index 7c2364a5a..90d5335b5 100644 --- a/cognee/modules/ingestion/data_types/TextData.py +++ b/cognee/modules/ingestion/data_types/TextData.py @@ -1,7 +1,6 @@ from typing import BinaryIO from contextlib import asynccontextmanager import hashlib -from cognee.infrastructure.data.utils.extract_keywords import extract_keywords from .IngestionData import IngestionData From 8f9e289a83c15e2969aed0919ebb1fb83ed6e3b4 Mon Sep 17 00:00:00 2001 From: vasilije Date: Thu, 28 Aug 2025 08:10:25 +0200 Subject: [PATCH 011/108] added baml test fix and format --- .github/workflows/basic_tests.yml | 3 +++ cognee/infrastructure/data/utils/extract_keywords.py | 1 - cognee/shared/utils.py | 2 ++ 3 files changed, 5 insertions(+), 1 deletion(-) diff --git a/.github/workflows/basic_tests.yml b/.github/workflows/basic_tests.yml index e2264da3d..b6da0d295 100644 --- a/.github/workflows/basic_tests.yml +++ b/.github/workflows/basic_tests.yml @@ -189,6 +189,9 @@ jobs: with: python-version: ${{ inputs.python-version }} + - name: Install BAML Dependencies + run: uv add "cognee[baml]" + - name: Run Simple Examples run: uv run python ./examples/python/simple_example.py diff --git a/cognee/infrastructure/data/utils/extract_keywords.py b/cognee/infrastructure/data/utils/extract_keywords.py index 811999618..c3e47c4c8 100644 --- a/cognee/infrastructure/data/utils/extract_keywords.py +++ b/cognee/infrastructure/data/utils/extract_keywords.py @@ -1,4 +1,3 @@ - from cognee.infrastructure.data.exceptions.exceptions import KeywordExtractionError diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py index df141f2de..16d0961cc 100644 --- a/cognee/shared/utils.py +++ b/cognee/shared/utils.py @@ -20,8 +20,10 @@ proxy_url = "https://test.prometh.ai" def get_entities(tagged_tokens): try: import nltk + nltk.download("maxent_ne_chunker", quiet=True) from nltk.chunk import ne_chunk + return ne_chunk(tagged_tokens) except ImportError: raise ImportError( From 0fd1dae448a29f7e777229963d6e31d4a3e4a92b Mon Sep 17 00:00:00 2001 From: vasilije Date: Tue, 2 Sep 2025 09:31:28 +0200 Subject: [PATCH 012/108] reverted some changes and remove some upper bounds --- pyproject.toml | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index e71393b21..6667819c8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,7 +20,7 @@ classifiers = [ "Operating System :: Microsoft :: Windows", ] dependencies = [ - "openai>=1.80.1,<1.99.9", + "openai>=1.80.1", "python-dotenv>=1.0.1,<2.0.0", "pydantic>=2.10.5,<3.0.0", "pydantic-settings>=2.2.1,<3", @@ -29,7 +29,7 @@ dependencies = [ "sqlalchemy>=2.0.39,<3.0.0", "aiosqlite>=0.20.0,<1.0.0", "tiktoken>=0.8.0,<1.0.0", - "litellm>=1.71.0, <2.0.0", + "litellm>=1.76.0", "instructor>=1.9.1,<2.0.0", "filetype>=1.2.0,<2.0.0", "aiohttp>=3.11.14,<4.0.0", @@ -47,6 +47,10 @@ dependencies = [ "pylance>=0.22.0,<1.0.0", "kuzu (==0.11.0)", "python-magic-bin<0.5 ; platform_system == 'Windows'", # Only needed for Windows + "fastembed<=0.6.0 ", + "networkx>=3.4.2,<4", + "matplotlib>=3.8.3,<4" + ] [project.optional-dependencies] From aa445cfaa7828863d35287c99f7bd2178a2bea70 Mon Sep 17 00:00:00 2001 From: vasilije Date: Sun, 7 Sep 2025 15:56:11 -0700 Subject: [PATCH 013/108] addressed issues --- cognee/eval_framework/modal_eval_dashboard.py | 2 +- .../data/utils/extract_keywords.py | 45 ------------------- cognee/infrastructure/llm/config.py | 7 +++ .../baml_src/extraction/extract_summary.py | 10 ----- .../knowledge_graph/extract_content_graph.py | 5 --- cognee/shared/utils.py | 40 ----------------- pyproject.toml | 11 ++--- 7 files changed, 11 insertions(+), 109 deletions(-) delete mode 100644 cognee/infrastructure/data/utils/extract_keywords.py diff --git a/cognee/eval_framework/modal_eval_dashboard.py b/cognee/eval_framework/modal_eval_dashboard.py index 9ff6f543c..e2ed8e453 100644 --- a/cognee/eval_framework/modal_eval_dashboard.py +++ b/cognee/eval_framework/modal_eval_dashboard.py @@ -16,7 +16,7 @@ metrics_volume = modal.Volume.from_name("evaluation_dashboard_results", create_i image = ( modal.Image.debian_slim(python_version="3.11") - .pip_install("streamlit", "plotly") + .pip_install("streamlit", "pandas", "plotly") .add_local_file(__file__, "/root/serve_dashboard.py") ) diff --git a/cognee/infrastructure/data/utils/extract_keywords.py b/cognee/infrastructure/data/utils/extract_keywords.py deleted file mode 100644 index c3e47c4c8..000000000 --- a/cognee/infrastructure/data/utils/extract_keywords.py +++ /dev/null @@ -1,45 +0,0 @@ -from cognee.infrastructure.data.exceptions.exceptions import KeywordExtractionError - - -# def extract_keywords(text: str) -> list[str]: -# """ -# Extract keywords from the provided text string. - -# This function raises an KeyWordExtractionError if the input text is empty. It processes the -# text to extract parts of speech, focusing on nouns, and uses TF-IDF to identify the most -# relevant keywords based on their frequency. The function returns a list of up to 15 -# keywords, each having more than 3 characters. - -# Parameters: -# ----------- - -# - text (str): The input text from which to extract keywords. - -# Returns: -# -------- - -# - list[str]: A list of keywords extracted from the text, containing up to 15 nouns -# with more than 3 characters. -# """ -# if len(text) == 0: -# raise KeywordExtractionError() - -# tags = extract_pos_tags(text) -# nouns = [word for (word, tag) in tags if tag == "NN"] - -# vectorizer = TfidfVectorizer() -# tfidf = vectorizer.fit_transform(nouns) - -# top_nouns = sorted( -# vectorizer.vocabulary_, key=lambda x: tfidf[0, vectorizer.vocabulary_[x]], reverse=True -# ) - -# keywords = [] - -# for word in top_nouns: -# if len(word) > 3: -# keywords.append(word) -# if len(keywords) >= 15: -# break - -# return keywords diff --git a/cognee/infrastructure/llm/config.py b/cognee/infrastructure/llm/config.py index c5240935c..9e5120456 100644 --- a/cognee/infrastructure/llm/config.py +++ b/cognee/infrastructure/llm/config.py @@ -75,6 +75,13 @@ class LLMConfig(BaseSettings): def model_post_init(self, __context) -> None: """Initialize the BAML registry after the model is created.""" + # Check if BAML is selected as structured output framework but not available + if self.structured_output_framework == "baml" and ClientRegistry is None: + raise ImportError( + "BAML is selected as structured output framework but not available. " + "Please install with 'pip install cognee[baml]' to use BAML extraction features." + ) + if ClientRegistry is not None: self.baml_registry = ClientRegistry() self.baml_registry.add_llm_client( diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py index 89889d294..697a52a45 100644 --- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py +++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/extract_summary.py @@ -37,11 +37,6 @@ async def extract_summary(content: str, response_model: Type[BaseModel]): """ config = get_llm_config() - if config.baml_registry is None: - raise ImportError( - "BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features." - ) - # Use BAML's SummarizeContent function summary_result = await b.SummarizeContent( content, baml_options={"client_registry": config.baml_registry} @@ -82,11 +77,6 @@ async def extract_code_summary(content: str): try: config = get_llm_config() - if config.baml_registry is None: - raise ImportError( - "BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features." - ) - result = await b.SummarizeCode( content, baml_options={"client_registry": config.baml_registry} ) diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py index f87d87d1b..abff07e09 100644 --- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py +++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/knowledge_graph/extract_content_graph.py @@ -16,11 +16,6 @@ async def extract_content_graph( get_logger(level="INFO") - if config.baml_registry is None: - raise ImportError( - "BAML is not available. Please install with 'pip install cognee[baml]' to use BAML extraction features." - ) - # if response_model: # # tb = TypeBuilder() # # country = tb.union \ diff --git a/cognee/shared/utils.py b/cognee/shared/utils.py index 16d0961cc..3071a82cb 100644 --- a/cognee/shared/utils.py +++ b/cognee/shared/utils.py @@ -17,46 +17,6 @@ from cognee.infrastructure.databases.graph import get_graph_engine proxy_url = "https://test.prometh.ai" -def get_entities(tagged_tokens): - try: - import nltk - - nltk.download("maxent_ne_chunker", quiet=True) - from nltk.chunk import ne_chunk - - return ne_chunk(tagged_tokens) - except ImportError: - raise ImportError( - "NLTK is required for entity extraction. Install with 'pip install cognee[nlp]' to use this feature." - ) - - -def extract_pos_tags(sentence): - """Extract Part-of-Speech (POS) tags for words in a sentence.""" - try: - import nltk - - # Ensure that the necessary NLTK resources are downloaded - nltk.download("words", quiet=True) - nltk.download("punkt", quiet=True) - nltk.download("averaged_perceptron_tagger", quiet=True) - - from nltk.tag import pos_tag - from nltk.tokenize import word_tokenize - - # Tokenize the sentence into words - tokens = word_tokenize(sentence) - - # Tag each word with its corresponding POS tag - pos_tags = pos_tag(tokens) - - return pos_tags - except ImportError: - raise ImportError( - "NLTK is required for POS tagging. Install with 'pip install cognee[nlp]' to use this feature." - ) - - def get_anonymous_id(): """Creates or reads a anonymous user id""" tracking_id = os.getenv("TRACKING_ID", None) diff --git a/pyproject.toml b/pyproject.toml index 6667819c8..2a4c36132 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -49,7 +49,8 @@ dependencies = [ "python-magic-bin<0.5 ; platform_system == 'Windows'", # Only needed for Windows "fastembed<=0.6.0 ", "networkx>=3.4.2,<4", - "matplotlib>=3.8.3,<4" + "matplotlib>=3.8.3,<4", + "baml-py>=0.201.0" ] @@ -66,18 +67,12 @@ distributed = [ # Database backends neo4j = ["neo4j>=5.28.0,<6"] neptune = ["langchain_aws>=0.2.22"] -# PostgreSQL support (binary - no compilation required) postgres = [ + "psycopg2>=2.9.10,<3", "psycopg2-binary>=2.9.10,<3.0.0", # Pre-compiled binary, no PostgreSQL headers needed "pgvector>=0.3.5,<0.4", "asyncpg>=0.30.0,<1.0.0", ] -# PostgreSQL support (source - requires PostgreSQL development headers) -postgres-source = [ - "psycopg2>=2.9.10,<3 ; platform_system != 'Windows'", # Requires libpq-dev, build tools - "pgvector>=0.3.5,<0.4", - "asyncpg>=0.30.0,<1.0.0", -] notebook = ["notebook>=7.1.0,<8"] langchain = [ "langsmith>=0.2.3,<1.0.0", From 356e685563001bdd90aca9529deb36c0d13f70a6 Mon Sep 17 00:00:00 2001 From: vasilije Date: Sun, 7 Sep 2025 16:03:39 -0700 Subject: [PATCH 014/108] adding info --- cognee/infrastructure/llm/config.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/cognee/infrastructure/llm/config.py b/cognee/infrastructure/llm/config.py index 9e5120456..4281921f7 100644 --- a/cognee/infrastructure/llm/config.py +++ b/cognee/infrastructure/llm/config.py @@ -1,5 +1,5 @@ import os -from typing import Optional, ClassVar +from typing import Optional, ClassVar, Any from functools import lru_cache from pydantic_settings import BaseSettings, SettingsConfigDict from pydantic import model_validator @@ -69,7 +69,7 @@ class LLMConfig(BaseSettings): fallback_endpoint: str = "" fallback_model: str = "" - baml_registry: ClassVar = None + baml_registry: Optional[Any] = None model_config = SettingsConfigDict(env_file=".env", extra="allow") From bb8b47bf344ff65b8e3f7e67010d05f3f3ba4841 Mon Sep 17 00:00:00 2001 From: vasilije Date: Sun, 7 Sep 2025 16:37:39 -0700 Subject: [PATCH 015/108] add fix --- .github/workflows/basic_tests.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/basic_tests.yml b/.github/workflows/basic_tests.yml index b6da0d295..bfe15a6cf 100644 --- a/.github/workflows/basic_tests.yml +++ b/.github/workflows/basic_tests.yml @@ -190,7 +190,7 @@ jobs: python-version: ${{ inputs.python-version }} - name: Install BAML Dependencies - run: uv add "cognee[baml]" + run: uv add "baml-py>=0.201.0,<0.202.0" - name: Run Simple Examples run: uv run python ./examples/python/simple_example.py From b230247c25ceb9812d9a0f1b694109158ab6e697 Mon Sep 17 00:00:00 2001 From: vasilije Date: Sun, 7 Sep 2025 16:50:39 -0700 Subject: [PATCH 016/108] added s3 as optional --- .../files/storage/S3FileStorage.py | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/cognee/infrastructure/files/storage/S3FileStorage.py b/cognee/infrastructure/files/storage/S3FileStorage.py index 6218d6240..0b95ca0cf 100644 --- a/cognee/infrastructure/files/storage/S3FileStorage.py +++ b/cognee/infrastructure/files/storage/S3FileStorage.py @@ -1,6 +1,5 @@ import os -import s3fs -from typing import BinaryIO, Union +from typing import BinaryIO, Union, TYPE_CHECKING from contextlib import asynccontextmanager from cognee.infrastructure.files.storage.s3_config import get_s3_config @@ -8,17 +7,27 @@ from cognee.infrastructure.utils.run_async import run_async from cognee.infrastructure.files.storage.FileBufferedReader import FileBufferedReader from .storage import Storage +if TYPE_CHECKING: + import s3fs + class S3FileStorage(Storage): """ - Manage local file storage operations such as storing, retrieving, and managing files on - the filesystem. + Manage S3 file storage operations such as storing, retrieving, and managing files on + S3-compatible storage. """ storage_path: str - s3: s3fs.S3FileSystem + s3: "s3fs.S3FileSystem" def __init__(self, storage_path: str): + try: + import s3fs + except ImportError: + raise ImportError( + "s3fs is required for S3FileStorage. Install it with: pip install cognee[aws]" + ) + self.storage_path = storage_path s3_config = get_s3_config() if s3_config.aws_access_key_id is not None and s3_config.aws_secret_access_key is not None: From 5fa5bfa68211f645bef20de54e9e73e5408a9c19 Mon Sep 17 00:00:00 2001 From: Mohammad Date: Wed, 10 Sep 2025 14:11:00 +0200 Subject: [PATCH 017/108] feat: add support for AWS session token in S3 configuration --- cognee/infrastructure/files/storage/S3FileStorage.py | 8 +++++++- cognee/infrastructure/files/storage/s3_config.py | 2 +- cognee/tasks/ingestion/resolve_data_directories.py | 2 +- 3 files changed, 9 insertions(+), 3 deletions(-) diff --git a/cognee/infrastructure/files/storage/S3FileStorage.py b/cognee/infrastructure/files/storage/S3FileStorage.py index 7c5a1033c..a0d611241 100644 --- a/cognee/infrastructure/files/storage/S3FileStorage.py +++ b/cognee/infrastructure/files/storage/S3FileStorage.py @@ -21,10 +21,11 @@ class S3FileStorage(Storage): def __init__(self, storage_path: str): self.storage_path = storage_path s3_config = get_s3_config() - if s3_config.aws_access_key_id is not None and s3_config.aws_secret_access_key is not None: + if s3_config.aws_access_key_id is not None and s3_config.aws_secret_access_key is not None and s3_config.aws_session_token is not None: self.s3 = s3fs.S3FileSystem( key=s3_config.aws_access_key_id, secret=s3_config.aws_secret_access_key, + token=s3_config.aws_session_token, anon=False, endpoint_url=s3_config.aws_endpoint_url, client_kwargs={"region_name": s3_config.aws_region}, @@ -146,6 +147,11 @@ class S3FileStorage(Storage): self.s3.isfile, os.path.join(self.storage_path.replace("s3://", ""), file_path) ) + async def get_size(self, file_path: str) -> int: + return await run_async( + self.s3.size, os.path.join(self.storage_path.replace("s3://", ""), file_path) + ) + async def ensure_directory_exists(self, directory_path: str = ""): """ Ensure that the specified directory exists, creating it if necessary. diff --git a/cognee/infrastructure/files/storage/s3_config.py b/cognee/infrastructure/files/storage/s3_config.py index 0b9372b7e..3b59bcd57 100644 --- a/cognee/infrastructure/files/storage/s3_config.py +++ b/cognee/infrastructure/files/storage/s3_config.py @@ -8,9 +8,9 @@ class S3Config(BaseSettings): aws_endpoint_url: Optional[str] = None aws_access_key_id: Optional[str] = None aws_secret_access_key: Optional[str] = None + aws_session_token: Optional[str] = None model_config = SettingsConfigDict(env_file=".env", extra="allow") - @lru_cache def get_s3_config(): return S3Config() diff --git a/cognee/tasks/ingestion/resolve_data_directories.py b/cognee/tasks/ingestion/resolve_data_directories.py index 1d3124a0c..cbd979e16 100644 --- a/cognee/tasks/ingestion/resolve_data_directories.py +++ b/cognee/tasks/ingestion/resolve_data_directories.py @@ -32,7 +32,7 @@ async def resolve_data_directories( import s3fs fs = s3fs.S3FileSystem( - key=s3_config.aws_access_key_id, secret=s3_config.aws_secret_access_key, anon=False + key=s3_config.aws_access_key_id, secret=s3_config.aws_secret_access_key,token=s3_config.aws_session_token, anon=False ) for item in data: From e2ed2793140a6993d500f823bf656f5ba93af6cd Mon Sep 17 00:00:00 2001 From: Mohammad Date: Wed, 10 Sep 2025 14:14:22 +0200 Subject: [PATCH 018/108] feat: add support for AWS session token in S3 configuration --- cognee/infrastructure/files/storage/s3_config.py | 1 + 1 file changed, 1 insertion(+) diff --git a/cognee/infrastructure/files/storage/s3_config.py b/cognee/infrastructure/files/storage/s3_config.py index 3b59bcd57..cefe5cd2f 100644 --- a/cognee/infrastructure/files/storage/s3_config.py +++ b/cognee/infrastructure/files/storage/s3_config.py @@ -11,6 +11,7 @@ class S3Config(BaseSettings): aws_session_token: Optional[str] = None model_config = SettingsConfigDict(env_file=".env", extra="allow") + @lru_cache def get_s3_config(): return S3Config() From a0c951336e22a6ee14036c3e51527e2b1723f9ed Mon Sep 17 00:00:00 2001 From: Mohammad Date: Wed, 10 Sep 2025 14:20:42 +0200 Subject: [PATCH 019/108] feat: add support for AWS session token in S3 configuration --- cognee/infrastructure/files/storage/S3FileStorage.py | 6 +++++- cognee/tasks/ingestion/resolve_data_directories.py | 5 ++++- 2 files changed, 9 insertions(+), 2 deletions(-) diff --git a/cognee/infrastructure/files/storage/S3FileStorage.py b/cognee/infrastructure/files/storage/S3FileStorage.py index a0d611241..078d5fe2a 100644 --- a/cognee/infrastructure/files/storage/S3FileStorage.py +++ b/cognee/infrastructure/files/storage/S3FileStorage.py @@ -21,7 +21,11 @@ class S3FileStorage(Storage): def __init__(self, storage_path: str): self.storage_path = storage_path s3_config = get_s3_config() - if s3_config.aws_access_key_id is not None and s3_config.aws_secret_access_key is not None and s3_config.aws_session_token is not None: + if ( + s3_config.aws_access_key_id is not None + and s3_config.aws_secret_access_key is not None + and s3_config.aws_session_token is not None + ): self.s3 = s3fs.S3FileSystem( key=s3_config.aws_access_key_id, secret=s3_config.aws_secret_access_key, diff --git a/cognee/tasks/ingestion/resolve_data_directories.py b/cognee/tasks/ingestion/resolve_data_directories.py index cbd979e16..aa2f95303 100644 --- a/cognee/tasks/ingestion/resolve_data_directories.py +++ b/cognee/tasks/ingestion/resolve_data_directories.py @@ -32,7 +32,10 @@ async def resolve_data_directories( import s3fs fs = s3fs.S3FileSystem( - key=s3_config.aws_access_key_id, secret=s3_config.aws_secret_access_key,token=s3_config.aws_session_token, anon=False + key=s3_config.aws_access_key_id, + secret=s3_config.aws_secret_access_key, + token=s3_config.aws_session_token, + anon=False, ) for item in data: From 8ad3ab23285a2865a0e1455081a5ece5e8104c7a Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Wed, 10 Sep 2025 15:06:37 +0200 Subject: [PATCH 020/108] fix: Allow S3 usage without token --- .env.template | 10 ++++++++++ cognee/infrastructure/files/storage/S3FileStorage.py | 6 +----- 2 files changed, 11 insertions(+), 5 deletions(-) diff --git a/.env.template b/.env.template index 28980de74..b90ad7525 100644 --- a/.env.template +++ b/.env.template @@ -155,6 +155,16 @@ LITELLM_LOG="ERROR" # DEFAULT_USER_EMAIL="" # DEFAULT_USER_PASSWORD="" +################################################################################ +# 📂 AWS Settings +################################################################################ + +#AWS_REGION="" +#AWS_ENDPOINT_URL="" +#AWS_ACCESS_KEY_ID="" +#AWS_SECRET_ACCESS_KEY="" +#AWS_SESSION_TOKEN="" + ------------------------------- END OF POSSIBLE SETTINGS ------------------------------- diff --git a/cognee/infrastructure/files/storage/S3FileStorage.py b/cognee/infrastructure/files/storage/S3FileStorage.py index 078d5fe2a..4284dcac2 100644 --- a/cognee/infrastructure/files/storage/S3FileStorage.py +++ b/cognee/infrastructure/files/storage/S3FileStorage.py @@ -21,11 +21,7 @@ class S3FileStorage(Storage): def __init__(self, storage_path: str): self.storage_path = storage_path s3_config = get_s3_config() - if ( - s3_config.aws_access_key_id is not None - and s3_config.aws_secret_access_key is not None - and s3_config.aws_session_token is not None - ): + if s3_config.aws_access_key_id is not None and s3_config.aws_secret_access_key is not None: self.s3 = s3fs.S3FileSystem( key=s3_config.aws_access_key_id, secret=s3_config.aws_secret_access_key, From e3cde238ffecde85477801a2b39567cb0524f133 Mon Sep 17 00:00:00 2001 From: Andrej Milicevic Date: Fri, 19 Sep 2025 12:31:25 +0200 Subject: [PATCH 021/108] refactor: Change limit=0 to limit=None in vector search. Initial commit, still wip. --- .../NeptuneAnalyticsAdapter.py | 6 +- .../vector/chromadb/ChromaDBAdapter.py | 10 +- .../vector/lancedb/LanceDBAdapter.py | 8 +- .../vector/pgvector/PGVectorAdapter.py | 14 +- .../databases/vector/vector_db_interface.py | 8 +- .../modules/graph/cognee_graph/CogneeGraph.py | 2 +- .../modules/retrieval/insights_retriever.py | 2 +- .../modules/retrieval/temporal_retriever.py | 2 +- .../utils/brute_force_triplet_search.py | 2 +- .../vector/data/alice_in_wonderland.txt | 1772 +++++++++++++++++ .../databases/vector/test_vector_engine.py | 40 + .../python/cognee_simple_document_demo.py | 3 + 12 files changed, 1849 insertions(+), 20 deletions(-) create mode 100644 cognee/tests/unit/infrastructure/databases/vector/data/alice_in_wonderland.txt create mode 100644 cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py diff --git a/cognee/infrastructure/databases/hybrid/neptune_analytics/NeptuneAnalyticsAdapter.py b/cognee/infrastructure/databases/hybrid/neptune_analytics/NeptuneAnalyticsAdapter.py index 4baf8ff13..5357f3d7c 100644 --- a/cognee/infrastructure/databases/hybrid/neptune_analytics/NeptuneAnalyticsAdapter.py +++ b/cognee/infrastructure/databases/hybrid/neptune_analytics/NeptuneAnalyticsAdapter.py @@ -234,7 +234,7 @@ class NeptuneAnalyticsAdapter(NeptuneGraphDB, VectorDBInterface): collection_name: str, query_text: Optional[str] = None, query_vector: Optional[List[float]] = None, - limit: int = None, + limit: Optional[int] = None, with_vector: bool = False, ): """ @@ -265,10 +265,10 @@ class NeptuneAnalyticsAdapter(NeptuneGraphDB, VectorDBInterface): "Use this option only when vector data is required." ) - # In the case of excessive limit, or zero / negative value, limit will be set to 10. + # In the case of excessive limit, or None / zero / negative value, limit will be set to 10. if not limit or limit <= self._TOPK_LOWER_BOUND or limit > self._TOPK_UPPER_BOUND: logger.warning( - "Provided limit (%s) is invalid (zero, negative, or exceeds maximum). " + "Provided limit (%s) is invalid (None, zero, negative, or exceeds maximum). " "Defaulting to limit=10.", limit, ) diff --git a/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py b/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py index 3d707b2f7..fa0a39621 100644 --- a/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py +++ b/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py @@ -352,7 +352,7 @@ class ChromaDBAdapter(VectorDBInterface): collection_name: str, query_text: str = None, query_vector: List[float] = None, - limit: int = 15, + limit: Optional[int] = 15, with_vector: bool = False, normalized: bool = True, ): @@ -386,9 +386,13 @@ class ChromaDBAdapter(VectorDBInterface): try: collection = await self.get_collection(collection_name) - if limit == 0: + if not limit: limit = await collection.count() + # If limit is still 0, no need to do the search, just return empty results + if limit <= 0: + return [] + results = await collection.query( query_embeddings=[query_vector], include=["metadatas", "distances", "embeddings"] @@ -428,7 +432,7 @@ class ChromaDBAdapter(VectorDBInterface): for row in vector_list ] except Exception as e: - logger.error(f"Error in search: {str(e)}") + logger.warning(f"Error in search: {str(e)}") return [] async def batch_search( diff --git a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py index 0184ec3ee..844432553 100644 --- a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py +++ b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py @@ -223,7 +223,7 @@ class LanceDBAdapter(VectorDBInterface): collection_name: str, query_text: str = None, query_vector: List[float] = None, - limit: int = 15, + limit: Optional[int] = 15, with_vector: bool = False, normalized: bool = True, ): @@ -235,11 +235,11 @@ class LanceDBAdapter(VectorDBInterface): collection = await self.get_collection(collection_name) - if limit == 0: + if not limit: limit = await collection.count_rows() # LanceDB search will break if limit is 0 so we must return - if limit == 0: + if limit <= 0: return [] results = await collection.vector_search(query_vector).limit(limit).to_pandas() @@ -264,7 +264,7 @@ class LanceDBAdapter(VectorDBInterface): self, collection_name: str, query_texts: List[str], - limit: int = None, + limit: Optional[int] = None, with_vectors: bool = False, ): query_vectors = await self.embedding_engine.embed_text(query_texts) diff --git a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py index 4dfd9792f..4d8fa3637 100644 --- a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py +++ b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py @@ -3,7 +3,7 @@ from typing import List, Optional, get_type_hints from sqlalchemy.inspection import inspect from sqlalchemy.orm import Mapped, mapped_column from sqlalchemy.dialects.postgresql import insert -from sqlalchemy import JSON, Column, Table, select, delete, MetaData +from sqlalchemy import JSON, Column, Table, select, delete, MetaData, func from sqlalchemy.ext.asyncio import create_async_engine, async_sessionmaker from sqlalchemy.exc import ProgrammingError from tenacity import retry, retry_if_exception_type, stop_after_attempt, wait_exponential @@ -299,7 +299,7 @@ class PGVectorAdapter(SQLAlchemyAdapter, VectorDBInterface): collection_name: str, query_text: Optional[str] = None, query_vector: Optional[List[float]] = None, - limit: int = 15, + limit: Optional[int] = 15, with_vector: bool = False, ) -> List[ScoredResult]: if query_text is None and query_vector is None: @@ -311,6 +311,16 @@ class PGVectorAdapter(SQLAlchemyAdapter, VectorDBInterface): # Get PGVectorDataPoint Table from database PGVectorDataPoint = await self.get_table(collection_name) + if not limit: + async with self.get_async_session() as session: + query = select(func.count()).select_from(PGVectorDataPoint) + result = await session.execute(query) + limit = result.rowcount + + # If limit is still 0, no need to do the search, just return empty results + if limit <= 0: + return [] + # NOTE: This needs to be initialized in case search doesn't return a value closest_items = [] diff --git a/cognee/infrastructure/databases/vector/vector_db_interface.py b/cognee/infrastructure/databases/vector/vector_db_interface.py index 96b6bbd6f..a630f102b 100644 --- a/cognee/infrastructure/databases/vector/vector_db_interface.py +++ b/cognee/infrastructure/databases/vector/vector_db_interface.py @@ -83,7 +83,7 @@ class VectorDBInterface(Protocol): collection_name: str, query_text: Optional[str], query_vector: Optional[List[float]], - limit: int, + limit: Optional[int], with_vector: bool = False, ): """ @@ -98,7 +98,7 @@ class VectorDBInterface(Protocol): collection. - query_vector (Optional[List[float]]): An optional vector representation for searching the collection. - - limit (int): The maximum number of results to return from the search. + - limit (Optional[int]): The maximum number of results to return from the search. - with_vector (bool): Whether to return the vector representations with search results. (default False) """ @@ -106,7 +106,7 @@ class VectorDBInterface(Protocol): @abstractmethod async def batch_search( - self, collection_name: str, query_texts: List[str], limit: int, with_vectors: bool = False + self, collection_name: str, query_texts: List[str], limit: Optional[int], with_vectors: bool = False ): """ Perform a batch search using multiple text queries against a collection. @@ -116,7 +116,7 @@ class VectorDBInterface(Protocol): - collection_name (str): The name of the collection to conduct the batch search in. - query_texts (List[str]): A list of text queries to use for the search. - - limit (int): The maximum number of results to return for each query. + - limit (Optional[int]): The maximum number of results to return for each query. - with_vectors (bool): Whether to include vector representations with search results. (default False) """ diff --git a/cognee/modules/graph/cognee_graph/CogneeGraph.py b/cognee/modules/graph/cognee_graph/CogneeGraph.py index 28e04cce4..9703928f0 100644 --- a/cognee/modules/graph/cognee_graph/CogneeGraph.py +++ b/cognee/modules/graph/cognee_graph/CogneeGraph.py @@ -161,7 +161,7 @@ class CogneeGraph(CogneeAbstractGraph): edge_distances = await vector_engine.search( collection_name="EdgeType_relationship_name", query_vector=query_vector, - limit=0, + limit=None, ) projection_time = time.time() - start_time logger.info( diff --git a/cognee/modules/retrieval/insights_retriever.py b/cognee/modules/retrieval/insights_retriever.py index 0b1991e92..10aa288e6 100644 --- a/cognee/modules/retrieval/insights_retriever.py +++ b/cognee/modules/retrieval/insights_retriever.py @@ -25,7 +25,7 @@ class InsightsRetriever(BaseGraphRetriever): - top_k """ - def __init__(self, exploration_levels: int = 1, top_k: int = 5): + def __init__(self, exploration_levels: int = 1, top_k: Optional[int] = 5): """Initialize retriever with exploration levels and search parameters.""" self.exploration_levels = exploration_levels self.top_k = top_k diff --git a/cognee/modules/retrieval/temporal_retriever.py b/cognee/modules/retrieval/temporal_retriever.py index c5fe2094c..1c3510b32 100644 --- a/cognee/modules/retrieval/temporal_retriever.py +++ b/cognee/modules/retrieval/temporal_retriever.py @@ -129,7 +129,7 @@ class TemporalRetriever(GraphCompletionRetriever): query_vector = (await vector_engine.embedding_engine.embed_text([query]))[0] vector_search_results = await vector_engine.search( - collection_name="Event_name", query_vector=query_vector, limit=0 + collection_name="Event_name", query_vector=query_vector, limit=None ) top_k_events = await self.filter_top_k_events(relevant_events, vector_search_results) diff --git a/cognee/modules/retrieval/utils/brute_force_triplet_search.py b/cognee/modules/retrieval/utils/brute_force_triplet_search.py index aa3233776..0ecba035c 100644 --- a/cognee/modules/retrieval/utils/brute_force_triplet_search.py +++ b/cognee/modules/retrieval/utils/brute_force_triplet_search.py @@ -144,7 +144,7 @@ async def brute_force_triplet_search( async def search_in_collection(collection_name: str): try: return await vector_engine.search( - collection_name=collection_name, query_vector=query_vector, limit=0 + collection_name=collection_name, query_vector=query_vector, limit=None ) except CollectionNotFoundError: return [] diff --git a/cognee/tests/unit/infrastructure/databases/vector/data/alice_in_wonderland.txt b/cognee/tests/unit/infrastructure/databases/vector/data/alice_in_wonderland.txt new file mode 100644 index 000000000..10143ebe4 --- /dev/null +++ b/cognee/tests/unit/infrastructure/databases/vector/data/alice_in_wonderland.txt @@ -0,0 +1,1772 @@ +CHAPTER I. +Down the Rabbit-Hole +Alice was beginning to get very tired of sitting by her sister on the bank, and of having nothing to do: once or twice she had peeped into the book her sister was reading, but it had no pictures or conversations in it, “and what is the use of a book,” thought Alice “without pictures or conversations?” + +So she was considering in her own mind (as well as she could, for the hot day made her feel very sleepy and stupid), whether the pleasure of making a daisy-chain would be worth the trouble of getting up and picking the daisies, when suddenly a White Rabbit with pink eyes ran close by her. + +There was nothing so very remarkable in that; nor did Alice think it so very much out of the way to hear the Rabbit say to itself, “Oh dear! Oh dear! I shall be late!” (when she thought it over afterwards, it occurred to her that she ought to have wondered at this, but at the time it all seemed quite natural); but when the Rabbit actually took a watch out of its waistcoat-pocket, and looked at it, and then hurried on, Alice started to her feet, for it flashed across her mind that she had never before seen a rabbit with either a waistcoat-pocket, or a watch to take out of it, and burning with curiosity, she ran across the field after it, and fortunately was just in time to see it pop down a large rabbit-hole under the hedge. + +In another moment down went Alice after it, never once considering how in the world she was to get out again. + +The rabbit-hole went straight on like a tunnel for some way, and then dipped suddenly down, so suddenly that Alice had not a moment to think about stopping herself before she found herself falling down a very deep well. + +Either the well was very deep, or she fell very slowly, for she had plenty of time as she went down to look about her and to wonder what was going to happen next. First, she tried to look down and make out what she was coming to, but it was too dark to see anything; then she looked at the sides of the well, and noticed that they were filled with cupboards and book-shelves; here and there she saw maps and pictures hung upon pegs. She took down a jar from one of the shelves as she passed; it was labelled “ORANGE MARMALADE”, but to her great disappointment it was empty: she did not like to drop the jar for fear of killing somebody underneath, so managed to put it into one of the cupboards as she fell past it. + +“Well!” thought Alice to herself, “after such a fall as this, I shall think nothing of tumbling down stairs! How brave they’ll all think me at home! Why, I wouldn’t say anything about it, even if I fell off the top of the house!” (Which was very likely true.) + +Down, down, down. Would the fall never come to an end? “I wonder how many miles I’ve fallen by this time?” she said aloud. “I must be getting somewhere near the centre of the earth. Let me see: that would be four thousand miles down, I think—” (for, you see, Alice had learnt several things of this sort in her lessons in the schoolroom, and though this was not a very good opportunity for showing off her knowledge, as there was no one to listen to her, still it was good practice to say it over) “—yes, that’s about the right distance—but then I wonder what Latitude or Longitude I’ve got to?” (Alice had no idea what Latitude was, or Longitude either, but thought they were nice grand words to say.) + +Presently she began again. “I wonder if I shall fall right through the earth! How funny it’ll seem to come out among the people that walk with their heads downward! The Antipathies, I think—” (she was rather glad there was no one listening, this time, as it didn’t sound at all the right word) “—but I shall have to ask them what the name of the country is, you know. Please, Ma’am, is this New Zealand or Australia?” (and she tried to curtsey as she spoke—fancy curtseying as you’re falling through the air! Do you think you could manage it?) “And what an ignorant little girl she’ll think me for asking! No, it’ll never do to ask: perhaps I shall see it written up somewhere.” + +Down, down, down. There was nothing else to do, so Alice soon began talking again. “Dinah’ll miss me very much to-night, I should think!” (Dinah was the cat.) “I hope they’ll remember her saucer of milk at tea-time. Dinah my dear! I wish you were down here with me! There are no mice in the air, I’m afraid, but you might catch a bat, and that’s very like a mouse, you know. But do cats eat bats, I wonder?” And here Alice began to get rather sleepy, and went on saying to herself, in a dreamy sort of way, “Do cats eat bats? Do cats eat bats?” and sometimes, “Do bats eat cats?” for, you see, as she couldn’t answer either question, it didn’t much matter which way she put it. She felt that she was dozing off, and had just begun to dream that she was walking hand in hand with Dinah, and saying to her very earnestly, “Now, Dinah, tell me the truth: did you ever eat a bat?” when suddenly, thump! thump! down she came upon a heap of sticks and dry leaves, and the fall was over. + +Alice was not a bit hurt, and she jumped up on to her feet in a moment: she looked up, but it was all dark overhead; before her was another long passage, and the White Rabbit was still in sight, hurrying down it. There was not a moment to be lost: away went Alice like the wind, and was just in time to hear it say, as it turned a corner, “Oh my ears and whiskers, how late it’s getting!” She was close behind it when she turned the corner, but the Rabbit was no longer to be seen: she found herself in a long, low hall, which was lit up by a row of lamps hanging from the roof. + +There were doors all round the hall, but they were all locked; and when Alice had been all the way down one side and up the other, trying every door, she walked sadly down the middle, wondering how she was ever to get out again. + +Suddenly she came upon a little three-legged table, all made of solid glass; there was nothing on it except a tiny golden key, and Alice’s first thought was that it might belong to one of the doors of the hall; but, alas! either the locks were too large, or the key was too small, but at any rate it would not open any of them. However, on the second time round, she came upon a low curtain she had not noticed before, and behind it was a little door about fifteen inches high: she tried the little golden key in the lock, and to her great delight it fitted! + +Alice opened the door and found that it led into a small passage, not much larger than a rat-hole: she knelt down and looked along the passage into the loveliest garden you ever saw. How she longed to get out of that dark hall, and wander about among those beds of bright flowers and those cool fountains, but she could not even get her head through the doorway; “and even if my head would go through,” thought poor Alice, “it would be of very little use without my shoulders. Oh, how I wish I could shut up like a telescope! I think I could, if I only knew how to begin.” For, you see, so many out-of-the-way things had happened lately, that Alice had begun to think that very few things indeed were really impossible. + +There seemed to be no use in waiting by the little door, so she went back to the table, half hoping she might find another key on it, or at any rate a book of rules for shutting people up like telescopes: this time she found a little bottle on it, (“which certainly was not here before,” said Alice,) and round the neck of the bottle was a paper label, with the words “DRINK ME,” beautifully printed on it in large letters. + +It was all very well to say “Drink me,” but the wise little Alice was not going to do that in a hurry. “No, I’ll look first,” she said, “and see whether it’s marked ‘poison’ or not”; for she had read several nice little histories about children who had got burnt, and eaten up by wild beasts and other unpleasant things, all because they would not remember the simple rules their friends had taught them: such as, that a red-hot poker will burn you if you hold it too long; and that if you cut your finger very deeply with a knife, it usually bleeds; and she had never forgotten that, if you drink much from a bottle marked “poison,” it is almost certain to disagree with you, sooner or later. + +However, this bottle was not marked “poison,” so Alice ventured to taste it, and finding it very nice, (it had, in fact, a sort of mixed flavour of cherry-tart, custard, pine-apple, roast turkey, toffee, and hot buttered toast,) she very soon finished it off. + +* * * * * * * + + * * * * * * + +* * * * * * * + +“What a curious feeling!” said Alice; “I must be shutting up like a telescope.” + +And so it was indeed: she was now only ten inches high, and her face brightened up at the thought that she was now the right size for going through the little door into that lovely garden. First, however, she waited for a few minutes to see if she was going to shrink any further: she felt a little nervous about this; “for it might end, you know,” said Alice to herself, “in my going out altogether, like a candle. I wonder what I should be like then?” And she tried to fancy what the flame of a candle is like after the candle is blown out, for she could not remember ever having seen such a thing. + +After a while, finding that nothing more happened, she decided on going into the garden at once; but, alas for poor Alice! when she got to the door, she found she had forgotten the little golden key, and when she went back to the table for it, she found she could not possibly reach it: she could see it quite plainly through the glass, and she tried her best to climb up one of the legs of the table, but it was too slippery; and when she had tired herself out with trying, the poor little thing sat down and cried. + +“Come, there’s no use in crying like that!” said Alice to herself, rather sharply; “I advise you to leave off this minute!” She generally gave herself very good advice, (though she very seldom followed it), and sometimes she scolded herself so severely as to bring tears into her eyes; and once she remembered trying to box her own ears for having cheated herself in a game of croquet she was playing against herself, for this curious child was very fond of pretending to be two people. “But it’s no use now,” thought poor Alice, “to pretend to be two people! Why, there’s hardly enough of me left to make one respectable person!” + +Soon her eye fell on a little glass box that was lying under the table: she opened it, and found in it a very small cake, on which the words “EAT ME” were beautifully marked in currants. “Well, I’ll eat it,” said Alice, “and if it makes me grow larger, I can reach the key; and if it makes me grow smaller, I can creep under the door; so either way I’ll get into the garden, and I don’t care which happens!” + +She ate a little bit, and said anxiously to herself, “Which way? Which way?”, holding her hand on the top of her head to feel which way it was growing, and she was quite surprised to find that she remained the same size: to be sure, this generally happens when one eats cake, but Alice had got so much into the way of expecting nothing but out-of-the-way things to happen, that it seemed quite dull and stupid for life to go on in the common way. + +So she set to work, and very soon finished off the cake. + +* * * * * * * + + * * * * * * + +* * * * * * * + +CHAPTER II. +The Pool of Tears +“Curiouser and curiouser!” cried Alice (she was so much surprised, that for the moment she quite forgot how to speak good English); “now I’m opening out like the largest telescope that ever was! Good-bye, feet!” (for when she looked down at her feet, they seemed to be almost out of sight, they were getting so far off). “Oh, my poor little feet, I wonder who will put on your shoes and stockings for you now, dears? I’m sure I shan’t be able! I shall be a great deal too far off to trouble myself about you: you must manage the best way you can;—but I must be kind to them,” thought Alice, “or perhaps they won’t walk the way I want to go! Let me see: I’ll give them a new pair of boots every Christmas.” + +And she went on planning to herself how she would manage it. “They must go by the carrier,” she thought; “and how funny it’ll seem, sending presents to one’s own feet! And how odd the directions will look! + + Alice’s Right Foot, Esq., + Hearthrug, + near the Fender, + (with Alice’s love). +Oh dear, what nonsense I’m talking!” + +Just then her head struck against the roof of the hall: in fact she was now more than nine feet high, and she at once took up the little golden key and hurried off to the garden door. + +Poor Alice! It was as much as she could do, lying down on one side, to look through into the garden with one eye; but to get through was more hopeless than ever: she sat down and began to cry again. + +“You ought to be ashamed of yourself,” said Alice, “a great girl like you,” (she might well say this), “to go on crying in this way! Stop this moment, I tell you!” But she went on all the same, shedding gallons of tears, until there was a large pool all round her, about four inches deep and reaching half down the hall. + +After a time she heard a little pattering of feet in the distance, and she hastily dried her eyes to see what was coming. It was the White Rabbit returning, splendidly dressed, with a pair of white kid gloves in one hand and a large fan in the other: he came trotting along in a great hurry, muttering to himself as he came, “Oh! the Duchess, the Duchess! Oh! won’t she be savage if I’ve kept her waiting!” Alice felt so desperate that she was ready to ask help of any one; so, when the Rabbit came near her, she began, in a low, timid voice, “If you please, sir—” The Rabbit started violently, dropped the white kid gloves and the fan, and skurried away into the darkness as hard as he could go. + +Alice took up the fan and gloves, and, as the hall was very hot, she kept fanning herself all the time she went on talking: “Dear, dear! How queer everything is to-day! And yesterday things went on just as usual. I wonder if I’ve been changed in the night? Let me think: was I the same when I got up this morning? I almost think I can remember feeling a little different. But if I’m not the same, the next question is, Who in the world am I? Ah, that’s the great puzzle!” And she began thinking over all the children she knew that were of the same age as herself, to see if she could have been changed for any of them. + +“I’m sure I’m not Ada,” she said, “for her hair goes in such long ringlets, and mine doesn’t go in ringlets at all; and I’m sure I can’t be Mabel, for I know all sorts of things, and she, oh! she knows such a very little! Besides, she’s she, and I’m I, and—oh dear, how puzzling it all is! I’ll try if I know all the things I used to know. Let me see: four times five is twelve, and four times six is thirteen, and four times seven is—oh dear! I shall never get to twenty at that rate! However, the Multiplication Table doesn’t signify: let’s try Geography. London is the capital of Paris, and Paris is the capital of Rome, and Rome—no, that’s all wrong, I’m certain! I must have been changed for Mabel! I’ll try and say ‘How doth the little—’” and she crossed her hands on her lap as if she were saying lessons, and began to repeat it, but her voice sounded hoarse and strange, and the words did not come the same as they used to do:— + +“How doth the little crocodile + Improve his shining tail, +And pour the waters of the Nile + On every golden scale! + +“How cheerfully he seems to grin, + How neatly spread his claws, +And welcome little fishes in + With gently smiling jaws!” + +“I’m sure those are not the right words,” said poor Alice, and her eyes filled with tears again as she went on, “I must be Mabel after all, and I shall have to go and live in that poky little house, and have next to no toys to play with, and oh! ever so many lessons to learn! No, I’ve made up my mind about it; if I’m Mabel, I’ll stay down here! It’ll be no use their putting their heads down and saying ‘Come up again, dear!’ I shall only look up and say ‘Who am I then? Tell me that first, and then, if I like being that person, I’ll come up: if not, I’ll stay down here till I’m somebody else’—but, oh dear!” cried Alice, with a sudden burst of tears, “I do wish they would put their heads down! I am so very tired of being all alone here!” + +As she said this she looked down at her hands, and was surprised to see that she had put on one of the Rabbit’s little white kid gloves while she was talking. “How can I have done that?” she thought. “I must be growing small again.” She got up and went to the table to measure herself by it, and found that, as nearly as she could guess, she was now about two feet high, and was going on shrinking rapidly: she soon found out that the cause of this was the fan she was holding, and she dropped it hastily, just in time to avoid shrinking away altogether. + +“That was a narrow escape!” said Alice, a good deal frightened at the sudden change, but very glad to find herself still in existence; “and now for the garden!” and she ran with all speed back to the little door: but, alas! the little door was shut again, and the little golden key was lying on the glass table as before, “and things are worse than ever,” thought the poor child, “for I never was so small as this before, never! And I declare it’s too bad, that it is!” + +As she said these words her foot slipped, and in another moment, splash! she was up to her chin in salt water. Her first idea was that she had somehow fallen into the sea, “and in that case I can go back by railway,” she said to herself. (Alice had been to the seaside once in her life, and had come to the general conclusion, that wherever you go to on the English coast you find a number of bathing machines in the sea, some children digging in the sand with wooden spades, then a row of lodging houses, and behind them a railway station.) However, she soon made out that she was in the pool of tears which she had wept when she was nine feet high. + +“I wish I hadn’t cried so much!” said Alice, as she swam about, trying to find her way out. “I shall be punished for it now, I suppose, by being drowned in my own tears! That will be a queer thing, to be sure! However, everything is queer to-day.” + +Just then she heard something splashing about in the pool a little way off, and she swam nearer to make out what it was: at first she thought it must be a walrus or hippopotamus, but then she remembered how small she was now, and she soon made out that it was only a mouse that had slipped in like herself. + +“Would it be of any use, now,” thought Alice, “to speak to this mouse? Everything is so out-of-the-way down here, that I should think very likely it can talk: at any rate, there’s no harm in trying.” So she began: “O Mouse, do you know the way out of this pool? I am very tired of swimming about here, O Mouse!” (Alice thought this must be the right way of speaking to a mouse: she had never done such a thing before, but she remembered having seen in her brother’s Latin Grammar, “A mouse—of a mouse—to a mouse—a mouse—O mouse!”) The Mouse looked at her rather inquisitively, and seemed to her to wink with one of its little eyes, but it said nothing. + +“Perhaps it doesn’t understand English,” thought Alice; “I daresay it’s a French mouse, come over with William the Conqueror.” (For, with all her knowledge of history, Alice had no very clear notion how long ago anything had happened.) So she began again: “Où est ma chatte?” which was the first sentence in her French lesson-book. The Mouse gave a sudden leap out of the water, and seemed to quiver all over with fright. “Oh, I beg your pardon!” cried Alice hastily, afraid that she had hurt the poor animal’s feelings. “I quite forgot you didn’t like cats.” + +“Not like cats!” cried the Mouse, in a shrill, passionate voice. “Would you like cats if you were me?” + +“Well, perhaps not,” said Alice in a soothing tone: “don’t be angry about it. And yet I wish I could show you our cat Dinah: I think you’d take a fancy to cats if you could only see her. She is such a dear quiet thing,” Alice went on, half to herself, as she swam lazily about in the pool, “and she sits purring so nicely by the fire, licking her paws and washing her face—and she is such a nice soft thing to nurse—and she’s such a capital one for catching mice—oh, I beg your pardon!” cried Alice again, for this time the Mouse was bristling all over, and she felt certain it must be really offended. “We won’t talk about her any more if you’d rather not.” + +“We indeed!” cried the Mouse, who was trembling down to the end of his tail. “As if I would talk on such a subject! Our family always hated cats: nasty, low, vulgar things! Don’t let me hear the name again!” + +“I won’t indeed!” said Alice, in a great hurry to change the subject of conversation. “Are you—are you fond—of—of dogs?” The Mouse did not answer, so Alice went on eagerly: “There is such a nice little dog near our house I should like to show you! A little bright-eyed terrier, you know, with oh, such long curly brown hair! And it’ll fetch things when you throw them, and it’ll sit up and beg for its dinner, and all sorts of things—I can’t remember half of them—and it belongs to a farmer, you know, and he says it’s so useful, it’s worth a hundred pounds! He says it kills all the rats and—oh dear!” cried Alice in a sorrowful tone, “I’m afraid I’ve offended it again!” For the Mouse was swimming away from her as hard as it could go, and making quite a commotion in the pool as it went. + +So she called softly after it, “Mouse dear! Do come back again, and we won’t talk about cats or dogs either, if you don’t like them!” When the Mouse heard this, it turned round and swam slowly back to her: its face was quite pale (with passion, Alice thought), and it said in a low trembling voice, “Let us get to the shore, and then I’ll tell you my history, and you’ll understand why it is I hate cats and dogs.” + +It was high time to go, for the pool was getting quite crowded with the birds and animals that had fallen into it: there were a Duck and a Dodo, a Lory and an Eaglet, and several other curious creatures. Alice led the way, and the whole party swam to the shore. + +CHAPTER III. +A Caucus-Race and a Long Tale +They were indeed a queer-looking party that assembled on the bank—the birds with draggled feathers, the animals with their fur clinging close to them, and all dripping wet, cross, and uncomfortable. + +The first question of course was, how to get dry again: they had a consultation about this, and after a few minutes it seemed quite natural to Alice to find herself talking familiarly with them, as if she had known them all her life. Indeed, she had quite a long argument with the Lory, who at last turned sulky, and would only say, “I am older than you, and must know better;” and this Alice would not allow without knowing how old it was, and, as the Lory positively refused to tell its age, there was no more to be said. + +At last the Mouse, who seemed to be a person of authority among them, called out, “Sit down, all of you, and listen to me! I’ll soon make you dry enough!” They all sat down at once, in a large ring, with the Mouse in the middle. Alice kept her eyes anxiously fixed on it, for she felt sure she would catch a bad cold if she did not get dry very soon. + +“Ahem!” said the Mouse with an important air, “are you all ready? This is the driest thing I know. Silence all round, if you please! ‘William the Conqueror, whose cause was favoured by the pope, was soon submitted to by the English, who wanted leaders, and had been of late much accustomed to usurpation and conquest. Edwin and Morcar, the earls of Mercia and Northumbria—’” + +“Ugh!” said the Lory, with a shiver. + +“I beg your pardon!” said the Mouse, frowning, but very politely: “Did you speak?” + +“Not I!” said the Lory hastily. + +“I thought you did,” said the Mouse. “—I proceed. ‘Edwin and Morcar, the earls of Mercia and Northumbria, declared for him: and even Stigand, the patriotic archbishop of Canterbury, found it advisable—’” + +“Found what?” said the Duck. + +“Found it,” the Mouse replied rather crossly: “of course you know what ‘it’ means.” + +“I know what ‘it’ means well enough, when I find a thing,” said the Duck: “it’s generally a frog or a worm. The question is, what did the archbishop find?” + +The Mouse did not notice this question, but hurriedly went on, “‘—found it advisable to go with Edgar Atheling to meet William and offer him the crown. William’s conduct at first was moderate. But the insolence of his Normans—’ How are you getting on now, my dear?” it continued, turning to Alice as it spoke. + +“As wet as ever,” said Alice in a melancholy tone: “it doesn’t seem to dry me at all.” + +“In that case,” said the Dodo solemnly, rising to its feet, “I move that the meeting adjourn, for the immediate adoption of more energetic remedies—” + +“Speak English!” said the Eaglet. “I don’t know the meaning of half those long words, and, what’s more, I don’t believe you do either!” And the Eaglet bent down its head to hide a smile: some of the other birds tittered audibly. + +“What I was going to say,” said the Dodo in an offended tone, “was, that the best thing to get us dry would be a Caucus-race.” + +“What is a Caucus-race?” said Alice; not that she wanted much to know, but the Dodo had paused as if it thought that somebody ought to speak, and no one else seemed inclined to say anything. + +“Why,” said the Dodo, “the best way to explain it is to do it.” (And, as you might like to try the thing yourself, some winter day, I will tell you how the Dodo managed it.) + +First it marked out a race-course, in a sort of circle, (“the exact shape doesn’t matter,” it said,) and then all the party were placed along the course, here and there. There was no “One, two, three, and away,” but they began running when they liked, and left off when they liked, so that it was not easy to know when the race was over. However, when they had been running half an hour or so, and were quite dry again, the Dodo suddenly called out “The race is over!” and they all crowded round it, panting, and asking, “But who has won?” + +This question the Dodo could not answer without a great deal of thought, and it sat for a long time with one finger pressed upon its forehead (the position in which you usually see Shakespeare, in the pictures of him), while the rest waited in silence. At last the Dodo said, “Everybody has won, and all must have prizes.” + +“But who is to give the prizes?” quite a chorus of voices asked. + +“Why, she, of course,” said the Dodo, pointing to Alice with one finger; and the whole party at once crowded round her, calling out in a confused way, “Prizes! Prizes!” + +Alice had no idea what to do, and in despair she put her hand in her pocket, and pulled out a box of comfits, (luckily the salt water had not got into it), and handed them round as prizes. There was exactly one a-piece, all round. + +“But she must have a prize herself, you know,” said the Mouse. + +“Of course,” the Dodo replied very gravely. “What else have you got in your pocket?” he went on, turning to Alice. + +“Only a thimble,” said Alice sadly. + +“Hand it over here,” said the Dodo. + +Then they all crowded round her once more, while the Dodo solemnly presented the thimble, saying “We beg your acceptance of this elegant thimble;” and, when it had finished this short speech, they all cheered. + +Alice thought the whole thing very absurd, but they all looked so grave that she did not dare to laugh; and, as she could not think of anything to say, she simply bowed, and took the thimble, looking as solemn as she could. + +The next thing was to eat the comfits: this caused some noise and confusion, as the large birds complained that they could not taste theirs, and the small ones choked and had to be patted on the back. However, it was over at last, and they sat down again in a ring, and begged the Mouse to tell them something more. + +“You promised to tell me your history, you know,” said Alice, “and why it is you hate—C and D,” she added in a whisper, half afraid that it would be offended again. + +“Mine is a long and a sad tale!” said the Mouse, turning to Alice, and sighing. + +“It is a long tail, certainly,” said Alice, looking down with wonder at the Mouse’s tail; “but why do you call it sad?” And she kept on puzzling about it while the Mouse was speaking, so that her idea of the tale was something like this:— + + “Fury said to a + mouse, That he + met in the + house, + ‘Let us + both go to + law: I will + prosecute + you.—Come, + I’ll take no + denial; We + must have a + trial: For + really this + morning I’ve + nothing + to do.’ + Said the + mouse to the + cur, ‘Such + a trial, + dear sir, + With + no jury + or judge, + would be + wasting + our + breath.’ + ‘I’ll be + judge, I’ll + be jury,’ + Said + cunning + old Fury: + ‘I’ll + try the + whole + cause, + and + condemn + you + to + death.’” +“You are not attending!” said the Mouse to Alice severely. “What are you thinking of?” + +“I beg your pardon,” said Alice very humbly: “you had got to the fifth bend, I think?” + +“I had not!” cried the Mouse, sharply and very angrily. + +“A knot!” said Alice, always ready to make herself useful, and looking anxiously about her. “Oh, do let me help to undo it!” + +“I shall do nothing of the sort,” said the Mouse, getting up and walking away. “You insult me by talking such nonsense!” + +“I didn’t mean it!” pleaded poor Alice. “But you’re so easily offended, you know!” + +The Mouse only growled in reply. + +“Please come back and finish your story!” Alice called after it; and the others all joined in chorus, “Yes, please do!” but the Mouse only shook its head impatiently, and walked a little quicker. + +“What a pity it wouldn’t stay!” sighed the Lory, as soon as it was quite out of sight; and an old Crab took the opportunity of saying to her daughter “Ah, my dear! Let this be a lesson to you never to lose your temper!” “Hold your tongue, Ma!” said the young Crab, a little snappishly. “You’re enough to try the patience of an oyster!” + +“I wish I had our Dinah here, I know I do!” said Alice aloud, addressing nobody in particular. “She’d soon fetch it back!” + +“And who is Dinah, if I might venture to ask the question?” said the Lory. + +Alice replied eagerly, for she was always ready to talk about her pet: “Dinah’s our cat. And she’s such a capital one for catching mice you can’t think! And oh, I wish you could see her after the birds! Why, she’ll eat a little bird as soon as look at it!” + +This speech caused a remarkable sensation among the party. Some of the birds hurried off at once: one old Magpie began wrapping itself up very carefully, remarking, “I really must be getting home; the night-air doesn’t suit my throat!” and a Canary called out in a trembling voice to its children, “Come away, my dears! It’s high time you were all in bed!” On various pretexts they all moved off, and Alice was soon left alone. + +“I wish I hadn’t mentioned Dinah!” she said to herself in a melancholy tone. “Nobody seems to like her, down here, and I’m sure she’s the best cat in the world! Oh, my dear Dinah! I wonder if I shall ever see you any more!” And here poor Alice began to cry again, for she felt very lonely and low-spirited. In a little while, however, she again heard a little pattering of footsteps in the distance, and she looked up eagerly, half hoping that the Mouse had changed his mind, and was coming back to finish his story. + +CHAPTER IV. +The Rabbit Sends in a Little Bill +It was the White Rabbit, trotting slowly back again, and looking anxiously about as it went, as if it had lost something; and she heard it muttering to itself “The Duchess! The Duchess! Oh my dear paws! Oh my fur and whiskers! She’ll get me executed, as sure as ferrets are ferrets! Where can I have dropped them, I wonder?” Alice guessed in a moment that it was looking for the fan and the pair of white kid gloves, and she very good-naturedly began hunting about for them, but they were nowhere to be seen—everything seemed to have changed since her swim in the pool, and the great hall, with the glass table and the little door, had vanished completely. + +Very soon the Rabbit noticed Alice, as she went hunting about, and called out to her in an angry tone, “Why, Mary Ann, what are you doing out here? Run home this moment, and fetch me a pair of gloves and a fan! Quick, now!” And Alice was so much frightened that she ran off at once in the direction it pointed to, without trying to explain the mistake it had made. + +“He took me for his housemaid,” she said to herself as she ran. “How surprised he’ll be when he finds out who I am! But I’d better take him his fan and gloves—that is, if I can find them.” As she said this, she came upon a neat little house, on the door of which was a bright brass plate with the name “W. RABBIT,” engraved upon it. She went in without knocking, and hurried upstairs, in great fear lest she should meet the real Mary Ann, and be turned out of the house before she had found the fan and gloves. + +“How queer it seems,” Alice said to herself, “to be going messages for a rabbit! I suppose Dinah’ll be sending me on messages next!” And she began fancying the sort of thing that would happen: “‘Miss Alice! Come here directly, and get ready for your walk!’ ‘Coming in a minute, nurse! But I’ve got to see that the mouse doesn’t get out.’ Only I don’t think,” Alice went on, “that they’d let Dinah stop in the house if it began ordering people about like that!” + +By this time she had found her way into a tidy little room with a table in the window, and on it (as she had hoped) a fan and two or three pairs of tiny white kid gloves: she took up the fan and a pair of the gloves, and was just going to leave the room, when her eye fell upon a little bottle that stood near the looking-glass. There was no label this time with the words “DRINK ME,” but nevertheless she uncorked it and put it to her lips. “I know something interesting is sure to happen,” she said to herself, “whenever I eat or drink anything; so I’ll just see what this bottle does. I do hope it’ll make me grow large again, for really I’m quite tired of being such a tiny little thing!” + +It did so indeed, and much sooner than she had expected: before she had drunk half the bottle, she found her head pressing against the ceiling, and had to stoop to save her neck from being broken. She hastily put down the bottle, saying to herself “That’s quite enough—I hope I shan’t grow any more—As it is, I can’t get out at the door—I do wish I hadn’t drunk quite so much!” + +Alas! it was too late to wish that! She went on growing, and growing, and very soon had to kneel down on the floor: in another minute there was not even room for this, and she tried the effect of lying down with one elbow against the door, and the other arm curled round her head. Still she went on growing, and, as a last resource, she put one arm out of the window, and one foot up the chimney, and said to herself “Now I can do no more, whatever happens. What will become of me?” + +Luckily for Alice, the little magic bottle had now had its full effect, and she grew no larger: still it was very uncomfortable, and, as there seemed to be no sort of chance of her ever getting out of the room again, no wonder she felt unhappy. + +“It was much pleasanter at home,” thought poor Alice, “when one wasn’t always growing larger and smaller, and being ordered about by mice and rabbits. I almost wish I hadn’t gone down that rabbit-hole—and yet—and yet—it’s rather curious, you know, this sort of life! I do wonder what can have happened to me! When I used to read fairy-tales, I fancied that kind of thing never happened, and now here I am in the middle of one! There ought to be a book written about me, that there ought! And when I grow up, I’ll write one—but I’m grown up now,” she added in a sorrowful tone; “at least there’s no room to grow up any more here.” + +“But then,” thought Alice, “shall I never get any older than I am now? That’ll be a comfort, one way—never to be an old woman—but then—always to have lessons to learn! Oh, I shouldn’t like that!” + +“Oh, you foolish Alice!” she answered herself. “How can you learn lessons in here? Why, there’s hardly room for you, and no room at all for any lesson-books!” + +And so she went on, taking first one side and then the other, and making quite a conversation of it altogether; but after a few minutes she heard a voice outside, and stopped to listen. + +“Mary Ann! Mary Ann!” said the voice. “Fetch me my gloves this moment!” Then came a little pattering of feet on the stairs. Alice knew it was the Rabbit coming to look for her, and she trembled till she shook the house, quite forgetting that she was now about a thousand times as large as the Rabbit, and had no reason to be afraid of it. + +Presently the Rabbit came up to the door, and tried to open it; but, as the door opened inwards, and Alice’s elbow was pressed hard against it, that attempt proved a failure. Alice heard it say to itself “Then I’ll go round and get in at the window.” + +“That you won’t!” thought Alice, and, after waiting till she fancied she heard the Rabbit just under the window, she suddenly spread out her hand, and made a snatch in the air. She did not get hold of anything, but she heard a little shriek and a fall, and a crash of broken glass, from which she concluded that it was just possible it had fallen into a cucumber-frame, or something of the sort. + +Next came an angry voice—the Rabbit’s—“Pat! Pat! Where are you?” And then a voice she had never heard before, “Sure then I’m here! Digging for apples, yer honour!” + +“Digging for apples, indeed!” said the Rabbit angrily. “Here! Come and help me out of this!” (Sounds of more broken glass.) + +“Now tell me, Pat, what’s that in the window?” + +“Sure, it’s an arm, yer honour!” (He pronounced it “arrum.”) + +“An arm, you goose! Who ever saw one that size? Why, it fills the whole window!” + +“Sure, it does, yer honour: but it’s an arm for all that.” + +“Well, it’s got no business there, at any rate: go and take it away!” + +There was a long silence after this, and Alice could only hear whispers now and then; such as, “Sure, I don’t like it, yer honour, at all, at all!” “Do as I tell you, you coward!” and at last she spread out her hand again, and made another snatch in the air. This time there were two little shrieks, and more sounds of broken glass. “What a number of cucumber-frames there must be!” thought Alice. “I wonder what they’ll do next! As for pulling me out of the window, I only wish they could! I’m sure I don’t want to stay in here any longer!” + +She waited for some time without hearing anything more: at last came a rumbling of little cartwheels, and the sound of a good many voices all talking together: she made out the words: “Where’s the other ladder?—Why, I hadn’t to bring but one; Bill’s got the other—Bill! fetch it here, lad!—Here, put ’em up at this corner—No, tie ’em together first—they don’t reach half high enough yet—Oh! they’ll do well enough; don’t be particular—Here, Bill! catch hold of this rope—Will the roof bear?—Mind that loose slate—Oh, it’s coming down! Heads below!” (a loud crash)—“Now, who did that?—It was Bill, I fancy—Who’s to go down the chimney?—Nay, I shan’t! You do it!—That I won’t, then!—Bill’s to go down—Here, Bill! the master says you’re to go down the chimney!” + +“Oh! So Bill’s got to come down the chimney, has he?” said Alice to herself. “Shy, they seem to put everything upon Bill! I wouldn’t be in Bill’s place for a good deal: this fireplace is narrow, to be sure; but I think I can kick a little!” + +She drew her foot as far down the chimney as she could, and waited till she heard a little animal (she couldn’t guess of what sort it was) scratching and scrambling about in the chimney close above her: then, saying to herself “This is Bill,” she gave one sharp kick, and waited to see what would happen next. + +The first thing she heard was a general chorus of “There goes Bill!” then the Rabbit’s voice along—“Catch him, you by the hedge!” then silence, and then another confusion of voices—“Hold up his head—Brandy now—Don’t choke him—How was it, old fellow? What happened to you? Tell us all about it!” + +Last came a little feeble, squeaking voice, (“That’s Bill,” thought Alice,) “Well, I hardly know—No more, thank ye; I’m better now—but I’m a deal too flustered to tell you—all I know is, something comes at me like a Jack-in-the-box, and up I goes like a sky-rocket!” + +“So you did, old fellow!” said the others. + +“We must burn the house down!” said the Rabbit’s voice; and Alice called out as loud as she could, “If you do, I’ll set Dinah at you!” + +There was a dead silence instantly, and Alice thought to herself, “I wonder what they will do next! If they had any sense, they’d take the roof off.” After a minute or two, they began moving about again, and Alice heard the Rabbit say, “A barrowful will do, to begin with.” + +“A barrowful of what?” thought Alice; but she had not long to doubt, for the next moment a shower of little pebbles came rattling in at the window, and some of them hit her in the face. “I’ll put a stop to this,” she said to herself, and shouted out, “You’d better not do that again!” which produced another dead silence. + +Alice noticed with some surprise that the pebbles were all turning into little cakes as they lay on the floor, and a bright idea came into her head. “If I eat one of these cakes,” she thought, “it’s sure to make some change in my size; and as it can’t possibly make me larger, it must make me smaller, I suppose.” + +So she swallowed one of the cakes, and was delighted to find that she began shrinking directly. As soon as she was small enough to get through the door, she ran out of the house, and found quite a crowd of little animals and birds waiting outside. The poor little Lizard, Bill, was in the middle, being held up by two guinea-pigs, who were giving it something out of a bottle. They all made a rush at Alice the moment she appeared; but she ran off as hard as she could, and soon found herself safe in a thick wood. + +“The first thing I’ve got to do,” said Alice to herself, as she wandered about in the wood, “is to grow to my right size again; and the second thing is to find my way into that lovely garden. I think that will be the best plan.” + +It sounded an excellent plan, no doubt, and very neatly and simply arranged; the only difficulty was, that she had not the smallest idea how to set about it; and while she was peering about anxiously among the trees, a little sharp bark just over her head made her look up in a great hurry. + +An enormous puppy was looking down at her with large round eyes, and feebly stretching out one paw, trying to touch her. “Poor little thing!” said Alice, in a coaxing tone, and she tried hard to whistle to it; but she was terribly frightened all the time at the thought that it might be hungry, in which case it would be very likely to eat her up in spite of all her coaxing. + +Hardly knowing what she did, she picked up a little bit of stick, and held it out to the puppy; whereupon the puppy jumped into the air off all its feet at once, with a yelp of delight, and rushed at the stick, and made believe to worry it; then Alice dodged behind a great thistle, to keep herself from being run over; and the moment she appeared on the other side, the puppy made another rush at the stick, and tumbled head over heels in its hurry to get hold of it; then Alice, thinking it was very like having a game of play with a cart-horse, and expecting every moment to be trampled under its feet, ran round the thistle again; then the puppy began a series of short charges at the stick, running a very little way forwards each time and a long way back, and barking hoarsely all the while, till at last it sat down a good way off, panting, with its tongue hanging out of its mouth, and its great eyes half shut. + +This seemed to Alice a good opportunity for making her escape; so she set off at once, and ran till she was quite tired and out of breath, and till the puppy’s bark sounded quite faint in the distance. + +“And yet what a dear little puppy it was!” said Alice, as she leant against a buttercup to rest herself, and fanned herself with one of the leaves: “I should have liked teaching it tricks very much, if—if I’d only been the right size to do it! Oh dear! I’d nearly forgotten that I’ve got to grow up again! Let me see—how is it to be managed? I suppose I ought to eat or drink something or other; but the great question is, what?” + +The great question certainly was, what? Alice looked all round her at the flowers and the blades of grass, but she did not see anything that looked like the right thing to eat or drink under the circumstances. There was a large mushroom growing near her, about the same height as herself; and when she had looked under it, and on both sides of it, and behind it, it occurred to her that she might as well look and see what was on the top of it. + +She stretched herself up on tiptoe, and peeped over the edge of the mushroom, and her eyes immediately met those of a large blue caterpillar, that was sitting on the top with its arms folded, quietly smoking a long hookah, and taking not the smallest notice of her or of anything else. + +CHAPTER V. +Advice from a Caterpillar +The Caterpillar and Alice looked at each other for some time in silence: at last the Caterpillar took the hookah out of its mouth, and addressed her in a languid, sleepy voice. + +“Who are you?” said the Caterpillar. + +This was not an encouraging opening for a conversation. Alice replied, rather shyly, “I—I hardly know, sir, just at present—at least I know who I was when I got up this morning, but I think I must have been changed several times since then.” + +“What do you mean by that?” said the Caterpillar sternly. “Explain yourself!” + +“I can’t explain myself, I’m afraid, sir,” said Alice, “because I’m not myself, you see.” + +“I don’t see,” said the Caterpillar. + +“I’m afraid I can’t put it more clearly,” Alice replied very politely, “for I can’t understand it myself to begin with; and being so many different sizes in a day is very confusing.” + +“It isn’t,” said the Caterpillar. + +“Well, perhaps you haven’t found it so yet,” said Alice; “but when you have to turn into a chrysalis—you will some day, you know—and then after that into a butterfly, I should think you’ll feel it a little queer, won’t you?” + +“Not a bit,” said the Caterpillar. + +“Well, perhaps your feelings may be different,” said Alice; “all I know is, it would feel very queer to me.” + +“You!” said the Caterpillar contemptuously. “Who are you?” + +Which brought them back again to the beginning of the conversation. Alice felt a little irritated at the Caterpillar’s making such very short remarks, and she drew herself up and said, very gravely, “I think, you ought to tell me who you are, first.” + +“Why?” said the Caterpillar. + +Here was another puzzling question; and as Alice could not think of any good reason, and as the Caterpillar seemed to be in a very unpleasant state of mind, she turned away. + +“Come back!” the Caterpillar called after her. “I’ve something important to say!” + +This sounded promising, certainly: Alice turned and came back again. + +“Keep your temper,” said the Caterpillar. + +“Is that all?” said Alice, swallowing down her anger as well as she could. + +“No,” said the Caterpillar. + +Alice thought she might as well wait, as she had nothing else to do, and perhaps after all it might tell her something worth hearing. For some minutes it puffed away without speaking, but at last it unfolded its arms, took the hookah out of its mouth again, and said, “So you think you’re changed, do you?” + +“I’m afraid I am, sir,” said Alice; “I can’t remember things as I used—and I don’t keep the same size for ten minutes together!” + +“Can’t remember what things?” said the Caterpillar. + +“Well, I’ve tried to say “How doth the little busy bee,” but it all came different!” Alice replied in a very melancholy voice. + +“Repeat, “You are old, Father William,’” said the Caterpillar. + +Alice folded her hands, and began:— + +“You are old, Father William,” the young man said, + “And your hair has become very white; +And yet you incessantly stand on your head— + Do you think, at your age, it is right?” + +“In my youth,” Father William replied to his son, + “I feared it might injure the brain; +But, now that I’m perfectly sure I have none, + Why, I do it again and again.” + +“You are old,” said the youth, “as I mentioned before, + And have grown most uncommonly fat; +Yet you turned a back-somersault in at the door— + Pray, what is the reason of that?” + +“In my youth,” said the sage, as he shook his grey locks, + “I kept all my limbs very supple +By the use of this ointment—one shilling the box— + Allow me to sell you a couple?” + +“You are old,” said the youth, “and your jaws are too weak + For anything tougher than suet; +Yet you finished the goose, with the bones and the beak— + Pray, how did you manage to do it?” + +“In my youth,” said his father, “I took to the law, + And argued each case with my wife; +And the muscular strength, which it gave to my jaw, + Has lasted the rest of my life.” + +“You are old,” said the youth, “one would hardly suppose + That your eye was as steady as ever; +Yet you balanced an eel on the end of your nose— + What made you so awfully clever?” + +“I have answered three questions, and that is enough,” + Said his father; “don’t give yourself airs! +Do you think I can listen all day to such stuff? + Be off, or I’ll kick you down stairs!” + +“That is not said right,” said the Caterpillar. + +“Not quite right, I’m afraid,” said Alice, timidly; “some of the words have got altered.” + +“It is wrong from beginning to end,” said the Caterpillar decidedly, and there was silence for some minutes. + +The Caterpillar was the first to speak. + +“What size do you want to be?” it asked. + +“Oh, I’m not particular as to size,” Alice hastily replied; “only one doesn’t like changing so often, you know.” + +“I don’t know,” said the Caterpillar. + +Alice said nothing: she had never been so much contradicted in her life before, and she felt that she was losing her temper. + +“Are you content now?” said the Caterpillar. + +“Well, I should like to be a little larger, sir, if you wouldn’t mind,” said Alice: “three inches is such a wretched height to be.” + +“It is a very good height indeed!” said the Caterpillar angrily, rearing itself upright as it spoke (it was exactly three inches high). + +“But I’m not used to it!” pleaded poor Alice in a piteous tone. And she thought of herself, “I wish the creatures wouldn’t be so easily offended!” + +“You’ll get used to it in time,” said the Caterpillar; and it put the hookah into its mouth and began smoking again. + +This time Alice waited patiently until it chose to speak again. In a minute or two the Caterpillar took the hookah out of its mouth and yawned once or twice, and shook itself. Then it got down off the mushroom, and crawled away in the grass, merely remarking as it went, “One side will make you grow taller, and the other side will make you grow shorter.” + +“One side of what? The other side of what?” thought Alice to herself. + +“Of the mushroom,” said the Caterpillar, just as if she had asked it aloud; and in another moment it was out of sight. + +Alice remained looking thoughtfully at the mushroom for a minute, trying to make out which were the two sides of it; and as it was perfectly round, she found this a very difficult question. However, at last she stretched her arms round it as far as they would go, and broke off a bit of the edge with each hand. + +“And now which is which?” she said to herself, and nibbled a little of the right-hand bit to try the effect: the next moment she felt a violent blow underneath her chin: it had struck her foot! + +She was a good deal frightened by this very sudden change, but she felt that there was no time to be lost, as she was shrinking rapidly; so she set to work at once to eat some of the other bit. Her chin was pressed so closely against her foot, that there was hardly room to open her mouth; but she did it at last, and managed to swallow a morsel of the lefthand bit. + +* * * * * * * + + * * * * * * + +* * * * * * * + +“Come, my head’s free at last!” said Alice in a tone of delight, which changed into alarm in another moment, when she found that her shoulders were nowhere to be found: all she could see, when she looked down, was an immense length of neck, which seemed to rise like a stalk out of a sea of green leaves that lay far below her. + +“What can all that green stuff be?” said Alice. “And where have my shoulders got to? And oh, my poor hands, how is it I can’t see you?” She was moving them about as she spoke, but no result seemed to follow, except a little shaking among the distant green leaves. + +As there seemed to be no chance of getting her hands up to her head, she tried to get her head down to them, and was delighted to find that her neck would bend about easily in any direction, like a serpent. She had just succeeded in curving it down into a graceful zigzag, and was going to dive in among the leaves, which she found to be nothing but the tops of the trees under which she had been wandering, when a sharp hiss made her draw back in a hurry: a large pigeon had flown into her face, and was beating her violently with its wings. + +“Serpent!” screamed the Pigeon. + +“I’m not a serpent!” said Alice indignantly. “Let me alone!” + +“Serpent, I say again!” repeated the Pigeon, but in a more subdued tone, and added with a kind of sob, “I’ve tried every way, and nothing seems to suit them!” + +“I haven’t the least idea what you’re talking about,” said Alice. + +“I’ve tried the roots of trees, and I’ve tried banks, and I’ve tried hedges,” the Pigeon went on, without attending to her; “but those serpents! There’s no pleasing them!” + +Alice was more and more puzzled, but she thought there was no use in saying anything more till the Pigeon had finished. + +“As if it wasn’t trouble enough hatching the eggs,” said the Pigeon; “but I must be on the look-out for serpents night and day! Why, I haven’t had a wink of sleep these three weeks!” + +“I’m very sorry you’ve been annoyed,” said Alice, who was beginning to see its meaning. + +“And just as I’d taken the highest tree in the wood,” continued the Pigeon, raising its voice to a shriek, “and just as I was thinking I should be free of them at last, they must needs come wriggling down from the sky! Ugh, Serpent!” + +“But I’m not a serpent, I tell you!” said Alice. “I’m a—I’m a—” + +“Well! What are you?” said the Pigeon. “I can see you’re trying to invent something!” + +“I—I’m a little girl,” said Alice, rather doubtfully, as she remembered the number of changes she had gone through that day. + +“A likely story indeed!” said the Pigeon in a tone of the deepest contempt. “I’ve seen a good many little girls in my time, but never one with such a neck as that! No, no! You’re a serpent; and there’s no use denying it. I suppose you’ll be telling me next that you never tasted an egg!” + +“I have tasted eggs, certainly,” said Alice, who was a very truthful child; “but little girls eat eggs quite as much as serpents do, you know.” + +“I don’t believe it,” said the Pigeon; “but if they do, why then they’re a kind of serpent, that’s all I can say.” + +This was such a new idea to Alice, that she was quite silent for a minute or two, which gave the Pigeon the opportunity of adding, “You’re looking for eggs, I know that well enough; and what does it matter to me whether you’re a little girl or a serpent?” + +“It matters a good deal to me,” said Alice hastily; “but I’m not looking for eggs, as it happens; and if I was, I shouldn’t want yours: I don’t like them raw.” + +“Well, be off, then!” said the Pigeon in a sulky tone, as it settled down again into its nest. Alice crouched down among the trees as well as she could, for her neck kept getting entangled among the branches, and every now and then she had to stop and untwist it. After a while she remembered that she still held the pieces of mushroom in her hands, and she set to work very carefully, nibbling first at one and then at the other, and growing sometimes taller and sometimes shorter, until she had succeeded in bringing herself down to her usual height. + +It was so long since she had been anything near the right size, that it felt quite strange at first; but she got used to it in a few minutes, and began talking to herself, as usual. “Come, there’s half my plan done now! How puzzling all these changes are! I’m never sure what I’m going to be, from one minute to another! However, I’ve got back to my right size: the next thing is, to get into that beautiful garden—how is that to be done, I wonder?” As she said this, she came suddenly upon an open place, with a little house in it about four feet high. “Whoever lives there,” thought Alice, “it’ll never do to come upon them this size: why, I should frighten them out of their wits!” So she began nibbling at the righthand bit again, and did not venture to go near the house till she had brought herself down to nine inches high. + +CHAPTER VI. +Pig and Pepper +For a minute or two she stood looking at the house, and wondering what to do next, when suddenly a footman in livery came running out of the wood—(she considered him to be a footman because he was in livery: otherwise, judging by his face only, she would have called him a fish)—and rapped loudly at the door with his knuckles. It was opened by another footman in livery, with a round face, and large eyes like a frog; and both footmen, Alice noticed, had powdered hair that curled all over their heads. She felt very curious to know what it was all about, and crept a little way out of the wood to listen. + +The Fish-Footman began by producing from under his arm a great letter, nearly as large as himself, and this he handed over to the other, saying, in a solemn tone, “For the Duchess. An invitation from the Queen to play croquet.” The Frog-Footman repeated, in the same solemn tone, only changing the order of the words a little, “From the Queen. An invitation for the Duchess to play croquet.” + +Then they both bowed low, and their curls got entangled together. + +Alice laughed so much at this, that she had to run back into the wood for fear of their hearing her; and when she next peeped out the Fish-Footman was gone, and the other was sitting on the ground near the door, staring stupidly up into the sky. + +Alice went timidly up to the door, and knocked. + +“There’s no sort of use in knocking,” said the Footman, “and that for two reasons. First, because I’m on the same side of the door as you are; secondly, because they’re making such a noise inside, no one could possibly hear you.” And certainly there was a most extraordinary noise going on within—a constant howling and sneezing, and every now and then a great crash, as if a dish or kettle had been broken to pieces. + +“Please, then,” said Alice, “how am I to get in?” + +“There might be some sense in your knocking,” the Footman went on without attending to her, “if we had the door between us. For instance, if you were inside, you might knock, and I could let you out, you know.” He was looking up into the sky all the time he was speaking, and this Alice thought decidedly uncivil. “But perhaps he can’t help it,” she said to herself; “his eyes are so very nearly at the top of his head. But at any rate he might answer questions.—How am I to get in?” she repeated, aloud. + +“I shall sit here,” the Footman remarked, “till tomorrow—” + +At this moment the door of the house opened, and a large plate came skimming out, straight at the Footman’s head: it just grazed his nose, and broke to pieces against one of the trees behind him. + +“—or next day, maybe,” the Footman continued in the same tone, exactly as if nothing had happened. + +“How am I to get in?” asked Alice again, in a louder tone. + +“Are you to get in at all?” said the Footman. “That’s the first question, you know.” + +It was, no doubt: only Alice did not like to be told so. “It’s really dreadful,” she muttered to herself, “the way all the creatures argue. It’s enough to drive one crazy!” + +The Footman seemed to think this a good opportunity for repeating his remark, with variations. “I shall sit here,” he said, “on and off, for days and days.” + +“But what am I to do?” said Alice. + +“Anything you like,” said the Footman, and began whistling. + +“Oh, there’s no use in talking to him,” said Alice desperately: “he’s perfectly idiotic!” And she opened the door and went in. + +The door led right into a large kitchen, which was full of smoke from one end to the other: the Duchess was sitting on a three-legged stool in the middle, nursing a baby; the cook was leaning over the fire, stirring a large cauldron which seemed to be full of soup. + +“There’s certainly too much pepper in that soup!” Alice said to herself, as well as she could for sneezing. + +There was certainly too much of it in the air. Even the Duchess sneezed occasionally; and as for the baby, it was sneezing and howling alternately without a moment’s pause. The only things in the kitchen that did not sneeze, were the cook, and a large cat which was sitting on the hearth and grinning from ear to ear. + +“Please would you tell me,” said Alice, a little timidly, for she was not quite sure whether it was good manners for her to speak first, “why your cat grins like that?” + +“It’s a Cheshire cat,” said the Duchess, “and that’s why. Pig!” + +She said the last word with such sudden violence that Alice quite jumped; but she saw in another moment that it was addressed to the baby, and not to her, so she took courage, and went on again:— + +“I didn’t know that Cheshire cats always grinned; in fact, I didn’t know that cats could grin.” + +“They all can,” said the Duchess; “and most of ’em do.” + +“I don’t know of any that do,” Alice said very politely, feeling quite pleased to have got into a conversation. + +“You don’t know much,” said the Duchess; “and that’s a fact.” + +Alice did not at all like the tone of this remark, and thought it would be as well to introduce some other subject of conversation. While she was trying to fix on one, the cook took the cauldron of soup off the fire, and at once set to work throwing everything within her reach at the Duchess and the baby—the fire-irons came first; then followed a shower of saucepans, plates, and dishes. The Duchess took no notice of them even when they hit her; and the baby was howling so much already, that it was quite impossible to say whether the blows hurt it or not. + +“Oh, please mind what you’re doing!” cried Alice, jumping up and down in an agony of terror. “Oh, there goes his precious nose!” as an unusually large saucepan flew close by it, and very nearly carried it off. + +“If everybody minded their own business,” the Duchess said in a hoarse growl, “the world would go round a deal faster than it does.” + +“Which would not be an advantage,” said Alice, who felt very glad to get an opportunity of showing off a little of her knowledge. “Just think of what work it would make with the day and night! You see the earth takes twenty-four hours to turn round on its axis—” + +“Talking of axes,” said the Duchess, “chop off her head!” + +Alice glanced rather anxiously at the cook, to see if she meant to take the hint; but the cook was busily stirring the soup, and seemed not to be listening, so she went on again: “Twenty-four hours, I think; or is it twelve? I—” + +“Oh, don’t bother me,” said the Duchess; “I never could abide figures!” And with that she began nursing her child again, singing a sort of lullaby to it as she did so, and giving it a violent shake at the end of every line: + +“Speak roughly to your little boy, + And beat him when he sneezes: +He only does it to annoy, + Because he knows it teases.” + +CHORUS. +(In which the cook and the baby joined): + +“Wow! wow! wow!” + +While the Duchess sang the second verse of the song, she kept tossing the baby violently up and down, and the poor little thing howled so, that Alice could hardly hear the words:— + +“I speak severely to my boy, + I beat him when he sneezes; +For he can thoroughly enjoy + The pepper when he pleases!” + +CHORUS. + +“Wow! wow! wow!” + +“Here! you may nurse it a bit, if you like!” the Duchess said to Alice, flinging the baby at her as she spoke. “I must go and get ready to play croquet with the Queen,” and she hurried out of the room. The cook threw a frying-pan after her as she went out, but it just missed her. + +Alice caught the baby with some difficulty, as it was a queer-shaped little creature, and held out its arms and legs in all directions, “just like a star-fish,” thought Alice. The poor little thing was snorting like a steam-engine when she caught it, and kept doubling itself up and straightening itself out again, so that altogether, for the first minute or two, it was as much as she could do to hold it. + +As soon as she had made out the proper way of nursing it, (which was to twist it up into a sort of knot, and then keep tight hold of its right ear and left foot, so as to prevent its undoing itself,) she carried it out into the open air. “If I don’t take this child away with me,” thought Alice, “they’re sure to kill it in a day or two: wouldn’t it be murder to leave it behind?” She said the last words out loud, and the little thing grunted in reply (it had left off sneezing by this time). “Don’t grunt,” said Alice; “that’s not at all a proper way of expressing yourself.” + +The baby grunted again, and Alice looked very anxiously into its face to see what was the matter with it. There could be no doubt that it had a very turn-up nose, much more like a snout than a real nose; also its eyes were getting extremely small for a baby: altogether Alice did not like the look of the thing at all. “But perhaps it was only sobbing,” she thought, and looked into its eyes again, to see if there were any tears. + +No, there were no tears. “If you’re going to turn into a pig, my dear,” said Alice, seriously, “I’ll have nothing more to do with you. Mind now!” The poor little thing sobbed again (or grunted, it was impossible to say which), and they went on for some while in silence. + +Alice was just beginning to think to herself, “Now, what am I to do with this creature when I get it home?” when it grunted again, so violently, that she looked down into its face in some alarm. This time there could be no mistake about it: it was neither more nor less than a pig, and she felt that it would be quite absurd for her to carry it further. + +So she set the little creature down, and felt quite relieved to see it trot away quietly into the wood. “If it had grown up,” she said to herself, “it would have made a dreadfully ugly child: but it makes rather a handsome pig, I think.” And she began thinking over other children she knew, who might do very well as pigs, and was just saying to herself, “if one only knew the right way to change them—” when she was a little startled by seeing the Cheshire Cat sitting on a bough of a tree a few yards off. + +The Cat only grinned when it saw Alice. It looked good-natured, she thought: still it had very long claws and a great many teeth, so she felt that it ought to be treated with respect. + +“Cheshire Puss,” she began, rather timidly, as she did not at all know whether it would like the name: however, it only grinned a little wider. “Come, it’s pleased so far,” thought Alice, and she went on. “Would you tell me, please, which way I ought to go from here?” + +“That depends a good deal on where you want to get to,” said the Cat. + +“I don’t much care where—” said Alice. + +“Then it doesn’t matter which way you go,” said the Cat. + +“—so long as I get somewhere,” Alice added as an explanation. + +“Oh, you’re sure to do that,” said the Cat, “if you only walk long enough.” + +Alice felt that this could not be denied, so she tried another question. “What sort of people live about here?” + +“In that direction,” the Cat said, waving its right paw round, “lives a Hatter: and in that direction,” waving the other paw, “lives a March Hare. Visit either you like: they’re both mad.” + +“But I don’t want to go among mad people,” Alice remarked. + +“Oh, you can’t help that,” said the Cat: “we’re all mad here. I’m mad. You’re mad.” + +“How do you know I’m mad?” said Alice. + +“You must be,” said the Cat, “or you wouldn’t have come here.” + +Alice didn’t think that proved it at all; however, she went on “And how do you know that you’re mad?” + +“To begin with,” said the Cat, “a dog’s not mad. You grant that?” + +“I suppose so,” said Alice. + +“Well, then,” the Cat went on, “you see, a dog growls when it’s angry, and wags its tail when it’s pleased. Now I growl when I’m pleased, and wag my tail when I’m angry. Therefore I’m mad.” + +“I call it purring, not growling,” said Alice. + +“Call it what you like,” said the Cat. “Do you play croquet with the Queen to-day?” + +“I should like it very much,” said Alice, “but I haven’t been invited yet.” + +“You’ll see me there,” said the Cat, and vanished. + +Alice was not much surprised at this, she was getting so used to queer things happening. While she was looking at the place where it had been, it suddenly appeared again. + +“By-the-bye, what became of the baby?” said the Cat. “I’d nearly forgotten to ask.” + +“It turned into a pig,” Alice quietly said, just as if it had come back in a natural way. + +“I thought it would,” said the Cat, and vanished again. + +Alice waited a little, half expecting to see it again, but it did not appear, and after a minute or two she walked on in the direction in which the March Hare was said to live. “I’ve seen hatters before,” she said to herself; “the March Hare will be much the most interesting, and perhaps as this is May it won’t be raving mad—at least not so mad as it was in March.” As she said this, she looked up, and there was the Cat again, sitting on a branch of a tree. + +“Did you say pig, or fig?” said the Cat. + +“I said pig,” replied Alice; “and I wish you wouldn’t keep appearing and vanishing so suddenly: you make one quite giddy.” + +“All right,” said the Cat; and this time it vanished quite slowly, beginning with the end of the tail, and ending with the grin, which remained some time after the rest of it had gone. + +“Well! I’ve often seen a cat without a grin,” thought Alice; “but a grin without a cat! It’s the most curious thing I ever saw in my life!” + +She had not gone much farther before she came in sight of the house of the March Hare: she thought it must be the right house, because the chimneys were shaped like ears and the roof was thatched with fur. It was so large a house, that she did not like to go nearer till she had nibbled some more of the lefthand bit of mushroom, and raised herself to about two feet high: even then she walked up towards it rather timidly, saying to herself “Suppose it should be raving mad after all! I almost wish I’d gone to see the Hatter instead!” + +CHAPTER VII. +A Mad Tea-Party +There was a table set out under a tree in front of the house, and the March Hare and the Hatter were having tea at it: a Dormouse was sitting between them, fast asleep, and the other two were using it as a cushion, resting their elbows on it, and talking over its head. “Very uncomfortable for the Dormouse,” thought Alice; “only, as it’s asleep, I suppose it doesn’t mind.” + +The table was a large one, but the three were all crowded together at one corner of it: “No room! No room!” they cried out when they saw Alice coming. “There’s plenty of room!” said Alice indignantly, and she sat down in a large arm-chair at one end of the table. + +“Have some wine,” the March Hare said in an encouraging tone. + +Alice looked all round the table, but there was nothing on it but tea. “I don’t see any wine,” she remarked. + +“There isn’t any,” said the March Hare. + +“Then it wasn’t very civil of you to offer it,” said Alice angrily. + +“It wasn’t very civil of you to sit down without being invited,” said the March Hare. + +“I didn’t know it was your table,” said Alice; “it’s laid for a great many more than three.” + +“Your hair wants cutting,” said the Hatter. He had been looking at Alice for some time with great curiosity, and this was his first speech. + +“You should learn not to make personal remarks,” Alice said with some severity; “it’s very rude.” + +The Hatter opened his eyes very wide on hearing this; but all he said was, “Why is a raven like a writing-desk?” + +“Come, we shall have some fun now!” thought Alice. “I’m glad they’ve begun asking riddles.—I believe I can guess that,” she added aloud. + +“Do you mean that you think you can find out the answer to it?” said the March Hare. + +“Exactly so,” said Alice. + +“Then you should say what you mean,” the March Hare went on. + +“I do,” Alice hastily replied; “at least—at least I mean what I say—that’s the same thing, you know.” + +“Not the same thing a bit!” said the Hatter. “You might just as well say that ‘I see what I eat’ is the same thing as ‘I eat what I see’!” + +“You might just as well say,” added the March Hare, “that ‘I like what I get’ is the same thing as ‘I get what I like’!” + +“You might just as well say,” added the Dormouse, who seemed to be talking in his sleep, “that ‘I breathe when I sleep’ is the same thing as ‘I sleep when I breathe’!” + +“It is the same thing with you,” said the Hatter, and here the conversation dropped, and the party sat silent for a minute, while Alice thought over all she could remember about ravens and writing-desks, which wasn’t much. + +The Hatter was the first to break the silence. “What day of the month is it?” he said, turning to Alice: he had taken his watch out of his pocket, and was looking at it uneasily, shaking it every now and then, and holding it to his ear. + +Alice considered a little, and then said “The fourth.” + +“Two days wrong!” sighed the Hatter. “I told you butter wouldn’t suit the works!” he added looking angrily at the March Hare. + +“It was the best butter,” the March Hare meekly replied. + +“Yes, but some crumbs must have got in as well,” the Hatter grumbled: “you shouldn’t have put it in with the bread-knife.” + +The March Hare took the watch and looked at it gloomily: then he dipped it into his cup of tea, and looked at it again: but he could think of nothing better to say than his first remark, “It was the best butter, you know.” + +Alice had been looking over his shoulder with some curiosity. “What a funny watch!” she remarked. “It tells the day of the month, and doesn’t tell what o’clock it is!” + +“Why should it?” muttered the Hatter. “Does your watch tell you what year it is?” + +“Of course not,” Alice replied very readily: “but that’s because it stays the same year for such a long time together.” + +“Which is just the case with mine,” said the Hatter. + +Alice felt dreadfully puzzled. The Hatter’s remark seemed to have no sort of meaning in it, and yet it was certainly English. “I don’t quite understand you,” she said, as politely as she could. + +“The Dormouse is asleep again,” said the Hatter, and he poured a little hot tea upon its nose. + +The Dormouse shook its head impatiently, and said, without opening its eyes, “Of course, of course; just what I was going to remark myself.” + +“Have you guessed the riddle yet?” the Hatter said, turning to Alice again. + +“No, I give it up,” Alice replied: “what’s the answer?” + +“I haven’t the slightest idea,” said the Hatter. + +“Nor I,” said the March Hare. + +Alice sighed wearily. “I think you might do something better with the time,” she said, “than waste it in asking riddles that have no answers.” + +“If you knew Time as well as I do,” said the Hatter, “you wouldn’t talk about wasting it. It’s him.” + +“I don’t know what you mean,” said Alice. + +“Of course you don’t!” the Hatter said, tossing his head contemptuously. “I dare say you never even spoke to Time!” + +“Perhaps not,” Alice cautiously replied: “but I know I have to beat time when I learn music.” + +“Ah! that accounts for it,” said the Hatter. “He won’t stand beating. Now, if you only kept on good terms with him, he’d do almost anything you liked with the clock. For instance, suppose it were nine o’clock in the morning, just time to begin lessons: you’d only have to whisper a hint to Time, and round goes the clock in a twinkling! Half-past one, time for dinner!” + +(“I only wish it was,” the March Hare said to itself in a whisper.) + +“That would be grand, certainly,” said Alice thoughtfully: “but then—I shouldn’t be hungry for it, you know.” + +“Not at first, perhaps,” said the Hatter: “but you could keep it to half-past one as long as you liked.” + +“Is that the way you manage?” Alice asked. + +The Hatter shook his head mournfully. “Not I!” he replied. “We quarrelled last March—just before he went mad, you know—” (pointing with his tea spoon at the March Hare,) “—it was at the great concert given by the Queen of Hearts, and I had to sing + +‘Twinkle, twinkle, little bat! +How I wonder what you’re at!’ + +You know the song, perhaps?” + +“I’ve heard something like it,” said Alice. + +“It goes on, you know,” the Hatter continued, “in this way:— + +‘Up above the world you fly, +Like a tea-tray in the sky. + Twinkle, twinkle—’” + +Here the Dormouse shook itself, and began singing in its sleep “Twinkle, twinkle, twinkle, twinkle—” and went on so long that they had to pinch it to make it stop. + +“Well, I’d hardly finished the first verse,” said the Hatter, “when the Queen jumped up and bawled out, ‘He’s murdering the time! Off with his head!’” + +“How dreadfully savage!” exclaimed Alice. + +“And ever since that,” the Hatter went on in a mournful tone, “he won’t do a thing I ask! It’s always six o’clock now.” + +A bright idea came into Alice’s head. “Is that the reason so many tea-things are put out here?” she asked. + +“Yes, that’s it,” said the Hatter with a sigh: “it’s always tea-time, and we’ve no time to wash the things between whiles.” + +“Then you keep moving round, I suppose?” said Alice. + +“Exactly so,” said the Hatter: “as the things get used up.” + +“But what happens when you come to the beginning again?” Alice ventured to ask. + +“Suppose we change the subject,” the March Hare interrupted, yawning. “I’m getting tired of this. I vote the young lady tells us a story.” + +“I’m afraid I don’t know one,” said Alice, rather alarmed at the proposal. + +“Then the Dormouse shall!” they both cried. “Wake up, Dormouse!” And they pinched it on both sides at once. + +The Dormouse slowly opened his eyes. “I wasn’t asleep,” he said in a hoarse, feeble voice: “I heard every word you fellows were saying.” + +“Tell us a story!” said the March Hare. + +“Yes, please do!” pleaded Alice. + +“And be quick about it,” added the Hatter, “or you’ll be asleep again before it’s done.” + +“Once upon a time there were three little sisters,” the Dormouse began in a great hurry; “and their names were Elsie, Lacie, and Tillie; and they lived at the bottom of a well—” + +“What did they live on?” said Alice, who always took a great interest in questions of eating and drinking. + +“They lived on treacle,” said the Dormouse, after thinking a minute or two. + +“They couldn’t have done that, you know,” Alice gently remarked; “they’d have been ill.” + +“So they were,” said the Dormouse; “very ill.” + +Alice tried to fancy to herself what such an extraordinary way of living would be like, but it puzzled her too much, so she went on: “But why did they live at the bottom of a well?” + +“Take some more tea,” the March Hare said to Alice, very earnestly. + +“I’ve had nothing yet,” Alice replied in an offended tone, “so I can’t take more.” + +“You mean you can’t take less,” said the Hatter: “it’s very easy to take more than nothing.” + +“Nobody asked your opinion,” said Alice. + +“Who’s making personal remarks now?” the Hatter asked triumphantly. + +Alice did not quite know what to say to this: so she helped herself to some tea and bread-and-butter, and then turned to the Dormouse, and repeated her question. “Why did they live at the bottom of a well?” + +The Dormouse again took a minute or two to think about it, and then said, “It was a treacle-well.” + +“There’s no such thing!” Alice was beginning very angrily, but the Hatter and the March Hare went “Sh! sh!” and the Dormouse sulkily remarked, “If you can’t be civil, you’d better finish the story for yourself.” + +“No, please go on!” Alice said very humbly; “I won’t interrupt again. I dare say there may be one.” + +“One, indeed!” said the Dormouse indignantly. However, he consented to go on. “And so these three little sisters—they were learning to draw, you know—” + +“What did they draw?” said Alice, quite forgetting her promise. + +“Treacle,” said the Dormouse, without considering at all this time. + +“I want a clean cup,” interrupted the Hatter: “let’s all move one place on.” + +He moved on as he spoke, and the Dormouse followed him: the March Hare moved into the Dormouse’s place, and Alice rather unwillingly took the place of the March Hare. The Hatter was the only one who got any advantage from the change: and Alice was a good deal worse off than before, as the March Hare had just upset the milk-jug into his plate. + +Alice did not wish to offend the Dormouse again, so she began very cautiously: “But I don’t understand. Where did they draw the treacle from?” + +“You can draw water out of a water-well,” said the Hatter; “so I should think you could draw treacle out of a treacle-well—eh, stupid?” + +“But they were in the well,” Alice said to the Dormouse, not choosing to notice this last remark. + +“Of course they were,” said the Dormouse; “—well in.” + +This answer so confused poor Alice, that she let the Dormouse go on for some time without interrupting it. + +“They were learning to draw,” the Dormouse went on, yawning and rubbing its eyes, for it was getting very sleepy; “and they drew all manner of things—everything that begins with an M—” + +“Why with an M?” said Alice. + +“Why not?” said the March Hare. + +Alice was silent. + +The Dormouse had closed its eyes by this time, and was going off into a doze; but, on being pinched by the Hatter, it woke up again with a little shriek, and went on: “—that begins with an M, such as mouse-traps, and the moon, and memory, and muchness—you know you say things are “much of a muchness”—did you ever see such a thing as a drawing of a muchness?” + +“Really, now you ask me,” said Alice, very much confused, “I don’t think—” + +“Then you shouldn’t talk,” said the Hatter. + +This piece of rudeness was more than Alice could bear: she got up in great disgust, and walked off; the Dormouse fell asleep instantly, and neither of the others took the least notice of her going, though she looked back once or twice, half hoping that they would call after her: the last time she saw them, they were trying to put the Dormouse into the teapot. + +“At any rate I’ll never go there again!” said Alice as she picked her way through the wood. “It’s the stupidest tea-party I ever was at in all my life!” + +Just as she said this, she noticed that one of the trees had a door leading right into it. “That’s very curious!” she thought. “But everything’s curious today. I think I may as well go in at once.” And in she went. + +Once more she found herself in the long hall, and close to the little glass table. “Now, I’ll manage better this time,” she said to herself, and began by taking the little golden key, and unlocking the door that led into the garden. Then she went to work nibbling at the mushroom (she had kept a piece of it in her pocket) till she was about a foot high: then she walked down the little passage: and then—she found herself at last in the beautiful garden, among the bright flower-beds and the cool fountains. + +CHAPTER VIII. +The Queen’s Croquet-Ground +A large rose-tree stood near the entrance of the garden: the roses growing on it were white, but there were three gardeners at it, busily painting them red. Alice thought this a very curious thing, and she went nearer to watch them, and just as she came up to them she heard one of them say, “Look out now, Five! Don’t go splashing paint over me like that!” + +“I couldn’t help it,” said Five, in a sulky tone; “Seven jogged my elbow.” + +On which Seven looked up and said, “That’s right, Five! Always lay the blame on others!” + +“You’d better not talk!” said Five. “I heard the Queen say only yesterday you deserved to be beheaded!” + +“What for?” said the one who had spoken first. + +“That’s none of your business, Two!” said Seven. + +“Yes, it is his business!” said Five, “and I’ll tell him—it was for bringing the cook tulip-roots instead of onions.” + +Seven flung down his brush, and had just begun “Well, of all the unjust things—” when his eye chanced to fall upon Alice, as she stood watching them, and he checked himself suddenly: the others looked round also, and all of them bowed low. + +“Would you tell me,” said Alice, a little timidly, “why you are painting those roses?” + +Five and Seven said nothing, but looked at Two. Two began in a low voice, “Why the fact is, you see, Miss, this here ought to have been a red rose-tree, and we put a white one in by mistake; and if the Queen was to find it out, we should all have our heads cut off, you know. So you see, Miss, we’re doing our best, afore she comes, to—” At this moment Five, who had been anxiously looking across the garden, called out “The Queen! The Queen!” and the three gardeners instantly threw themselves flat upon their faces. There was a sound of many footsteps, and Alice looked round, eager to see the Queen. + +First came ten soldiers carrying clubs; these were all shaped like the three gardeners, oblong and flat, with their hands and feet at the corners: next the ten courtiers; these were ornamented all over with diamonds, and walked two and two, as the soldiers did. After these came the royal children; there were ten of them, and the little dears came jumping merrily along hand in hand, in couples: they were all ornamented with hearts. Next came the guests, mostly Kings and Queens, and among them Alice recognised the White Rabbit: it was talking in a hurried nervous manner, smiling at everything that was said, and went by without noticing her. Then followed the Knave of Hearts, carrying the King’s crown on a crimson velvet cushion; and, last of all this grand procession, came THE KING AND QUEEN OF HEARTS. + +Alice was rather doubtful whether she ought not to lie down on her face like the three gardeners, but she could not remember ever having heard of such a rule at processions; “and besides, what would be the use of a procession,” thought she, “if people had all to lie down upon their faces, so that they couldn’t see it?” So she stood still where she was, and waited. + +When the procession came opposite to Alice, they all stopped and looked at her, and the Queen said severely “Who is this?” She said it to the Knave of Hearts, who only bowed and smiled in reply. + +“Idiot!” said the Queen, tossing her head impatiently; and, turning to Alice, she went on, “What’s your name, child?” + +“My name is Alice, so please your Majesty,” said Alice very politely; but she added, to herself, “Why, they’re only a pack of cards, after all. I needn’t be afraid of them!” + +“And who are these?” said the Queen, pointing to the three gardeners who were lying round the rose-tree; for, you see, as they were lying on their faces, and the pattern on their backs was the same as the rest of the pack, she could not tell whether they were gardeners, or soldiers, or courtiers, or three of her own children. + +“How should I know?” said Alice, surprised at her own courage. “It’s no business of mine.” + +The Queen turned crimson with fury, and, after glaring at her for a moment like a wild beast, screamed “Off with her head! Off—” + +“Nonsense!” said Alice, very loudly and decidedly, and the Queen was silent. + +The King laid his hand upon her arm, and timidly said “Consider, my dear: she is only a child!” + +The Queen turned angrily away from him, and said to the Knave “Turn them over!” + +The Knave did so, very carefully, with one foot. + +“Get up!” said the Queen, in a shrill, loud voice, and the three gardeners instantly jumped up, and began bowing to the King, the Queen, the royal children, and everybody else. + +“Leave off that!” screamed the Queen. “You make me giddy.” And then, turning to the rose-tree, she went on, “What have you been doing here?” + +“May it please your Majesty,” said Two, in a very humble tone, going down on one knee as he spoke, “we were trying—” + +“I see!” said the Queen, who had meanwhile been examining the roses. “Off with their heads!” and the procession moved on, three of the soldiers remaining behind to execute the unfortunate gardeners, who ran to Alice for protection. + +“You shan’t be beheaded!” said Alice, and she put them into a large flower-pot that stood near. The three soldiers wandered about for a minute or two, looking for them, and then quietly marched off after the others. + +“Are their heads off?” shouted the Queen. + +“Their heads are gone, if it please your Majesty!” the soldiers shouted in reply. + +“That’s right!” shouted the Queen. “Can you play croquet?” + +The soldiers were silent, and looked at Alice, as the question was evidently meant for her. + +“Yes!” shouted Alice. + +“Come on, then!” roared the Queen, and Alice joined the procession, wondering very much what would happen next. + +“It’s—it’s a very fine day!” said a timid voice at her side. She was walking by the White Rabbit, who was peeping anxiously into her face. + +“Very,” said Alice: “—where’s the Duchess?” + +“Hush! Hush!” said the Rabbit in a low, hurried tone. He looked anxiously over his shoulder as he spoke, and then raised himself upon tiptoe, put his mouth close to her ear, and whispered “She’s under sentence of execution.” + +“What for?” said Alice. + +“Did you say ‘What a pity!’?” the Rabbit asked. + +“No, I didn’t,” said Alice: “I don’t think it’s at all a pity. I said ‘What for?’” + +“She boxed the Queen’s ears—” the Rabbit began. Alice gave a little scream of laughter. “Oh, hush!” the Rabbit whispered in a frightened tone. “The Queen will hear you! You see, she came rather late, and the Queen said—” + +“Get to your places!” shouted the Queen in a voice of thunder, and people began running about in all directions, tumbling up against each other; however, they got settled down in a minute or two, and the game began. Alice thought she had never seen such a curious croquet-ground in her life; it was all ridges and furrows; the balls were live hedgehogs, the mallets live flamingoes, and the soldiers had to double themselves up and to stand on their hands and feet, to make the arches. + +The chief difficulty Alice found at first was in managing her flamingo: she succeeded in getting its body tucked away, comfortably enough, under her arm, with its legs hanging down, but generally, just as she had got its neck nicely straightened out, and was going to give the hedgehog a blow with its head, it would twist itself round and look up in her face, with such a puzzled expression that she could not help bursting out laughing: and when she had got its head down, and was going to begin again, it was very provoking to find that the hedgehog had unrolled itself, and was in the act of crawling away: besides all this, there was generally a ridge or furrow in the way wherever she wanted to send the hedgehog to, and, as the doubled-up soldiers were always getting up and walking off to other parts of the ground, Alice soon came to the conclusion that it was a very difficult game indeed. + +The players all played at once without waiting for turns, quarrelling all the while, and fighting for the hedgehogs; and in a very short time the Queen was in a furious passion, and went stamping about, and shouting “Off with his head!” or “Off with her head!” about once in a minute. + +Alice began to feel very uneasy: to be sure, she had not as yet had any dispute with the Queen, but she knew that it might happen any minute, “and then,” thought she, “what would become of me? They’re dreadfully fond of beheading people here; the great wonder is, that there’s any one left alive!” + +She was looking about for some way of escape, and wondering whether she could get away without being seen, when she noticed a curious appearance in the air: it puzzled her very much at first, but, after watching it a minute or two, she made it out to be a grin, and she said to herself “It’s the Cheshire Cat: now I shall have somebody to talk to.” + +“How are you getting on?” said the Cat, as soon as there was mouth enough for it to speak with. + +Alice waited till the eyes appeared, and then nodded. “It’s no use speaking to it,” she thought, “till its ears have come, or at least one of them.” In another minute the whole head appeared, and then Alice put down her flamingo, and began an account of the game, feeling very glad she had someone to listen to her. The Cat seemed to think that there was enough of it now in sight, and no more of it appeared. + +“I don’t think they play at all fairly,” Alice began, in rather a complaining tone, “and they all quarrel so dreadfully one can’t hear oneself speak—and they don’t seem to have any rules in particular; at least, if there are, nobody attends to them—and you’ve no idea how confusing it is all the things being alive; for instance, there’s the arch I’ve got to go through next walking about at the other end of the ground—and I should have croqueted the Queen’s hedgehog just now, only it ran away when it saw mine coming!” + +“How do you like the Queen?” said the Cat in a low voice. + +“Not at all,” said Alice: “she’s so extremely—” Just then she noticed that the Queen was close behind her, listening: so she went on, “—likely to win, that it’s hardly worth while finishing the game.” + +The Queen smiled and passed on. + +“Who are you talking to?” said the King, going up to Alice, and looking at the Cat’s head with great curiosity. + +“It’s a friend of mine—a Cheshire Cat,” said Alice: “allow me to introduce it.” + +“I don’t like the look of it at all,” said the King: “however, it may kiss my hand if it likes.” + +“I’d rather not,” the Cat remarked. + +“Don’t be impertinent,” said the King, “and don’t look at me like that!” He got behind Alice as he spoke. + +“A cat may look at a king,” said Alice. “I’ve read that in some book, but I don’t remember where.” + +“Well, it must be removed,” said the King very decidedly, and he called the Queen, who was passing at the moment, “My dear! I wish you would have this cat removed!” + +The Queen had only one way of settling all difficulties, great or small. “Off with his head!” she said, without even looking round. + +“I’ll fetch the executioner myself,” said the King eagerly, and he hurried off. + +Alice thought she might as well go back, and see how the game was going on, as she heard the Queen’s voice in the distance, screaming with passion. She had already heard her sentence three of the players to be executed for having missed their turns, and she did not like the look of things at all, as the game was in such confusion that she never knew whether it was her turn or not. So she went in search of her hedgehog. + +The hedgehog was engaged in a fight with another hedgehog, which seemed to Alice an excellent opportunity for croqueting one of them with the other: the only difficulty was, that her flamingo was gone across to the other side of the garden, where Alice could see it trying in a helpless sort of way to fly up into a tree. + +By the time she had caught the flamingo and brought it back, the fight was over, and both the hedgehogs were out of sight: “but it doesn’t matter much,” thought Alice, “as all the arches are gone from this side of the ground.” So she tucked it away under her arm, that it might not escape again, and went back for a little more conversation with her friend. + +When she got back to the Cheshire Cat, she was surprised to find quite a large crowd collected round it: there was a dispute going on between the executioner, the King, and the Queen, who were all talking at once, while all the rest were quite silent, and looked very uncomfortable. + +The moment Alice appeared, she was appealed to by all three to settle the question, and they repeated their arguments to her, though, as they all spoke at once, she found it very hard indeed to make out exactly what they said. + +The executioner’s argument was, that you couldn’t cut off a head unless there was a body to cut it off from: that he had never had to do such a thing before, and he wasn’t going to begin at his time of life. + +The King’s argument was, that anything that had a head could be beheaded, and that you weren’t to talk nonsense. + +The Queen’s argument was, that if something wasn’t done about it in less than no time she’d have everybody executed, all round. (It was this last remark that had made the whole party look so grave and anxious.) + +Alice could think of nothing else to say but “It belongs to the Duchess: you’d better ask her about it.” + +“She’s in prison,” the Queen said to the executioner: “fetch her here.” And the executioner went off like an arrow. + +The Cat’s head began fading away the moment he was gone, and, by the time he had come back with the Duchess, it had entirely disappeared; so the King and the executioner ran wildly up and down looking for it, while the rest of the party went back to the game. + +CHAPTER IX. +The Mock Turtle’s Story +“You can’t think how glad I am to see you again, you dear old thing!” said the Duchess, as she tucked her arm affectionately into Alice’s, and they walked off together. + +Alice was very glad to find her in such a pleasant temper, and thought to herself that perhaps it was only the pepper that had made her so savage when they met in the kitchen. + +“When I’m a Duchess,” she said to herself, (not in a very hopeful tone though), “I won’t have any pepper in my kitchen at all. Soup does very well without—Maybe it’s always pepper that makes people hot-tempered,” she went on, very much pleased at having found out a new kind of rule, “and vinegar that makes them sour—and camomile that makes them bitter—and—and barley-sugar and such things that make children sweet-tempered. I only wish people knew that: then they wouldn’t be so stingy about it, you know—” + +She had quite forgotten the Duchess by this time, and was a little startled when she heard her voice close to her ear. “You’re thinking about something, my dear, and that makes you forget to talk. I can’t tell you just now what the moral of that is, but I shall remember it in a bit.” + +“Perhaps it hasn’t one,” Alice ventured to remark. + +“Tut, tut, child!” said the Duchess. “Everything’s got a moral, if only you can find it.” And she squeezed herself up closer to Alice’s side as she spoke. + +Alice did not much like keeping so close to her: first, because the Duchess was very ugly; and secondly, because she was exactly the right height to rest her chin upon Alice’s shoulder, and it was an uncomfortably sharp chin. However, she did not like to be rude, so she bore it as well as she could. + +“The game’s going on rather better now,” she said, by way of keeping up the conversation a little. + +“’Tis so,” said the Duchess: “and the moral of that is—‘Oh, ’tis love, ’tis love, that makes the world go round!’” + +“Somebody said,” Alice whispered, “that it’s done by everybody minding their own business!” + +“Ah, well! It means much the same thing,” said the Duchess, digging her sharp little chin into Alice’s shoulder as she added, “and the moral of that is—‘Take care of the sense, and the sounds will take care of themselves.’” + +“How fond she is of finding morals in things!” Alice thought to herself. + +“I dare say you’re wondering why I don’t put my arm round your waist,” the Duchess said after a pause: “the reason is, that I’m doubtful about the temper of your flamingo. Shall I try the experiment?” + +“He might bite,” Alice cautiously replied, not feeling at all anxious to have the experiment tried. + +“Very true,” said the Duchess: “flamingoes and mustard both bite. And the moral of that is—‘Birds of a feather flock together.’” + +“Only mustard isn’t a bird,” Alice remarked. + +“Right, as usual,” said the Duchess: “what a clear way you have of putting things!” + +“It’s a mineral, I think,” said Alice. + +“Of course it is,” said the Duchess, who seemed ready to agree to everything that Alice said; “there’s a large mustard-mine near here. And the moral of that is—‘The more there is of mine, the less there is of yours.’” + +“Oh, I know!” exclaimed Alice, who had not attended to this last remark, “it’s a vegetable. It doesn’t look like one, but it is.” + +“I quite agree with you,” said the Duchess; “and the moral of that is—‘Be what you would seem to be’—or if you’d like it put more simply—‘Never imagine yourself not to be otherwise than what it might appear to others that what you were or might have been was not otherwise than what you had been would have appeared to them to be otherwise.’” + +“I think I should understand that better,” Alice said very politely, “if I had it written down: but I can’t quite follow it as you say it.” + +“That’s nothing to what I could say if I chose,” the Duchess replied, in a pleased tone. + +“Pray don’t trouble yourself to say it any longer than that,” said Alice. + +“Oh, don’t talk about trouble!” said the Duchess. “I make you a present of everything I’ve said as yet.” + +“A cheap sort of present!” thought Alice. “I’m glad they don’t give birthday presents like that!” But she did not venture to say it out loud. + +“Thinking again?” the Duchess asked, with another dig of her sharp little chin. + +“I’ve a right to think,” said Alice sharply, for she was beginning to feel a little worried. + +“Just about as much right,” said the Duchess, “as pigs have to fly; and the m—” + +But here, to Alice’s great surprise, the Duchess’s voice died away, even in the middle of her favourite word ‘moral,’ and the arm that was linked into hers began to tremble. Alice looked up, and there stood the Queen in front of them, with her arms folded, frowning like a thunderstorm. + +“A fine day, your Majesty!” the Duchess began in a low, weak voice. + +“Now, I give you fair warning,” shouted the Queen, stamping on the ground as she spoke; “either you or your head must be off, and that in about half no time! Take your choice!” + +The Duchess took her choice, and was gone in a moment. + +“Let’s go on with the game,” the Queen said to Alice; and Alice was too much frightened to say a word, but slowly followed her back to the croquet-ground. + +The other guests had taken advantage of the Queen’s absence, and were resting in the shade: however, the moment they saw her, they hurried back to the game, the Queen merely remarking that a moment’s delay would cost them their lives. + +All the time they were playing the Queen never left off quarrelling with the other players, and shouting “Off with his head!” or “Off with her head!” Those whom she sentenced were taken into custody by the soldiers, who of course had to leave off being arches to do this, so that by the end of half an hour or so there were no arches left, and all the players, except the King, the Queen, and Alice, were in custody and under sentence of execution. + +Then the Queen left off, quite out of breath, and said to Alice, “Have you seen the Mock Turtle yet?” + +“No,” said Alice. “I don’t even know what a Mock Turtle is.” + +“It’s the thing Mock Turtle Soup is made from,” said the Queen. + +“I never saw one, or heard of one,” said Alice. + +“Come on, then,” said the Queen, “and he shall tell you his history.” + +As they walked off together, Alice heard the King say in a low voice, to the company generally, “You are all pardoned.” “Come, that’s a good thing!” she said to herself, for she had felt quite unhappy at the number of executions the Queen had ordered. + +They very soon came upon a Gryphon, lying fast asleep in the sun. (If you don’t know what a Gryphon is, look at the picture.) “Up, lazy thing!” said the Queen, “and take this young lady to see the Mock Turtle, and to hear his history. I must go back and see after some executions I have ordered;” and she walked off, leaving Alice alone with the Gryphon. Alice did not quite like the look of the creature, but on the whole she thought it would be quite as safe to stay with it as to go after that savage Queen: so she waited. + +The Gryphon sat up and rubbed its eyes: then it watched the Queen till she was out of sight: then it chuckled. “What fun!” said the Gryphon, half to itself, half to Alice. + +“What is the fun?” said Alice. + +“Why, she,” said the Gryphon. “It’s all her fancy, that: they never executes nobody, you know. Come on!” + +“Everybody says ‘come on!’ here,” thought Alice, as she went slowly after it: “I never was so ordered about in all my life, never!” + +They had not gone far before they saw the Mock Turtle in the distance, sitting sad and lonely on a little ledge of rock, and, as they came nearer, Alice could hear him sighing as if his heart would break. She pitied him deeply. “What is his sorrow?” she asked the Gryphon, and the Gryphon answered, very nearly in the same words as before, “It’s all his fancy, that: he hasn’t got no sorrow, you know. Come on!” + +So they went up to the Mock Turtle, who looked at them with large eyes full of tears, but said nothing. + +“This here young lady,” said the Gryphon, “she wants for to know your history, she do.” + +“I’ll tell it her,” said the Mock Turtle in a deep, hollow tone: “sit down, both of you, and don’t speak a word till I’ve finished.” + +So they sat down, and nobody spoke for some minutes. Alice thought to herself, “I don’t see how he can ever finish, if he doesn’t begin.” But she waited patiently. + +“Once,” said the Mock Turtle at last, with a deep sigh, “I was a real Turtle.” + +These words were followed by a very long silence, broken only by an occasional exclamation of “Hjckrrh!” from the Gryphon, and the constant heavy sobbing of the Mock Turtle. Alice was very nearly getting up and saying, “Thank you, sir, for your interesting story,” but she could not help thinking there must be more to come, so she sat still and said nothing. + +“When we were little,” the Mock Turtle went on at last, more calmly, though still sobbing a little now and then, “we went to school in the sea. The master was an old Turtle—we used to call him Tortoise—” + +“Why did you call him Tortoise, if he wasn’t one?” Alice asked. + +“We called him Tortoise because he taught us,” said the Mock Turtle angrily: “really you are very dull!” + +“You ought to be ashamed of yourself for asking such a simple question,” added the Gryphon; and then they both sat silent and looked at poor Alice, who felt ready to sink into the earth. At last the Gryphon said to the Mock Turtle, “Drive on, old fellow! Don’t be all day about it!” and he went on in these words: + +“Yes, we went to school in the sea, though you mayn’t believe it—” + +“I never said I didn’t!” interrupted Alice. + +“You did,” said the Mock Turtle. + +“Hold your tongue!” added the Gryphon, before Alice could speak again. The Mock Turtle went on. + +“We had the best of educations—in fact, we went to school every day—” + +“I’ve been to a day-school, too,” said Alice; “you needn’t be so proud as all that.” + +“With extras?” asked the Mock Turtle a little anxiously. + +“Yes,” said Alice, “we learned French and music.” + +“And washing?” said the Mock Turtle. + +“Certainly not!” said Alice indignantly. + +“Ah! then yours wasn’t a really good school,” said the Mock Turtle in a tone of great relief. “Now at ours they had at the end of the bill, ‘French, music, and washing—extra.’” + +“You couldn’t have wanted it much,” said Alice; “living at the bottom of the sea.” + +“I couldn’t afford to learn it.” said the Mock Turtle with a sigh. “I only took the regular course.” + +“What was that?” inquired Alice. + +“Reeling and Writhing, of course, to begin with,” the Mock Turtle replied; “and then the different branches of Arithmetic—Ambition, Distraction, Uglification, and Derision.” + +“I never heard of ‘Uglification,’” Alice ventured to say. “What is it?” + +The Gryphon lifted up both its paws in surprise. “What! Never heard of uglifying!” it exclaimed. “You know what to beautify is, I suppose?” + +“Yes,” said Alice doubtfully: “it means—to—make—anything—prettier.” + +“Well, then,” the Gryphon went on, “if you don’t know what to uglify is, you are a simpleton.” + +Alice did not feel encouraged to ask any more questions about it, so she turned to the Mock Turtle, and said “What else had you to learn?” + +“Well, there was Mystery,” the Mock Turtle replied, counting off the subjects on his flappers, “—Mystery, ancient and modern, with Seaography: then Drawling—the Drawling-master was an old conger-eel, that used to come once a week: he taught us Drawling, Stretching, and Fainting in Coils.” + +“What was that like?” said Alice. + +“Well, I can’t show it you myself,” the Mock Turtle said: “I’m too stiff. And the Gryphon never learnt it.” + +“Hadn’t time,” said the Gryphon: “I went to the Classics master, though. He was an old crab, he was.” + +“I never went to him,” the Mock Turtle said with a sigh: “he taught Laughing and Grief, they used to say.” + +“So he did, so he did,” said the Gryphon, sighing in his turn; and both creatures hid their faces in their paws. + +“And how many hours a day did you do lessons?” said Alice, in a hurry to change the subject. + +“Ten hours the first day,” said the Mock Turtle: “nine the next, and so on.” + +“What a curious plan!” exclaimed Alice. + +“That’s the reason they’re called lessons,” the Gryphon remarked: “because they lessen from day to day.” + +This was quite a new idea to Alice, and she thought it over a little before she made her next remark. “Then the eleventh day must have been a holiday?” + +“Of course it was,” said the Mock Turtle. + +“And how did you manage on the twelfth?” Alice went on eagerly. + +“That’s enough about lessons,” the Gryphon interrupted in a very decided tone: “tell her something about the games now.” + +CHAPTER X. +The Lobster Quadrille +The Mock Turtle sighed deeply, and drew the back of one flapper across his eyes. He looked at Alice, and tried to speak, but for a minute or two sobs choked his voice. “Same as if he had a bone in his throat,” said the Gryphon: and it set to work shaking him and punching him in the back. At last the Mock Turtle recovered his voice, and, with tears running down his cheeks, he went on again:— + +“You may not have lived much under the sea—” (“I haven’t,” said Alice)—“and perhaps you were never even introduced to a lobster—” (Alice began to say “I once tasted—” but checked herself hastily, and said “No, never”) “—so you can have no idea what a delightful thing a Lobster Quadrille is!” + +“No, indeed,” said Alice. “What sort of a dance is it?” + +“Why,” said the Gryphon, “you first form into a line along the sea-shore—” + +“Two lines!” cried the Mock Turtle. “Seals, turtles, salmon, and so on; then, when you’ve cleared all the jelly-fish out of the way—” + +“That generally takes some time,” interrupted the Gryphon. + +“—you advance twice—” + +“Each with a lobster as a partner!” cried the Gryphon. + +“Of course,” the Mock Turtle said: “advance twice, set to partners—” + +“—change lobsters, and retire in same order,” continued the Gryphon. + +“Then, you know,” the Mock Turtle went on, “you throw the—” + +“The lobsters!” shouted the Gryphon, with a bound into the air. + +“—as far out to sea as you can—” + +“Swim after them!” screamed the Gryphon. + +“Turn a somersault in the sea!” cried the Mock Turtle, capering wildly about. + +“Change lobsters again!” yelled the Gryphon at the top of its voice. + +“Back to land again, and that’s all the first figure,” said the Mock Turtle, suddenly dropping his voice; and the two creatures, who had been jumping about like mad things all this time, sat down again very sadly and quietly, and looked at Alice. + +“It must be a very pretty dance,” said Alice timidly. + +“Would you like to see a little of it?” said the Mock Turtle. + +“Very much indeed,” said Alice. + +“Come, let’s try the first figure!” said the Mock Turtle to the Gryphon. “We can do without lobsters, you know. Which shall sing?” + +“Oh, you sing,” said the Gryphon. “I’ve forgotten the words.” + +So they began solemnly dancing round and round Alice, every now and then treading on her toes when they passed too close, and waving their forepaws to mark the time, while the Mock Turtle sang this, very slowly and sadly:— + +“Will you walk a little faster?” said a whiting to a snail. +“There’s a porpoise close behind us, and he’s treading on my tail. +See how eagerly the lobsters and the turtles all advance! +They are waiting on the shingle—will you come and join the dance? +Will you, won’t you, will you, won’t you, will you join the dance? +Will you, won’t you, will you, won’t you, won’t you join the dance? + +“You can really have no notion how delightful it will be +When they take us up and throw us, with the lobsters, out to sea!” +But the snail replied “Too far, too far!” and gave a look askance— +Said he thanked the whiting kindly, but he would not join the dance. +Would not, could not, would not, could not, would not join the dance. +Would not, could not, would not, could not, could not join the dance. + +“What matters it how far we go?” his scaly friend replied. +“There is another shore, you know, upon the other side. +The further off from England the nearer is to France— +Then turn not pale, beloved snail, but come and join the dance. +Will you, won’t you, will you, won’t you, will you join the dance? +Will you, won’t you, will you, won’t you, won’t you join the dance?” + +“Thank you, it’s a very interesting dance to watch,” said Alice, feeling very glad that it was over at last: “and I do so like that curious song about the whiting!” + +“Oh, as to the whiting,” said the Mock Turtle, “they—you’ve seen them, of course?” + +“Yes,” said Alice, “I’ve often seen them at dinn—” she checked herself hastily. + +“I don’t know where Dinn may be,” said the Mock Turtle, “but if you’ve seen them so often, of course you know what they’re like.” + +“I believe so,” Alice replied thoughtfully. “They have their tails in their mouths—and they’re all over crumbs.” + +“You’re wrong about the crumbs,” said the Mock Turtle: “crumbs would all wash off in the sea. But they have their tails in their mouths; and the reason is—” here the Mock Turtle yawned and shut his eyes.—“Tell her about the reason and all that,” he said to the Gryphon. + +“The reason is,” said the Gryphon, “that they would go with the lobsters to the dance. So they got thrown out to sea. So they had to fall a long way. So they got their tails fast in their mouths. So they couldn’t get them out again. That’s all.” + +“Thank you,” said Alice, “it’s very interesting. I never knew so much about a whiting before.” + +“I can tell you more than that, if you like,” said the Gryphon. “Do you know why it’s called a whiting?” + +“I never thought about it,” said Alice. “Why?” + +“It does the boots and shoes,” the Gryphon replied very solemnly. + +Alice was thoroughly puzzled. “Does the boots and shoes!” she repeated in a wondering tone. + +“Why, what are your shoes done with?” said the Gryphon. “I mean, what makes them so shiny?” + +Alice looked down at them, and considered a little before she gave her answer. “They’re done with blacking, I believe.” + +“Boots and shoes under the sea,” the Gryphon went on in a deep voice, “are done with a whiting. Now you know.” + +“And what are they made of?” Alice asked in a tone of great curiosity. + +“Soles and eels, of course,” the Gryphon replied rather impatiently: “any shrimp could have told you that.” + +“If I’d been the whiting,” said Alice, whose thoughts were still running on the song, “I’d have said to the porpoise, ‘Keep back, please: we don’t want you with us!’” + +“They were obliged to have him with them,” the Mock Turtle said: “no wise fish would go anywhere without a porpoise.” + +“Wouldn’t it really?” said Alice in a tone of great surprise. + +“Of course not,” said the Mock Turtle: “why, if a fish came to me, and told me he was going a journey, I should say ‘With what porpoise?’” + +“Don’t you mean ‘purpose’?” said Alice. + +“I mean what I say,” the Mock Turtle replied in an offended tone. And the Gryphon added “Come, let’s hear some of your adventures.” + +“I could tell you my adventures—beginning from this morning,” said Alice a little timidly: “but it’s no use going back to yesterday, because I was a different person then.” + +“Explain all that,” said the Mock Turtle. + +“No, no! The adventures first,” said the Gryphon in an impatient tone: “explanations take such a dreadful time.” + +So Alice began telling them her adventures from the time when she first saw the White Rabbit. She was a little nervous about it just at first, the two creatures got so close to her, one on each side, and opened their eyes and mouths so very wide, but she gained courage as she went on. Her listeners were perfectly quiet till she got to the part about her repeating “You are old, Father William,” to the Caterpillar, and the words all coming different, and then the Mock Turtle drew a long breath, and said “That’s very curious.” + +“It’s all about as curious as it can be,” said the Gryphon. + +“It all came different!” the Mock Turtle repeated thoughtfully. “I should like to hear her try and repeat something now. Tell her to begin.” He looked at the Gryphon as if he thought it had some kind of authority over Alice. + +“Stand up and repeat ‘’Tis the voice of the sluggard,’” said the Gryphon. + +“How the creatures order one about, and make one repeat lessons!” thought Alice; “I might as well be at school at once.” However, she got up, and began to repeat it, but her head was so full of the Lobster Quadrille, that she hardly knew what she was saying, and the words came very queer indeed:— + +“’Tis the voice of the Lobster; I heard him declare, +“You have baked me too brown, I must sugar my hair.” +As a duck with its eyelids, so he with his nose +Trims his belt and his buttons, and turns out his toes.” + +[later editions continued as follows +When the sands are all dry, he is gay as a lark, +And will talk in contemptuous tones of the Shark, +But, when the tide rises and sharks are around, +His voice has a timid and tremulous sound.] + +“That’s different from what I used to say when I was a child,” said the Gryphon. + +“Well, I never heard it before,” said the Mock Turtle; “but it sounds uncommon nonsense.” + +Alice said nothing; she had sat down with her face in her hands, wondering if anything would ever happen in a natural way again. + +“I should like to have it explained,” said the Mock Turtle. + +“She can’t explain it,” said the Gryphon hastily. “Go on with the next verse.” + +“But about his toes?” the Mock Turtle persisted. “How could he turn them out with his nose, you know?” + +“It’s the first position in dancing.” Alice said; but was dreadfully puzzled by the whole thing, and longed to change the subject. + +“Go on with the next verse,” the Gryphon repeated impatiently: “it begins ‘I passed by his garden.’” + +Alice did not dare to disobey, though she felt sure it would all come wrong, and she went on in a trembling voice:— + +“I passed by his garden, and marked, with one eye, +How the Owl and the Panther were sharing a pie—” + +[later editions continued as follows +The Panther took pie-crust, and gravy, and meat, +While the Owl had the dish as its share of the treat. +When the pie was all finished, the Owl, as a boon, +Was kindly permitted to pocket the spoon: +While the Panther received knife and fork with a growl, +And concluded the banquet—] + +“What is the use of repeating all that stuff,” the Mock Turtle interrupted, “if you don’t explain it as you go on? It’s by far the most confusing thing I ever heard!” + +“Yes, I think you’d better leave off,” said the Gryphon: and Alice was only too glad to do so. + +“Shall we try another figure of the Lobster Quadrille?” the Gryphon went on. “Or would you like the Mock Turtle to sing you a song?” + +“Oh, a song, please, if the Mock Turtle would be so kind,” Alice replied, so eagerly that the Gryphon said, in a rather offended tone, “Hm! No accounting for tastes! Sing her ‘Turtle Soup,’ will you, old fellow?” + +The Mock Turtle sighed deeply, and began, in a voice sometimes choked with sobs, to sing this:— + +“Beautiful Soup, so rich and green, +Waiting in a hot tureen! +Who for such dainties would not stoop? +Soup of the evening, beautiful Soup! +Soup of the evening, beautiful Soup! + Beau—ootiful Soo—oop! + Beau—ootiful Soo—oop! +Soo—oop of the e—e—evening, + Beautiful, beautiful Soup! + +“Beautiful Soup! Who cares for fish, +Game, or any other dish? +Who would not give all else for two p +ennyworth only of beautiful Soup? +Pennyworth only of beautiful Soup? + Beau—ootiful Soo—oop! + Beau—ootiful Soo—oop! +Soo—oop of the e—e—evening, + Beautiful, beauti—FUL SOUP!” + +“Chorus again!” cried the Gryphon, and the Mock Turtle had just begun to repeat it, when a cry of “The trial’s beginning!” was heard in the distance. + +“Come on!” cried the Gryphon, and, taking Alice by the hand, it hurried off, without waiting for the end of the song. + +“What trial is it?” Alice panted as she ran; but the Gryphon only answered “Come on!” and ran the faster, while more and more faintly came, carried on the breeze that followed them, the melancholy words:— + +“Soo—oop of the e—e—evening, + Beautiful, beautiful Soup!” + +CHAPTER XI. +Who Stole the Tarts? +The King and Queen of Hearts were seated on their throne when they arrived, with a great crowd assembled about them—all sorts of little birds and beasts, as well as the whole pack of cards: the Knave was standing before them, in chains, with a soldier on each side to guard him; and near the King was the White Rabbit, with a trumpet in one hand, and a scroll of parchment in the other. In the very middle of the court was a table, with a large dish of tarts upon it: they looked so good, that it made Alice quite hungry to look at them—“I wish they’d get the trial done,” she thought, “and hand round the refreshments!” But there seemed to be no chance of this, so she began looking at everything about her, to pass away the time. + +Alice had never been in a court of justice before, but she had read about them in books, and she was quite pleased to find that she knew the name of nearly everything there. “That’s the judge,” she said to herself, “because of his great wig.” + +The judge, by the way, was the King; and as he wore his crown over the wig, (look at the frontispiece if you want to see how he did it,) he did not look at all comfortable, and it was certainly not becoming. + +“And that’s the jury-box,” thought Alice, “and those twelve creatures,” (she was obliged to say “creatures,” you see, because some of them were animals, and some were birds,) “I suppose they are the jurors.” She said this last word two or three times over to herself, being rather proud of it: for she thought, and rightly too, that very few little girls of her age knew the meaning of it at all. However, “jury-men” would have done just as well. + +The twelve jurors were all writing very busily on slates. “What are they doing?” Alice whispered to the Gryphon. “They can’t have anything to put down yet, before the trial’s begun.” + +“They’re putting down their names,” the Gryphon whispered in reply, “for fear they should forget them before the end of the trial.” + +“Stupid things!” Alice began in a loud, indignant voice, but she stopped hastily, for the White Rabbit cried out, “Silence in the court!” and the King put on his spectacles and looked anxiously round, to make out who was talking. + +Alice could see, as well as if she were looking over their shoulders, that all the jurors were writing down “stupid things!” on their slates, and she could even make out that one of them didn’t know how to spell “stupid,” and that he had to ask his neighbour to tell him. “A nice muddle their slates’ll be in before the trial’s over!” thought Alice. + +One of the jurors had a pencil that squeaked. This of course, Alice could not stand, and she went round the court and got behind him, and very soon found an opportunity of taking it away. She did it so quickly that the poor little juror (it was Bill, the Lizard) could not make out at all what had become of it; so, after hunting all about for it, he was obliged to write with one finger for the rest of the day; and this was of very little use, as it left no mark on the slate. + +“Herald, read the accusation!” said the King. + +On this the White Rabbit blew three blasts on the trumpet, and then unrolled the parchment scroll, and read as follows:— + +“The Queen of Hearts, she made some tarts, + All on a summer day: +The Knave of Hearts, he stole those tarts, + And took them quite away!” + +“Consider your verdict,” the King said to the jury. + +“Not yet, not yet!” the Rabbit hastily interrupted. “There’s a great deal to come before that!” + +“Call the first witness,” said the King; and the White Rabbit blew three blasts on the trumpet, and called out, “First witness!” + +The first witness was the Hatter. He came in with a teacup in one hand and a piece of bread-and-butter in the other. “I beg pardon, your Majesty,” he began, “for bringing these in: but I hadn’t quite finished my tea when I was sent for.” + +“You ought to have finished,” said the King. “When did you begin?” + +The Hatter looked at the March Hare, who had followed him into the court, arm-in-arm with the Dormouse. “Fourteenth of March, I think it was,” he said. + +“Fifteenth,” said the March Hare. + +“Sixteenth,” added the Dormouse. + +“Write that down,” the King said to the jury, and the jury eagerly wrote down all three dates on their slates, and then added them up, and reduced the answer to shillings and pence. + +“Take off your hat,” the King said to the Hatter. + +“It isn’t mine,” said the Hatter. + +“Stolen!” the King exclaimed, turning to the jury, who instantly made a memorandum of the fact. + +“I keep them to sell,” the Hatter added as an explanation; “I’ve none of my own. I’m a hatter.” + +Here the Queen put on her spectacles, and began staring at the Hatter, who turned pale and fidgeted. + +“Give your evidence,” said the King; “and don’t be nervous, or I’ll have you executed on the spot.” + +This did not seem to encourage the witness at all: he kept shifting from one foot to the other, looking uneasily at the Queen, and in his confusion he bit a large piece out of his teacup instead of the bread-and-butter. + +Just at this moment Alice felt a very curious sensation, which puzzled her a good deal until she made out what it was: she was beginning to grow larger again, and she thought at first she would get up and leave the court; but on second thoughts she decided to remain where she was as long as there was room for her. + +“I wish you wouldn’t squeeze so.” said the Dormouse, who was sitting next to her. “I can hardly breathe.” + +“I can’t help it,” said Alice very meekly: “I’m growing.” + +“You’ve no right to grow here,” said the Dormouse. + +“Don’t talk nonsense,” said Alice more boldly: “you know you’re growing too.” + +“Yes, but I grow at a reasonable pace,” said the Dormouse: “not in that ridiculous fashion.” And he got up very sulkily and crossed over to the other side of the court. + +All this time the Queen had never left off staring at the Hatter, and, just as the Dormouse crossed the court, she said to one of the officers of the court, “Bring me the list of the singers in the last concert!” on which the wretched Hatter trembled so, that he shook both his shoes off. + +“Give your evidence,” the King repeated angrily, “or I’ll have you executed, whether you’re nervous or not.” + +“I’m a poor man, your Majesty,” the Hatter began, in a trembling voice, “—and I hadn’t begun my tea—not above a week or so—and what with the bread-and-butter getting so thin—and the twinkling of the tea—” + +“The twinkling of the what?” said the King. + +“It began with the tea,” the Hatter replied. + +“Of course twinkling begins with a T!” said the King sharply. “Do you take me for a dunce? Go on!” + +“I’m a poor man,” the Hatter went on, “and most things twinkled after that—only the March Hare said—” + +“I didn’t!” the March Hare interrupted in a great hurry. + +“You did!” said the Hatter. + +“I deny it!” said the March Hare. + +“He denies it,” said the King: “leave out that part.” + +“Well, at any rate, the Dormouse said—” the Hatter went on, looking anxiously round to see if he would deny it too: but the Dormouse denied nothing, being fast asleep. + +“After that,” continued the Hatter, “I cut some more bread-and-butter—” + +“But what did the Dormouse say?” one of the jury asked. + +“That I can’t remember,” said the Hatter. + +“You must remember,” remarked the King, “or I’ll have you executed.” + +The miserable Hatter dropped his teacup and bread-and-butter, and went down on one knee. “I’m a poor man, your Majesty,” he began. + +“You’re a very poor speaker,” said the King. + +Here one of the guinea-pigs cheered, and was immediately suppressed by the officers of the court. (As that is rather a hard word, I will just explain to you how it was done. They had a large canvas bag, which tied up at the mouth with strings: into this they slipped the guinea-pig, head first, and then sat upon it.) + +“I’m glad I’ve seen that done,” thought Alice. “I’ve so often read in the newspapers, at the end of trials, “There was some attempts at applause, which was immediately suppressed by the officers of the court,” and I never understood what it meant till now.” + +“If that’s all you know about it, you may stand down,” continued the King. + +“I can’t go no lower,” said the Hatter: “I’m on the floor, as it is.” + +“Then you may sit down,” the King replied. + +Here the other guinea-pig cheered, and was suppressed. + +“Come, that finished the guinea-pigs!” thought Alice. “Now we shall get on better.” + +“I’d rather finish my tea,” said the Hatter, with an anxious look at the Queen, who was reading the list of singers. + +“You may go,” said the King, and the Hatter hurriedly left the court, without even waiting to put his shoes on. + +“—and just take his head off outside,” the Queen added to one of the officers: but the Hatter was out of sight before the officer could get to the door. + +“Call the next witness!” said the King. + +The next witness was the Duchess’s cook. She carried the pepper-box in her hand, and Alice guessed who it was, even before she got into the court, by the way the people near the door began sneezing all at once. + +“Give your evidence,” said the King. + +“Shan’t,” said the cook. + +The King looked anxiously at the White Rabbit, who said in a low voice, “Your Majesty must cross-examine this witness.” + +“Well, if I must, I must,” the King said, with a melancholy air, and, after folding his arms and frowning at the cook till his eyes were nearly out of sight, he said in a deep voice, “What are tarts made of?” + +“Pepper, mostly,” said the cook. + +“Treacle,” said a sleepy voice behind her. + +“Collar that Dormouse,” the Queen shrieked out. “Behead that Dormouse! Turn that Dormouse out of court! Suppress him! Pinch him! Off with his whiskers!” + +For some minutes the whole court was in confusion, getting the Dormouse turned out, and, by the time they had settled down again, the cook had disappeared. + +“Never mind!” said the King, with an air of great relief. “Call the next witness.” And he added in an undertone to the Queen, “Really, my dear, you must cross-examine the next witness. It quite makes my forehead ache!” + +Alice watched the White Rabbit as he fumbled over the list, feeling very curious to see what the next witness would be like, “—for they haven’t got much evidence yet,” she said to herself. Imagine her surprise, when the White Rabbit read out, at the top of his shrill little voice, the name “Alice!” + +CHAPTER XII. +Alice’s Evidence +“Here!” cried Alice, quite forgetting in the flurry of the moment how large she had grown in the last few minutes, and she jumped up in such a hurry that she tipped over the jury-box with the edge of her skirt, upsetting all the jurymen on to the heads of the crowd below, and there they lay sprawling about, reminding her very much of a globe of goldfish she had accidentally upset the week before. + +“Oh, I beg your pardon!” she exclaimed in a tone of great dismay, and began picking them up again as quickly as she could, for the accident of the goldfish kept running in her head, and she had a vague sort of idea that they must be collected at once and put back into the jury-box, or they would die. + +“The trial cannot proceed,” said the King in a very grave voice, “until all the jurymen are back in their proper places—all,” he repeated with great emphasis, looking hard at Alice as he said so. + +Alice looked at the jury-box, and saw that, in her haste, she had put the Lizard in head downwards, and the poor little thing was waving its tail about in a melancholy way, being quite unable to move. She soon got it out again, and put it right; “not that it signifies much,” she said to herself; “I should think it would be quite as much use in the trial one way up as the other.” + +As soon as the jury had a little recovered from the shock of being upset, and their slates and pencils had been found and handed back to them, they set to work very diligently to write out a history of the accident, all except the Lizard, who seemed too much overcome to do anything but sit with its mouth open, gazing up into the roof of the court. + +“What do you know about this business?” the King said to Alice. + +“Nothing,” said Alice. + +“Nothing whatever?” persisted the King. + +“Nothing whatever,” said Alice. + +“That’s very important,” the King said, turning to the jury. They were just beginning to write this down on their slates, when the White Rabbit interrupted: “Unimportant, your Majesty means, of course,” he said in a very respectful tone, but frowning and making faces at him as he spoke. + +“Unimportant, of course, I meant,” the King hastily said, and went on to himself in an undertone, + +“important—unimportant—unimportant—important—” as if he were trying which word sounded best. + +Some of the jury wrote it down “important,” and some “unimportant.” Alice could see this, as she was near enough to look over their slates; “but it doesn’t matter a bit,” she thought to herself. + +At this moment the King, who had been for some time busily writing in his note-book, cackled out “Silence!” and read out from his book, “Rule Forty-two. All persons more than a mile high to leave the court.” + +Everybody looked at Alice. + +“I’m not a mile high,” said Alice. + +“You are,” said the King. + +“Nearly two miles high,” added the Queen. + +“Well, I shan’t go, at any rate,” said Alice: “besides, that’s not a regular rule: you invented it just now.” + +“It’s the oldest rule in the book,” said the King. + +“Then it ought to be Number One,” said Alice. + +The King turned pale, and shut his note-book hastily. “Consider your verdict,” he said to the jury, in a low, trembling voice. + +“There’s more evidence to come yet, please your Majesty,” said the White Rabbit, jumping up in a great hurry; “this paper has just been picked up.” + +“What’s in it?” said the Queen. + +“I haven’t opened it yet,” said the White Rabbit, “but it seems to be a letter, written by the prisoner to—to somebody.” + +“It must have been that,” said the King, “unless it was written to nobody, which isn’t usual, you know.” + +“Who is it directed to?” said one of the jurymen. + +“It isn’t directed at all,” said the White Rabbit; “in fact, there’s nothing written on the outside.” He unfolded the paper as he spoke, and added “It isn’t a letter, after all: it’s a set of verses.” + +“Are they in the prisoner’s handwriting?” asked another of the jurymen. + +“No, they’re not,” said the White Rabbit, “and that’s the queerest thing about it.” (The jury all looked puzzled.) + +“He must have imitated somebody else’s hand,” said the King. (The jury all brightened up again.) + +“Please your Majesty,” said the Knave, “I didn’t write it, and they can’t prove I did: there’s no name signed at the end.” + +“If you didn’t sign it,” said the King, “that only makes the matter worse. You must have meant some mischief, or else you’d have signed your name like an honest man.” + +There was a general clapping of hands at this: it was the first really clever thing the King had said that day. + +“That proves his guilt,” said the Queen. + +“It proves nothing of the sort!” said Alice. “Why, you don’t even know what they’re about!” + +“Read them,” said the King. + +The White Rabbit put on his spectacles. “Where shall I begin, please your Majesty?” he asked. + +“Begin at the beginning,” the King said gravely, “and go on till you come to the end: then stop.” + +These were the verses the White Rabbit read:— + +“They told me you had been to her, + And mentioned me to him: +She gave me a good character, + But said I could not swim. + +He sent them word I had not gone + (We know it to be true): +If she should push the matter on, + What would become of you? + +I gave her one, they gave him two, + You gave us three or more; +They all returned from him to you, + Though they were mine before. + +If I or she should chance to be + Involved in this affair, +He trusts to you to set them free, + Exactly as we were. + +My notion was that you had been + (Before she had this fit) +An obstacle that came between + Him, and ourselves, and it. + +Don’t let him know she liked them best, + For this must ever be +A secret, kept from all the rest, + Between yourself and me.” + +“That’s the most important piece of evidence we’ve heard yet,” said the King, rubbing his hands; “so now let the jury—” + +“If any one of them can explain it,” said Alice, (she had grown so large in the last few minutes that she wasn’t a bit afraid of interrupting him,) “I’ll give him sixpence. I don’t believe there’s an atom of meaning in it.” + +The jury all wrote down on their slates, “She doesn’t believe there’s an atom of meaning in it,” but none of them attempted to explain the paper. + +“If there’s no meaning in it,” said the King, “that saves a world of trouble, you know, as we needn’t try to find any. And yet I don’t know,” he went on, spreading out the verses on his knee, and looking at them with one eye; “I seem to see some meaning in them, after all. “—said I could not swim—” you can’t swim, can you?” he added, turning to the Knave. + +The Knave shook his head sadly. “Do I look like it?” he said. (Which he certainly did not, being made entirely of cardboard.) + +“All right, so far,” said the King, and he went on muttering over the verses to himself: “‘We know it to be true—’ that’s the jury, of course—‘I gave her one, they gave him two—’ why, that must be what he did with the tarts, you know—” + +“But, it goes on ‘they all returned from him to you,’” said Alice. + +“Why, there they are!” said the King triumphantly, pointing to the tarts on the table. “Nothing can be clearer than that. Then again—‘before she had this fit—’ you never had fits, my dear, I think?” he said to the Queen. + +“Never!” said the Queen furiously, throwing an inkstand at the Lizard as she spoke. (The unfortunate little Bill had left off writing on his slate with one finger, as he found it made no mark; but he now hastily began again, using the ink, that was trickling down his face, as long as it lasted.) + +“Then the words don’t fit you,” said the King, looking round the court with a smile. There was a dead silence. + +“It’s a pun!” the King added in an offended tone, and everybody laughed, “Let the jury consider their verdict,” the King said, for about the twentieth time that day. + +“No, no!” said the Queen. “Sentence first—verdict afterwards.” + +“Stuff and nonsense!” said Alice loudly. “The idea of having the sentence first!” + +“Hold your tongue!” said the Queen, turning purple. + +“I won’t!” said Alice. + +“Off with her head!” the Queen shouted at the top of her voice. Nobody moved. + +“Who cares for you?” said Alice, (she had grown to her full size by this time.) “You’re nothing but a pack of cards!” + +At this the whole pack rose up into the air, and came flying down upon her: she gave a little scream, half of fright and half of anger, and tried to beat them off, and found herself lying on the bank, with her head in the lap of her sister, who was gently brushing away some dead leaves that had fluttered down from the trees upon her face. + +“Wake up, Alice dear!” said her sister; “Why, what a long sleep you’ve had!” + +“Oh, I’ve had such a curious dream!” said Alice, and she told her sister, as well as she could remember them, all these strange Adventures of hers that you have just been reading about; and when she had finished, her sister kissed her, and said, “It was a curious dream, dear, certainly: but now run in to your tea; it’s getting late.” So Alice got up and ran off, thinking while she ran, as well she might, what a wonderful dream it had been. + +But her sister sat still just as she left her, leaning her head on her hand, watching the setting sun, and thinking of little Alice and all her wonderful Adventures, till she too began dreaming after a fashion, and this was her dream:— + +First, she dreamed of little Alice herself, and once again the tiny hands were clasped upon her knee, and the bright eager eyes were looking up into hers—she could hear the very tones of her voice, and see that queer little toss of her head to keep back the wandering hair that would always get into her eyes—and still as she listened, or seemed to listen, the whole place around her became alive with the strange creatures of her little sister’s dream. + +The long grass rustled at her feet as the White Rabbit hurried by—the frightened Mouse splashed his way through the neighbouring pool—she could hear the rattle of the teacups as the March Hare and his friends shared their never-ending meal, and the shrill voice of the Queen ordering off her unfortunate guests to execution—once more the pig-baby was sneezing on the Duchess’s knee, while plates and dishes crashed around it—once more the shriek of the Gryphon, the squeaking of the Lizard’s slate-pencil, and the choking of the suppressed guinea-pigs, filled the air, mixed up with the distant sobs of the miserable Mock Turtle. + +So she sat on, with closed eyes, and half believed herself in Wonderland, though she knew she had but to open them again, and all would change to dull reality—the grass would be only rustling in the wind, and the pool rippling to the waving of the reeds—the rattling teacups would change to tinkling sheep-bells, and the Queen’s shrill cries to the voice of the shepherd boy—and the sneeze of the baby, the shriek of the Gryphon, and all the other queer noises, would change (she knew) to the confused clamour of the busy farm-yard—while the lowing of the cattle in the distance would take the place of the Mock Turtle’s heavy sobs. + +Lastly, she pictured to herself how this same little sister of hers would, in the after-time, be herself a grown woman; and how she would keep, through all her riper years, the simple and loving heart of her childhood: and how she would gather about her other little children, and make their eyes bright and eager with many a strange tale, perhaps even with the dream of Wonderland of long ago: and how she would feel with all their simple sorrows, and find a pleasure in all their simple joys, remembering her own child-life, and the happy summer days. + +THE END diff --git a/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py b/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py new file mode 100644 index 000000000..afc46eac3 --- /dev/null +++ b/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py @@ -0,0 +1,40 @@ +import os +import pathlib +import pytest + +import cognee +from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever + + +class TestVectorEngine: + # Test that vector engine search works well with limit=None. + # Search should return all triplets that exist. Used Alice for a bit larger test. + @pytest.mark.asyncio + async def test_vector_engine_search_none_limit(self): + system_directory_path = os.path.join( + pathlib.Path(__file__).parent, ".cognee_system/test_vector_engine_search_none_limit" + ) + cognee.config.system_root_directory(system_directory_path) + data_directory_path = os.path.join( + pathlib.Path(__file__).parent, ".data_storage/test_vector_engine_search_none_limit" + ) + cognee.config.data_root_directory(data_directory_path) + + file_path = os.path.join(pathlib.Path(__file__).resolve().parent, "data", "alice_in_wonderland.txt") + + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + + await cognee.add(file_path) + + await cognee.cognify() + + query_text = "List me all the important characters in Alice in Wonderland." + + # Use high value to make sure we get everything that the vector search returns + retriever = GraphCompletionRetriever(top_k=1000) + + result = await retriever.get_triplets(query_text) + + # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) + assert len(result) > 15 \ No newline at end of file diff --git a/examples/python/cognee_simple_document_demo.py b/examples/python/cognee_simple_document_demo.py index b82b7e4d3..26d63f969 100644 --- a/examples/python/cognee_simple_document_demo.py +++ b/examples/python/cognee_simple_document_demo.py @@ -15,6 +15,9 @@ async def cognee_demo(): current_directory = Path(__file__).resolve().parent.parent file_path = os.path.join(current_directory, "data", "alice_in_wonderland.txt") + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + # Call Cognee to process document await cognee.add(file_path) await cognee.cognify() From 9b6e1a8f0c861b9a79252087cae119e4e0afd8d8 Mon Sep 17 00:00:00 2001 From: Andrej Milicevic Date: Tue, 23 Sep 2025 12:46:51 +0200 Subject: [PATCH 022/108] test:Add tests for limit=None search --- .github/workflows/vector_db_tests.yml | 27 +++ .../vector/chromadb/ChromaDBAdapter.py | 2 +- .../vector/lancedb/LanceDBAdapter.py | 2 +- .../vector/pgvector/PGVectorAdapter.py | 4 +- cognee/tests/test_chromadb.py | 28 +++ cognee/tests/test_lancedb.py | 199 ++++++++++++++++++ cognee/tests/test_pgvector.py | 29 +++ .../databases/vector/test_vector_engine.py | 16 +- 8 files changed, 298 insertions(+), 9 deletions(-) create mode 100644 cognee/tests/test_lancedb.py diff --git a/.github/workflows/vector_db_tests.yml b/.github/workflows/vector_db_tests.yml index a82194db3..06b58c962 100644 --- a/.github/workflows/vector_db_tests.yml +++ b/.github/workflows/vector_db_tests.yml @@ -101,3 +101,30 @@ jobs: EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }} EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }} run: uv run python ./cognee/tests/test_pgvector.py + + run-lancedb-tests: + name: LanceDB Tests + runs-on: ubuntu-22.04 + steps: + - name: Check out + uses: actions/checkout@v4 + with: + fetch-depth: 0 + + - name: Cognee Setup + uses: ./.github/actions/cognee_setup + with: + python-version: ${{ inputs.python-version }} + + - name: Run LanceDB Tests + env: + ENV: 'dev' + LLM_MODEL: ${{ secrets.LLM_MODEL }} + LLM_ENDPOINT: ${{ secrets.LLM_ENDPOINT }} + LLM_API_KEY: ${{ secrets.LLM_API_KEY }} + LLM_API_VERSION: ${{ secrets.LLM_API_VERSION }} + EMBEDDING_MODEL: ${{ secrets.EMBEDDING_MODEL }} + EMBEDDING_ENDPOINT: ${{ secrets.EMBEDDING_ENDPOINT }} + EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }} + EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }} + run: uv run python ./cognee/tests/test_lancedb.py \ No newline at end of file diff --git a/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py b/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py index fa0a39621..3380125ce 100644 --- a/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py +++ b/cognee/infrastructure/databases/vector/chromadb/ChromaDBAdapter.py @@ -386,7 +386,7 @@ class ChromaDBAdapter(VectorDBInterface): try: collection = await self.get_collection(collection_name) - if not limit: + if limit is None: limit = await collection.count() # If limit is still 0, no need to do the search, just return empty results diff --git a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py index 844432553..03a78a533 100644 --- a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py +++ b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py @@ -235,7 +235,7 @@ class LanceDBAdapter(VectorDBInterface): collection = await self.get_collection(collection_name) - if not limit: + if limit is None: limit = await collection.count_rows() # LanceDB search will break if limit is 0 so we must return diff --git a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py index 4d8fa3637..06f4aff9e 100644 --- a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py +++ b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py @@ -311,11 +311,11 @@ class PGVectorAdapter(SQLAlchemyAdapter, VectorDBInterface): # Get PGVectorDataPoint Table from database PGVectorDataPoint = await self.get_table(collection_name) - if not limit: + if limit is None: async with self.get_async_session() as session: query = select(func.count()).select_from(PGVectorDataPoint) result = await session.execute(query) - limit = result.rowcount + limit = result.scalar_one() # If limit is still 0, no need to do the search, just return empty results if limit <= 0: diff --git a/cognee/tests/test_chromadb.py b/cognee/tests/test_chromadb.py index cf4046c07..6fca37547 100644 --- a/cognee/tests/test_chromadb.py +++ b/cognee/tests/test_chromadb.py @@ -66,6 +66,32 @@ async def test_getting_of_documents(dataset_name_1): f"Number of expected documents doesn't match {len(document_ids)} != 2" ) +async def test_vector_engine_search_none_limit(): + file_path = os.path.join(pathlib.Path(__file__).resolve().parent.parent.parent, "examples", "data", "alice_in_wonderland.txt") + + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + + await cognee.add(file_path) + + await cognee.cognify() + + query_text = "List me all the important characters in Alice in Wonderland." + + from cognee.infrastructure.databases.vector import get_vector_engine + + vector_engine = get_vector_engine() + + collection_name = "Entity_name" + + query_vector = (await vector_engine.embedding_engine.embed_text([query_text]))[0] + + result = await vector_engine.search( + collection_name=collection_name, query_vector=query_vector, limit=None + ) + + # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) + assert len(result) > 15 async def main(): cognee.config.set_vector_db_config( @@ -165,6 +191,8 @@ async def main(): tables_in_database = await vector_engine.get_collection_names() assert len(tables_in_database) == 0, "ChromaDB database is not empty" + await test_vector_engine_search_none_limit() + if __name__ == "__main__": import asyncio diff --git a/cognee/tests/test_lancedb.py b/cognee/tests/test_lancedb.py new file mode 100644 index 000000000..a1f14d63c --- /dev/null +++ b/cognee/tests/test_lancedb.py @@ -0,0 +1,199 @@ +import os +import pathlib + +import cognee +from cognee.shared.logging_utils import get_logger +from cognee.infrastructure.files.storage import get_storage_config +from cognee.modules.data.models import Data +from cognee.modules.users.methods import get_default_user +from cognee.modules.search.types import SearchType +from cognee.modules.search.operations import get_history + +logger = get_logger() + + +async def test_local_file_deletion(data_text, file_location): + from sqlalchemy import select + import hashlib + from cognee.infrastructure.databases.relational import get_relational_engine + + engine = get_relational_engine() + + async with engine.get_async_session() as session: + # Get hash of data contents + encoded_text = data_text.encode("utf-8") + data_hash = hashlib.md5(encoded_text).hexdigest() + # Get data entry from database based on hash contents + data = (await session.scalars(select(Data).where(Data.content_hash == data_hash))).one() + assert os.path.isfile(data.raw_data_location.replace("file://", "")), ( + f"Data location doesn't exist: {data.raw_data_location}" + ) + # Test deletion of data along with local files created by cognee + await engine.delete_data_entity(data.id) + assert not os.path.exists(data.raw_data_location.replace("file://", "")), ( + f"Data location still exists after deletion: {data.raw_data_location}" + ) + + async with engine.get_async_session() as session: + # Get data entry from database based on file path + data = ( + await session.scalars(select(Data).where(Data.raw_data_location == file_location)) + ).one() + assert os.path.isfile(data.raw_data_location.replace("file://", "")), ( + f"Data location doesn't exist: {data.raw_data_location}" + ) + # Test local files not created by cognee won't get deleted + await engine.delete_data_entity(data.id) + assert os.path.exists(data.raw_data_location.replace("file://", "")), ( + f"Data location doesn't exists: {data.raw_data_location}" + ) + + +async def test_getting_of_documents(dataset_name_1): + # Test getting of documents for search per dataset + from cognee.modules.users.permissions.methods import get_document_ids_for_user + + user = await get_default_user() + document_ids = await get_document_ids_for_user(user.id, [dataset_name_1]) + assert len(document_ids) == 1, ( + f"Number of expected documents doesn't match {len(document_ids)} != 1" + ) + + # Test getting of documents for search when no dataset is provided + user = await get_default_user() + document_ids = await get_document_ids_for_user(user.id) + assert len(document_ids) == 2, ( + f"Number of expected documents doesn't match {len(document_ids)} != 2" + ) + +async def test_vector_engine_search_none_limit(): + file_path = os.path.join(pathlib.Path(__file__).resolve().parent.parent.parent, "examples", "data", "alice_in_wonderland.txt") + + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + + await cognee.add(file_path) + + await cognee.cognify() + + query_text = "List me all the important characters in Alice in Wonderland." + + from cognee.infrastructure.databases.vector import get_vector_engine + + vector_engine = get_vector_engine() + + collection_name = "Entity_name" + + query_vector = (await vector_engine.embedding_engine.embed_text([query_text]))[0] + + result = await vector_engine.search( + collection_name=collection_name, query_vector=query_vector, limit=None + ) + + # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) + assert len(result) > 15 + +async def main(): + cognee.config.set_vector_db_config( + { + "vector_db_provider": "lancedb", + } + ) + + data_directory_path = str( + pathlib.Path( + os.path.join(pathlib.Path(__file__).parent, ".data_storage/test_lancedb") + ).resolve() + ) + cognee.config.data_root_directory(data_directory_path) + cognee_directory_path = str( + pathlib.Path( + os.path.join(pathlib.Path(__file__).parent, ".cognee_system/test_lancedb") + ).resolve() + ) + cognee.config.system_root_directory(cognee_directory_path) + + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + + dataset_name_1 = "natural_language" + dataset_name_2 = "quantum" + + explanation_file_path = os.path.join( + pathlib.Path(__file__).parent, "test_data/Natural_language_processing.txt" + ) + await cognee.add([explanation_file_path], dataset_name_1) + + text = """A quantum computer is a computer that takes advantage of quantum mechanical phenomena. + At small scales, physical matter exhibits properties of both particles and waves, and quantum computing leverages this behavior, specifically quantum superposition and entanglement, using specialized hardware that supports the preparation and manipulation of quantum states. + Classical physics cannot explain the operation of these quantum devices, and a scalable quantum computer could perform some calculations exponentially faster (with respect to input size scaling) than any modern "classical" computer. In particular, a large-scale quantum computer could break widely used encryption schemes and aid physicists in performing physical simulations; however, the current state of the technology is largely experimental and impractical, with several obstacles to useful applications. Moreover, scalable quantum computers do not hold promise for many practical tasks, and for many important tasks quantum speedups are proven impossible. + The basic unit of information in quantum computing is the qubit, similar to the bit in traditional digital electronics. Unlike a classical bit, a qubit can exist in a superposition of its two "basis" states. When measuring a qubit, the result is a probabilistic output of a classical bit, therefore making quantum computers nondeterministic in general. If a quantum computer manipulates the qubit in a particular way, wave interference effects can amplify the desired measurement results. The design of quantum algorithms involves creating procedures that allow a quantum computer to perform calculations efficiently and quickly. + Physically engineering high-quality qubits has proven challenging. If a physical qubit is not sufficiently isolated from its environment, it suffers from quantum decoherence, introducing noise into calculations. Paradoxically, perfectly isolating qubits is also undesirable because quantum computations typically need to initialize qubits, perform controlled qubit interactions, and measure the resulting quantum states. Each of those operations introduces errors and suffers from noise, and such inaccuracies accumulate. + In principle, a non-quantum (classical) computer can solve the same computational problems as a quantum computer, given enough time. Quantum advantage comes in the form of time complexity rather than computability, and quantum complexity theory shows that some quantum algorithms for carefully selected tasks require exponentially fewer computational steps than the best known non-quantum algorithms. Such tasks can in theory be solved on a large-scale quantum computer whereas classical computers would not finish computations in any reasonable amount of time. However, quantum speedup is not universal or even typical across computational tasks, since basic tasks such as sorting are proven to not allow any asymptotic quantum speedup. Claims of quantum supremacy have drawn significant attention to the discipline, but are demonstrated on contrived tasks, while near-term practical use cases remain limited. + """ + + await cognee.add([text], dataset_name_2) + + await cognee.cognify([dataset_name_2, dataset_name_1]) + + from cognee.infrastructure.databases.vector import get_vector_engine + + await test_getting_of_documents(dataset_name_1) + + vector_engine = get_vector_engine() + random_node = (await vector_engine.search("Entity_name", "Quantum computer"))[0] + random_node_name = random_node.payload["text"] + + search_results = await cognee.search( + query_type=SearchType.INSIGHTS, query_text=random_node_name + ) + assert len(search_results) != 0, "The search results list is empty." + print("\n\nExtracted sentences are:\n") + for result in search_results: + print(f"{result}\n") + + search_results = await cognee.search( + query_type=SearchType.CHUNKS, query_text=random_node_name, datasets=[dataset_name_2] + ) + assert len(search_results) != 0, "The search results list is empty." + print("\n\nExtracted chunks are:\n") + for result in search_results: + print(f"{result}\n") + + graph_completion = await cognee.search( + query_type=SearchType.GRAPH_COMPLETION, + query_text=random_node_name, + datasets=[dataset_name_2], + ) + assert len(graph_completion) != 0, "Completion result is empty." + print("Completion result is:") + print(graph_completion) + + search_results = await cognee.search( + query_type=SearchType.SUMMARIES, query_text=random_node_name + ) + assert len(search_results) != 0, "Query related summaries don't exist." + print("\n\nExtracted summaries are:\n") + for result in search_results: + print(f"{result}\n") + + user = await get_default_user() + history = await get_history(user.id) + assert len(history) == 8, "Search history is not correct." + + await cognee.prune.prune_data() + data_root_directory = get_storage_config()["data_root_directory"] + assert not os.path.isdir(data_root_directory), "Local data files are not deleted" + + await cognee.prune.prune_system(metadata=True) + connection = await vector_engine.get_connection() + tables_in_database = await connection.table_names() + assert len(tables_in_database) == 0, "LanceDB database is not empty" + + await test_vector_engine_search_none_limit() + + +if __name__ == "__main__": + import asyncio + + asyncio.run(main()) diff --git a/cognee/tests/test_pgvector.py b/cognee/tests/test_pgvector.py index 26d151b86..441e8a2c5 100644 --- a/cognee/tests/test_pgvector.py +++ b/cognee/tests/test_pgvector.py @@ -67,6 +67,33 @@ async def test_getting_of_documents(dataset_name_1): f"Number of expected documents doesn't match {len(document_ids)} != 2" ) +async def test_vector_engine_search_none_limit(): + file_path = os.path.join(pathlib.Path(__file__).resolve().parent.parent.parent, "examples", "data", "alice_in_wonderland.txt") + + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + + await cognee.add(file_path) + + await cognee.cognify() + + query_text = "List me all the important characters in Alice in Wonderland." + + from cognee.infrastructure.databases.vector import get_vector_engine + + vector_engine = get_vector_engine() + + collection_name = "Entity_name" + + query_vector = (await vector_engine.embedding_engine.embed_text([query_text]))[0] + + result = await vector_engine.search( + collection_name=collection_name, query_vector=query_vector, limit=None + ) + + # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) + assert len(result) > 15 + async def main(): cognee.config.set_vector_db_config( @@ -174,6 +201,8 @@ async def main(): tables_in_database = await vector_engine.get_table_names() assert len(tables_in_database) == 0, "PostgreSQL database is not empty" + await test_vector_engine_search_none_limit() + if __name__ == "__main__": import asyncio diff --git a/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py b/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py index afc46eac3..0afa4cc94 100644 --- a/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py +++ b/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py @@ -3,12 +3,11 @@ import pathlib import pytest import cognee -from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever class TestVectorEngine: # Test that vector engine search works well with limit=None. - # Search should return all triplets that exist. Used Alice for a bit larger test. + # Search should return all entities that exist in a collection. Used Alice for a bit larger test. @pytest.mark.asyncio async def test_vector_engine_search_none_limit(self): system_directory_path = os.path.join( @@ -31,10 +30,17 @@ class TestVectorEngine: query_text = "List me all the important characters in Alice in Wonderland." - # Use high value to make sure we get everything that the vector search returns - retriever = GraphCompletionRetriever(top_k=1000) + from cognee.infrastructure.databases.vector import get_vector_engine - result = await retriever.get_triplets(query_text) + vector_engine = get_vector_engine() + + collection_name = "Entity_name" + + query_vector = (await vector_engine.embedding_engine.embed_text([query_text]))[0] + + result = await vector_engine.search( + collection_name=collection_name, query_vector=query_vector, limit=None + ) # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) assert len(result) > 15 \ No newline at end of file From 541377a9de8a275a68d5b025dd372921ed732533 Mon Sep 17 00:00:00 2001 From: Andrej Milicevic Date: Tue, 23 Sep 2025 12:51:40 +0200 Subject: [PATCH 023/108] chore: Delete unused test, fix formatting. --- .../databases/vector/vector_db_interface.py | 6 ++- cognee/tests/test_chromadb.py | 9 +++- cognee/tests/test_lancedb.py | 9 +++- cognee/tests/test_pgvector.py | 8 +++- .../databases/vector/test_vector_engine.py | 46 ------------------- 5 files changed, 28 insertions(+), 50 deletions(-) delete mode 100644 cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py diff --git a/cognee/infrastructure/databases/vector/vector_db_interface.py b/cognee/infrastructure/databases/vector/vector_db_interface.py index a630f102b..3a3df62eb 100644 --- a/cognee/infrastructure/databases/vector/vector_db_interface.py +++ b/cognee/infrastructure/databases/vector/vector_db_interface.py @@ -106,7 +106,11 @@ class VectorDBInterface(Protocol): @abstractmethod async def batch_search( - self, collection_name: str, query_texts: List[str], limit: Optional[int], with_vectors: bool = False + self, + collection_name: str, + query_texts: List[str], + limit: Optional[int], + with_vectors: bool = False, ): """ Perform a batch search using multiple text queries against a collection. diff --git a/cognee/tests/test_chromadb.py b/cognee/tests/test_chromadb.py index 6fca37547..f785c660a 100644 --- a/cognee/tests/test_chromadb.py +++ b/cognee/tests/test_chromadb.py @@ -66,8 +66,14 @@ async def test_getting_of_documents(dataset_name_1): f"Number of expected documents doesn't match {len(document_ids)} != 2" ) + async def test_vector_engine_search_none_limit(): - file_path = os.path.join(pathlib.Path(__file__).resolve().parent.parent.parent, "examples", "data", "alice_in_wonderland.txt") + file_path = os.path.join( + pathlib.Path(__file__).resolve().parent.parent.parent, + "examples", + "data", + "alice_in_wonderland.txt", + ) await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) @@ -93,6 +99,7 @@ async def test_vector_engine_search_none_limit(): # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) assert len(result) > 15 + async def main(): cognee.config.set_vector_db_config( { diff --git a/cognee/tests/test_lancedb.py b/cognee/tests/test_lancedb.py index a1f14d63c..675c5ee38 100644 --- a/cognee/tests/test_lancedb.py +++ b/cognee/tests/test_lancedb.py @@ -66,8 +66,14 @@ async def test_getting_of_documents(dataset_name_1): f"Number of expected documents doesn't match {len(document_ids)} != 2" ) + async def test_vector_engine_search_none_limit(): - file_path = os.path.join(pathlib.Path(__file__).resolve().parent.parent.parent, "examples", "data", "alice_in_wonderland.txt") + file_path = os.path.join( + pathlib.Path(__file__).resolve().parent.parent.parent, + "examples", + "data", + "alice_in_wonderland.txt", + ) await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) @@ -93,6 +99,7 @@ async def test_vector_engine_search_none_limit(): # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) assert len(result) > 15 + async def main(): cognee.config.set_vector_db_config( { diff --git a/cognee/tests/test_pgvector.py b/cognee/tests/test_pgvector.py index 441e8a2c5..71601522f 100644 --- a/cognee/tests/test_pgvector.py +++ b/cognee/tests/test_pgvector.py @@ -67,8 +67,14 @@ async def test_getting_of_documents(dataset_name_1): f"Number of expected documents doesn't match {len(document_ids)} != 2" ) + async def test_vector_engine_search_none_limit(): - file_path = os.path.join(pathlib.Path(__file__).resolve().parent.parent.parent, "examples", "data", "alice_in_wonderland.txt") + file_path = os.path.join( + pathlib.Path(__file__).resolve().parent.parent.parent, + "examples", + "data", + "alice_in_wonderland.txt", + ) await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) diff --git a/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py b/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py deleted file mode 100644 index 0afa4cc94..000000000 --- a/cognee/tests/unit/infrastructure/databases/vector/test_vector_engine.py +++ /dev/null @@ -1,46 +0,0 @@ -import os -import pathlib -import pytest - -import cognee - - -class TestVectorEngine: - # Test that vector engine search works well with limit=None. - # Search should return all entities that exist in a collection. Used Alice for a bit larger test. - @pytest.mark.asyncio - async def test_vector_engine_search_none_limit(self): - system_directory_path = os.path.join( - pathlib.Path(__file__).parent, ".cognee_system/test_vector_engine_search_none_limit" - ) - cognee.config.system_root_directory(system_directory_path) - data_directory_path = os.path.join( - pathlib.Path(__file__).parent, ".data_storage/test_vector_engine_search_none_limit" - ) - cognee.config.data_root_directory(data_directory_path) - - file_path = os.path.join(pathlib.Path(__file__).resolve().parent, "data", "alice_in_wonderland.txt") - - await cognee.prune.prune_data() - await cognee.prune.prune_system(metadata=True) - - await cognee.add(file_path) - - await cognee.cognify() - - query_text = "List me all the important characters in Alice in Wonderland." - - from cognee.infrastructure.databases.vector import get_vector_engine - - vector_engine = get_vector_engine() - - collection_name = "Entity_name" - - query_vector = (await vector_engine.embedding_engine.embed_text([query_text]))[0] - - result = await vector_engine.search( - collection_name=collection_name, query_vector=query_vector, limit=None - ) - - # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) - assert len(result) > 15 \ No newline at end of file From afa47c28b02286a834301f73e0a9873ae037de01 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Tue, 23 Sep 2025 13:41:12 +0200 Subject: [PATCH 024/108] fix: Resolve issue with only_context --- .../methods/no_access_control_search.py | 2 +- cognee/modules/search/methods/search.py | 37 +++++++++++++------ 2 files changed, 27 insertions(+), 12 deletions(-) diff --git a/cognee/modules/search/methods/no_access_control_search.py b/cognee/modules/search/methods/no_access_control_search.py index bb3eaba42..a93fce067 100644 --- a/cognee/modules/search/methods/no_access_control_search.py +++ b/cognee/modules/search/methods/no_access_control_search.py @@ -35,7 +35,7 @@ async def no_access_control_search( [get_completion, get_context] = search_tools if only_context: - return await get_context(query_text) + return None, await get_context(query_text), [] context = await get_context(query_text) result = await get_completion(query_text, context) diff --git a/cognee/modules/search/methods/search.py b/cognee/modules/search/methods/search.py index 65efafb4c..8bcef815f 100644 --- a/cognee/modules/search/methods/search.py +++ b/cognee/modules/search/methods/search.py @@ -143,20 +143,35 @@ async def search( context = prepared_search_results["context"] datasets = prepared_search_results["datasets"] - return_value.append( - { - "search_result": [result] if result else None, - "dataset_id": datasets[0].id, - "dataset_name": datasets[0].name, - "graphs": graphs, - } - ) + if only_context: + return_value.append( + { + "search_result": [context] if context else None, + "dataset_id": datasets[0].id, + "dataset_name": datasets[0].name, + "graphs": graphs, + } + ) + else: + return_value.append( + { + "search_result": [result] if result else None, + "dataset_id": datasets[0].id, + "dataset_name": datasets[0].name, + "graphs": graphs, + } + ) return return_value else: return_value = [] - for search_result in search_results: - result, context, datasets = search_result - return_value.append(result) + if only_context: + for search_result in search_results: + prepared_search_results = await prepare_search_result(search_result) + return_value.append(prepared_search_results["context"]) + else: + for search_result in search_results: + result, context, datasets = search_result + return_value.append(result) # For maintaining backwards compatibility if len(return_value) == 1 and isinstance(return_value[0], list): return return_value[0] From 0dce0fb1d314d99ca0a26b3a60757f53422c4a42 Mon Sep 17 00:00:00 2001 From: Andrej Milicevic Date: Tue, 23 Sep 2025 18:03:37 +0200 Subject: [PATCH 025/108] Delete extra copy of alice text file --- .../vector/data/alice_in_wonderland.txt | 1772 ----------------- 1 file changed, 1772 deletions(-) delete mode 100644 cognee/tests/unit/infrastructure/databases/vector/data/alice_in_wonderland.txt diff --git a/cognee/tests/unit/infrastructure/databases/vector/data/alice_in_wonderland.txt b/cognee/tests/unit/infrastructure/databases/vector/data/alice_in_wonderland.txt deleted file mode 100644 index 10143ebe4..000000000 --- a/cognee/tests/unit/infrastructure/databases/vector/data/alice_in_wonderland.txt +++ /dev/null @@ -1,1772 +0,0 @@ -CHAPTER I. -Down the Rabbit-Hole -Alice was beginning to get very tired of sitting by her sister on the bank, and of having nothing to do: once or twice she had peeped into the book her sister was reading, but it had no pictures or conversations in it, “and what is the use of a book,” thought Alice “without pictures or conversations?” - -So she was considering in her own mind (as well as she could, for the hot day made her feel very sleepy and stupid), whether the pleasure of making a daisy-chain would be worth the trouble of getting up and picking the daisies, when suddenly a White Rabbit with pink eyes ran close by her. - -There was nothing so very remarkable in that; nor did Alice think it so very much out of the way to hear the Rabbit say to itself, “Oh dear! Oh dear! I shall be late!” (when she thought it over afterwards, it occurred to her that she ought to have wondered at this, but at the time it all seemed quite natural); but when the Rabbit actually took a watch out of its waistcoat-pocket, and looked at it, and then hurried on, Alice started to her feet, for it flashed across her mind that she had never before seen a rabbit with either a waistcoat-pocket, or a watch to take out of it, and burning with curiosity, she ran across the field after it, and fortunately was just in time to see it pop down a large rabbit-hole under the hedge. - -In another moment down went Alice after it, never once considering how in the world she was to get out again. - -The rabbit-hole went straight on like a tunnel for some way, and then dipped suddenly down, so suddenly that Alice had not a moment to think about stopping herself before she found herself falling down a very deep well. - -Either the well was very deep, or she fell very slowly, for she had plenty of time as she went down to look about her and to wonder what was going to happen next. First, she tried to look down and make out what she was coming to, but it was too dark to see anything; then she looked at the sides of the well, and noticed that they were filled with cupboards and book-shelves; here and there she saw maps and pictures hung upon pegs. She took down a jar from one of the shelves as she passed; it was labelled “ORANGE MARMALADE”, but to her great disappointment it was empty: she did not like to drop the jar for fear of killing somebody underneath, so managed to put it into one of the cupboards as she fell past it. - -“Well!” thought Alice to herself, “after such a fall as this, I shall think nothing of tumbling down stairs! How brave they’ll all think me at home! Why, I wouldn’t say anything about it, even if I fell off the top of the house!” (Which was very likely true.) - -Down, down, down. Would the fall never come to an end? “I wonder how many miles I’ve fallen by this time?” she said aloud. “I must be getting somewhere near the centre of the earth. Let me see: that would be four thousand miles down, I think—” (for, you see, Alice had learnt several things of this sort in her lessons in the schoolroom, and though this was not a very good opportunity for showing off her knowledge, as there was no one to listen to her, still it was good practice to say it over) “—yes, that’s about the right distance—but then I wonder what Latitude or Longitude I’ve got to?” (Alice had no idea what Latitude was, or Longitude either, but thought they were nice grand words to say.) - -Presently she began again. “I wonder if I shall fall right through the earth! How funny it’ll seem to come out among the people that walk with their heads downward! The Antipathies, I think—” (she was rather glad there was no one listening, this time, as it didn’t sound at all the right word) “—but I shall have to ask them what the name of the country is, you know. Please, Ma’am, is this New Zealand or Australia?” (and she tried to curtsey as she spoke—fancy curtseying as you’re falling through the air! Do you think you could manage it?) “And what an ignorant little girl she’ll think me for asking! No, it’ll never do to ask: perhaps I shall see it written up somewhere.” - -Down, down, down. There was nothing else to do, so Alice soon began talking again. “Dinah’ll miss me very much to-night, I should think!” (Dinah was the cat.) “I hope they’ll remember her saucer of milk at tea-time. Dinah my dear! I wish you were down here with me! There are no mice in the air, I’m afraid, but you might catch a bat, and that’s very like a mouse, you know. But do cats eat bats, I wonder?” And here Alice began to get rather sleepy, and went on saying to herself, in a dreamy sort of way, “Do cats eat bats? Do cats eat bats?” and sometimes, “Do bats eat cats?” for, you see, as she couldn’t answer either question, it didn’t much matter which way she put it. She felt that she was dozing off, and had just begun to dream that she was walking hand in hand with Dinah, and saying to her very earnestly, “Now, Dinah, tell me the truth: did you ever eat a bat?” when suddenly, thump! thump! down she came upon a heap of sticks and dry leaves, and the fall was over. - -Alice was not a bit hurt, and she jumped up on to her feet in a moment: she looked up, but it was all dark overhead; before her was another long passage, and the White Rabbit was still in sight, hurrying down it. There was not a moment to be lost: away went Alice like the wind, and was just in time to hear it say, as it turned a corner, “Oh my ears and whiskers, how late it’s getting!” She was close behind it when she turned the corner, but the Rabbit was no longer to be seen: she found herself in a long, low hall, which was lit up by a row of lamps hanging from the roof. - -There were doors all round the hall, but they were all locked; and when Alice had been all the way down one side and up the other, trying every door, she walked sadly down the middle, wondering how she was ever to get out again. - -Suddenly she came upon a little three-legged table, all made of solid glass; there was nothing on it except a tiny golden key, and Alice’s first thought was that it might belong to one of the doors of the hall; but, alas! either the locks were too large, or the key was too small, but at any rate it would not open any of them. However, on the second time round, she came upon a low curtain she had not noticed before, and behind it was a little door about fifteen inches high: she tried the little golden key in the lock, and to her great delight it fitted! - -Alice opened the door and found that it led into a small passage, not much larger than a rat-hole: she knelt down and looked along the passage into the loveliest garden you ever saw. How she longed to get out of that dark hall, and wander about among those beds of bright flowers and those cool fountains, but she could not even get her head through the doorway; “and even if my head would go through,” thought poor Alice, “it would be of very little use without my shoulders. Oh, how I wish I could shut up like a telescope! I think I could, if I only knew how to begin.” For, you see, so many out-of-the-way things had happened lately, that Alice had begun to think that very few things indeed were really impossible. - -There seemed to be no use in waiting by the little door, so she went back to the table, half hoping she might find another key on it, or at any rate a book of rules for shutting people up like telescopes: this time she found a little bottle on it, (“which certainly was not here before,” said Alice,) and round the neck of the bottle was a paper label, with the words “DRINK ME,” beautifully printed on it in large letters. - -It was all very well to say “Drink me,” but the wise little Alice was not going to do that in a hurry. “No, I’ll look first,” she said, “and see whether it’s marked ‘poison’ or not”; for she had read several nice little histories about children who had got burnt, and eaten up by wild beasts and other unpleasant things, all because they would not remember the simple rules their friends had taught them: such as, that a red-hot poker will burn you if you hold it too long; and that if you cut your finger very deeply with a knife, it usually bleeds; and she had never forgotten that, if you drink much from a bottle marked “poison,” it is almost certain to disagree with you, sooner or later. - -However, this bottle was not marked “poison,” so Alice ventured to taste it, and finding it very nice, (it had, in fact, a sort of mixed flavour of cherry-tart, custard, pine-apple, roast turkey, toffee, and hot buttered toast,) she very soon finished it off. - -* * * * * * * - - * * * * * * - -* * * * * * * - -“What a curious feeling!” said Alice; “I must be shutting up like a telescope.” - -And so it was indeed: she was now only ten inches high, and her face brightened up at the thought that she was now the right size for going through the little door into that lovely garden. First, however, she waited for a few minutes to see if she was going to shrink any further: she felt a little nervous about this; “for it might end, you know,” said Alice to herself, “in my going out altogether, like a candle. I wonder what I should be like then?” And she tried to fancy what the flame of a candle is like after the candle is blown out, for she could not remember ever having seen such a thing. - -After a while, finding that nothing more happened, she decided on going into the garden at once; but, alas for poor Alice! when she got to the door, she found she had forgotten the little golden key, and when she went back to the table for it, she found she could not possibly reach it: she could see it quite plainly through the glass, and she tried her best to climb up one of the legs of the table, but it was too slippery; and when she had tired herself out with trying, the poor little thing sat down and cried. - -“Come, there’s no use in crying like that!” said Alice to herself, rather sharply; “I advise you to leave off this minute!” She generally gave herself very good advice, (though she very seldom followed it), and sometimes she scolded herself so severely as to bring tears into her eyes; and once she remembered trying to box her own ears for having cheated herself in a game of croquet she was playing against herself, for this curious child was very fond of pretending to be two people. “But it’s no use now,” thought poor Alice, “to pretend to be two people! Why, there’s hardly enough of me left to make one respectable person!” - -Soon her eye fell on a little glass box that was lying under the table: she opened it, and found in it a very small cake, on which the words “EAT ME” were beautifully marked in currants. “Well, I’ll eat it,” said Alice, “and if it makes me grow larger, I can reach the key; and if it makes me grow smaller, I can creep under the door; so either way I’ll get into the garden, and I don’t care which happens!” - -She ate a little bit, and said anxiously to herself, “Which way? Which way?”, holding her hand on the top of her head to feel which way it was growing, and she was quite surprised to find that she remained the same size: to be sure, this generally happens when one eats cake, but Alice had got so much into the way of expecting nothing but out-of-the-way things to happen, that it seemed quite dull and stupid for life to go on in the common way. - -So she set to work, and very soon finished off the cake. - -* * * * * * * - - * * * * * * - -* * * * * * * - -CHAPTER II. -The Pool of Tears -“Curiouser and curiouser!” cried Alice (she was so much surprised, that for the moment she quite forgot how to speak good English); “now I’m opening out like the largest telescope that ever was! Good-bye, feet!” (for when she looked down at her feet, they seemed to be almost out of sight, they were getting so far off). “Oh, my poor little feet, I wonder who will put on your shoes and stockings for you now, dears? I’m sure I shan’t be able! I shall be a great deal too far off to trouble myself about you: you must manage the best way you can;—but I must be kind to them,” thought Alice, “or perhaps they won’t walk the way I want to go! Let me see: I’ll give them a new pair of boots every Christmas.” - -And she went on planning to herself how she would manage it. “They must go by the carrier,” she thought; “and how funny it’ll seem, sending presents to one’s own feet! And how odd the directions will look! - - Alice’s Right Foot, Esq., - Hearthrug, - near the Fender, - (with Alice’s love). -Oh dear, what nonsense I’m talking!” - -Just then her head struck against the roof of the hall: in fact she was now more than nine feet high, and she at once took up the little golden key and hurried off to the garden door. - -Poor Alice! It was as much as she could do, lying down on one side, to look through into the garden with one eye; but to get through was more hopeless than ever: she sat down and began to cry again. - -“You ought to be ashamed of yourself,” said Alice, “a great girl like you,” (she might well say this), “to go on crying in this way! Stop this moment, I tell you!” But she went on all the same, shedding gallons of tears, until there was a large pool all round her, about four inches deep and reaching half down the hall. - -After a time she heard a little pattering of feet in the distance, and she hastily dried her eyes to see what was coming. It was the White Rabbit returning, splendidly dressed, with a pair of white kid gloves in one hand and a large fan in the other: he came trotting along in a great hurry, muttering to himself as he came, “Oh! the Duchess, the Duchess! Oh! won’t she be savage if I’ve kept her waiting!” Alice felt so desperate that she was ready to ask help of any one; so, when the Rabbit came near her, she began, in a low, timid voice, “If you please, sir—” The Rabbit started violently, dropped the white kid gloves and the fan, and skurried away into the darkness as hard as he could go. - -Alice took up the fan and gloves, and, as the hall was very hot, she kept fanning herself all the time she went on talking: “Dear, dear! How queer everything is to-day! And yesterday things went on just as usual. I wonder if I’ve been changed in the night? Let me think: was I the same when I got up this morning? I almost think I can remember feeling a little different. But if I’m not the same, the next question is, Who in the world am I? Ah, that’s the great puzzle!” And she began thinking over all the children she knew that were of the same age as herself, to see if she could have been changed for any of them. - -“I’m sure I’m not Ada,” she said, “for her hair goes in such long ringlets, and mine doesn’t go in ringlets at all; and I’m sure I can’t be Mabel, for I know all sorts of things, and she, oh! she knows such a very little! Besides, she’s she, and I’m I, and—oh dear, how puzzling it all is! I’ll try if I know all the things I used to know. Let me see: four times five is twelve, and four times six is thirteen, and four times seven is—oh dear! I shall never get to twenty at that rate! However, the Multiplication Table doesn’t signify: let’s try Geography. London is the capital of Paris, and Paris is the capital of Rome, and Rome—no, that’s all wrong, I’m certain! I must have been changed for Mabel! I’ll try and say ‘How doth the little—’” and she crossed her hands on her lap as if she were saying lessons, and began to repeat it, but her voice sounded hoarse and strange, and the words did not come the same as they used to do:— - -“How doth the little crocodile - Improve his shining tail, -And pour the waters of the Nile - On every golden scale! - -“How cheerfully he seems to grin, - How neatly spread his claws, -And welcome little fishes in - With gently smiling jaws!” - -“I’m sure those are not the right words,” said poor Alice, and her eyes filled with tears again as she went on, “I must be Mabel after all, and I shall have to go and live in that poky little house, and have next to no toys to play with, and oh! ever so many lessons to learn! No, I’ve made up my mind about it; if I’m Mabel, I’ll stay down here! It’ll be no use their putting their heads down and saying ‘Come up again, dear!’ I shall only look up and say ‘Who am I then? Tell me that first, and then, if I like being that person, I’ll come up: if not, I’ll stay down here till I’m somebody else’—but, oh dear!” cried Alice, with a sudden burst of tears, “I do wish they would put their heads down! I am so very tired of being all alone here!” - -As she said this she looked down at her hands, and was surprised to see that she had put on one of the Rabbit’s little white kid gloves while she was talking. “How can I have done that?” she thought. “I must be growing small again.” She got up and went to the table to measure herself by it, and found that, as nearly as she could guess, she was now about two feet high, and was going on shrinking rapidly: she soon found out that the cause of this was the fan she was holding, and she dropped it hastily, just in time to avoid shrinking away altogether. - -“That was a narrow escape!” said Alice, a good deal frightened at the sudden change, but very glad to find herself still in existence; “and now for the garden!” and she ran with all speed back to the little door: but, alas! the little door was shut again, and the little golden key was lying on the glass table as before, “and things are worse than ever,” thought the poor child, “for I never was so small as this before, never! And I declare it’s too bad, that it is!” - -As she said these words her foot slipped, and in another moment, splash! she was up to her chin in salt water. Her first idea was that she had somehow fallen into the sea, “and in that case I can go back by railway,” she said to herself. (Alice had been to the seaside once in her life, and had come to the general conclusion, that wherever you go to on the English coast you find a number of bathing machines in the sea, some children digging in the sand with wooden spades, then a row of lodging houses, and behind them a railway station.) However, she soon made out that she was in the pool of tears which she had wept when she was nine feet high. - -“I wish I hadn’t cried so much!” said Alice, as she swam about, trying to find her way out. “I shall be punished for it now, I suppose, by being drowned in my own tears! That will be a queer thing, to be sure! However, everything is queer to-day.” - -Just then she heard something splashing about in the pool a little way off, and she swam nearer to make out what it was: at first she thought it must be a walrus or hippopotamus, but then she remembered how small she was now, and she soon made out that it was only a mouse that had slipped in like herself. - -“Would it be of any use, now,” thought Alice, “to speak to this mouse? Everything is so out-of-the-way down here, that I should think very likely it can talk: at any rate, there’s no harm in trying.” So she began: “O Mouse, do you know the way out of this pool? I am very tired of swimming about here, O Mouse!” (Alice thought this must be the right way of speaking to a mouse: she had never done such a thing before, but she remembered having seen in her brother’s Latin Grammar, “A mouse—of a mouse—to a mouse—a mouse—O mouse!”) The Mouse looked at her rather inquisitively, and seemed to her to wink with one of its little eyes, but it said nothing. - -“Perhaps it doesn’t understand English,” thought Alice; “I daresay it’s a French mouse, come over with William the Conqueror.” (For, with all her knowledge of history, Alice had no very clear notion how long ago anything had happened.) So she began again: “Où est ma chatte?” which was the first sentence in her French lesson-book. The Mouse gave a sudden leap out of the water, and seemed to quiver all over with fright. “Oh, I beg your pardon!” cried Alice hastily, afraid that she had hurt the poor animal’s feelings. “I quite forgot you didn’t like cats.” - -“Not like cats!” cried the Mouse, in a shrill, passionate voice. “Would you like cats if you were me?” - -“Well, perhaps not,” said Alice in a soothing tone: “don’t be angry about it. And yet I wish I could show you our cat Dinah: I think you’d take a fancy to cats if you could only see her. She is such a dear quiet thing,” Alice went on, half to herself, as she swam lazily about in the pool, “and she sits purring so nicely by the fire, licking her paws and washing her face—and she is such a nice soft thing to nurse—and she’s such a capital one for catching mice—oh, I beg your pardon!” cried Alice again, for this time the Mouse was bristling all over, and she felt certain it must be really offended. “We won’t talk about her any more if you’d rather not.” - -“We indeed!” cried the Mouse, who was trembling down to the end of his tail. “As if I would talk on such a subject! Our family always hated cats: nasty, low, vulgar things! Don’t let me hear the name again!” - -“I won’t indeed!” said Alice, in a great hurry to change the subject of conversation. “Are you—are you fond—of—of dogs?” The Mouse did not answer, so Alice went on eagerly: “There is such a nice little dog near our house I should like to show you! A little bright-eyed terrier, you know, with oh, such long curly brown hair! And it’ll fetch things when you throw them, and it’ll sit up and beg for its dinner, and all sorts of things—I can’t remember half of them—and it belongs to a farmer, you know, and he says it’s so useful, it’s worth a hundred pounds! He says it kills all the rats and—oh dear!” cried Alice in a sorrowful tone, “I’m afraid I’ve offended it again!” For the Mouse was swimming away from her as hard as it could go, and making quite a commotion in the pool as it went. - -So she called softly after it, “Mouse dear! Do come back again, and we won’t talk about cats or dogs either, if you don’t like them!” When the Mouse heard this, it turned round and swam slowly back to her: its face was quite pale (with passion, Alice thought), and it said in a low trembling voice, “Let us get to the shore, and then I’ll tell you my history, and you’ll understand why it is I hate cats and dogs.” - -It was high time to go, for the pool was getting quite crowded with the birds and animals that had fallen into it: there were a Duck and a Dodo, a Lory and an Eaglet, and several other curious creatures. Alice led the way, and the whole party swam to the shore. - -CHAPTER III. -A Caucus-Race and a Long Tale -They were indeed a queer-looking party that assembled on the bank—the birds with draggled feathers, the animals with their fur clinging close to them, and all dripping wet, cross, and uncomfortable. - -The first question of course was, how to get dry again: they had a consultation about this, and after a few minutes it seemed quite natural to Alice to find herself talking familiarly with them, as if she had known them all her life. Indeed, she had quite a long argument with the Lory, who at last turned sulky, and would only say, “I am older than you, and must know better;” and this Alice would not allow without knowing how old it was, and, as the Lory positively refused to tell its age, there was no more to be said. - -At last the Mouse, who seemed to be a person of authority among them, called out, “Sit down, all of you, and listen to me! I’ll soon make you dry enough!” They all sat down at once, in a large ring, with the Mouse in the middle. Alice kept her eyes anxiously fixed on it, for she felt sure she would catch a bad cold if she did not get dry very soon. - -“Ahem!” said the Mouse with an important air, “are you all ready? This is the driest thing I know. Silence all round, if you please! ‘William the Conqueror, whose cause was favoured by the pope, was soon submitted to by the English, who wanted leaders, and had been of late much accustomed to usurpation and conquest. Edwin and Morcar, the earls of Mercia and Northumbria—’” - -“Ugh!” said the Lory, with a shiver. - -“I beg your pardon!” said the Mouse, frowning, but very politely: “Did you speak?” - -“Not I!” said the Lory hastily. - -“I thought you did,” said the Mouse. “—I proceed. ‘Edwin and Morcar, the earls of Mercia and Northumbria, declared for him: and even Stigand, the patriotic archbishop of Canterbury, found it advisable—’” - -“Found what?” said the Duck. - -“Found it,” the Mouse replied rather crossly: “of course you know what ‘it’ means.” - -“I know what ‘it’ means well enough, when I find a thing,” said the Duck: “it’s generally a frog or a worm. The question is, what did the archbishop find?” - -The Mouse did not notice this question, but hurriedly went on, “‘—found it advisable to go with Edgar Atheling to meet William and offer him the crown. William’s conduct at first was moderate. But the insolence of his Normans—’ How are you getting on now, my dear?” it continued, turning to Alice as it spoke. - -“As wet as ever,” said Alice in a melancholy tone: “it doesn’t seem to dry me at all.” - -“In that case,” said the Dodo solemnly, rising to its feet, “I move that the meeting adjourn, for the immediate adoption of more energetic remedies—” - -“Speak English!” said the Eaglet. “I don’t know the meaning of half those long words, and, what’s more, I don’t believe you do either!” And the Eaglet bent down its head to hide a smile: some of the other birds tittered audibly. - -“What I was going to say,” said the Dodo in an offended tone, “was, that the best thing to get us dry would be a Caucus-race.” - -“What is a Caucus-race?” said Alice; not that she wanted much to know, but the Dodo had paused as if it thought that somebody ought to speak, and no one else seemed inclined to say anything. - -“Why,” said the Dodo, “the best way to explain it is to do it.” (And, as you might like to try the thing yourself, some winter day, I will tell you how the Dodo managed it.) - -First it marked out a race-course, in a sort of circle, (“the exact shape doesn’t matter,” it said,) and then all the party were placed along the course, here and there. There was no “One, two, three, and away,” but they began running when they liked, and left off when they liked, so that it was not easy to know when the race was over. However, when they had been running half an hour or so, and were quite dry again, the Dodo suddenly called out “The race is over!” and they all crowded round it, panting, and asking, “But who has won?” - -This question the Dodo could not answer without a great deal of thought, and it sat for a long time with one finger pressed upon its forehead (the position in which you usually see Shakespeare, in the pictures of him), while the rest waited in silence. At last the Dodo said, “Everybody has won, and all must have prizes.” - -“But who is to give the prizes?” quite a chorus of voices asked. - -“Why, she, of course,” said the Dodo, pointing to Alice with one finger; and the whole party at once crowded round her, calling out in a confused way, “Prizes! Prizes!” - -Alice had no idea what to do, and in despair she put her hand in her pocket, and pulled out a box of comfits, (luckily the salt water had not got into it), and handed them round as prizes. There was exactly one a-piece, all round. - -“But she must have a prize herself, you know,” said the Mouse. - -“Of course,” the Dodo replied very gravely. “What else have you got in your pocket?” he went on, turning to Alice. - -“Only a thimble,” said Alice sadly. - -“Hand it over here,” said the Dodo. - -Then they all crowded round her once more, while the Dodo solemnly presented the thimble, saying “We beg your acceptance of this elegant thimble;” and, when it had finished this short speech, they all cheered. - -Alice thought the whole thing very absurd, but they all looked so grave that she did not dare to laugh; and, as she could not think of anything to say, she simply bowed, and took the thimble, looking as solemn as she could. - -The next thing was to eat the comfits: this caused some noise and confusion, as the large birds complained that they could not taste theirs, and the small ones choked and had to be patted on the back. However, it was over at last, and they sat down again in a ring, and begged the Mouse to tell them something more. - -“You promised to tell me your history, you know,” said Alice, “and why it is you hate—C and D,” she added in a whisper, half afraid that it would be offended again. - -“Mine is a long and a sad tale!” said the Mouse, turning to Alice, and sighing. - -“It is a long tail, certainly,” said Alice, looking down with wonder at the Mouse’s tail; “but why do you call it sad?” And she kept on puzzling about it while the Mouse was speaking, so that her idea of the tale was something like this:— - - “Fury said to a - mouse, That he - met in the - house, - ‘Let us - both go to - law: I will - prosecute - you.—Come, - I’ll take no - denial; We - must have a - trial: For - really this - morning I’ve - nothing - to do.’ - Said the - mouse to the - cur, ‘Such - a trial, - dear sir, - With - no jury - or judge, - would be - wasting - our - breath.’ - ‘I’ll be - judge, I’ll - be jury,’ - Said - cunning - old Fury: - ‘I’ll - try the - whole - cause, - and - condemn - you - to - death.’” -“You are not attending!” said the Mouse to Alice severely. “What are you thinking of?” - -“I beg your pardon,” said Alice very humbly: “you had got to the fifth bend, I think?” - -“I had not!” cried the Mouse, sharply and very angrily. - -“A knot!” said Alice, always ready to make herself useful, and looking anxiously about her. “Oh, do let me help to undo it!” - -“I shall do nothing of the sort,” said the Mouse, getting up and walking away. “You insult me by talking such nonsense!” - -“I didn’t mean it!” pleaded poor Alice. “But you’re so easily offended, you know!” - -The Mouse only growled in reply. - -“Please come back and finish your story!” Alice called after it; and the others all joined in chorus, “Yes, please do!” but the Mouse only shook its head impatiently, and walked a little quicker. - -“What a pity it wouldn’t stay!” sighed the Lory, as soon as it was quite out of sight; and an old Crab took the opportunity of saying to her daughter “Ah, my dear! Let this be a lesson to you never to lose your temper!” “Hold your tongue, Ma!” said the young Crab, a little snappishly. “You’re enough to try the patience of an oyster!” - -“I wish I had our Dinah here, I know I do!” said Alice aloud, addressing nobody in particular. “She’d soon fetch it back!” - -“And who is Dinah, if I might venture to ask the question?” said the Lory. - -Alice replied eagerly, for she was always ready to talk about her pet: “Dinah’s our cat. And she’s such a capital one for catching mice you can’t think! And oh, I wish you could see her after the birds! Why, she’ll eat a little bird as soon as look at it!” - -This speech caused a remarkable sensation among the party. Some of the birds hurried off at once: one old Magpie began wrapping itself up very carefully, remarking, “I really must be getting home; the night-air doesn’t suit my throat!” and a Canary called out in a trembling voice to its children, “Come away, my dears! It’s high time you were all in bed!” On various pretexts they all moved off, and Alice was soon left alone. - -“I wish I hadn’t mentioned Dinah!” she said to herself in a melancholy tone. “Nobody seems to like her, down here, and I’m sure she’s the best cat in the world! Oh, my dear Dinah! I wonder if I shall ever see you any more!” And here poor Alice began to cry again, for she felt very lonely and low-spirited. In a little while, however, she again heard a little pattering of footsteps in the distance, and she looked up eagerly, half hoping that the Mouse had changed his mind, and was coming back to finish his story. - -CHAPTER IV. -The Rabbit Sends in a Little Bill -It was the White Rabbit, trotting slowly back again, and looking anxiously about as it went, as if it had lost something; and she heard it muttering to itself “The Duchess! The Duchess! Oh my dear paws! Oh my fur and whiskers! She’ll get me executed, as sure as ferrets are ferrets! Where can I have dropped them, I wonder?” Alice guessed in a moment that it was looking for the fan and the pair of white kid gloves, and she very good-naturedly began hunting about for them, but they were nowhere to be seen—everything seemed to have changed since her swim in the pool, and the great hall, with the glass table and the little door, had vanished completely. - -Very soon the Rabbit noticed Alice, as she went hunting about, and called out to her in an angry tone, “Why, Mary Ann, what are you doing out here? Run home this moment, and fetch me a pair of gloves and a fan! Quick, now!” And Alice was so much frightened that she ran off at once in the direction it pointed to, without trying to explain the mistake it had made. - -“He took me for his housemaid,” she said to herself as she ran. “How surprised he’ll be when he finds out who I am! But I’d better take him his fan and gloves—that is, if I can find them.” As she said this, she came upon a neat little house, on the door of which was a bright brass plate with the name “W. RABBIT,” engraved upon it. She went in without knocking, and hurried upstairs, in great fear lest she should meet the real Mary Ann, and be turned out of the house before she had found the fan and gloves. - -“How queer it seems,” Alice said to herself, “to be going messages for a rabbit! I suppose Dinah’ll be sending me on messages next!” And she began fancying the sort of thing that would happen: “‘Miss Alice! Come here directly, and get ready for your walk!’ ‘Coming in a minute, nurse! But I’ve got to see that the mouse doesn’t get out.’ Only I don’t think,” Alice went on, “that they’d let Dinah stop in the house if it began ordering people about like that!” - -By this time she had found her way into a tidy little room with a table in the window, and on it (as she had hoped) a fan and two or three pairs of tiny white kid gloves: she took up the fan and a pair of the gloves, and was just going to leave the room, when her eye fell upon a little bottle that stood near the looking-glass. There was no label this time with the words “DRINK ME,” but nevertheless she uncorked it and put it to her lips. “I know something interesting is sure to happen,” she said to herself, “whenever I eat or drink anything; so I’ll just see what this bottle does. I do hope it’ll make me grow large again, for really I’m quite tired of being such a tiny little thing!” - -It did so indeed, and much sooner than she had expected: before she had drunk half the bottle, she found her head pressing against the ceiling, and had to stoop to save her neck from being broken. She hastily put down the bottle, saying to herself “That’s quite enough—I hope I shan’t grow any more—As it is, I can’t get out at the door—I do wish I hadn’t drunk quite so much!” - -Alas! it was too late to wish that! She went on growing, and growing, and very soon had to kneel down on the floor: in another minute there was not even room for this, and she tried the effect of lying down with one elbow against the door, and the other arm curled round her head. Still she went on growing, and, as a last resource, she put one arm out of the window, and one foot up the chimney, and said to herself “Now I can do no more, whatever happens. What will become of me?” - -Luckily for Alice, the little magic bottle had now had its full effect, and she grew no larger: still it was very uncomfortable, and, as there seemed to be no sort of chance of her ever getting out of the room again, no wonder she felt unhappy. - -“It was much pleasanter at home,” thought poor Alice, “when one wasn’t always growing larger and smaller, and being ordered about by mice and rabbits. I almost wish I hadn’t gone down that rabbit-hole—and yet—and yet—it’s rather curious, you know, this sort of life! I do wonder what can have happened to me! When I used to read fairy-tales, I fancied that kind of thing never happened, and now here I am in the middle of one! There ought to be a book written about me, that there ought! And when I grow up, I’ll write one—but I’m grown up now,” she added in a sorrowful tone; “at least there’s no room to grow up any more here.” - -“But then,” thought Alice, “shall I never get any older than I am now? That’ll be a comfort, one way—never to be an old woman—but then—always to have lessons to learn! Oh, I shouldn’t like that!” - -“Oh, you foolish Alice!” she answered herself. “How can you learn lessons in here? Why, there’s hardly room for you, and no room at all for any lesson-books!” - -And so she went on, taking first one side and then the other, and making quite a conversation of it altogether; but after a few minutes she heard a voice outside, and stopped to listen. - -“Mary Ann! Mary Ann!” said the voice. “Fetch me my gloves this moment!” Then came a little pattering of feet on the stairs. Alice knew it was the Rabbit coming to look for her, and she trembled till she shook the house, quite forgetting that she was now about a thousand times as large as the Rabbit, and had no reason to be afraid of it. - -Presently the Rabbit came up to the door, and tried to open it; but, as the door opened inwards, and Alice’s elbow was pressed hard against it, that attempt proved a failure. Alice heard it say to itself “Then I’ll go round and get in at the window.” - -“That you won’t!” thought Alice, and, after waiting till she fancied she heard the Rabbit just under the window, she suddenly spread out her hand, and made a snatch in the air. She did not get hold of anything, but she heard a little shriek and a fall, and a crash of broken glass, from which she concluded that it was just possible it had fallen into a cucumber-frame, or something of the sort. - -Next came an angry voice—the Rabbit’s—“Pat! Pat! Where are you?” And then a voice she had never heard before, “Sure then I’m here! Digging for apples, yer honour!” - -“Digging for apples, indeed!” said the Rabbit angrily. “Here! Come and help me out of this!” (Sounds of more broken glass.) - -“Now tell me, Pat, what’s that in the window?” - -“Sure, it’s an arm, yer honour!” (He pronounced it “arrum.”) - -“An arm, you goose! Who ever saw one that size? Why, it fills the whole window!” - -“Sure, it does, yer honour: but it’s an arm for all that.” - -“Well, it’s got no business there, at any rate: go and take it away!” - -There was a long silence after this, and Alice could only hear whispers now and then; such as, “Sure, I don’t like it, yer honour, at all, at all!” “Do as I tell you, you coward!” and at last she spread out her hand again, and made another snatch in the air. This time there were two little shrieks, and more sounds of broken glass. “What a number of cucumber-frames there must be!” thought Alice. “I wonder what they’ll do next! As for pulling me out of the window, I only wish they could! I’m sure I don’t want to stay in here any longer!” - -She waited for some time without hearing anything more: at last came a rumbling of little cartwheels, and the sound of a good many voices all talking together: she made out the words: “Where’s the other ladder?—Why, I hadn’t to bring but one; Bill’s got the other—Bill! fetch it here, lad!—Here, put ’em up at this corner—No, tie ’em together first—they don’t reach half high enough yet—Oh! they’ll do well enough; don’t be particular—Here, Bill! catch hold of this rope—Will the roof bear?—Mind that loose slate—Oh, it’s coming down! Heads below!” (a loud crash)—“Now, who did that?—It was Bill, I fancy—Who’s to go down the chimney?—Nay, I shan’t! You do it!—That I won’t, then!—Bill’s to go down—Here, Bill! the master says you’re to go down the chimney!” - -“Oh! So Bill’s got to come down the chimney, has he?” said Alice to herself. “Shy, they seem to put everything upon Bill! I wouldn’t be in Bill’s place for a good deal: this fireplace is narrow, to be sure; but I think I can kick a little!” - -She drew her foot as far down the chimney as she could, and waited till she heard a little animal (she couldn’t guess of what sort it was) scratching and scrambling about in the chimney close above her: then, saying to herself “This is Bill,” she gave one sharp kick, and waited to see what would happen next. - -The first thing she heard was a general chorus of “There goes Bill!” then the Rabbit’s voice along—“Catch him, you by the hedge!” then silence, and then another confusion of voices—“Hold up his head—Brandy now—Don’t choke him—How was it, old fellow? What happened to you? Tell us all about it!” - -Last came a little feeble, squeaking voice, (“That’s Bill,” thought Alice,) “Well, I hardly know—No more, thank ye; I’m better now—but I’m a deal too flustered to tell you—all I know is, something comes at me like a Jack-in-the-box, and up I goes like a sky-rocket!” - -“So you did, old fellow!” said the others. - -“We must burn the house down!” said the Rabbit’s voice; and Alice called out as loud as she could, “If you do, I’ll set Dinah at you!” - -There was a dead silence instantly, and Alice thought to herself, “I wonder what they will do next! If they had any sense, they’d take the roof off.” After a minute or two, they began moving about again, and Alice heard the Rabbit say, “A barrowful will do, to begin with.” - -“A barrowful of what?” thought Alice; but she had not long to doubt, for the next moment a shower of little pebbles came rattling in at the window, and some of them hit her in the face. “I’ll put a stop to this,” she said to herself, and shouted out, “You’d better not do that again!” which produced another dead silence. - -Alice noticed with some surprise that the pebbles were all turning into little cakes as they lay on the floor, and a bright idea came into her head. “If I eat one of these cakes,” she thought, “it’s sure to make some change in my size; and as it can’t possibly make me larger, it must make me smaller, I suppose.” - -So she swallowed one of the cakes, and was delighted to find that she began shrinking directly. As soon as she was small enough to get through the door, she ran out of the house, and found quite a crowd of little animals and birds waiting outside. The poor little Lizard, Bill, was in the middle, being held up by two guinea-pigs, who were giving it something out of a bottle. They all made a rush at Alice the moment she appeared; but she ran off as hard as she could, and soon found herself safe in a thick wood. - -“The first thing I’ve got to do,” said Alice to herself, as she wandered about in the wood, “is to grow to my right size again; and the second thing is to find my way into that lovely garden. I think that will be the best plan.” - -It sounded an excellent plan, no doubt, and very neatly and simply arranged; the only difficulty was, that she had not the smallest idea how to set about it; and while she was peering about anxiously among the trees, a little sharp bark just over her head made her look up in a great hurry. - -An enormous puppy was looking down at her with large round eyes, and feebly stretching out one paw, trying to touch her. “Poor little thing!” said Alice, in a coaxing tone, and she tried hard to whistle to it; but she was terribly frightened all the time at the thought that it might be hungry, in which case it would be very likely to eat her up in spite of all her coaxing. - -Hardly knowing what she did, she picked up a little bit of stick, and held it out to the puppy; whereupon the puppy jumped into the air off all its feet at once, with a yelp of delight, and rushed at the stick, and made believe to worry it; then Alice dodged behind a great thistle, to keep herself from being run over; and the moment she appeared on the other side, the puppy made another rush at the stick, and tumbled head over heels in its hurry to get hold of it; then Alice, thinking it was very like having a game of play with a cart-horse, and expecting every moment to be trampled under its feet, ran round the thistle again; then the puppy began a series of short charges at the stick, running a very little way forwards each time and a long way back, and barking hoarsely all the while, till at last it sat down a good way off, panting, with its tongue hanging out of its mouth, and its great eyes half shut. - -This seemed to Alice a good opportunity for making her escape; so she set off at once, and ran till she was quite tired and out of breath, and till the puppy’s bark sounded quite faint in the distance. - -“And yet what a dear little puppy it was!” said Alice, as she leant against a buttercup to rest herself, and fanned herself with one of the leaves: “I should have liked teaching it tricks very much, if—if I’d only been the right size to do it! Oh dear! I’d nearly forgotten that I’ve got to grow up again! Let me see—how is it to be managed? I suppose I ought to eat or drink something or other; but the great question is, what?” - -The great question certainly was, what? Alice looked all round her at the flowers and the blades of grass, but she did not see anything that looked like the right thing to eat or drink under the circumstances. There was a large mushroom growing near her, about the same height as herself; and when she had looked under it, and on both sides of it, and behind it, it occurred to her that she might as well look and see what was on the top of it. - -She stretched herself up on tiptoe, and peeped over the edge of the mushroom, and her eyes immediately met those of a large blue caterpillar, that was sitting on the top with its arms folded, quietly smoking a long hookah, and taking not the smallest notice of her or of anything else. - -CHAPTER V. -Advice from a Caterpillar -The Caterpillar and Alice looked at each other for some time in silence: at last the Caterpillar took the hookah out of its mouth, and addressed her in a languid, sleepy voice. - -“Who are you?” said the Caterpillar. - -This was not an encouraging opening for a conversation. Alice replied, rather shyly, “I—I hardly know, sir, just at present—at least I know who I was when I got up this morning, but I think I must have been changed several times since then.” - -“What do you mean by that?” said the Caterpillar sternly. “Explain yourself!” - -“I can’t explain myself, I’m afraid, sir,” said Alice, “because I’m not myself, you see.” - -“I don’t see,” said the Caterpillar. - -“I’m afraid I can’t put it more clearly,” Alice replied very politely, “for I can’t understand it myself to begin with; and being so many different sizes in a day is very confusing.” - -“It isn’t,” said the Caterpillar. - -“Well, perhaps you haven’t found it so yet,” said Alice; “but when you have to turn into a chrysalis—you will some day, you know—and then after that into a butterfly, I should think you’ll feel it a little queer, won’t you?” - -“Not a bit,” said the Caterpillar. - -“Well, perhaps your feelings may be different,” said Alice; “all I know is, it would feel very queer to me.” - -“You!” said the Caterpillar contemptuously. “Who are you?” - -Which brought them back again to the beginning of the conversation. Alice felt a little irritated at the Caterpillar’s making such very short remarks, and she drew herself up and said, very gravely, “I think, you ought to tell me who you are, first.” - -“Why?” said the Caterpillar. - -Here was another puzzling question; and as Alice could not think of any good reason, and as the Caterpillar seemed to be in a very unpleasant state of mind, she turned away. - -“Come back!” the Caterpillar called after her. “I’ve something important to say!” - -This sounded promising, certainly: Alice turned and came back again. - -“Keep your temper,” said the Caterpillar. - -“Is that all?” said Alice, swallowing down her anger as well as she could. - -“No,” said the Caterpillar. - -Alice thought she might as well wait, as she had nothing else to do, and perhaps after all it might tell her something worth hearing. For some minutes it puffed away without speaking, but at last it unfolded its arms, took the hookah out of its mouth again, and said, “So you think you’re changed, do you?” - -“I’m afraid I am, sir,” said Alice; “I can’t remember things as I used—and I don’t keep the same size for ten minutes together!” - -“Can’t remember what things?” said the Caterpillar. - -“Well, I’ve tried to say “How doth the little busy bee,” but it all came different!” Alice replied in a very melancholy voice. - -“Repeat, “You are old, Father William,’” said the Caterpillar. - -Alice folded her hands, and began:— - -“You are old, Father William,” the young man said, - “And your hair has become very white; -And yet you incessantly stand on your head— - Do you think, at your age, it is right?” - -“In my youth,” Father William replied to his son, - “I feared it might injure the brain; -But, now that I’m perfectly sure I have none, - Why, I do it again and again.” - -“You are old,” said the youth, “as I mentioned before, - And have grown most uncommonly fat; -Yet you turned a back-somersault in at the door— - Pray, what is the reason of that?” - -“In my youth,” said the sage, as he shook his grey locks, - “I kept all my limbs very supple -By the use of this ointment—one shilling the box— - Allow me to sell you a couple?” - -“You are old,” said the youth, “and your jaws are too weak - For anything tougher than suet; -Yet you finished the goose, with the bones and the beak— - Pray, how did you manage to do it?” - -“In my youth,” said his father, “I took to the law, - And argued each case with my wife; -And the muscular strength, which it gave to my jaw, - Has lasted the rest of my life.” - -“You are old,” said the youth, “one would hardly suppose - That your eye was as steady as ever; -Yet you balanced an eel on the end of your nose— - What made you so awfully clever?” - -“I have answered three questions, and that is enough,” - Said his father; “don’t give yourself airs! -Do you think I can listen all day to such stuff? - Be off, or I’ll kick you down stairs!” - -“That is not said right,” said the Caterpillar. - -“Not quite right, I’m afraid,” said Alice, timidly; “some of the words have got altered.” - -“It is wrong from beginning to end,” said the Caterpillar decidedly, and there was silence for some minutes. - -The Caterpillar was the first to speak. - -“What size do you want to be?” it asked. - -“Oh, I’m not particular as to size,” Alice hastily replied; “only one doesn’t like changing so often, you know.” - -“I don’t know,” said the Caterpillar. - -Alice said nothing: she had never been so much contradicted in her life before, and she felt that she was losing her temper. - -“Are you content now?” said the Caterpillar. - -“Well, I should like to be a little larger, sir, if you wouldn’t mind,” said Alice: “three inches is such a wretched height to be.” - -“It is a very good height indeed!” said the Caterpillar angrily, rearing itself upright as it spoke (it was exactly three inches high). - -“But I’m not used to it!” pleaded poor Alice in a piteous tone. And she thought of herself, “I wish the creatures wouldn’t be so easily offended!” - -“You’ll get used to it in time,” said the Caterpillar; and it put the hookah into its mouth and began smoking again. - -This time Alice waited patiently until it chose to speak again. In a minute or two the Caterpillar took the hookah out of its mouth and yawned once or twice, and shook itself. Then it got down off the mushroom, and crawled away in the grass, merely remarking as it went, “One side will make you grow taller, and the other side will make you grow shorter.” - -“One side of what? The other side of what?” thought Alice to herself. - -“Of the mushroom,” said the Caterpillar, just as if she had asked it aloud; and in another moment it was out of sight. - -Alice remained looking thoughtfully at the mushroom for a minute, trying to make out which were the two sides of it; and as it was perfectly round, she found this a very difficult question. However, at last she stretched her arms round it as far as they would go, and broke off a bit of the edge with each hand. - -“And now which is which?” she said to herself, and nibbled a little of the right-hand bit to try the effect: the next moment she felt a violent blow underneath her chin: it had struck her foot! - -She was a good deal frightened by this very sudden change, but she felt that there was no time to be lost, as she was shrinking rapidly; so she set to work at once to eat some of the other bit. Her chin was pressed so closely against her foot, that there was hardly room to open her mouth; but she did it at last, and managed to swallow a morsel of the lefthand bit. - -* * * * * * * - - * * * * * * - -* * * * * * * - -“Come, my head’s free at last!” said Alice in a tone of delight, which changed into alarm in another moment, when she found that her shoulders were nowhere to be found: all she could see, when she looked down, was an immense length of neck, which seemed to rise like a stalk out of a sea of green leaves that lay far below her. - -“What can all that green stuff be?” said Alice. “And where have my shoulders got to? And oh, my poor hands, how is it I can’t see you?” She was moving them about as she spoke, but no result seemed to follow, except a little shaking among the distant green leaves. - -As there seemed to be no chance of getting her hands up to her head, she tried to get her head down to them, and was delighted to find that her neck would bend about easily in any direction, like a serpent. She had just succeeded in curving it down into a graceful zigzag, and was going to dive in among the leaves, which she found to be nothing but the tops of the trees under which she had been wandering, when a sharp hiss made her draw back in a hurry: a large pigeon had flown into her face, and was beating her violently with its wings. - -“Serpent!” screamed the Pigeon. - -“I’m not a serpent!” said Alice indignantly. “Let me alone!” - -“Serpent, I say again!” repeated the Pigeon, but in a more subdued tone, and added with a kind of sob, “I’ve tried every way, and nothing seems to suit them!” - -“I haven’t the least idea what you’re talking about,” said Alice. - -“I’ve tried the roots of trees, and I’ve tried banks, and I’ve tried hedges,” the Pigeon went on, without attending to her; “but those serpents! There’s no pleasing them!” - -Alice was more and more puzzled, but she thought there was no use in saying anything more till the Pigeon had finished. - -“As if it wasn’t trouble enough hatching the eggs,” said the Pigeon; “but I must be on the look-out for serpents night and day! Why, I haven’t had a wink of sleep these three weeks!” - -“I’m very sorry you’ve been annoyed,” said Alice, who was beginning to see its meaning. - -“And just as I’d taken the highest tree in the wood,” continued the Pigeon, raising its voice to a shriek, “and just as I was thinking I should be free of them at last, they must needs come wriggling down from the sky! Ugh, Serpent!” - -“But I’m not a serpent, I tell you!” said Alice. “I’m a—I’m a—” - -“Well! What are you?” said the Pigeon. “I can see you’re trying to invent something!” - -“I—I’m a little girl,” said Alice, rather doubtfully, as she remembered the number of changes she had gone through that day. - -“A likely story indeed!” said the Pigeon in a tone of the deepest contempt. “I’ve seen a good many little girls in my time, but never one with such a neck as that! No, no! You’re a serpent; and there’s no use denying it. I suppose you’ll be telling me next that you never tasted an egg!” - -“I have tasted eggs, certainly,” said Alice, who was a very truthful child; “but little girls eat eggs quite as much as serpents do, you know.” - -“I don’t believe it,” said the Pigeon; “but if they do, why then they’re a kind of serpent, that’s all I can say.” - -This was such a new idea to Alice, that she was quite silent for a minute or two, which gave the Pigeon the opportunity of adding, “You’re looking for eggs, I know that well enough; and what does it matter to me whether you’re a little girl or a serpent?” - -“It matters a good deal to me,” said Alice hastily; “but I’m not looking for eggs, as it happens; and if I was, I shouldn’t want yours: I don’t like them raw.” - -“Well, be off, then!” said the Pigeon in a sulky tone, as it settled down again into its nest. Alice crouched down among the trees as well as she could, for her neck kept getting entangled among the branches, and every now and then she had to stop and untwist it. After a while she remembered that she still held the pieces of mushroom in her hands, and she set to work very carefully, nibbling first at one and then at the other, and growing sometimes taller and sometimes shorter, until she had succeeded in bringing herself down to her usual height. - -It was so long since she had been anything near the right size, that it felt quite strange at first; but she got used to it in a few minutes, and began talking to herself, as usual. “Come, there’s half my plan done now! How puzzling all these changes are! I’m never sure what I’m going to be, from one minute to another! However, I’ve got back to my right size: the next thing is, to get into that beautiful garden—how is that to be done, I wonder?” As she said this, she came suddenly upon an open place, with a little house in it about four feet high. “Whoever lives there,” thought Alice, “it’ll never do to come upon them this size: why, I should frighten them out of their wits!” So she began nibbling at the righthand bit again, and did not venture to go near the house till she had brought herself down to nine inches high. - -CHAPTER VI. -Pig and Pepper -For a minute or two she stood looking at the house, and wondering what to do next, when suddenly a footman in livery came running out of the wood—(she considered him to be a footman because he was in livery: otherwise, judging by his face only, she would have called him a fish)—and rapped loudly at the door with his knuckles. It was opened by another footman in livery, with a round face, and large eyes like a frog; and both footmen, Alice noticed, had powdered hair that curled all over their heads. She felt very curious to know what it was all about, and crept a little way out of the wood to listen. - -The Fish-Footman began by producing from under his arm a great letter, nearly as large as himself, and this he handed over to the other, saying, in a solemn tone, “For the Duchess. An invitation from the Queen to play croquet.” The Frog-Footman repeated, in the same solemn tone, only changing the order of the words a little, “From the Queen. An invitation for the Duchess to play croquet.” - -Then they both bowed low, and their curls got entangled together. - -Alice laughed so much at this, that she had to run back into the wood for fear of their hearing her; and when she next peeped out the Fish-Footman was gone, and the other was sitting on the ground near the door, staring stupidly up into the sky. - -Alice went timidly up to the door, and knocked. - -“There’s no sort of use in knocking,” said the Footman, “and that for two reasons. First, because I’m on the same side of the door as you are; secondly, because they’re making such a noise inside, no one could possibly hear you.” And certainly there was a most extraordinary noise going on within—a constant howling and sneezing, and every now and then a great crash, as if a dish or kettle had been broken to pieces. - -“Please, then,” said Alice, “how am I to get in?” - -“There might be some sense in your knocking,” the Footman went on without attending to her, “if we had the door between us. For instance, if you were inside, you might knock, and I could let you out, you know.” He was looking up into the sky all the time he was speaking, and this Alice thought decidedly uncivil. “But perhaps he can’t help it,” she said to herself; “his eyes are so very nearly at the top of his head. But at any rate he might answer questions.—How am I to get in?” she repeated, aloud. - -“I shall sit here,” the Footman remarked, “till tomorrow—” - -At this moment the door of the house opened, and a large plate came skimming out, straight at the Footman’s head: it just grazed his nose, and broke to pieces against one of the trees behind him. - -“—or next day, maybe,” the Footman continued in the same tone, exactly as if nothing had happened. - -“How am I to get in?” asked Alice again, in a louder tone. - -“Are you to get in at all?” said the Footman. “That’s the first question, you know.” - -It was, no doubt: only Alice did not like to be told so. “It’s really dreadful,” she muttered to herself, “the way all the creatures argue. It’s enough to drive one crazy!” - -The Footman seemed to think this a good opportunity for repeating his remark, with variations. “I shall sit here,” he said, “on and off, for days and days.” - -“But what am I to do?” said Alice. - -“Anything you like,” said the Footman, and began whistling. - -“Oh, there’s no use in talking to him,” said Alice desperately: “he’s perfectly idiotic!” And she opened the door and went in. - -The door led right into a large kitchen, which was full of smoke from one end to the other: the Duchess was sitting on a three-legged stool in the middle, nursing a baby; the cook was leaning over the fire, stirring a large cauldron which seemed to be full of soup. - -“There’s certainly too much pepper in that soup!” Alice said to herself, as well as she could for sneezing. - -There was certainly too much of it in the air. Even the Duchess sneezed occasionally; and as for the baby, it was sneezing and howling alternately without a moment’s pause. The only things in the kitchen that did not sneeze, were the cook, and a large cat which was sitting on the hearth and grinning from ear to ear. - -“Please would you tell me,” said Alice, a little timidly, for she was not quite sure whether it was good manners for her to speak first, “why your cat grins like that?” - -“It’s a Cheshire cat,” said the Duchess, “and that’s why. Pig!” - -She said the last word with such sudden violence that Alice quite jumped; but she saw in another moment that it was addressed to the baby, and not to her, so she took courage, and went on again:— - -“I didn’t know that Cheshire cats always grinned; in fact, I didn’t know that cats could grin.” - -“They all can,” said the Duchess; “and most of ’em do.” - -“I don’t know of any that do,” Alice said very politely, feeling quite pleased to have got into a conversation. - -“You don’t know much,” said the Duchess; “and that’s a fact.” - -Alice did not at all like the tone of this remark, and thought it would be as well to introduce some other subject of conversation. While she was trying to fix on one, the cook took the cauldron of soup off the fire, and at once set to work throwing everything within her reach at the Duchess and the baby—the fire-irons came first; then followed a shower of saucepans, plates, and dishes. The Duchess took no notice of them even when they hit her; and the baby was howling so much already, that it was quite impossible to say whether the blows hurt it or not. - -“Oh, please mind what you’re doing!” cried Alice, jumping up and down in an agony of terror. “Oh, there goes his precious nose!” as an unusually large saucepan flew close by it, and very nearly carried it off. - -“If everybody minded their own business,” the Duchess said in a hoarse growl, “the world would go round a deal faster than it does.” - -“Which would not be an advantage,” said Alice, who felt very glad to get an opportunity of showing off a little of her knowledge. “Just think of what work it would make with the day and night! You see the earth takes twenty-four hours to turn round on its axis—” - -“Talking of axes,” said the Duchess, “chop off her head!” - -Alice glanced rather anxiously at the cook, to see if she meant to take the hint; but the cook was busily stirring the soup, and seemed not to be listening, so she went on again: “Twenty-four hours, I think; or is it twelve? I—” - -“Oh, don’t bother me,” said the Duchess; “I never could abide figures!” And with that she began nursing her child again, singing a sort of lullaby to it as she did so, and giving it a violent shake at the end of every line: - -“Speak roughly to your little boy, - And beat him when he sneezes: -He only does it to annoy, - Because he knows it teases.” - -CHORUS. -(In which the cook and the baby joined): - -“Wow! wow! wow!” - -While the Duchess sang the second verse of the song, she kept tossing the baby violently up and down, and the poor little thing howled so, that Alice could hardly hear the words:— - -“I speak severely to my boy, - I beat him when he sneezes; -For he can thoroughly enjoy - The pepper when he pleases!” - -CHORUS. - -“Wow! wow! wow!” - -“Here! you may nurse it a bit, if you like!” the Duchess said to Alice, flinging the baby at her as she spoke. “I must go and get ready to play croquet with the Queen,” and she hurried out of the room. The cook threw a frying-pan after her as she went out, but it just missed her. - -Alice caught the baby with some difficulty, as it was a queer-shaped little creature, and held out its arms and legs in all directions, “just like a star-fish,” thought Alice. The poor little thing was snorting like a steam-engine when she caught it, and kept doubling itself up and straightening itself out again, so that altogether, for the first minute or two, it was as much as she could do to hold it. - -As soon as she had made out the proper way of nursing it, (which was to twist it up into a sort of knot, and then keep tight hold of its right ear and left foot, so as to prevent its undoing itself,) she carried it out into the open air. “If I don’t take this child away with me,” thought Alice, “they’re sure to kill it in a day or two: wouldn’t it be murder to leave it behind?” She said the last words out loud, and the little thing grunted in reply (it had left off sneezing by this time). “Don’t grunt,” said Alice; “that’s not at all a proper way of expressing yourself.” - -The baby grunted again, and Alice looked very anxiously into its face to see what was the matter with it. There could be no doubt that it had a very turn-up nose, much more like a snout than a real nose; also its eyes were getting extremely small for a baby: altogether Alice did not like the look of the thing at all. “But perhaps it was only sobbing,” she thought, and looked into its eyes again, to see if there were any tears. - -No, there were no tears. “If you’re going to turn into a pig, my dear,” said Alice, seriously, “I’ll have nothing more to do with you. Mind now!” The poor little thing sobbed again (or grunted, it was impossible to say which), and they went on for some while in silence. - -Alice was just beginning to think to herself, “Now, what am I to do with this creature when I get it home?” when it grunted again, so violently, that she looked down into its face in some alarm. This time there could be no mistake about it: it was neither more nor less than a pig, and she felt that it would be quite absurd for her to carry it further. - -So she set the little creature down, and felt quite relieved to see it trot away quietly into the wood. “If it had grown up,” she said to herself, “it would have made a dreadfully ugly child: but it makes rather a handsome pig, I think.” And she began thinking over other children she knew, who might do very well as pigs, and was just saying to herself, “if one only knew the right way to change them—” when she was a little startled by seeing the Cheshire Cat sitting on a bough of a tree a few yards off. - -The Cat only grinned when it saw Alice. It looked good-natured, she thought: still it had very long claws and a great many teeth, so she felt that it ought to be treated with respect. - -“Cheshire Puss,” she began, rather timidly, as she did not at all know whether it would like the name: however, it only grinned a little wider. “Come, it’s pleased so far,” thought Alice, and she went on. “Would you tell me, please, which way I ought to go from here?” - -“That depends a good deal on where you want to get to,” said the Cat. - -“I don’t much care where—” said Alice. - -“Then it doesn’t matter which way you go,” said the Cat. - -“—so long as I get somewhere,” Alice added as an explanation. - -“Oh, you’re sure to do that,” said the Cat, “if you only walk long enough.” - -Alice felt that this could not be denied, so she tried another question. “What sort of people live about here?” - -“In that direction,” the Cat said, waving its right paw round, “lives a Hatter: and in that direction,” waving the other paw, “lives a March Hare. Visit either you like: they’re both mad.” - -“But I don’t want to go among mad people,” Alice remarked. - -“Oh, you can’t help that,” said the Cat: “we’re all mad here. I’m mad. You’re mad.” - -“How do you know I’m mad?” said Alice. - -“You must be,” said the Cat, “or you wouldn’t have come here.” - -Alice didn’t think that proved it at all; however, she went on “And how do you know that you’re mad?” - -“To begin with,” said the Cat, “a dog’s not mad. You grant that?” - -“I suppose so,” said Alice. - -“Well, then,” the Cat went on, “you see, a dog growls when it’s angry, and wags its tail when it’s pleased. Now I growl when I’m pleased, and wag my tail when I’m angry. Therefore I’m mad.” - -“I call it purring, not growling,” said Alice. - -“Call it what you like,” said the Cat. “Do you play croquet with the Queen to-day?” - -“I should like it very much,” said Alice, “but I haven’t been invited yet.” - -“You’ll see me there,” said the Cat, and vanished. - -Alice was not much surprised at this, she was getting so used to queer things happening. While she was looking at the place where it had been, it suddenly appeared again. - -“By-the-bye, what became of the baby?” said the Cat. “I’d nearly forgotten to ask.” - -“It turned into a pig,” Alice quietly said, just as if it had come back in a natural way. - -“I thought it would,” said the Cat, and vanished again. - -Alice waited a little, half expecting to see it again, but it did not appear, and after a minute or two she walked on in the direction in which the March Hare was said to live. “I’ve seen hatters before,” she said to herself; “the March Hare will be much the most interesting, and perhaps as this is May it won’t be raving mad—at least not so mad as it was in March.” As she said this, she looked up, and there was the Cat again, sitting on a branch of a tree. - -“Did you say pig, or fig?” said the Cat. - -“I said pig,” replied Alice; “and I wish you wouldn’t keep appearing and vanishing so suddenly: you make one quite giddy.” - -“All right,” said the Cat; and this time it vanished quite slowly, beginning with the end of the tail, and ending with the grin, which remained some time after the rest of it had gone. - -“Well! I’ve often seen a cat without a grin,” thought Alice; “but a grin without a cat! It’s the most curious thing I ever saw in my life!” - -She had not gone much farther before she came in sight of the house of the March Hare: she thought it must be the right house, because the chimneys were shaped like ears and the roof was thatched with fur. It was so large a house, that she did not like to go nearer till she had nibbled some more of the lefthand bit of mushroom, and raised herself to about two feet high: even then she walked up towards it rather timidly, saying to herself “Suppose it should be raving mad after all! I almost wish I’d gone to see the Hatter instead!” - -CHAPTER VII. -A Mad Tea-Party -There was a table set out under a tree in front of the house, and the March Hare and the Hatter were having tea at it: a Dormouse was sitting between them, fast asleep, and the other two were using it as a cushion, resting their elbows on it, and talking over its head. “Very uncomfortable for the Dormouse,” thought Alice; “only, as it’s asleep, I suppose it doesn’t mind.” - -The table was a large one, but the three were all crowded together at one corner of it: “No room! No room!” they cried out when they saw Alice coming. “There’s plenty of room!” said Alice indignantly, and she sat down in a large arm-chair at one end of the table. - -“Have some wine,” the March Hare said in an encouraging tone. - -Alice looked all round the table, but there was nothing on it but tea. “I don’t see any wine,” she remarked. - -“There isn’t any,” said the March Hare. - -“Then it wasn’t very civil of you to offer it,” said Alice angrily. - -“It wasn’t very civil of you to sit down without being invited,” said the March Hare. - -“I didn’t know it was your table,” said Alice; “it’s laid for a great many more than three.” - -“Your hair wants cutting,” said the Hatter. He had been looking at Alice for some time with great curiosity, and this was his first speech. - -“You should learn not to make personal remarks,” Alice said with some severity; “it’s very rude.” - -The Hatter opened his eyes very wide on hearing this; but all he said was, “Why is a raven like a writing-desk?” - -“Come, we shall have some fun now!” thought Alice. “I’m glad they’ve begun asking riddles.—I believe I can guess that,” she added aloud. - -“Do you mean that you think you can find out the answer to it?” said the March Hare. - -“Exactly so,” said Alice. - -“Then you should say what you mean,” the March Hare went on. - -“I do,” Alice hastily replied; “at least—at least I mean what I say—that’s the same thing, you know.” - -“Not the same thing a bit!” said the Hatter. “You might just as well say that ‘I see what I eat’ is the same thing as ‘I eat what I see’!” - -“You might just as well say,” added the March Hare, “that ‘I like what I get’ is the same thing as ‘I get what I like’!” - -“You might just as well say,” added the Dormouse, who seemed to be talking in his sleep, “that ‘I breathe when I sleep’ is the same thing as ‘I sleep when I breathe’!” - -“It is the same thing with you,” said the Hatter, and here the conversation dropped, and the party sat silent for a minute, while Alice thought over all she could remember about ravens and writing-desks, which wasn’t much. - -The Hatter was the first to break the silence. “What day of the month is it?” he said, turning to Alice: he had taken his watch out of his pocket, and was looking at it uneasily, shaking it every now and then, and holding it to his ear. - -Alice considered a little, and then said “The fourth.” - -“Two days wrong!” sighed the Hatter. “I told you butter wouldn’t suit the works!” he added looking angrily at the March Hare. - -“It was the best butter,” the March Hare meekly replied. - -“Yes, but some crumbs must have got in as well,” the Hatter grumbled: “you shouldn’t have put it in with the bread-knife.” - -The March Hare took the watch and looked at it gloomily: then he dipped it into his cup of tea, and looked at it again: but he could think of nothing better to say than his first remark, “It was the best butter, you know.” - -Alice had been looking over his shoulder with some curiosity. “What a funny watch!” she remarked. “It tells the day of the month, and doesn’t tell what o’clock it is!” - -“Why should it?” muttered the Hatter. “Does your watch tell you what year it is?” - -“Of course not,” Alice replied very readily: “but that’s because it stays the same year for such a long time together.” - -“Which is just the case with mine,” said the Hatter. - -Alice felt dreadfully puzzled. The Hatter’s remark seemed to have no sort of meaning in it, and yet it was certainly English. “I don’t quite understand you,” she said, as politely as she could. - -“The Dormouse is asleep again,” said the Hatter, and he poured a little hot tea upon its nose. - -The Dormouse shook its head impatiently, and said, without opening its eyes, “Of course, of course; just what I was going to remark myself.” - -“Have you guessed the riddle yet?” the Hatter said, turning to Alice again. - -“No, I give it up,” Alice replied: “what’s the answer?” - -“I haven’t the slightest idea,” said the Hatter. - -“Nor I,” said the March Hare. - -Alice sighed wearily. “I think you might do something better with the time,” she said, “than waste it in asking riddles that have no answers.” - -“If you knew Time as well as I do,” said the Hatter, “you wouldn’t talk about wasting it. It’s him.” - -“I don’t know what you mean,” said Alice. - -“Of course you don’t!” the Hatter said, tossing his head contemptuously. “I dare say you never even spoke to Time!” - -“Perhaps not,” Alice cautiously replied: “but I know I have to beat time when I learn music.” - -“Ah! that accounts for it,” said the Hatter. “He won’t stand beating. Now, if you only kept on good terms with him, he’d do almost anything you liked with the clock. For instance, suppose it were nine o’clock in the morning, just time to begin lessons: you’d only have to whisper a hint to Time, and round goes the clock in a twinkling! Half-past one, time for dinner!” - -(“I only wish it was,” the March Hare said to itself in a whisper.) - -“That would be grand, certainly,” said Alice thoughtfully: “but then—I shouldn’t be hungry for it, you know.” - -“Not at first, perhaps,” said the Hatter: “but you could keep it to half-past one as long as you liked.” - -“Is that the way you manage?” Alice asked. - -The Hatter shook his head mournfully. “Not I!” he replied. “We quarrelled last March—just before he went mad, you know—” (pointing with his tea spoon at the March Hare,) “—it was at the great concert given by the Queen of Hearts, and I had to sing - -‘Twinkle, twinkle, little bat! -How I wonder what you’re at!’ - -You know the song, perhaps?” - -“I’ve heard something like it,” said Alice. - -“It goes on, you know,” the Hatter continued, “in this way:— - -‘Up above the world you fly, -Like a tea-tray in the sky. - Twinkle, twinkle—’” - -Here the Dormouse shook itself, and began singing in its sleep “Twinkle, twinkle, twinkle, twinkle—” and went on so long that they had to pinch it to make it stop. - -“Well, I’d hardly finished the first verse,” said the Hatter, “when the Queen jumped up and bawled out, ‘He’s murdering the time! Off with his head!’” - -“How dreadfully savage!” exclaimed Alice. - -“And ever since that,” the Hatter went on in a mournful tone, “he won’t do a thing I ask! It’s always six o’clock now.” - -A bright idea came into Alice’s head. “Is that the reason so many tea-things are put out here?” she asked. - -“Yes, that’s it,” said the Hatter with a sigh: “it’s always tea-time, and we’ve no time to wash the things between whiles.” - -“Then you keep moving round, I suppose?” said Alice. - -“Exactly so,” said the Hatter: “as the things get used up.” - -“But what happens when you come to the beginning again?” Alice ventured to ask. - -“Suppose we change the subject,” the March Hare interrupted, yawning. “I’m getting tired of this. I vote the young lady tells us a story.” - -“I’m afraid I don’t know one,” said Alice, rather alarmed at the proposal. - -“Then the Dormouse shall!” they both cried. “Wake up, Dormouse!” And they pinched it on both sides at once. - -The Dormouse slowly opened his eyes. “I wasn’t asleep,” he said in a hoarse, feeble voice: “I heard every word you fellows were saying.” - -“Tell us a story!” said the March Hare. - -“Yes, please do!” pleaded Alice. - -“And be quick about it,” added the Hatter, “or you’ll be asleep again before it’s done.” - -“Once upon a time there were three little sisters,” the Dormouse began in a great hurry; “and their names were Elsie, Lacie, and Tillie; and they lived at the bottom of a well—” - -“What did they live on?” said Alice, who always took a great interest in questions of eating and drinking. - -“They lived on treacle,” said the Dormouse, after thinking a minute or two. - -“They couldn’t have done that, you know,” Alice gently remarked; “they’d have been ill.” - -“So they were,” said the Dormouse; “very ill.” - -Alice tried to fancy to herself what such an extraordinary way of living would be like, but it puzzled her too much, so she went on: “But why did they live at the bottom of a well?” - -“Take some more tea,” the March Hare said to Alice, very earnestly. - -“I’ve had nothing yet,” Alice replied in an offended tone, “so I can’t take more.” - -“You mean you can’t take less,” said the Hatter: “it’s very easy to take more than nothing.” - -“Nobody asked your opinion,” said Alice. - -“Who’s making personal remarks now?” the Hatter asked triumphantly. - -Alice did not quite know what to say to this: so she helped herself to some tea and bread-and-butter, and then turned to the Dormouse, and repeated her question. “Why did they live at the bottom of a well?” - -The Dormouse again took a minute or two to think about it, and then said, “It was a treacle-well.” - -“There’s no such thing!” Alice was beginning very angrily, but the Hatter and the March Hare went “Sh! sh!” and the Dormouse sulkily remarked, “If you can’t be civil, you’d better finish the story for yourself.” - -“No, please go on!” Alice said very humbly; “I won’t interrupt again. I dare say there may be one.” - -“One, indeed!” said the Dormouse indignantly. However, he consented to go on. “And so these three little sisters—they were learning to draw, you know—” - -“What did they draw?” said Alice, quite forgetting her promise. - -“Treacle,” said the Dormouse, without considering at all this time. - -“I want a clean cup,” interrupted the Hatter: “let’s all move one place on.” - -He moved on as he spoke, and the Dormouse followed him: the March Hare moved into the Dormouse’s place, and Alice rather unwillingly took the place of the March Hare. The Hatter was the only one who got any advantage from the change: and Alice was a good deal worse off than before, as the March Hare had just upset the milk-jug into his plate. - -Alice did not wish to offend the Dormouse again, so she began very cautiously: “But I don’t understand. Where did they draw the treacle from?” - -“You can draw water out of a water-well,” said the Hatter; “so I should think you could draw treacle out of a treacle-well—eh, stupid?” - -“But they were in the well,” Alice said to the Dormouse, not choosing to notice this last remark. - -“Of course they were,” said the Dormouse; “—well in.” - -This answer so confused poor Alice, that she let the Dormouse go on for some time without interrupting it. - -“They were learning to draw,” the Dormouse went on, yawning and rubbing its eyes, for it was getting very sleepy; “and they drew all manner of things—everything that begins with an M—” - -“Why with an M?” said Alice. - -“Why not?” said the March Hare. - -Alice was silent. - -The Dormouse had closed its eyes by this time, and was going off into a doze; but, on being pinched by the Hatter, it woke up again with a little shriek, and went on: “—that begins with an M, such as mouse-traps, and the moon, and memory, and muchness—you know you say things are “much of a muchness”—did you ever see such a thing as a drawing of a muchness?” - -“Really, now you ask me,” said Alice, very much confused, “I don’t think—” - -“Then you shouldn’t talk,” said the Hatter. - -This piece of rudeness was more than Alice could bear: she got up in great disgust, and walked off; the Dormouse fell asleep instantly, and neither of the others took the least notice of her going, though she looked back once or twice, half hoping that they would call after her: the last time she saw them, they were trying to put the Dormouse into the teapot. - -“At any rate I’ll never go there again!” said Alice as she picked her way through the wood. “It’s the stupidest tea-party I ever was at in all my life!” - -Just as she said this, she noticed that one of the trees had a door leading right into it. “That’s very curious!” she thought. “But everything’s curious today. I think I may as well go in at once.” And in she went. - -Once more she found herself in the long hall, and close to the little glass table. “Now, I’ll manage better this time,” she said to herself, and began by taking the little golden key, and unlocking the door that led into the garden. Then she went to work nibbling at the mushroom (she had kept a piece of it in her pocket) till she was about a foot high: then she walked down the little passage: and then—she found herself at last in the beautiful garden, among the bright flower-beds and the cool fountains. - -CHAPTER VIII. -The Queen’s Croquet-Ground -A large rose-tree stood near the entrance of the garden: the roses growing on it were white, but there were three gardeners at it, busily painting them red. Alice thought this a very curious thing, and she went nearer to watch them, and just as she came up to them she heard one of them say, “Look out now, Five! Don’t go splashing paint over me like that!” - -“I couldn’t help it,” said Five, in a sulky tone; “Seven jogged my elbow.” - -On which Seven looked up and said, “That’s right, Five! Always lay the blame on others!” - -“You’d better not talk!” said Five. “I heard the Queen say only yesterday you deserved to be beheaded!” - -“What for?” said the one who had spoken first. - -“That’s none of your business, Two!” said Seven. - -“Yes, it is his business!” said Five, “and I’ll tell him—it was for bringing the cook tulip-roots instead of onions.” - -Seven flung down his brush, and had just begun “Well, of all the unjust things—” when his eye chanced to fall upon Alice, as she stood watching them, and he checked himself suddenly: the others looked round also, and all of them bowed low. - -“Would you tell me,” said Alice, a little timidly, “why you are painting those roses?” - -Five and Seven said nothing, but looked at Two. Two began in a low voice, “Why the fact is, you see, Miss, this here ought to have been a red rose-tree, and we put a white one in by mistake; and if the Queen was to find it out, we should all have our heads cut off, you know. So you see, Miss, we’re doing our best, afore she comes, to—” At this moment Five, who had been anxiously looking across the garden, called out “The Queen! The Queen!” and the three gardeners instantly threw themselves flat upon their faces. There was a sound of many footsteps, and Alice looked round, eager to see the Queen. - -First came ten soldiers carrying clubs; these were all shaped like the three gardeners, oblong and flat, with their hands and feet at the corners: next the ten courtiers; these were ornamented all over with diamonds, and walked two and two, as the soldiers did. After these came the royal children; there were ten of them, and the little dears came jumping merrily along hand in hand, in couples: they were all ornamented with hearts. Next came the guests, mostly Kings and Queens, and among them Alice recognised the White Rabbit: it was talking in a hurried nervous manner, smiling at everything that was said, and went by without noticing her. Then followed the Knave of Hearts, carrying the King’s crown on a crimson velvet cushion; and, last of all this grand procession, came THE KING AND QUEEN OF HEARTS. - -Alice was rather doubtful whether she ought not to lie down on her face like the three gardeners, but she could not remember ever having heard of such a rule at processions; “and besides, what would be the use of a procession,” thought she, “if people had all to lie down upon their faces, so that they couldn’t see it?” So she stood still where she was, and waited. - -When the procession came opposite to Alice, they all stopped and looked at her, and the Queen said severely “Who is this?” She said it to the Knave of Hearts, who only bowed and smiled in reply. - -“Idiot!” said the Queen, tossing her head impatiently; and, turning to Alice, she went on, “What’s your name, child?” - -“My name is Alice, so please your Majesty,” said Alice very politely; but she added, to herself, “Why, they’re only a pack of cards, after all. I needn’t be afraid of them!” - -“And who are these?” said the Queen, pointing to the three gardeners who were lying round the rose-tree; for, you see, as they were lying on their faces, and the pattern on their backs was the same as the rest of the pack, she could not tell whether they were gardeners, or soldiers, or courtiers, or three of her own children. - -“How should I know?” said Alice, surprised at her own courage. “It’s no business of mine.” - -The Queen turned crimson with fury, and, after glaring at her for a moment like a wild beast, screamed “Off with her head! Off—” - -“Nonsense!” said Alice, very loudly and decidedly, and the Queen was silent. - -The King laid his hand upon her arm, and timidly said “Consider, my dear: she is only a child!” - -The Queen turned angrily away from him, and said to the Knave “Turn them over!” - -The Knave did so, very carefully, with one foot. - -“Get up!” said the Queen, in a shrill, loud voice, and the three gardeners instantly jumped up, and began bowing to the King, the Queen, the royal children, and everybody else. - -“Leave off that!” screamed the Queen. “You make me giddy.” And then, turning to the rose-tree, she went on, “What have you been doing here?” - -“May it please your Majesty,” said Two, in a very humble tone, going down on one knee as he spoke, “we were trying—” - -“I see!” said the Queen, who had meanwhile been examining the roses. “Off with their heads!” and the procession moved on, three of the soldiers remaining behind to execute the unfortunate gardeners, who ran to Alice for protection. - -“You shan’t be beheaded!” said Alice, and she put them into a large flower-pot that stood near. The three soldiers wandered about for a minute or two, looking for them, and then quietly marched off after the others. - -“Are their heads off?” shouted the Queen. - -“Their heads are gone, if it please your Majesty!” the soldiers shouted in reply. - -“That’s right!” shouted the Queen. “Can you play croquet?” - -The soldiers were silent, and looked at Alice, as the question was evidently meant for her. - -“Yes!” shouted Alice. - -“Come on, then!” roared the Queen, and Alice joined the procession, wondering very much what would happen next. - -“It’s—it’s a very fine day!” said a timid voice at her side. She was walking by the White Rabbit, who was peeping anxiously into her face. - -“Very,” said Alice: “—where’s the Duchess?” - -“Hush! Hush!” said the Rabbit in a low, hurried tone. He looked anxiously over his shoulder as he spoke, and then raised himself upon tiptoe, put his mouth close to her ear, and whispered “She’s under sentence of execution.” - -“What for?” said Alice. - -“Did you say ‘What a pity!’?” the Rabbit asked. - -“No, I didn’t,” said Alice: “I don’t think it’s at all a pity. I said ‘What for?’” - -“She boxed the Queen’s ears—” the Rabbit began. Alice gave a little scream of laughter. “Oh, hush!” the Rabbit whispered in a frightened tone. “The Queen will hear you! You see, she came rather late, and the Queen said—” - -“Get to your places!” shouted the Queen in a voice of thunder, and people began running about in all directions, tumbling up against each other; however, they got settled down in a minute or two, and the game began. Alice thought she had never seen such a curious croquet-ground in her life; it was all ridges and furrows; the balls were live hedgehogs, the mallets live flamingoes, and the soldiers had to double themselves up and to stand on their hands and feet, to make the arches. - -The chief difficulty Alice found at first was in managing her flamingo: she succeeded in getting its body tucked away, comfortably enough, under her arm, with its legs hanging down, but generally, just as she had got its neck nicely straightened out, and was going to give the hedgehog a blow with its head, it would twist itself round and look up in her face, with such a puzzled expression that she could not help bursting out laughing: and when she had got its head down, and was going to begin again, it was very provoking to find that the hedgehog had unrolled itself, and was in the act of crawling away: besides all this, there was generally a ridge or furrow in the way wherever she wanted to send the hedgehog to, and, as the doubled-up soldiers were always getting up and walking off to other parts of the ground, Alice soon came to the conclusion that it was a very difficult game indeed. - -The players all played at once without waiting for turns, quarrelling all the while, and fighting for the hedgehogs; and in a very short time the Queen was in a furious passion, and went stamping about, and shouting “Off with his head!” or “Off with her head!” about once in a minute. - -Alice began to feel very uneasy: to be sure, she had not as yet had any dispute with the Queen, but she knew that it might happen any minute, “and then,” thought she, “what would become of me? They’re dreadfully fond of beheading people here; the great wonder is, that there’s any one left alive!” - -She was looking about for some way of escape, and wondering whether she could get away without being seen, when she noticed a curious appearance in the air: it puzzled her very much at first, but, after watching it a minute or two, she made it out to be a grin, and she said to herself “It’s the Cheshire Cat: now I shall have somebody to talk to.” - -“How are you getting on?” said the Cat, as soon as there was mouth enough for it to speak with. - -Alice waited till the eyes appeared, and then nodded. “It’s no use speaking to it,” she thought, “till its ears have come, or at least one of them.” In another minute the whole head appeared, and then Alice put down her flamingo, and began an account of the game, feeling very glad she had someone to listen to her. The Cat seemed to think that there was enough of it now in sight, and no more of it appeared. - -“I don’t think they play at all fairly,” Alice began, in rather a complaining tone, “and they all quarrel so dreadfully one can’t hear oneself speak—and they don’t seem to have any rules in particular; at least, if there are, nobody attends to them—and you’ve no idea how confusing it is all the things being alive; for instance, there’s the arch I’ve got to go through next walking about at the other end of the ground—and I should have croqueted the Queen’s hedgehog just now, only it ran away when it saw mine coming!” - -“How do you like the Queen?” said the Cat in a low voice. - -“Not at all,” said Alice: “she’s so extremely—” Just then she noticed that the Queen was close behind her, listening: so she went on, “—likely to win, that it’s hardly worth while finishing the game.” - -The Queen smiled and passed on. - -“Who are you talking to?” said the King, going up to Alice, and looking at the Cat’s head with great curiosity. - -“It’s a friend of mine—a Cheshire Cat,” said Alice: “allow me to introduce it.” - -“I don’t like the look of it at all,” said the King: “however, it may kiss my hand if it likes.” - -“I’d rather not,” the Cat remarked. - -“Don’t be impertinent,” said the King, “and don’t look at me like that!” He got behind Alice as he spoke. - -“A cat may look at a king,” said Alice. “I’ve read that in some book, but I don’t remember where.” - -“Well, it must be removed,” said the King very decidedly, and he called the Queen, who was passing at the moment, “My dear! I wish you would have this cat removed!” - -The Queen had only one way of settling all difficulties, great or small. “Off with his head!” she said, without even looking round. - -“I’ll fetch the executioner myself,” said the King eagerly, and he hurried off. - -Alice thought she might as well go back, and see how the game was going on, as she heard the Queen’s voice in the distance, screaming with passion. She had already heard her sentence three of the players to be executed for having missed their turns, and she did not like the look of things at all, as the game was in such confusion that she never knew whether it was her turn or not. So she went in search of her hedgehog. - -The hedgehog was engaged in a fight with another hedgehog, which seemed to Alice an excellent opportunity for croqueting one of them with the other: the only difficulty was, that her flamingo was gone across to the other side of the garden, where Alice could see it trying in a helpless sort of way to fly up into a tree. - -By the time she had caught the flamingo and brought it back, the fight was over, and both the hedgehogs were out of sight: “but it doesn’t matter much,” thought Alice, “as all the arches are gone from this side of the ground.” So she tucked it away under her arm, that it might not escape again, and went back for a little more conversation with her friend. - -When she got back to the Cheshire Cat, she was surprised to find quite a large crowd collected round it: there was a dispute going on between the executioner, the King, and the Queen, who were all talking at once, while all the rest were quite silent, and looked very uncomfortable. - -The moment Alice appeared, she was appealed to by all three to settle the question, and they repeated their arguments to her, though, as they all spoke at once, she found it very hard indeed to make out exactly what they said. - -The executioner’s argument was, that you couldn’t cut off a head unless there was a body to cut it off from: that he had never had to do such a thing before, and he wasn’t going to begin at his time of life. - -The King’s argument was, that anything that had a head could be beheaded, and that you weren’t to talk nonsense. - -The Queen’s argument was, that if something wasn’t done about it in less than no time she’d have everybody executed, all round. (It was this last remark that had made the whole party look so grave and anxious.) - -Alice could think of nothing else to say but “It belongs to the Duchess: you’d better ask her about it.” - -“She’s in prison,” the Queen said to the executioner: “fetch her here.” And the executioner went off like an arrow. - -The Cat’s head began fading away the moment he was gone, and, by the time he had come back with the Duchess, it had entirely disappeared; so the King and the executioner ran wildly up and down looking for it, while the rest of the party went back to the game. - -CHAPTER IX. -The Mock Turtle’s Story -“You can’t think how glad I am to see you again, you dear old thing!” said the Duchess, as she tucked her arm affectionately into Alice’s, and they walked off together. - -Alice was very glad to find her in such a pleasant temper, and thought to herself that perhaps it was only the pepper that had made her so savage when they met in the kitchen. - -“When I’m a Duchess,” she said to herself, (not in a very hopeful tone though), “I won’t have any pepper in my kitchen at all. Soup does very well without—Maybe it’s always pepper that makes people hot-tempered,” she went on, very much pleased at having found out a new kind of rule, “and vinegar that makes them sour—and camomile that makes them bitter—and—and barley-sugar and such things that make children sweet-tempered. I only wish people knew that: then they wouldn’t be so stingy about it, you know—” - -She had quite forgotten the Duchess by this time, and was a little startled when she heard her voice close to her ear. “You’re thinking about something, my dear, and that makes you forget to talk. I can’t tell you just now what the moral of that is, but I shall remember it in a bit.” - -“Perhaps it hasn’t one,” Alice ventured to remark. - -“Tut, tut, child!” said the Duchess. “Everything’s got a moral, if only you can find it.” And she squeezed herself up closer to Alice’s side as she spoke. - -Alice did not much like keeping so close to her: first, because the Duchess was very ugly; and secondly, because she was exactly the right height to rest her chin upon Alice’s shoulder, and it was an uncomfortably sharp chin. However, she did not like to be rude, so she bore it as well as she could. - -“The game’s going on rather better now,” she said, by way of keeping up the conversation a little. - -“’Tis so,” said the Duchess: “and the moral of that is—‘Oh, ’tis love, ’tis love, that makes the world go round!’” - -“Somebody said,” Alice whispered, “that it’s done by everybody minding their own business!” - -“Ah, well! It means much the same thing,” said the Duchess, digging her sharp little chin into Alice’s shoulder as she added, “and the moral of that is—‘Take care of the sense, and the sounds will take care of themselves.’” - -“How fond she is of finding morals in things!” Alice thought to herself. - -“I dare say you’re wondering why I don’t put my arm round your waist,” the Duchess said after a pause: “the reason is, that I’m doubtful about the temper of your flamingo. Shall I try the experiment?” - -“He might bite,” Alice cautiously replied, not feeling at all anxious to have the experiment tried. - -“Very true,” said the Duchess: “flamingoes and mustard both bite. And the moral of that is—‘Birds of a feather flock together.’” - -“Only mustard isn’t a bird,” Alice remarked. - -“Right, as usual,” said the Duchess: “what a clear way you have of putting things!” - -“It’s a mineral, I think,” said Alice. - -“Of course it is,” said the Duchess, who seemed ready to agree to everything that Alice said; “there’s a large mustard-mine near here. And the moral of that is—‘The more there is of mine, the less there is of yours.’” - -“Oh, I know!” exclaimed Alice, who had not attended to this last remark, “it’s a vegetable. It doesn’t look like one, but it is.” - -“I quite agree with you,” said the Duchess; “and the moral of that is—‘Be what you would seem to be’—or if you’d like it put more simply—‘Never imagine yourself not to be otherwise than what it might appear to others that what you were or might have been was not otherwise than what you had been would have appeared to them to be otherwise.’” - -“I think I should understand that better,” Alice said very politely, “if I had it written down: but I can’t quite follow it as you say it.” - -“That’s nothing to what I could say if I chose,” the Duchess replied, in a pleased tone. - -“Pray don’t trouble yourself to say it any longer than that,” said Alice. - -“Oh, don’t talk about trouble!” said the Duchess. “I make you a present of everything I’ve said as yet.” - -“A cheap sort of present!” thought Alice. “I’m glad they don’t give birthday presents like that!” But she did not venture to say it out loud. - -“Thinking again?” the Duchess asked, with another dig of her sharp little chin. - -“I’ve a right to think,” said Alice sharply, for she was beginning to feel a little worried. - -“Just about as much right,” said the Duchess, “as pigs have to fly; and the m—” - -But here, to Alice’s great surprise, the Duchess’s voice died away, even in the middle of her favourite word ‘moral,’ and the arm that was linked into hers began to tremble. Alice looked up, and there stood the Queen in front of them, with her arms folded, frowning like a thunderstorm. - -“A fine day, your Majesty!” the Duchess began in a low, weak voice. - -“Now, I give you fair warning,” shouted the Queen, stamping on the ground as she spoke; “either you or your head must be off, and that in about half no time! Take your choice!” - -The Duchess took her choice, and was gone in a moment. - -“Let’s go on with the game,” the Queen said to Alice; and Alice was too much frightened to say a word, but slowly followed her back to the croquet-ground. - -The other guests had taken advantage of the Queen’s absence, and were resting in the shade: however, the moment they saw her, they hurried back to the game, the Queen merely remarking that a moment’s delay would cost them their lives. - -All the time they were playing the Queen never left off quarrelling with the other players, and shouting “Off with his head!” or “Off with her head!” Those whom she sentenced were taken into custody by the soldiers, who of course had to leave off being arches to do this, so that by the end of half an hour or so there were no arches left, and all the players, except the King, the Queen, and Alice, were in custody and under sentence of execution. - -Then the Queen left off, quite out of breath, and said to Alice, “Have you seen the Mock Turtle yet?” - -“No,” said Alice. “I don’t even know what a Mock Turtle is.” - -“It’s the thing Mock Turtle Soup is made from,” said the Queen. - -“I never saw one, or heard of one,” said Alice. - -“Come on, then,” said the Queen, “and he shall tell you his history.” - -As they walked off together, Alice heard the King say in a low voice, to the company generally, “You are all pardoned.” “Come, that’s a good thing!” she said to herself, for she had felt quite unhappy at the number of executions the Queen had ordered. - -They very soon came upon a Gryphon, lying fast asleep in the sun. (If you don’t know what a Gryphon is, look at the picture.) “Up, lazy thing!” said the Queen, “and take this young lady to see the Mock Turtle, and to hear his history. I must go back and see after some executions I have ordered;” and she walked off, leaving Alice alone with the Gryphon. Alice did not quite like the look of the creature, but on the whole she thought it would be quite as safe to stay with it as to go after that savage Queen: so she waited. - -The Gryphon sat up and rubbed its eyes: then it watched the Queen till she was out of sight: then it chuckled. “What fun!” said the Gryphon, half to itself, half to Alice. - -“What is the fun?” said Alice. - -“Why, she,” said the Gryphon. “It’s all her fancy, that: they never executes nobody, you know. Come on!” - -“Everybody says ‘come on!’ here,” thought Alice, as she went slowly after it: “I never was so ordered about in all my life, never!” - -They had not gone far before they saw the Mock Turtle in the distance, sitting sad and lonely on a little ledge of rock, and, as they came nearer, Alice could hear him sighing as if his heart would break. She pitied him deeply. “What is his sorrow?” she asked the Gryphon, and the Gryphon answered, very nearly in the same words as before, “It’s all his fancy, that: he hasn’t got no sorrow, you know. Come on!” - -So they went up to the Mock Turtle, who looked at them with large eyes full of tears, but said nothing. - -“This here young lady,” said the Gryphon, “she wants for to know your history, she do.” - -“I’ll tell it her,” said the Mock Turtle in a deep, hollow tone: “sit down, both of you, and don’t speak a word till I’ve finished.” - -So they sat down, and nobody spoke for some minutes. Alice thought to herself, “I don’t see how he can ever finish, if he doesn’t begin.” But she waited patiently. - -“Once,” said the Mock Turtle at last, with a deep sigh, “I was a real Turtle.” - -These words were followed by a very long silence, broken only by an occasional exclamation of “Hjckrrh!” from the Gryphon, and the constant heavy sobbing of the Mock Turtle. Alice was very nearly getting up and saying, “Thank you, sir, for your interesting story,” but she could not help thinking there must be more to come, so she sat still and said nothing. - -“When we were little,” the Mock Turtle went on at last, more calmly, though still sobbing a little now and then, “we went to school in the sea. The master was an old Turtle—we used to call him Tortoise—” - -“Why did you call him Tortoise, if he wasn’t one?” Alice asked. - -“We called him Tortoise because he taught us,” said the Mock Turtle angrily: “really you are very dull!” - -“You ought to be ashamed of yourself for asking such a simple question,” added the Gryphon; and then they both sat silent and looked at poor Alice, who felt ready to sink into the earth. At last the Gryphon said to the Mock Turtle, “Drive on, old fellow! Don’t be all day about it!” and he went on in these words: - -“Yes, we went to school in the sea, though you mayn’t believe it—” - -“I never said I didn’t!” interrupted Alice. - -“You did,” said the Mock Turtle. - -“Hold your tongue!” added the Gryphon, before Alice could speak again. The Mock Turtle went on. - -“We had the best of educations—in fact, we went to school every day—” - -“I’ve been to a day-school, too,” said Alice; “you needn’t be so proud as all that.” - -“With extras?” asked the Mock Turtle a little anxiously. - -“Yes,” said Alice, “we learned French and music.” - -“And washing?” said the Mock Turtle. - -“Certainly not!” said Alice indignantly. - -“Ah! then yours wasn’t a really good school,” said the Mock Turtle in a tone of great relief. “Now at ours they had at the end of the bill, ‘French, music, and washing—extra.’” - -“You couldn’t have wanted it much,” said Alice; “living at the bottom of the sea.” - -“I couldn’t afford to learn it.” said the Mock Turtle with a sigh. “I only took the regular course.” - -“What was that?” inquired Alice. - -“Reeling and Writhing, of course, to begin with,” the Mock Turtle replied; “and then the different branches of Arithmetic—Ambition, Distraction, Uglification, and Derision.” - -“I never heard of ‘Uglification,’” Alice ventured to say. “What is it?” - -The Gryphon lifted up both its paws in surprise. “What! Never heard of uglifying!” it exclaimed. “You know what to beautify is, I suppose?” - -“Yes,” said Alice doubtfully: “it means—to—make—anything—prettier.” - -“Well, then,” the Gryphon went on, “if you don’t know what to uglify is, you are a simpleton.” - -Alice did not feel encouraged to ask any more questions about it, so she turned to the Mock Turtle, and said “What else had you to learn?” - -“Well, there was Mystery,” the Mock Turtle replied, counting off the subjects on his flappers, “—Mystery, ancient and modern, with Seaography: then Drawling—the Drawling-master was an old conger-eel, that used to come once a week: he taught us Drawling, Stretching, and Fainting in Coils.” - -“What was that like?” said Alice. - -“Well, I can’t show it you myself,” the Mock Turtle said: “I’m too stiff. And the Gryphon never learnt it.” - -“Hadn’t time,” said the Gryphon: “I went to the Classics master, though. He was an old crab, he was.” - -“I never went to him,” the Mock Turtle said with a sigh: “he taught Laughing and Grief, they used to say.” - -“So he did, so he did,” said the Gryphon, sighing in his turn; and both creatures hid their faces in their paws. - -“And how many hours a day did you do lessons?” said Alice, in a hurry to change the subject. - -“Ten hours the first day,” said the Mock Turtle: “nine the next, and so on.” - -“What a curious plan!” exclaimed Alice. - -“That’s the reason they’re called lessons,” the Gryphon remarked: “because they lessen from day to day.” - -This was quite a new idea to Alice, and she thought it over a little before she made her next remark. “Then the eleventh day must have been a holiday?” - -“Of course it was,” said the Mock Turtle. - -“And how did you manage on the twelfth?” Alice went on eagerly. - -“That’s enough about lessons,” the Gryphon interrupted in a very decided tone: “tell her something about the games now.” - -CHAPTER X. -The Lobster Quadrille -The Mock Turtle sighed deeply, and drew the back of one flapper across his eyes. He looked at Alice, and tried to speak, but for a minute or two sobs choked his voice. “Same as if he had a bone in his throat,” said the Gryphon: and it set to work shaking him and punching him in the back. At last the Mock Turtle recovered his voice, and, with tears running down his cheeks, he went on again:— - -“You may not have lived much under the sea—” (“I haven’t,” said Alice)—“and perhaps you were never even introduced to a lobster—” (Alice began to say “I once tasted—” but checked herself hastily, and said “No, never”) “—so you can have no idea what a delightful thing a Lobster Quadrille is!” - -“No, indeed,” said Alice. “What sort of a dance is it?” - -“Why,” said the Gryphon, “you first form into a line along the sea-shore—” - -“Two lines!” cried the Mock Turtle. “Seals, turtles, salmon, and so on; then, when you’ve cleared all the jelly-fish out of the way—” - -“That generally takes some time,” interrupted the Gryphon. - -“—you advance twice—” - -“Each with a lobster as a partner!” cried the Gryphon. - -“Of course,” the Mock Turtle said: “advance twice, set to partners—” - -“—change lobsters, and retire in same order,” continued the Gryphon. - -“Then, you know,” the Mock Turtle went on, “you throw the—” - -“The lobsters!” shouted the Gryphon, with a bound into the air. - -“—as far out to sea as you can—” - -“Swim after them!” screamed the Gryphon. - -“Turn a somersault in the sea!” cried the Mock Turtle, capering wildly about. - -“Change lobsters again!” yelled the Gryphon at the top of its voice. - -“Back to land again, and that’s all the first figure,” said the Mock Turtle, suddenly dropping his voice; and the two creatures, who had been jumping about like mad things all this time, sat down again very sadly and quietly, and looked at Alice. - -“It must be a very pretty dance,” said Alice timidly. - -“Would you like to see a little of it?” said the Mock Turtle. - -“Very much indeed,” said Alice. - -“Come, let’s try the first figure!” said the Mock Turtle to the Gryphon. “We can do without lobsters, you know. Which shall sing?” - -“Oh, you sing,” said the Gryphon. “I’ve forgotten the words.” - -So they began solemnly dancing round and round Alice, every now and then treading on her toes when they passed too close, and waving their forepaws to mark the time, while the Mock Turtle sang this, very slowly and sadly:— - -“Will you walk a little faster?” said a whiting to a snail. -“There’s a porpoise close behind us, and he’s treading on my tail. -See how eagerly the lobsters and the turtles all advance! -They are waiting on the shingle—will you come and join the dance? -Will you, won’t you, will you, won’t you, will you join the dance? -Will you, won’t you, will you, won’t you, won’t you join the dance? - -“You can really have no notion how delightful it will be -When they take us up and throw us, with the lobsters, out to sea!” -But the snail replied “Too far, too far!” and gave a look askance— -Said he thanked the whiting kindly, but he would not join the dance. -Would not, could not, would not, could not, would not join the dance. -Would not, could not, would not, could not, could not join the dance. - -“What matters it how far we go?” his scaly friend replied. -“There is another shore, you know, upon the other side. -The further off from England the nearer is to France— -Then turn not pale, beloved snail, but come and join the dance. -Will you, won’t you, will you, won’t you, will you join the dance? -Will you, won’t you, will you, won’t you, won’t you join the dance?” - -“Thank you, it’s a very interesting dance to watch,” said Alice, feeling very glad that it was over at last: “and I do so like that curious song about the whiting!” - -“Oh, as to the whiting,” said the Mock Turtle, “they—you’ve seen them, of course?” - -“Yes,” said Alice, “I’ve often seen them at dinn—” she checked herself hastily. - -“I don’t know where Dinn may be,” said the Mock Turtle, “but if you’ve seen them so often, of course you know what they’re like.” - -“I believe so,” Alice replied thoughtfully. “They have their tails in their mouths—and they’re all over crumbs.” - -“You’re wrong about the crumbs,” said the Mock Turtle: “crumbs would all wash off in the sea. But they have their tails in their mouths; and the reason is—” here the Mock Turtle yawned and shut his eyes.—“Tell her about the reason and all that,” he said to the Gryphon. - -“The reason is,” said the Gryphon, “that they would go with the lobsters to the dance. So they got thrown out to sea. So they had to fall a long way. So they got their tails fast in their mouths. So they couldn’t get them out again. That’s all.” - -“Thank you,” said Alice, “it’s very interesting. I never knew so much about a whiting before.” - -“I can tell you more than that, if you like,” said the Gryphon. “Do you know why it’s called a whiting?” - -“I never thought about it,” said Alice. “Why?” - -“It does the boots and shoes,” the Gryphon replied very solemnly. - -Alice was thoroughly puzzled. “Does the boots and shoes!” she repeated in a wondering tone. - -“Why, what are your shoes done with?” said the Gryphon. “I mean, what makes them so shiny?” - -Alice looked down at them, and considered a little before she gave her answer. “They’re done with blacking, I believe.” - -“Boots and shoes under the sea,” the Gryphon went on in a deep voice, “are done with a whiting. Now you know.” - -“And what are they made of?” Alice asked in a tone of great curiosity. - -“Soles and eels, of course,” the Gryphon replied rather impatiently: “any shrimp could have told you that.” - -“If I’d been the whiting,” said Alice, whose thoughts were still running on the song, “I’d have said to the porpoise, ‘Keep back, please: we don’t want you with us!’” - -“They were obliged to have him with them,” the Mock Turtle said: “no wise fish would go anywhere without a porpoise.” - -“Wouldn’t it really?” said Alice in a tone of great surprise. - -“Of course not,” said the Mock Turtle: “why, if a fish came to me, and told me he was going a journey, I should say ‘With what porpoise?’” - -“Don’t you mean ‘purpose’?” said Alice. - -“I mean what I say,” the Mock Turtle replied in an offended tone. And the Gryphon added “Come, let’s hear some of your adventures.” - -“I could tell you my adventures—beginning from this morning,” said Alice a little timidly: “but it’s no use going back to yesterday, because I was a different person then.” - -“Explain all that,” said the Mock Turtle. - -“No, no! The adventures first,” said the Gryphon in an impatient tone: “explanations take such a dreadful time.” - -So Alice began telling them her adventures from the time when she first saw the White Rabbit. She was a little nervous about it just at first, the two creatures got so close to her, one on each side, and opened their eyes and mouths so very wide, but she gained courage as she went on. Her listeners were perfectly quiet till she got to the part about her repeating “You are old, Father William,” to the Caterpillar, and the words all coming different, and then the Mock Turtle drew a long breath, and said “That’s very curious.” - -“It’s all about as curious as it can be,” said the Gryphon. - -“It all came different!” the Mock Turtle repeated thoughtfully. “I should like to hear her try and repeat something now. Tell her to begin.” He looked at the Gryphon as if he thought it had some kind of authority over Alice. - -“Stand up and repeat ‘’Tis the voice of the sluggard,’” said the Gryphon. - -“How the creatures order one about, and make one repeat lessons!” thought Alice; “I might as well be at school at once.” However, she got up, and began to repeat it, but her head was so full of the Lobster Quadrille, that she hardly knew what she was saying, and the words came very queer indeed:— - -“’Tis the voice of the Lobster; I heard him declare, -“You have baked me too brown, I must sugar my hair.” -As a duck with its eyelids, so he with his nose -Trims his belt and his buttons, and turns out his toes.” - -[later editions continued as follows -When the sands are all dry, he is gay as a lark, -And will talk in contemptuous tones of the Shark, -But, when the tide rises and sharks are around, -His voice has a timid and tremulous sound.] - -“That’s different from what I used to say when I was a child,” said the Gryphon. - -“Well, I never heard it before,” said the Mock Turtle; “but it sounds uncommon nonsense.” - -Alice said nothing; she had sat down with her face in her hands, wondering if anything would ever happen in a natural way again. - -“I should like to have it explained,” said the Mock Turtle. - -“She can’t explain it,” said the Gryphon hastily. “Go on with the next verse.” - -“But about his toes?” the Mock Turtle persisted. “How could he turn them out with his nose, you know?” - -“It’s the first position in dancing.” Alice said; but was dreadfully puzzled by the whole thing, and longed to change the subject. - -“Go on with the next verse,” the Gryphon repeated impatiently: “it begins ‘I passed by his garden.’” - -Alice did not dare to disobey, though she felt sure it would all come wrong, and she went on in a trembling voice:— - -“I passed by his garden, and marked, with one eye, -How the Owl and the Panther were sharing a pie—” - -[later editions continued as follows -The Panther took pie-crust, and gravy, and meat, -While the Owl had the dish as its share of the treat. -When the pie was all finished, the Owl, as a boon, -Was kindly permitted to pocket the spoon: -While the Panther received knife and fork with a growl, -And concluded the banquet—] - -“What is the use of repeating all that stuff,” the Mock Turtle interrupted, “if you don’t explain it as you go on? It’s by far the most confusing thing I ever heard!” - -“Yes, I think you’d better leave off,” said the Gryphon: and Alice was only too glad to do so. - -“Shall we try another figure of the Lobster Quadrille?” the Gryphon went on. “Or would you like the Mock Turtle to sing you a song?” - -“Oh, a song, please, if the Mock Turtle would be so kind,” Alice replied, so eagerly that the Gryphon said, in a rather offended tone, “Hm! No accounting for tastes! Sing her ‘Turtle Soup,’ will you, old fellow?” - -The Mock Turtle sighed deeply, and began, in a voice sometimes choked with sobs, to sing this:— - -“Beautiful Soup, so rich and green, -Waiting in a hot tureen! -Who for such dainties would not stoop? -Soup of the evening, beautiful Soup! -Soup of the evening, beautiful Soup! - Beau—ootiful Soo—oop! - Beau—ootiful Soo—oop! -Soo—oop of the e—e—evening, - Beautiful, beautiful Soup! - -“Beautiful Soup! Who cares for fish, -Game, or any other dish? -Who would not give all else for two p -ennyworth only of beautiful Soup? -Pennyworth only of beautiful Soup? - Beau—ootiful Soo—oop! - Beau—ootiful Soo—oop! -Soo—oop of the e—e—evening, - Beautiful, beauti—FUL SOUP!” - -“Chorus again!” cried the Gryphon, and the Mock Turtle had just begun to repeat it, when a cry of “The trial’s beginning!” was heard in the distance. - -“Come on!” cried the Gryphon, and, taking Alice by the hand, it hurried off, without waiting for the end of the song. - -“What trial is it?” Alice panted as she ran; but the Gryphon only answered “Come on!” and ran the faster, while more and more faintly came, carried on the breeze that followed them, the melancholy words:— - -“Soo—oop of the e—e—evening, - Beautiful, beautiful Soup!” - -CHAPTER XI. -Who Stole the Tarts? -The King and Queen of Hearts were seated on their throne when they arrived, with a great crowd assembled about them—all sorts of little birds and beasts, as well as the whole pack of cards: the Knave was standing before them, in chains, with a soldier on each side to guard him; and near the King was the White Rabbit, with a trumpet in one hand, and a scroll of parchment in the other. In the very middle of the court was a table, with a large dish of tarts upon it: they looked so good, that it made Alice quite hungry to look at them—“I wish they’d get the trial done,” she thought, “and hand round the refreshments!” But there seemed to be no chance of this, so she began looking at everything about her, to pass away the time. - -Alice had never been in a court of justice before, but she had read about them in books, and she was quite pleased to find that she knew the name of nearly everything there. “That’s the judge,” she said to herself, “because of his great wig.” - -The judge, by the way, was the King; and as he wore his crown over the wig, (look at the frontispiece if you want to see how he did it,) he did not look at all comfortable, and it was certainly not becoming. - -“And that’s the jury-box,” thought Alice, “and those twelve creatures,” (she was obliged to say “creatures,” you see, because some of them were animals, and some were birds,) “I suppose they are the jurors.” She said this last word two or three times over to herself, being rather proud of it: for she thought, and rightly too, that very few little girls of her age knew the meaning of it at all. However, “jury-men” would have done just as well. - -The twelve jurors were all writing very busily on slates. “What are they doing?” Alice whispered to the Gryphon. “They can’t have anything to put down yet, before the trial’s begun.” - -“They’re putting down their names,” the Gryphon whispered in reply, “for fear they should forget them before the end of the trial.” - -“Stupid things!” Alice began in a loud, indignant voice, but she stopped hastily, for the White Rabbit cried out, “Silence in the court!” and the King put on his spectacles and looked anxiously round, to make out who was talking. - -Alice could see, as well as if she were looking over their shoulders, that all the jurors were writing down “stupid things!” on their slates, and she could even make out that one of them didn’t know how to spell “stupid,” and that he had to ask his neighbour to tell him. “A nice muddle their slates’ll be in before the trial’s over!” thought Alice. - -One of the jurors had a pencil that squeaked. This of course, Alice could not stand, and she went round the court and got behind him, and very soon found an opportunity of taking it away. She did it so quickly that the poor little juror (it was Bill, the Lizard) could not make out at all what had become of it; so, after hunting all about for it, he was obliged to write with one finger for the rest of the day; and this was of very little use, as it left no mark on the slate. - -“Herald, read the accusation!” said the King. - -On this the White Rabbit blew three blasts on the trumpet, and then unrolled the parchment scroll, and read as follows:— - -“The Queen of Hearts, she made some tarts, - All on a summer day: -The Knave of Hearts, he stole those tarts, - And took them quite away!” - -“Consider your verdict,” the King said to the jury. - -“Not yet, not yet!” the Rabbit hastily interrupted. “There’s a great deal to come before that!” - -“Call the first witness,” said the King; and the White Rabbit blew three blasts on the trumpet, and called out, “First witness!” - -The first witness was the Hatter. He came in with a teacup in one hand and a piece of bread-and-butter in the other. “I beg pardon, your Majesty,” he began, “for bringing these in: but I hadn’t quite finished my tea when I was sent for.” - -“You ought to have finished,” said the King. “When did you begin?” - -The Hatter looked at the March Hare, who had followed him into the court, arm-in-arm with the Dormouse. “Fourteenth of March, I think it was,” he said. - -“Fifteenth,” said the March Hare. - -“Sixteenth,” added the Dormouse. - -“Write that down,” the King said to the jury, and the jury eagerly wrote down all three dates on their slates, and then added them up, and reduced the answer to shillings and pence. - -“Take off your hat,” the King said to the Hatter. - -“It isn’t mine,” said the Hatter. - -“Stolen!” the King exclaimed, turning to the jury, who instantly made a memorandum of the fact. - -“I keep them to sell,” the Hatter added as an explanation; “I’ve none of my own. I’m a hatter.” - -Here the Queen put on her spectacles, and began staring at the Hatter, who turned pale and fidgeted. - -“Give your evidence,” said the King; “and don’t be nervous, or I’ll have you executed on the spot.” - -This did not seem to encourage the witness at all: he kept shifting from one foot to the other, looking uneasily at the Queen, and in his confusion he bit a large piece out of his teacup instead of the bread-and-butter. - -Just at this moment Alice felt a very curious sensation, which puzzled her a good deal until she made out what it was: she was beginning to grow larger again, and she thought at first she would get up and leave the court; but on second thoughts she decided to remain where she was as long as there was room for her. - -“I wish you wouldn’t squeeze so.” said the Dormouse, who was sitting next to her. “I can hardly breathe.” - -“I can’t help it,” said Alice very meekly: “I’m growing.” - -“You’ve no right to grow here,” said the Dormouse. - -“Don’t talk nonsense,” said Alice more boldly: “you know you’re growing too.” - -“Yes, but I grow at a reasonable pace,” said the Dormouse: “not in that ridiculous fashion.” And he got up very sulkily and crossed over to the other side of the court. - -All this time the Queen had never left off staring at the Hatter, and, just as the Dormouse crossed the court, she said to one of the officers of the court, “Bring me the list of the singers in the last concert!” on which the wretched Hatter trembled so, that he shook both his shoes off. - -“Give your evidence,” the King repeated angrily, “or I’ll have you executed, whether you’re nervous or not.” - -“I’m a poor man, your Majesty,” the Hatter began, in a trembling voice, “—and I hadn’t begun my tea—not above a week or so—and what with the bread-and-butter getting so thin—and the twinkling of the tea—” - -“The twinkling of the what?” said the King. - -“It began with the tea,” the Hatter replied. - -“Of course twinkling begins with a T!” said the King sharply. “Do you take me for a dunce? Go on!” - -“I’m a poor man,” the Hatter went on, “and most things twinkled after that—only the March Hare said—” - -“I didn’t!” the March Hare interrupted in a great hurry. - -“You did!” said the Hatter. - -“I deny it!” said the March Hare. - -“He denies it,” said the King: “leave out that part.” - -“Well, at any rate, the Dormouse said—” the Hatter went on, looking anxiously round to see if he would deny it too: but the Dormouse denied nothing, being fast asleep. - -“After that,” continued the Hatter, “I cut some more bread-and-butter—” - -“But what did the Dormouse say?” one of the jury asked. - -“That I can’t remember,” said the Hatter. - -“You must remember,” remarked the King, “or I’ll have you executed.” - -The miserable Hatter dropped his teacup and bread-and-butter, and went down on one knee. “I’m a poor man, your Majesty,” he began. - -“You’re a very poor speaker,” said the King. - -Here one of the guinea-pigs cheered, and was immediately suppressed by the officers of the court. (As that is rather a hard word, I will just explain to you how it was done. They had a large canvas bag, which tied up at the mouth with strings: into this they slipped the guinea-pig, head first, and then sat upon it.) - -“I’m glad I’ve seen that done,” thought Alice. “I’ve so often read in the newspapers, at the end of trials, “There was some attempts at applause, which was immediately suppressed by the officers of the court,” and I never understood what it meant till now.” - -“If that’s all you know about it, you may stand down,” continued the King. - -“I can’t go no lower,” said the Hatter: “I’m on the floor, as it is.” - -“Then you may sit down,” the King replied. - -Here the other guinea-pig cheered, and was suppressed. - -“Come, that finished the guinea-pigs!” thought Alice. “Now we shall get on better.” - -“I’d rather finish my tea,” said the Hatter, with an anxious look at the Queen, who was reading the list of singers. - -“You may go,” said the King, and the Hatter hurriedly left the court, without even waiting to put his shoes on. - -“—and just take his head off outside,” the Queen added to one of the officers: but the Hatter was out of sight before the officer could get to the door. - -“Call the next witness!” said the King. - -The next witness was the Duchess’s cook. She carried the pepper-box in her hand, and Alice guessed who it was, even before she got into the court, by the way the people near the door began sneezing all at once. - -“Give your evidence,” said the King. - -“Shan’t,” said the cook. - -The King looked anxiously at the White Rabbit, who said in a low voice, “Your Majesty must cross-examine this witness.” - -“Well, if I must, I must,” the King said, with a melancholy air, and, after folding his arms and frowning at the cook till his eyes were nearly out of sight, he said in a deep voice, “What are tarts made of?” - -“Pepper, mostly,” said the cook. - -“Treacle,” said a sleepy voice behind her. - -“Collar that Dormouse,” the Queen shrieked out. “Behead that Dormouse! Turn that Dormouse out of court! Suppress him! Pinch him! Off with his whiskers!” - -For some minutes the whole court was in confusion, getting the Dormouse turned out, and, by the time they had settled down again, the cook had disappeared. - -“Never mind!” said the King, with an air of great relief. “Call the next witness.” And he added in an undertone to the Queen, “Really, my dear, you must cross-examine the next witness. It quite makes my forehead ache!” - -Alice watched the White Rabbit as he fumbled over the list, feeling very curious to see what the next witness would be like, “—for they haven’t got much evidence yet,” she said to herself. Imagine her surprise, when the White Rabbit read out, at the top of his shrill little voice, the name “Alice!” - -CHAPTER XII. -Alice’s Evidence -“Here!” cried Alice, quite forgetting in the flurry of the moment how large she had grown in the last few minutes, and she jumped up in such a hurry that she tipped over the jury-box with the edge of her skirt, upsetting all the jurymen on to the heads of the crowd below, and there they lay sprawling about, reminding her very much of a globe of goldfish she had accidentally upset the week before. - -“Oh, I beg your pardon!” she exclaimed in a tone of great dismay, and began picking them up again as quickly as she could, for the accident of the goldfish kept running in her head, and she had a vague sort of idea that they must be collected at once and put back into the jury-box, or they would die. - -“The trial cannot proceed,” said the King in a very grave voice, “until all the jurymen are back in their proper places—all,” he repeated with great emphasis, looking hard at Alice as he said so. - -Alice looked at the jury-box, and saw that, in her haste, she had put the Lizard in head downwards, and the poor little thing was waving its tail about in a melancholy way, being quite unable to move. She soon got it out again, and put it right; “not that it signifies much,” she said to herself; “I should think it would be quite as much use in the trial one way up as the other.” - -As soon as the jury had a little recovered from the shock of being upset, and their slates and pencils had been found and handed back to them, they set to work very diligently to write out a history of the accident, all except the Lizard, who seemed too much overcome to do anything but sit with its mouth open, gazing up into the roof of the court. - -“What do you know about this business?” the King said to Alice. - -“Nothing,” said Alice. - -“Nothing whatever?” persisted the King. - -“Nothing whatever,” said Alice. - -“That’s very important,” the King said, turning to the jury. They were just beginning to write this down on their slates, when the White Rabbit interrupted: “Unimportant, your Majesty means, of course,” he said in a very respectful tone, but frowning and making faces at him as he spoke. - -“Unimportant, of course, I meant,” the King hastily said, and went on to himself in an undertone, - -“important—unimportant—unimportant—important—” as if he were trying which word sounded best. - -Some of the jury wrote it down “important,” and some “unimportant.” Alice could see this, as she was near enough to look over their slates; “but it doesn’t matter a bit,” she thought to herself. - -At this moment the King, who had been for some time busily writing in his note-book, cackled out “Silence!” and read out from his book, “Rule Forty-two. All persons more than a mile high to leave the court.” - -Everybody looked at Alice. - -“I’m not a mile high,” said Alice. - -“You are,” said the King. - -“Nearly two miles high,” added the Queen. - -“Well, I shan’t go, at any rate,” said Alice: “besides, that’s not a regular rule: you invented it just now.” - -“It’s the oldest rule in the book,” said the King. - -“Then it ought to be Number One,” said Alice. - -The King turned pale, and shut his note-book hastily. “Consider your verdict,” he said to the jury, in a low, trembling voice. - -“There’s more evidence to come yet, please your Majesty,” said the White Rabbit, jumping up in a great hurry; “this paper has just been picked up.” - -“What’s in it?” said the Queen. - -“I haven’t opened it yet,” said the White Rabbit, “but it seems to be a letter, written by the prisoner to—to somebody.” - -“It must have been that,” said the King, “unless it was written to nobody, which isn’t usual, you know.” - -“Who is it directed to?” said one of the jurymen. - -“It isn’t directed at all,” said the White Rabbit; “in fact, there’s nothing written on the outside.” He unfolded the paper as he spoke, and added “It isn’t a letter, after all: it’s a set of verses.” - -“Are they in the prisoner’s handwriting?” asked another of the jurymen. - -“No, they’re not,” said the White Rabbit, “and that’s the queerest thing about it.” (The jury all looked puzzled.) - -“He must have imitated somebody else’s hand,” said the King. (The jury all brightened up again.) - -“Please your Majesty,” said the Knave, “I didn’t write it, and they can’t prove I did: there’s no name signed at the end.” - -“If you didn’t sign it,” said the King, “that only makes the matter worse. You must have meant some mischief, or else you’d have signed your name like an honest man.” - -There was a general clapping of hands at this: it was the first really clever thing the King had said that day. - -“That proves his guilt,” said the Queen. - -“It proves nothing of the sort!” said Alice. “Why, you don’t even know what they’re about!” - -“Read them,” said the King. - -The White Rabbit put on his spectacles. “Where shall I begin, please your Majesty?” he asked. - -“Begin at the beginning,” the King said gravely, “and go on till you come to the end: then stop.” - -These were the verses the White Rabbit read:— - -“They told me you had been to her, - And mentioned me to him: -She gave me a good character, - But said I could not swim. - -He sent them word I had not gone - (We know it to be true): -If she should push the matter on, - What would become of you? - -I gave her one, they gave him two, - You gave us three or more; -They all returned from him to you, - Though they were mine before. - -If I or she should chance to be - Involved in this affair, -He trusts to you to set them free, - Exactly as we were. - -My notion was that you had been - (Before she had this fit) -An obstacle that came between - Him, and ourselves, and it. - -Don’t let him know she liked them best, - For this must ever be -A secret, kept from all the rest, - Between yourself and me.” - -“That’s the most important piece of evidence we’ve heard yet,” said the King, rubbing his hands; “so now let the jury—” - -“If any one of them can explain it,” said Alice, (she had grown so large in the last few minutes that she wasn’t a bit afraid of interrupting him,) “I’ll give him sixpence. I don’t believe there’s an atom of meaning in it.” - -The jury all wrote down on their slates, “She doesn’t believe there’s an atom of meaning in it,” but none of them attempted to explain the paper. - -“If there’s no meaning in it,” said the King, “that saves a world of trouble, you know, as we needn’t try to find any. And yet I don’t know,” he went on, spreading out the verses on his knee, and looking at them with one eye; “I seem to see some meaning in them, after all. “—said I could not swim—” you can’t swim, can you?” he added, turning to the Knave. - -The Knave shook his head sadly. “Do I look like it?” he said. (Which he certainly did not, being made entirely of cardboard.) - -“All right, so far,” said the King, and he went on muttering over the verses to himself: “‘We know it to be true—’ that’s the jury, of course—‘I gave her one, they gave him two—’ why, that must be what he did with the tarts, you know—” - -“But, it goes on ‘they all returned from him to you,’” said Alice. - -“Why, there they are!” said the King triumphantly, pointing to the tarts on the table. “Nothing can be clearer than that. Then again—‘before she had this fit—’ you never had fits, my dear, I think?” he said to the Queen. - -“Never!” said the Queen furiously, throwing an inkstand at the Lizard as she spoke. (The unfortunate little Bill had left off writing on his slate with one finger, as he found it made no mark; but he now hastily began again, using the ink, that was trickling down his face, as long as it lasted.) - -“Then the words don’t fit you,” said the King, looking round the court with a smile. There was a dead silence. - -“It’s a pun!” the King added in an offended tone, and everybody laughed, “Let the jury consider their verdict,” the King said, for about the twentieth time that day. - -“No, no!” said the Queen. “Sentence first—verdict afterwards.” - -“Stuff and nonsense!” said Alice loudly. “The idea of having the sentence first!” - -“Hold your tongue!” said the Queen, turning purple. - -“I won’t!” said Alice. - -“Off with her head!” the Queen shouted at the top of her voice. Nobody moved. - -“Who cares for you?” said Alice, (she had grown to her full size by this time.) “You’re nothing but a pack of cards!” - -At this the whole pack rose up into the air, and came flying down upon her: she gave a little scream, half of fright and half of anger, and tried to beat them off, and found herself lying on the bank, with her head in the lap of her sister, who was gently brushing away some dead leaves that had fluttered down from the trees upon her face. - -“Wake up, Alice dear!” said her sister; “Why, what a long sleep you’ve had!” - -“Oh, I’ve had such a curious dream!” said Alice, and she told her sister, as well as she could remember them, all these strange Adventures of hers that you have just been reading about; and when she had finished, her sister kissed her, and said, “It was a curious dream, dear, certainly: but now run in to your tea; it’s getting late.” So Alice got up and ran off, thinking while she ran, as well she might, what a wonderful dream it had been. - -But her sister sat still just as she left her, leaning her head on her hand, watching the setting sun, and thinking of little Alice and all her wonderful Adventures, till she too began dreaming after a fashion, and this was her dream:— - -First, she dreamed of little Alice herself, and once again the tiny hands were clasped upon her knee, and the bright eager eyes were looking up into hers—she could hear the very tones of her voice, and see that queer little toss of her head to keep back the wandering hair that would always get into her eyes—and still as she listened, or seemed to listen, the whole place around her became alive with the strange creatures of her little sister’s dream. - -The long grass rustled at her feet as the White Rabbit hurried by—the frightened Mouse splashed his way through the neighbouring pool—she could hear the rattle of the teacups as the March Hare and his friends shared their never-ending meal, and the shrill voice of the Queen ordering off her unfortunate guests to execution—once more the pig-baby was sneezing on the Duchess’s knee, while plates and dishes crashed around it—once more the shriek of the Gryphon, the squeaking of the Lizard’s slate-pencil, and the choking of the suppressed guinea-pigs, filled the air, mixed up with the distant sobs of the miserable Mock Turtle. - -So she sat on, with closed eyes, and half believed herself in Wonderland, though she knew she had but to open them again, and all would change to dull reality—the grass would be only rustling in the wind, and the pool rippling to the waving of the reeds—the rattling teacups would change to tinkling sheep-bells, and the Queen’s shrill cries to the voice of the shepherd boy—and the sneeze of the baby, the shriek of the Gryphon, and all the other queer noises, would change (she knew) to the confused clamour of the busy farm-yard—while the lowing of the cattle in the distance would take the place of the Mock Turtle’s heavy sobs. - -Lastly, she pictured to herself how this same little sister of hers would, in the after-time, be herself a grown woman; and how she would keep, through all her riper years, the simple and loving heart of her childhood: and how she would gather about her other little children, and make their eyes bright and eager with many a strange tale, perhaps even with the dream of Wonderland of long ago: and how she would feel with all their simple sorrows, and find a pleasure in all their simple joys, remembering her own child-life, and the happy summer days. - -THE END From a9c507b36eca10903359c2f8659f83304739f0d0 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Tue, 23 Sep 2025 18:43:05 +0200 Subject: [PATCH 026/108] fix: Remove creation of default user during search --- .../TripletSearchContextProvider.py | 5 +---- .../modules/retrieval/graph_completion_retriever.py | 3 --- .../retrieval/utils/brute_force_triplet_search.py | 13 ++----------- examples/python/graphiti_example.py | 1 - 4 files changed, 3 insertions(+), 19 deletions(-) diff --git a/cognee/modules/retrieval/context_providers/TripletSearchContextProvider.py b/cognee/modules/retrieval/context_providers/TripletSearchContextProvider.py index b539055fa..6cdd57eec 100644 --- a/cognee/modules/retrieval/context_providers/TripletSearchContextProvider.py +++ b/cognee/modules/retrieval/context_providers/TripletSearchContextProvider.py @@ -42,14 +42,12 @@ class TripletSearchContextProvider(BaseContextProvider): self, entities: List[DataPoint], query: str, - user: User, memory_fragment: CogneeGraph, ) -> List: """Creates search tasks for valid entities.""" tasks = [ brute_force_triplet_search( query=f"{entity_text} {query}", - user=user, top_k=self.top_k, collections=self.collections, properties_to_project=self.properties_to_project, @@ -84,9 +82,8 @@ class TripletSearchContextProvider(BaseContextProvider): if not entities: return "No entities provided for context search." - user = await get_default_user() memory_fragment = await get_memory_fragment(self.properties_to_project) - search_tasks = self._get_search_tasks(entities, query, user, memory_fragment) + search_tasks = self._get_search_tasks(entities, query, memory_fragment) if not search_tasks: return "No valid entities found for context search." diff --git a/cognee/modules/retrieval/graph_completion_retriever.py b/cognee/modules/retrieval/graph_completion_retriever.py index cd4944ca9..1772c6300 100644 --- a/cognee/modules/retrieval/graph_completion_retriever.py +++ b/cognee/modules/retrieval/graph_completion_retriever.py @@ -93,11 +93,8 @@ class GraphCompletionRetriever(BaseGraphRetriever): for field_name in index_fields: vector_index_collections.append(f"{subclass.__name__}_{field_name}") - user = await get_default_user() - found_triplets = await brute_force_triplet_search( query, - user=user, top_k=self.top_k, collections=vector_index_collections or None, node_type=self.node_type, diff --git a/cognee/modules/retrieval/utils/brute_force_triplet_search.py b/cognee/modules/retrieval/utils/brute_force_triplet_search.py index aa3233776..172c45d6d 100644 --- a/cognee/modules/retrieval/utils/brute_force_triplet_search.py +++ b/cognee/modules/retrieval/utils/brute_force_triplet_search.py @@ -89,7 +89,6 @@ async def get_memory_fragment( async def brute_force_triplet_search( query: str, - user: User, top_k: int = 5, collections: Optional[List[str]] = None, properties_to_project: Optional[List[str]] = None, @@ -102,7 +101,6 @@ async def brute_force_triplet_search( Args: query (str): The search query. - user (User): The user performing the search. top_k (int): The number of top results to retrieve. collections (Optional[List[str]]): List of collections to query. properties_to_project (Optional[List[str]]): List of properties to project. @@ -139,8 +137,6 @@ async def brute_force_triplet_search( query_vector = (await vector_engine.embedding_engine.embed_text([query]))[0] - send_telemetry("cognee.brute_force_triplet_search EXECUTION STARTED", user.id) - async def search_in_collection(collection_name: str): try: return await vector_engine.search( @@ -176,20 +172,15 @@ async def brute_force_triplet_search( results = await memory_fragment.calculate_top_triplet_importances(k=top_k) - send_telemetry("cognee.brute_force_triplet_search EXECUTION COMPLETED", user.id) - return results except CollectionNotFoundError: return [] except Exception as error: logger.error( - "Error during brute force search for user: %s, query: %s. Error: %s", - user.id, + "Error during brute force search for query: %s. Error: %s", query, error, ) - send_telemetry( - "cognee.brute_force_triplet_search EXECUTION FAILED", user.id, {"error": str(error)} - ) + send_telemetry("cognee.brute_force_triplet_search EXECUTION FAILED", {"error": str(error)}) raise error diff --git a/examples/python/graphiti_example.py b/examples/python/graphiti_example.py index f3bd86847..ece9c452b 100644 --- a/examples/python/graphiti_example.py +++ b/examples/python/graphiti_example.py @@ -48,7 +48,6 @@ async def main(): query = "When was Kamala Harris in office?" triplets = await brute_force_triplet_search( query=query, - user=user, top_k=3, collections=["graphitinode_content", "graphitinode_name", "graphitinode_summary"], ) From e951a7956d5179dd7810182ddb5ad93c3d11ec58 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Tue, 23 Sep 2025 19:16:40 +0200 Subject: [PATCH 027/108] fix: Resolve issue with MCP on main branch --- cognee-mcp/pyproject.toml | 2 +- uv.lock | 2284 +++++++++++++++++++------------------ 2 files changed, 1181 insertions(+), 1105 deletions(-) diff --git a/cognee-mcp/pyproject.toml b/cognee-mcp/pyproject.toml index a1ee22985..8d9373bc9 100644 --- a/cognee-mcp/pyproject.toml +++ b/cognee-mcp/pyproject.toml @@ -8,7 +8,7 @@ requires-python = ">=3.10" dependencies = [ # For local cognee repo usage remove comment bellow and add absolute path to cognee. Then run `uv sync --reinstall` in the mcp folder on local cognee changes. #"cognee[postgres,codegraph,gemini,huggingface,docs,neo4j] @ file:/Users/igorilic/Desktop/cognee", - "cognee[postgres,codegraph,gemini,huggingface,docs,neo4j]==0.3.2", + "cognee[postgres,codegraph,gemini,huggingface,docs,neo4j]==0.3.4", "fastmcp>=2.10.0,<3.0.0", "mcp>=1.12.0,<2.0.0", "uv>=0.6.3,<1.0.0", diff --git a/uv.lock b/uv.lock index e24b04ff5..709b502c8 100644 --- a/uv.lock +++ b/uv.lock @@ -18,7 +18,7 @@ resolution-markers = [ [[package]] name = "aiobotocore" -version = "2.24.1" +version = "2.24.2" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "aiohttp" }, @@ -29,9 +29,9 @@ dependencies = [ { name = "python-dateutil" }, { name = "wrapt" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/1b/02/b4ed1af4b3437c2fc6e6111e7fdee011b34cf1c0cc8f314474f843e10019/aiobotocore-2.24.1.tar.gz", hash = "sha256:59237f1b2d4ff619f9a9e78360b691d59b92fdd4d03d054dbd2eeff8ada5667e", 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["cffi (>=1.17) ; python_version >= \"3.13\" and platform_python_implementation != \"PyPy\""] +cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and python_version < \"3.14\"", "cffi (>=2.0.0b) ; platform_python_implementation != \"PyPy\" and python_version >= \"3.14\""] [extras] anthropic = ["anthropic"] -api = ["gunicorn", "uvicorn", "websockets"] +api = [] aws = ["s3fs"] chromadb = ["chromadb", "pypika"] codegraph = ["fastembed", "transformers", "tree-sitter", "tree-sitter-python"] @@ -11714,4 +11936,4 @@ posthog = ["posthog"] [metadata] lock-version = "2.1" python-versions = ">=3.10,<=3.13" -content-hash = "eab974144c326e86c6cd11460a8e3cc5f308062df9d0f372822adabc20d2dc62" +content-hash = "034fe1269a615d231842dceadb5929acb8008b1a2bc497227925481982d39143" From 9715c0106eda5c9082aa6f5d56087ea3ef94a10f Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Wed, 24 Sep 2025 10:49:40 +0200 Subject: [PATCH 029/108] fix: add env variable for changing frontend app url --- .env.template | 9 ++++++++- cognee/api/client.py | 2 +- 2 files changed, 9 insertions(+), 2 deletions(-) diff --git a/.env.template b/.env.template index ddcd41a6c..f3168e6e2 100644 --- a/.env.template +++ b/.env.template @@ -176,7 +176,14 @@ ENABLE_BACKEND_ACCESS_CONTROL=False # Cognee Cloud API settings for syncing data to/from cloud infrastructure COGNEE_CLOUD_API_URL="http://localhost:8001" -COGNEE_CLOUD_AUTH_TOKEN="your-auth-token" +COGNEE_CLOUD_AUTH_TOKEN="your-api-key" + +################################################################################ +# UI Settings +################################################################################ + +# URL where the frontend is served, defaults to http://localhost:3000 +UI_APP_URL=http://localhost:3000 ################################################################################ # 🛠️ DEV Settings diff --git a/cognee/api/client.py b/cognee/api/client.py index 7d5f48672..5fec00c85 100644 --- a/cognee/api/client.py +++ b/cognee/api/client.py @@ -81,7 +81,7 @@ if CORS_ALLOWED_ORIGINS: ] else: allowed_origins = [ - "http://localhost:3000", + os.getenv("UI_APP_URL", "http://localhost:3000"), ] # Block all except explicitly set origins app.add_middleware( From bd09db07189dd6af4175dc5f11df06f00d96a257 Mon Sep 17 00:00:00 2001 From: Hande <159312713+hande-k@users.noreply.github.com> Date: Wed, 24 Sep 2025 16:14:28 +0200 Subject: [PATCH 030/108] feat: add new tutorial notebook --- notebooks/data/copilot_conversations.json | 107 +++ notebooks/data/guido_contributions.json | 976 ++++++++++++++++++++++ notebooks/data/my_developer_rules.md | 79 ++ notebooks/data/pep_style_guide.md | 74 ++ notebooks/data/zen_principles.md | 74 ++ notebooks/tutorial.ipynb | 584 +++++++++++++ 6 files changed, 1894 insertions(+) create mode 100644 notebooks/data/copilot_conversations.json create mode 100644 notebooks/data/guido_contributions.json create mode 100644 notebooks/data/my_developer_rules.md create mode 100644 notebooks/data/pep_style_guide.md create mode 100644 notebooks/data/zen_principles.md create mode 100644 notebooks/tutorial.ipynb diff --git a/notebooks/data/copilot_conversations.json b/notebooks/data/copilot_conversations.json new file mode 100644 index 000000000..dcab8ddc6 --- /dev/null +++ b/notebooks/data/copilot_conversations.json @@ -0,0 +1,107 @@ +{ + "conversations": [ + { + "id": "conv_001", + "timestamp": "2024-01-15T10:30:00Z", + "topic": "async/await patterns", + "user_query": "I'm building a web scraper that needs to handle thousands of URLs concurrently. What's the best way to structure this with asyncio?", + "assistant_response": "For high-concurrency web scraping, you'll want to use asyncio with aiohttp and implement proper semaphore-based rate limiting. Here's a robust pattern:\n\n```python\nimport asyncio\nimport aiohttp\nfrom typing import List, Dict, Any\n\nclass AsyncWebScraper:\n def __init__(self, max_concurrent: int = 100):\n self.semaphore = asyncio.Semaphore(max_concurrent)\n self.session = None\n \n async def __aenter__(self):\n self.session = aiohttp.ClientSession(\n timeout=aiohttp.ClientTimeout(total=30),\n connector=aiohttp.TCPConnector(limit=100)\n )\n return self\n \n async def __aexit__(self, exc_type, exc_val, exc_tb):\n if self.session:\n await self.session.close()\n \n async def fetch_url(self, url: str) -> Dict[str, Any]:\n async with self.semaphore:\n try:\n async with self.session.get(url) as response:\n content = await response.text()\n return {\n 'url': url,\n 'status': response.status,\n 'content': content,\n 'headers': dict(response.headers)\n }\n except Exception as e:\n return {'url': url, 'error': str(e)}\n \n async def scrape_urls(self, urls: List[str]) -> List[Dict[str, Any]]:\n tasks = [self.fetch_url(url) for url in urls]\n return await asyncio.gather(*tasks, return_exceptions=True)\n\n# Usage\nasync def main():\n urls = ['http://example.com'] * 1000 # Your URLs here\n \n async with AsyncWebScraper(max_concurrent=50) as scraper:\n results = await scraper.scrape_urls(urls)\n \n successful = [r for r in results if 'error' not in r]\n print(f'Successfully scraped {len(successful)} URLs')\n\nif __name__ == '__main__':\n asyncio.run(main())\n```\n\nKey points:\n- Semaphore controls concurrency to avoid overwhelming servers\n- Context manager ensures proper cleanup\n- TCPConnector with connection pooling\n- Proper exception handling for failed requests", + "code_context": { + "file": "scraper.py", + "language": "python", + "patterns_discussed": ["async/await", "context_managers", "semaphores", "aiohttp", "error_handling"] + }, + "follow_up_questions": [ + "How do I add retry logic for failed requests?", + "What's the best way to parse the scraped HTML content?" + ] + }, + { + "id": "conv_002", + "timestamp": "2024-01-16T14:20:00Z", + "topic": "dataclass vs pydantic", + "user_query": "When should I use dataclasses vs Pydantic models? I'm building an API and need to handle user input validation.", + "assistant_response": "Great question! For API development with input validation, here's when to use each:\n\n**Use Pydantic when:**\n- Building APIs (FastAPI, Django REST)\n- Need runtime validation of external data\n- Want automatic JSON serialization/deserialization\n- Need complex validation rules\n- Working with configuration files\n\n**Use dataclasses when:**\n- Internal data structures\n- Simple data containers\n- Want to stay in stdlib\n- Performance is critical (dataclasses are faster)\n\nFor your API, I'd recommend Pydantic:\n\n```python\nfrom pydantic import BaseModel, validator, Field\nfrom typing import Optional, List\nfrom datetime import datetime\nfrom enum import Enum\n\nclass UserRole(str, Enum):\n ADMIN = 'admin'\n USER = 'user'\n GUEST = 'guest'\n\nclass CreateUserRequest(BaseModel):\n username: str = Field(..., min_length=3, max_length=50, regex=r'^[a-zA-Z0-9_]+$')\n email: str = Field(..., regex=r'^[\\w\\.-]+@[\\w\\.-]+\\.\\w+$')\n password: str = Field(..., min_length=8)\n role: UserRole = UserRole.USER\n tags: Optional[List[str]] = None\n \n @validator('password')\n def validate_password(cls, v):\n if not any(c.isupper() for c in v):\n raise ValueError('Password must contain uppercase letter')\n if not any(c.isdigit() for c in v):\n raise ValueError('Password must contain digit')\n return v\n \n @validator('tags')\n def validate_tags(cls, v):\n if v and len(v) > 10:\n raise ValueError('Too many tags')\n return v\n\nclass User(BaseModel):\n id: int\n username: str\n email: str\n role: UserRole\n created_at: datetime\n is_active: bool = True\n \n class Config:\n orm_mode = True\n json_encoders = { datetime: lambda v: v.isoformat() }\n\n# FastAPI usage\nfrom fastapi import FastAPI, HTTPException\n\napp = FastAPI()\n\n@app.post('/users/', response_model=User)\nasync def create_user(user_data: CreateUserRequest):\n try:\n new_user = await create_user_in_db(user_data)\n return User.from_orm(new_user)\n except Exception as e:\n raise HTTPException(status_code=400, detail=str(e))\n```\n\nPydantic gives you:\n- Automatic request validation\n- Clear error messages\n- Type coercion\n- JSON Schema generation\n- IDE support with type hints", + "code_context": { + "file": "models.py", + "language": "python", + "patterns_discussed": ["pydantic", "dataclasses", "validation", "fastapi", "type_hints", "enums"] + }, + "follow_up_questions": [ + "How do I handle nested validation with Pydantic?", + "Can I use Pydantic with SQLAlchemy models?" + ] + }, + { + "id": "conv_003", + "timestamp": "2024-01-17T09:15:00Z", + "topic": "testing patterns", + "user_query": "I'm struggling with testing async code and database interactions. What's the best approach for pytest with async functions?", + "assistant_response": "Testing async code can be tricky! Here's a comprehensive approach using pytest-asyncio and proper test isolation...", + "code_context": { + "file": "test_users.py", + "language": "python", + "patterns_discussed": ["pytest", "async_testing", "fixtures", "mocking", "database_testing", "fastapi_testing"] + }, + "follow_up_questions": [ + "How do I test WebSocket connections?", + "What's the best way to test database migrations?" + ] + }, + { + "id": "conv_004", + "timestamp": "2024-01-18T16:45:00Z", + "topic": "performance optimization", + "user_query": "My FastAPI app is getting slow with large datasets. How can I optimize database queries and response times?", + "assistant_response": "Performance optimization in FastAPI apps typically involves several layers...", + "code_context": { + "file": "optimizations.py", + "language": "python", + "patterns_discussed": ["performance_optimization", "caching", "database_optimization", "async_patterns", "monitoring"] + }, + "follow_up_questions": [ + "How do I implement database connection pooling properly?", + "What's the best way to handle memory usage with large datasets?" + ] + }, + { + "id": "conv_005", + "timestamp": "2024-01-19T11:30:00Z", + "topic": "error handling and logging", + "user_query": "I need to implement proper error handling and logging across my Python application. What's the best approach for production-ready error management?", + "assistant_response": "Excellent question! Proper error handling and logging are crucial for production applications...", + "code_context": { + "file": "error_handling.py", + "language": "python", + "patterns_discussed": ["error_handling", "logging", "exceptions", "middleware", "decorators", "fastapi"] + }, + "follow_up_questions": [ + "How do I integrate this with external monitoring tools like Sentry?", + "What's the best way to handle errors in background tasks?" + ] + } + ], + "metadata": { + "total_conversations": 5, + "date_range": "2024-01-15 to 2024-01-19", + "topics_covered": [ + "async/await patterns", + "dataclass vs pydantic", + "testing patterns", + "performance optimization", + "error handling and logging" + ], + "code_patterns_discussed": [ + "asyncio", "aiohttp", "semaphores", "context_managers", + "pydantic", "fastapi", "type_hints", "validation", + "pytest", "async_testing", "fixtures", "mocking", + "performance_optimization", "caching", "database_optimization", + "error_handling", "logging", "exceptions", "middleware" + ], + "difficulty_levels": { + "beginner": 1, + "intermediate": 2, + "advanced": 2 + } + } +} diff --git a/notebooks/data/guido_contributions.json b/notebooks/data/guido_contributions.json new file mode 100644 index 000000000..6424d7a55 --- /dev/null +++ b/notebooks/data/guido_contributions.json @@ -0,0 +1,976 @@ +[ + { + "type": "pr", + "repository": "mypy", + "title": "Re-work indirect dependencies", + "description": "Wow, this was quite a ride. Indirect dependencies were always supported kind of on best effort. This PR puts them on some principled foundation. It fixes three crashes and three stale types reported. All tests are quite weird/obscure, they are designed to expose the flaws in current logic (plus one test that passes on master, but it covers important corner case, so I add it just in case ). A short summary of various fixes (in arbitrary order):\r\n* Update many outdated comments and docstrings\r\n* Missing transitive dependency is now considered stale\r\n* Handle transitive generic bases in indirection visitor\r\n* Handle chained alias targets in indirection visitor\r\n* Always record original aliases during semantic analysis\r\n* Delete `qualified_tvars` as a concept, they are not needed since long ago\r\n* Remove ad-hoc handling for `TypeInfo`s from `build.py`\r\n* Support symbols with setter type different from getter type\r\n\r\nIn general the logic should be more simple/straightforward now:\r\n* Get all types in a file (need both symbol types _and_ expression types since some types may be only local)\r\n* For each type _transitively_ find all named types in them (thus aggregating all interfaces the type depends on)\r\n* In case any type was forced using `get_proper_type()`, record the orginal type alias during semantic analysis\r\n\r\nNote since this makes the algorithm correct, it may also make it slower (most notably because we must visit generic bases). I tried to offset this by couple optimizations, hopefully performance impact will be minimal.", + "url": "https://github.com/python/mypy/pull/19798", + "date": "2025-09-05T13:54:52Z", + "sha_or_number": "19798", + "files_changed": [ + "mypy/build.py", + "mypy/fixup.py", + "mypy/indirection.py", + "mypy/nodes.py", + "mypy/semanal.py", + "mypy/server/deps.py", + "mypy/test/typefixture.py", + "mypy/typeanal.py", + "test-data/unit/check-incremental.test" + ], + "additions": 0, + "deletions": 0, + "labels": [], + "related_issues": [], + "code_samples": [ + { + "file_path": "mypy/build.py", + "language": "python", + "before_code": "from mypy.graph_utils import prepare_sccs, strongly_connected_components, topsort\nfrom mypy.indirection import TypeIndirectionVisitor\nfrom mypy.messages import MessageBuilder\nfrom mypy.nodes import Import, ImportAll, ImportBase, ImportFrom, MypyFile, SymbolTable, TypeInfo\nfrom mypy.partially_defined import PossiblyUndefinedVariableVisitor\nfrom mypy.semanal import SemanticAnalyzer\nfrom mypy.semanal_pass1 import SemanticAnalyzerPreAnalysis", + "after_code": "from mypy.graph_utils import prepare_sccs, strongly_connected_components, topsort\nfrom mypy.indirection import TypeIndirectionVisitor\nfrom mypy.messages import MessageBuilder\nfrom mypy.nodes import (\n Decorator,\n Import,\n ImportAll,\n ImportBase,\n ImportFrom,\n MypyFile,\n OverloadedFuncDef,\n SymbolTable,\n)\nfrom mypy.partially_defined import PossiblyUndefinedVariableVisitor\nfrom mypy.semanal import SemanticAnalyzer\nfrom mypy.semanal_pass1 import SemanticAnalyzerPreAnalysis", + "diff_context": "from mypy.graph_utils import prepare_sccs, strongly_connected_components, topsort\nfrom mypy.indirection import TypeIndirectionVisitor\nfrom mypy.messages import MessageBuilder\nfrom mypy.nodes import Import, ImportAll, ImportBase, ImportFrom, MypyFile, SymbolTable, TypeInfo\nfrom mypy.nodes import (\n Decorator,\n Import,\n ImportAll,\n ImportBase,\n ImportFrom,\n MypyFile,\n OverloadedFuncDef,\n SymbolTable,\n)\nfrom mypy.partially_defined import PossiblyUndefinedVariableVisitor\nfrom mypy.semanal import SemanticAnalyzer\nfrom mypy.semanal_pass1 import SemanticAnalyzerPreAnalysis", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "mypy/build.py", + "language": "python", + "before_code": "\nFor single nodes, processing is simple. If the node was cached, we\ndeserialize the cache data and fix up cross-references. Otherwise, we\ndo semantic analysis followed by type checking. We also handle (c)\nabove; if a module has valid cache data *but* any of its\ndependencies was processed from source, then the module should be\nprocessed from source.\n\nA relatively simple optimization (outside SCCs) we might do in the\nfuture is as follows: if a node's cache data is valid, but one or more\nof its dependencies are out of date so we have to re-parse the node\nfrom source, once we have fully type-checked the node, we can decide\nwhether its symbol table actually changed compared to the cache data\n(by reading the cache data and comparing it to the data we would be\nwriting). If there is no change we can declare the node up to date,\nand any node that depends (and for which we have cached data, and\nwhose other dependencies are up to date) on it won't need to be\nre-parsed from source.\n\nImport cycles\n-------------\n\nFinally we have to decide how to handle (c), import cycles. Here\nwe'll need a modified version of the original state machine\n(build.py), but we only need to do this per SCC, and we won't have to\ndeal with changes to the list of nodes while we're processing it.", + "after_code": "\nFor single nodes, processing is simple. If the node was cached, we\ndeserialize the cache data and fix up cross-references. Otherwise, we\ndo semantic analysis followed by type checking. Once we (re-)processed\nan SCC we check whether its interface (symbol table) is still fresh\n(matches previous cached value). If it is not, we consider dependent SCCs\nstale so that they need to be re-parsed as well.\n\nNote on indirect dependencies: normally dependencies are determined from\nimports, but since our type interfaces are \"opaque\" (i.e. symbol tables can\ncontain types identified by name), these are not enough. We *must* also\nadd \"indirect\" dependencies from types to their definitions. For this\npurpose, after we finished processing a module, we travers its type map and\nsymbol tables, and for each type we find (transitively) on which opaque/named\ntypes it depends.\n\nImport cycles\n-------------\n\nFinally we have to decide how to handle (b), import cycles. Here\nwe'll need a modified version of the original state machine\n(build.py), but we only need to do this per SCC, and we won't have to\ndeal with changes to the list of nodes while we're processing it.", + "diff_context": "\nFor single nodes, processing is simple. If the node was cached, we\ndeserialize the cache data and fix up cross-references. Otherwise, we\ndo semantic analysis followed by type checking. We also handle (c)\nabove; if a module has valid cache data *but* any of its\ndependencies was processed from source, then the module should be\nprocessed from source.\n\nA relatively simple optimization (outside SCCs) we might do in the\nfuture is as follows: if a node's cache data is valid, but one or more\nof its dependencies are out of date so we have to re-parse the node\nfrom source, once we have fully type-checked the node, we can decide\nwhether its symbol table actually changed compared to the cache data\n(by reading the cache data and comparing it to the data we would be\nwriting). If there is no change we can declare the node up to date,\nand any node that depends (and for which we have cached data, and\nwhose other dependencies are up to date) on it won't need to be\nre-parsed from source.\ndo semantic analysis followed by type checking. Once we (re-)processed\nan SCC we check whether its interface (symbol table) is still fresh\n(matches previous cached value). If it is not, we consider dependent SCCs\nstale so that they need to be re-parsed as well.\n\nNote on indirect dependencies: normally dependencies are determined from\nimports, but since our type interfaces are \"opaque\" (i.e. symbol tables can\ncontain types identified by name), these are not enough. We *must* also\nadd \"indirect\" dependencies from types to their definitions. For this\npurpose, after we finished processing a module, we travers its type map and\nsymbol tables, and for each type we find (transitively) on which opaque/named\ntypes it depends.\n\nImport cycles\n-------------\n\nFinally we have to decide how to handle (c), import cycles. Here\nFinally we have to decide how to handle (b), import cycles. Here\nwe'll need a modified version of the original state machine\n(build.py), but we only need to do this per SCC, and we won't have to\ndeal with changes to the list of nodes while we're processing it.", + "change_type": "modification", + "lines_of_context": 10, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [ + "generator_expression" + ] + }, + { + "file_path": "mypy/build.py", + "language": "python", + "before_code": "\n # We should always patch indirect dependencies, even in full (non-incremental) builds,\n # because the cache still may be written, and it must be correct.\n # TODO: find a more robust way to traverse *all* relevant types?\n all_types = list(self.type_map().values())\n for _, sym, _ in self.tree.local_definitions():\n if sym.type is not None:\n all_types.append(sym.type)\n if isinstance(sym.node, TypeInfo):\n # TypeInfo symbols have some extra relevant types.\n all_types.extend(sym.node.bases)\n if sym.node.metaclass_type:\n all_types.append(sym.node.metaclass_type)\n if sym.node.typeddict_type:\n all_types.append(sym.node.typeddict_type)\n if sym.node.tuple_type:\n all_types.append(sym.node.tuple_type)\n self._patch_indirect_dependencies(self.type_checker().module_refs, all_types)\n\n if self.options.dump_inference_stats:\n dump_type_stats(", + "after_code": "\n # We should always patch indirect dependencies, even in full (non-incremental) builds,\n # because the cache still may be written, and it must be correct.\n all_types = set(self.type_map().values())\n for _, sym, _ in self.tree.local_definitions():\n if sym.type is not None:\n all_types.add(sym.type)\n # Special case: settable properties may have two types.\n if isinstance(sym.node, OverloadedFuncDef) and sym.node.is_property:\n assert isinstance(first_node := sym.node.items[0], Decorator)\n if first_node.var.setter_type:\n all_types.add(first_node.var.setter_type)\n # Using mod_alias_deps is unfortunate but needed, since it is highly impractical\n # (and practically impossible) to avoid all get_proper_type() calls. For example,\n # TypeInfo.bases and metaclass, *args and **kwargs, Overloaded.items, and trivial\n # aliases like Text = str, etc. all currently forced to proper types. Thus, we need\n # to record the original definitions as they are first seen in semanal.py.\n self._patch_indirect_dependencies(\n self.type_checker().module_refs | self.tree.mod_alias_deps, all_types\n )\n\n if self.options.dump_inference_stats:\n dump_type_stats(", + "diff_context": "\n # We should always patch indirect dependencies, even in full (non-incremental) builds,\n # because the cache still may be written, and it must be correct.\n # TODO: find a more robust way to traverse *all* relevant types?\n all_types = list(self.type_map().values())\n all_types = set(self.type_map().values())\n for _, sym, _ in self.tree.local_definitions():\n if sym.type is not None:\n all_types.append(sym.type)\n if isinstance(sym.node, TypeInfo):\n # TypeInfo symbols have some extra relevant types.\n all_types.extend(sym.node.bases)\n if sym.node.metaclass_type:\n all_types.append(sym.node.metaclass_type)\n if sym.node.typeddict_type:\n all_types.append(sym.node.typeddict_type)\n if sym.node.tuple_type:\n all_types.append(sym.node.tuple_type)\n self._patch_indirect_dependencies(self.type_checker().module_refs, all_types)\n all_types.add(sym.type)\n # Special case: settable properties may have two types.\n if isinstance(sym.node, OverloadedFuncDef) and sym.node.is_property:\n assert isinstance(first_node := sym.node.items[0], Decorator)\n if first_node.var.setter_type:\n all_types.add(first_node.var.setter_type)\n # Using mod_alias_deps is unfortunate but needed, since it is highly impractical\n # (and practically impossible) to avoid all get_proper_type() calls. For example,\n # TypeInfo.bases and metaclass, *args and **kwargs, Overloaded.items, and trivial\n # aliases like Text = str, etc. all currently forced to proper types. Thus, we need\n # to record the original definitions as they are first seen in semanal.py.\n self._patch_indirect_dependencies(\n self.type_checker().module_refs | self.tree.mod_alias_deps, all_types\n )\n\n if self.options.dump_inference_stats:\n dump_type_stats(", + "change_type": "modification", + "lines_of_context": 8, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [ + "generator_expression" + ] + }, + { + "file_path": "mypy/build.py", + "language": "python", + "before_code": " self._type_checker.reset()\n self._type_checker = None\n\n def _patch_indirect_dependencies(self, module_refs: set[str], types: list[Type]) -> None:\n assert None not in types\n valid = self.valid_references()\n", + "after_code": " self._type_checker.reset()\n self._type_checker = None\n\n def _patch_indirect_dependencies(self, module_refs: set[str], types: set[Type]) -> None:\n assert None not in types\n valid = self.valid_references()\n", + "diff_context": " self._type_checker.reset()\n self._type_checker = None\n\n def _patch_indirect_dependencies(self, module_refs: set[str], types: list[Type]) -> None:\n def _patch_indirect_dependencies(self, module_refs: set[str], types: set[Type]) -> None:\n assert None not in types\n valid = self.valid_references()\n", + "change_type": "modification", + "lines_of_context": 6, + "function_name": "_patch_indirect_dependencies", + "class_name": null, + "docstring": null, + "coding_patterns": [ + "function_definition" + ] + }, + { + "file_path": "mypy/build.py", + "language": "python", + "before_code": " for id in scc:\n deps.update(graph[id].dependencies)\n deps -= ascc\n stale_deps = {id for id in deps if id in graph and not graph[id].is_interface_fresh()}\n fresh = fresh and not stale_deps\n undeps = set()\n if fresh:", + "after_code": " for id in scc:\n deps.update(graph[id].dependencies)\n deps -= ascc\n # Note: if a dependency is not in graph anymore, it should be considered interface-stale.\n # This is important to trigger any relevant updates from indirect dependencies that were\n # removed in load_graph().\n stale_deps = {id for id in deps if id not in graph or not graph[id].is_interface_fresh()}\n fresh = fresh and not stale_deps\n undeps = set()\n if fresh:", + "diff_context": " for id in scc:\n deps.update(graph[id].dependencies)\n deps -= ascc\n stale_deps = {id for id in deps if id in graph and not graph[id].is_interface_fresh()}\n # Note: if a dependency is not in graph anymore, it should be considered interface-stale.\n # This is important to trigger any relevant updates from indirect dependencies that were\n # removed in load_graph().\n stale_deps = {id for id in deps if id not in graph or not graph[id].is_interface_fresh()}\n fresh = fresh and not stale_deps\n undeps = set()\n if fresh:", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [ + "generator_expression" + ] + }, + { + "file_path": "mypy/indirection.py", + "language": "python", + "before_code": " def __init__(self) -> None:\n # Module references are collected here\n self.modules: set[str] = set()\n # User to avoid infinite recursion with recursive type aliases\n self.seen_aliases: set[types.TypeAliasType] = set()\n # Used to avoid redundant work\n self.seen_fullnames: set[str] = set()\n\n def find_modules(self, typs: Iterable[types.Type]) -> set[str]:\n self.modules = set()\n self.seen_fullnames = set()\n self.seen_aliases = set()\n for typ in typs:\n self._visit(typ)\n return self.modules\n\n def _visit(self, typ: types.Type) -> None:\n if isinstance(typ, types.TypeAliasType):\n # Avoid infinite recursion for recursive type aliases.\n if typ not in self.seen_aliases:\n self.seen_aliases.add(typ)\n typ.accept(self)\n\n def _visit_type_tuple(self, typs: tuple[types.Type, ...]) -> None:\n # Micro-optimization: Specialized version of _visit for lists\n for typ in typs:\n if isinstance(typ, types.TypeAliasType):\n # Avoid infinite recursion for recursive type aliases.\n if typ in self.seen_aliases:\n continue\n self.seen_aliases.add(typ)\n typ.accept(self)\n\n def _visit_type_list(self, typs: list[types.Type]) -> None:\n # Micro-optimization: Specialized version of _visit for tuples\n for typ in typs:\n if isinstance(typ, types.TypeAliasType):\n # Avoid infinite recursion for recursive type aliases.\n if typ in self.seen_aliases:\n continue\n self.seen_aliases.add(typ)\n typ.accept(self)\n\n def _visit_module_name(self, module_name: str) -> None:", + "after_code": " def __init__(self) -> None:\n # Module references are collected here\n self.modules: set[str] = set()\n # User to avoid infinite recursion with recursive types\n self.seen_types: set[types.TypeAliasType | types.Instance] = set()\n # Used to avoid redundant work\n self.seen_fullnames: set[str] = set()\n\n def find_modules(self, typs: Iterable[types.Type]) -> set[str]:\n self.modules = set()\n self.seen_fullnames = set()\n self.seen_types = set()\n for typ in typs:\n self._visit(typ)\n return self.modules\n\n def _visit(self, typ: types.Type) -> None:\n # Note: instances are needed for `class str(Sequence[str]): ...`\n if (\n isinstance(typ, types.TypeAliasType)\n or isinstance(typ, types.ProperType)\n and isinstance(typ, types.Instance)\n ):\n # Avoid infinite recursion for recursive types.\n if typ in self.seen_types:\n return\n self.seen_types.add(typ)\n typ.accept(self)\n\n def _visit_type_tuple(self, typs: tuple[types.Type, ...]) -> None:\n # Micro-optimization: Specialized version of _visit for lists\n for typ in typs:\n if (\n isinstance(typ, types.TypeAliasType)\n or isinstance(typ, types.ProperType)\n and isinstance(typ, types.Instance)\n ):\n # Avoid infinite recursion for recursive types.\n if typ in self.seen_types:\n continue\n self.seen_types.add(typ)\n typ.accept(self)\n\n def _visit_type_list(self, typs: list[types.Type]) -> None:\n # Micro-optimization: Specialized version of _visit for tuples\n for typ in typs:\n if (\n isinstance(typ, types.TypeAliasType)\n or isinstance(typ, types.ProperType)\n and isinstance(typ, types.Instance)\n ):\n # Avoid infinite recursion for recursive types.\n if typ in self.seen_types:\n continue\n self.seen_types.add(typ)\n typ.accept(self)\n\n def _visit_module_name(self, module_name: str) -> None:", + "diff_context": " def __init__(self) -> None:\n # Module references are collected here\n self.modules: set[str] = set()\n # User to avoid infinite recursion with recursive type aliases\n self.seen_aliases: set[types.TypeAliasType] = set()\n # User to avoid infinite recursion with recursive types\n self.seen_types: set[types.TypeAliasType | types.Instance] = set()\n # Used to avoid redundant work\n self.seen_fullnames: set[str] = set()\n\n def find_modules(self, typs: Iterable[types.Type]) -> set[str]:\n self.modules = set()\n self.seen_fullnames = set()\n self.seen_aliases = set()\n self.seen_types = set()\n for typ in typs:\n self._visit(typ)\n return self.modules\n\n def _visit(self, typ: types.Type) -> None:\n if isinstance(typ, types.TypeAliasType):\n # Avoid infinite recursion for recursive type aliases.\n if typ not in self.seen_aliases:\n self.seen_aliases.add(typ)\n # Note: instances are needed for `class str(Sequence[str]): ...`\n if (\n isinstance(typ, types.TypeAliasType)\n or isinstance(typ, types.ProperType)\n and isinstance(typ, types.Instance)\n ):\n # Avoid infinite recursion for recursive types.\n if typ in self.seen_types:\n return\n self.seen_types.add(typ)\n typ.accept(self)\n\n def _visit_type_tuple(self, typs: tuple[types.Type, ...]) -> None:\n # Micro-optimization: Specialized version of _visit for lists\n for typ in typs:\n if isinstance(typ, types.TypeAliasType):\n # Avoid infinite recursion for recursive type aliases.\n if typ in self.seen_aliases:\n if (\n isinstance(typ, types.TypeAliasType)\n or isinstance(typ, types.ProperType)\n and isinstance(typ, types.Instance)\n ):\n # Avoid infinite recursion for recursive types.\n if typ in self.seen_types:\n continue\n self.seen_aliases.add(typ)\n self.seen_types.add(typ)\n typ.accept(self)\n\n def _visit_type_list(self, typs: list[types.Type]) -> None:\n # Micro-optimization: Specialized version of _visit for tuples\n for typ in typs:\n if isinstance(typ, types.TypeAliasType):\n # Avoid infinite recursion for recursive type aliases.\n if typ in self.seen_aliases:\n if (\n isinstance(typ, types.TypeAliasType)\n or isinstance(typ, types.ProperType)\n and isinstance(typ, types.Instance)\n ):\n # Avoid infinite recursion for recursive types.\n if typ in self.seen_types:\n continue\n self.seen_aliases.add(typ)\n self.seen_types.add(typ)\n typ.accept(self)\n\n def _visit_module_name(self, module_name: str) -> None:", + "change_type": "modification", + "lines_of_context": 29, + "function_name": "_visit_module_name", + "class_name": null, + "docstring": null, + "coding_patterns": [ + "generator_expression", + "context_manager", + "class_definition", + "type_hint" + ] + }, + { + "file_path": "mypy/indirection.py", + "language": "python", + "before_code": " self._visit_type_list(t.arg_types)\n\n def visit_instance(self, t: types.Instance) -> None:\n self._visit_type_tuple(t.args)\n if t.type:\n # Uses of a class depend on everything in the MRO,\n # as changes to classes in the MRO can add types to methods,\n # change property types, change the MRO itself, etc.\n for s in t.type.mro:\n self._visit_module_name(s.module_name)\n if t.type.metaclass_type is not None:\n self._visit_module_name(t.type.metaclass_type.type.module_name)\n\n def visit_callable_type(self, t: types.CallableType) -> None:\n self._visit_type_list(t.arg_types)", + "after_code": " self._visit_type_list(t.arg_types)\n\n def visit_instance(self, t: types.Instance) -> None:\n # Instance is named, record its definition and continue digging into\n # components that constitute semantic meaning of this type: bases, metaclass,\n # tuple type, and typeddict type.\n # Note: we cannot simply record the MRO, in case an intermediate base contains\n # a reference to type alias, this affects meaning of map_instance_to_supertype(),\n # see e.g. testDoubleReexportGenericUpdated.\n self._visit_type_tuple(t.args)\n if t.type:\n # Important optimization: instead of simply recording the definition and\n # recursing into bases, record the MRO and only traverse generic bases.\n for s in t.type.mro:\n self._visit_module_name(s.module_name)\n for base in s.bases:\n if base.args:\n self._visit_type_tuple(base.args)\n if t.type.metaclass_type:\n self._visit(t.type.metaclass_type)\n if t.type.typeddict_type:\n self._visit(t.type.typeddict_type)\n if t.type.tuple_type:\n self._visit(t.type.tuple_type)\n\n def visit_callable_type(self, t: types.CallableType) -> None:\n self._visit_type_list(t.arg_types)", + "diff_context": " self._visit_type_list(t.arg_types)\n\n def visit_instance(self, t: types.Instance) -> None:\n # Instance is named, record its definition and continue digging into\n # components that constitute semantic meaning of this type: bases, metaclass,\n # tuple type, and typeddict type.\n # Note: we cannot simply record the MRO, in case an intermediate base contains\n # a reference to type alias, this affects meaning of map_instance_to_supertype(),\n # see e.g. testDoubleReexportGenericUpdated.\n self._visit_type_tuple(t.args)\n if t.type:\n # Uses of a class depend on everything in the MRO,\n # as changes to classes in the MRO can add types to methods,\n # change property types, change the MRO itself, etc.\n # Important optimization: instead of simply recording the definition and\n # recursing into bases, record the MRO and only traverse generic bases.\n for s in t.type.mro:\n self._visit_module_name(s.module_name)\n if t.type.metaclass_type is not None:\n self._visit_module_name(t.type.metaclass_type.type.module_name)\n for base in s.bases:\n if base.args:\n self._visit_type_tuple(base.args)\n if t.type.metaclass_type:\n self._visit(t.type.metaclass_type)\n if t.type.typeddict_type:\n self._visit(t.type.typeddict_type)\n if t.type.tuple_type:\n self._visit(t.type.tuple_type)\n\n def visit_callable_type(self, t: types.CallableType) -> None:\n self._visit_type_list(t.arg_types)", + "change_type": "modification", + "lines_of_context": 10, + "function_name": "visit_callable_type", + "class_name": null, + "docstring": null, + "coding_patterns": [ + "generator_expression" + ] + }, + { + "file_path": "mypy/indirection.py", + "language": "python", + "before_code": " self.seen_fullnames.add(fullname)\n\n def visit_overloaded(self, t: types.Overloaded) -> None:\n self._visit_type_list(list(t.items))\n self._visit(t.fallback)\n\n def visit_tuple_type(self, t: types.TupleType) -> None:", + "after_code": " self.seen_fullnames.add(fullname)\n\n def visit_overloaded(self, t: types.Overloaded) -> None:\n for item in t.items:\n self._visit(item)\n self._visit(t.fallback)\n\n def visit_tuple_type(self, t: types.TupleType) -> None:", + "diff_context": " self.seen_fullnames.add(fullname)\n\n def visit_overloaded(self, t: types.Overloaded) -> None:\n self._visit_type_list(list(t.items))\n for item in t.items:\n self._visit(item)\n self._visit(t.fallback)\n\n def visit_tuple_type(self, t: types.TupleType) -> None:", + "change_type": "modification", + "lines_of_context": 6, + "function_name": "visit_tuple_type", + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "mypy/indirection.py", + "language": "python", + "before_code": " self._visit(t.item)\n\n def visit_type_alias_type(self, t: types.TypeAliasType) -> None:\n self._visit(types.get_proper_type(t))", + "after_code": " self._visit(t.item)\n\n def visit_type_alias_type(self, t: types.TypeAliasType) -> None:\n # Type alias is named, record its definition and continue digging into\n # components that constitute semantic meaning of this type: target and args.\n if t.alias:\n self._visit_module_name(t.alias.module)\n self._visit(t.alias.target)\n self._visit_type_list(t.args)", + "diff_context": " self._visit(t.item)\n\n def visit_type_alias_type(self, t: types.TypeAliasType) -> None:\n self._visit(types.get_proper_type(t))\n # Type alias is named, record its definition and continue digging into\n # components that constitute semantic meaning of this type: target and args.\n if t.alias:\n self._visit_module_name(t.alias.module)\n self._visit(t.alias.target)\n self._visit_type_list(t.args)", + "change_type": "modification", + "lines_of_context": 3, + "function_name": "visit_type_alias_type", + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "mypy/nodes.py", + "language": "python", + "before_code": " defs: list[Statement]\n # Type alias dependencies as mapping from target to set of alias full names\n alias_deps: defaultdict[str, set[str]]\n # Is there a UTF-8 BOM at the start?\n is_bom: bool\n names: SymbolTable", + "after_code": " defs: list[Statement]\n # Type alias dependencies as mapping from target to set of alias full names\n alias_deps: defaultdict[str, set[str]]\n # Same as above but for coarse-grained dependencies (i.e. modules instead of full names)\n mod_alias_deps: set[str]\n # Is there a UTF-8 BOM at the start?\n is_bom: bool\n names: SymbolTable", + "diff_context": " defs: list[Statement]\n # Type alias dependencies as mapping from target to set of alias full names\n alias_deps: defaultdict[str, set[str]]\n # Same as above but for coarse-grained dependencies (i.e. modules instead of full names)\n mod_alias_deps: set[str]\n # Is there a UTF-8 BOM at the start?\n is_bom: bool\n names: SymbolTable", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [ + "type_hint" + ] + }, + { + "file_path": "mypy/nodes.py", + "language": "python", + "before_code": " target: The target type. For generic aliases contains bound type variables\n as nested types (currently TypeVar and ParamSpec are supported).\n _fullname: Qualified name of this type alias. This is used in particular\n to track fine grained dependencies from aliases.\n alias_tvars: Type variables used to define this alias.\n normalized: Used to distinguish between `A = List`, and `A = list`. Both\n are internally stored using `builtins.list` (because `typing.List` is", + "after_code": " target: The target type. For generic aliases contains bound type variables\n as nested types (currently TypeVar and ParamSpec are supported).\n _fullname: Qualified name of this type alias. This is used in particular\n to track fine-grained dependencies from aliases.\n module: Module where the alias was defined.\n alias_tvars: Type variables used to define this alias.\n normalized: Used to distinguish between `A = List`, and `A = list`. Both\n are internally stored using `builtins.list` (because `typing.List` is", + "diff_context": " target: The target type. For generic aliases contains bound type variables\n as nested types (currently TypeVar and ParamSpec are supported).\n _fullname: Qualified name of this type alias. This is used in particular\n to track fine grained dependencies from aliases.\n to track fine-grained dependencies from aliases.\n module: Module where the alias was defined.\n alias_tvars: Type variables used to define this alias.\n normalized: Used to distinguish between `A = List`, and `A = list`. Both\n are internally stored using `builtins.list` (because `typing.List` is", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "mypy/semanal.py", + "language": "python", + "before_code": " declared_type_vars: TypeVarLikeList | None = None,\n all_declared_type_params_names: list[str] | None = None,\n python_3_12_type_alias: bool = False,\n ) -> tuple[Type | None, list[TypeVarLikeType], set[str], list[str], bool]:\n \"\"\"Check if 'rvalue' is a valid type allowed for aliasing (e.g. not a type variable).\n\n If yes, return the corresponding type, a list of\n qualified type variable names for generic aliases, a set of names the alias depends on,\n and a list of type variables if the alias is generic.\n A schematic example for the dependencies:\n A = int\n B = str\n analyze_alias(Dict[A, B])[2] == {'__main__.A', '__main__.B'}\n \"\"\"\n dynamic = bool(self.function_stack and self.function_stack[-1].is_dynamic())\n global_scope = not self.type and not self.function_stack", + "after_code": " declared_type_vars: TypeVarLikeList | None = None,\n all_declared_type_params_names: list[str] | None = None,\n python_3_12_type_alias: bool = False,\n ) -> tuple[Type | None, list[TypeVarLikeType], set[tuple[str, str]], bool]:\n \"\"\"Check if 'rvalue' is a valid type allowed for aliasing (e.g. not a type variable).\n\n If yes, return the corresponding type, a list of type variables for generic aliases,\n a set of names the alias depends on, and True if the original type has empty tuple index.\n An example for the dependencies:\n A = int\n B = str\n analyze_alias(dict[A, B])[2] == {('mod', 'mod.A'), ('mod', 'mod.B')}\n \"\"\"\n dynamic = bool(self.function_stack and self.function_stack[-1].is_dynamic())\n global_scope = not self.type and not self.function_stack", + "diff_context": " declared_type_vars: TypeVarLikeList | None = None,\n all_declared_type_params_names: list[str] | None = None,\n python_3_12_type_alias: bool = False,\n ) -> tuple[Type | None, list[TypeVarLikeType], set[str], list[str], bool]:\n ) -> tuple[Type | None, list[TypeVarLikeType], set[tuple[str, str]], bool]:\n \"\"\"Check if 'rvalue' is a valid type allowed for aliasing (e.g. not a type variable).\n\n If yes, return the corresponding type, a list of\n qualified type variable names for generic aliases, a set of names the alias depends on,\n and a list of type variables if the alias is generic.\n A schematic example for the dependencies:\n If yes, return the corresponding type, a list of type variables for generic aliases,\n a set of names the alias depends on, and True if the original type has empty tuple index.\n An example for the dependencies:\n A = int\n B = str\n analyze_alias(Dict[A, B])[2] == {'__main__.A', '__main__.B'}\n analyze_alias(dict[A, B])[2] == {('mod', 'mod.A'), ('mod', 'mod.B')}\n \"\"\"\n dynamic = bool(self.function_stack and self.function_stack[-1].is_dynamic())\n global_scope = not self.type and not self.function_stack", + "change_type": "modification", + "lines_of_context": 10, + "function_name": null, + "class_name": null, + "docstring": "\"\"\"Check if 'rvalue' is a valid type allowed for aliasing (e.g. not a type variable).", + "coding_patterns": [ + "list_comprehension" + ] + }, + { + "file_path": "mypy/semanal.py", + "language": "python", + "before_code": " self.cur_mod_node.plugin_deps.setdefault(trigger, set()).add(target)\n\n def add_type_alias_deps(\n self, aliases_used: Collection[str], target: str | None = None\n ) -> None:\n \"\"\"Add full names of type aliases on which the current node depends.\n\n This is used by fine-grained incremental mode to re-check the corresponding nodes.\n If `target` is None, then the target node used will be the current scope.\n \"\"\"\n if not aliases_used:\n # A basic optimization to avoid adding targets with no dependencies to\n # the `alias_deps` dict.\n return\n if target is None:\n target = self.scope.current_target()\n self.cur_mod_node.alias_deps[target].update(aliases_used)\n\n def is_mangled_global(self, name: str) -> bool:\n # A global is mangled if there exists at least one renamed variant.", + "after_code": " self.cur_mod_node.plugin_deps.setdefault(trigger, set()).add(target)\n\n def add_type_alias_deps(\n self, aliases_used: Collection[tuple[str, str]], target: str | None = None\n ) -> None:\n \"\"\"Add full names of type aliases on which the current node depends.\n\n This is used by fine-grained incremental mode to re-check the corresponding nodes.\n If `target` is None, then the target node used will be the current scope. For\n coarse-grained mode, add just the module names where aliases are defined.\n \"\"\"\n if not aliases_used:\n return\n if target is None:\n target = self.scope.current_target()\n for mod, fn in aliases_used:\n self.cur_mod_node.alias_deps[target].add(fn)\n self.cur_mod_node.mod_alias_deps.add(mod)\n\n def is_mangled_global(self, name: str) -> bool:\n # A global is mangled if there exists at least one renamed variant.", + "diff_context": " self.cur_mod_node.plugin_deps.setdefault(trigger, set()).add(target)\n\n def add_type_alias_deps(\n self, aliases_used: Collection[str], target: str | None = None\n self, aliases_used: Collection[tuple[str, str]], target: str | None = None\n ) -> None:\n \"\"\"Add full names of type aliases on which the current node depends.\n\n This is used by fine-grained incremental mode to re-check the corresponding nodes.\n If `target` is None, then the target node used will be the current scope.\n If `target` is None, then the target node used will be the current scope. For\n coarse-grained mode, add just the module names where aliases are defined.\n \"\"\"\n if not aliases_used:\n # A basic optimization to avoid adding targets with no dependencies to\n # the `alias_deps` dict.\n return\n if target is None:\n target = self.scope.current_target()\n self.cur_mod_node.alias_deps[target].update(aliases_used)\n for mod, fn in aliases_used:\n self.cur_mod_node.alias_deps[target].add(fn)\n self.cur_mod_node.mod_alias_deps.add(mod)\n\n def is_mangled_global(self, name: str) -> bool:\n # A global is mangled if there exists at least one renamed variant.", + "change_type": "modification", + "lines_of_context": 15, + "function_name": "is_mangled_global", + "class_name": null, + "docstring": "\"\"\"Add full names of type aliases on which the current node depends.", + "coding_patterns": [ + "list_comprehension" + ] + } + ], + "commit_message_style": "concise_subject", + "python_version": null, + "pep_status": null + }, + { + "type": "pr", + "repository": "mypy", + "title": "chore: add cline_docs/ to .gitignore", + "description": "Cline is a commonly used LLM tool which, under certain conditions, creates a cline_docs/ folder with task status and todo items etc\r\n\r\nThis folder is only helpful locally (unless we decide we want to add actual guidelines for Cline here, but thats outside the scope of this PR) so this PR adds it to .gitignore\r\n\r\n\r\n\r\n\r\n", + "url": "https://github.com/python/mypy/pull/19797", + "date": "2025-09-05T02:35:14Z", + "sha_or_number": "19797", + "files_changed": [ + ".gitignore" + ], + "additions": 0, + "deletions": 0, + "labels": [], + "related_issues": [], + "code_samples": [], + "commit_message_style": "concise_subject", + "python_version": null, + "pep_status": null + }, + { + "type": "pr", + "repository": "mypy", + "title": "[mypyc] Add type annotations to tests", + "description": "Missing type annotations can compromise test coverage. My eventual goal is to require annotations by default in all run tests.\r\n", + "url": "https://github.com/python/mypy/pull/19794", + "date": "2025-09-04T15:56:30Z", + "sha_or_number": "19794", + "files_changed": [ + "mypyc/test-data/fixtures/ir.py", + "mypyc/test-data/fixtures/typing-full.pyi", + "mypyc/test-data/run-dunders.test", + "mypyc/test-data/run-singledispatch.test" + ], + "additions": 0, + "deletions": 0, + "labels": [], + "related_issues": [], + "code_samples": [ + { + "file_path": "mypyc/test-data/fixtures/ir.py", + "language": "python", + "before_code": " def __iadd__(self, value: Iterable[_T], /) -> List[_T]: ... # type: ignore[misc]\n def append(self, x: _T) -> None: pass\n def pop(self, i: int = -1) -> _T: pass\n def count(self, _T) -> int: pass\n def extend(self, l: Iterable[_T]) -> None: pass\n def insert(self, i: int, x: _T) -> None: pass\n def sort(self) -> None: pass", + "after_code": " def __iadd__(self, value: Iterable[_T], /) -> List[_T]: ... # type: ignore[misc]\n def append(self, x: _T) -> None: pass\n def pop(self, i: int = -1) -> _T: pass\n def count(self, x: _T) -> int: pass\n def extend(self, l: Iterable[_T]) -> None: pass\n def insert(self, i: int, x: _T) -> None: pass\n def sort(self) -> None: pass", + "diff_context": " def __iadd__(self, value: Iterable[_T], /) -> List[_T]: ... # type: ignore[misc]\n def append(self, x: _T) -> None: pass\n def pop(self, i: int = -1) -> _T: pass\n def count(self, _T) -> int: pass\n def count(self, x: _T) -> int: pass\n def extend(self, l: Iterable[_T]) -> None: pass\n def insert(self, i: int, x: _T) -> None: pass\n def sort(self) -> None: pass", + "change_type": "modification", + "lines_of_context": 6, + "function_name": "sort", + "class_name": null, + "docstring": null, + "coding_patterns": [ + "function_definition", + "type_hint" + ] + }, + { + "file_path": "mypyc/test-data/fixtures/ir.py", + "language": "python", + "before_code": "def id(o: object) -> int: pass\n# This type is obviously wrong but the test stubs don't have Sized anymore\ndef len(o: object) -> int: pass\ndef print(*object) -> None: pass\ndef isinstance(x: object, t: object) -> bool: pass\ndef iter(i: Iterable[_T]) -> Iterator[_T]: pass\n@overload", + "after_code": "def id(o: object) -> int: pass\n# This type is obviously wrong but the test stubs don't have Sized anymore\ndef len(o: object) -> int: pass\ndef print(*args: object) -> None: pass\ndef isinstance(x: object, t: object) -> bool: pass\ndef iter(i: Iterable[_T]) -> Iterator[_T]: pass\n@overload", + "diff_context": "def id(o: object) -> int: pass\n# This type is obviously wrong but the test stubs don't have Sized anymore\ndef len(o: object) -> int: pass\ndef print(*object) -> None: pass\ndef print(*args: object) -> None: pass\ndef isinstance(x: object, t: object) -> bool: pass\ndef iter(i: Iterable[_T]) -> Iterator[_T]: pass\n@overload", + "change_type": "modification", + "lines_of_context": 6, + "function_name": "iter", + "class_name": null, + "docstring": null, + "coding_patterns": [ + "function_definition", + "type_hint" + ] + }, + { + "file_path": "mypyc/test-data/fixtures/typing-full.pyi", + "language": "python", + "before_code": "class GenericMeta(type): pass\n\nclass _SpecialForm:\n def __getitem__(self, index): ...\nclass TypeVar:\n def __init__(self, name, *args, bound=None): ...\n def __or__(self, other): ...\n\ncast = 0\noverload = 0", + "after_code": "class GenericMeta(type): pass\n\nclass _SpecialForm:\n def __getitem__(self, index: Any) -> Any: ...\nclass TypeVar:\n def __init__(self, name: str, *args: Any, bound: Any = None): ...\n def __or__(self, other: Any) -> Any: ...\n\ncast = 0\noverload = 0", + "diff_context": "class GenericMeta(type): pass\n\nclass _SpecialForm:\n def __getitem__(self, index): ...\n def __getitem__(self, index: Any) -> Any: ...\nclass TypeVar:\n def __init__(self, name, *args, bound=None): ...\n def __or__(self, other): ...\n def __init__(self, name: str, *args: Any, bound: Any = None): ...\n def __or__(self, other: Any) -> Any: ...\n\ncast = 0\noverload = 0", + "change_type": "modification", + "lines_of_context": 7, + "function_name": "__or__", + "class_name": "TypeVar", + "docstring": null, + "coding_patterns": [ + "function_definition", + "type_hint" + ] + } + ], + "commit_message_style": "concise_subject", + "python_version": null, + "pep_status": null + }, + { + "type": "pr", + "repository": "mypy", + "title": "Check functions without annotations in mypyc tests", + "description": "c.f. https://github.com/python/mypy/pull/19217#discussion_r2314303410\r\n\r\nDisallowing functions without annotations (where not relevant to the tests) is probably a good idea, but this creates a large number of failures which would take some time to go through (many due to common issues, like untyped functions in the fixtures).\r\n\r\nAs a smaller step in the right direction, this sets `check_untyped_defs = True` for the `run-*` tests so that we at least check functions without annotations. ", + "url": "https://github.com/python/mypy/pull/19792", + "date": "2025-09-04T14:42:17Z", + "sha_or_number": "19792", + "files_changed": [ + "mypyc/test-data/fixtures/ir.py", + "mypyc/test-data/run-classes.test", + "mypyc/test/test_run.py" + ], + "additions": 0, + "deletions": 0, + "labels": [], + "related_issues": [], + "code_samples": [ + { + "file_path": "mypyc/test-data/fixtures/ir.py", + "language": "python", + "before_code": "class type:\n def __init__(self, o: object) -> None: ...\n def __or__(self, o: object) -> Any: ...\n __name__ : str\n __annotations__: Dict[str, Any]\n", + "after_code": "class type:\n def __init__(self, o: object) -> None: ...\n def __or__(self, o: object) -> Any: ...\n def __new__(cls, *args: object) -> Any: ...\n __name__ : str\n __annotations__: Dict[str, Any]\n", + "diff_context": "class type:\n def __init__(self, o: object) -> None: ...\n def __or__(self, o: object) -> Any: ...\n def __new__(cls, *args: object) -> Any: ...\n __name__ : str\n __annotations__: Dict[str, Any]\n", + "change_type": "modification", + "lines_of_context": 6, + "function_name": "__new__", + "class_name": "type", + "docstring": null, + "coding_patterns": [ + "function_definition" + ] + } + ], + "commit_message_style": "concise_subject", + "python_version": null, + "pep_status": null + }, + { + "type": "pr", + "repository": "mypy", + "title": "fix: Allow instantiation of type[None] in analyze_type_type_callee", + "description": "\r\n\r\n(Explain how this PR changes mypy.)\r\n\r\n\r\n\r\nFixes #19660\r\n\r\nAllow instantiation of NoneType in type checker\r\n\r\nThis change fixes the error \"Cannot instantiate type 'Type[None]'\"\r\nwhen calling NoneType() or type(None)().\r\n\r\nBy treating NoneType as a callable that returns None, mypy can now correctly\r\nhandle such calls without raising spurious errors.\r\n\r\nAlso, I added test case testTypeUsingTypeCNoneType covering:\r\n- direct calls to type(None)() and NoneType()\r\n- functions accepting type[None] and type[NoneType] parameters and invoking them\r\n\r\nThis ensures proper handling of NoneType instantiation and prevents spurious errors.", + "url": "https://github.com/python/mypy/pull/19782", + "date": "2025-09-02T06:13:12Z", + "sha_or_number": "19782", + "files_changed": [ + "mypy/checkexpr.py", + "test-data/unit/check-classes.test" + ], + "additions": 0, + "deletions": 0, + "labels": [], + "related_issues": [ + "19660" + ], + "code_samples": [ + { + "file_path": "mypy/checkexpr.py", + "language": "python", + "before_code": " return self.analyze_type_type_callee(tuple_fallback(item), context)\n if isinstance(item, TypedDictType):\n return self.typeddict_callable_from_context(item)\n\n self.msg.unsupported_type_type(item, context)\n return AnyType(TypeOfAny.from_error)", + "after_code": " return self.analyze_type_type_callee(tuple_fallback(item), context)\n if isinstance(item, TypedDictType):\n return self.typeddict_callable_from_context(item)\n if isinstance(item, NoneType):\n # NoneType() returns None, so treat it as a callable that returns None\n return CallableType(\n arg_types=[],\n arg_kinds=[],\n arg_names=[],\n ret_type=NoneType(),\n fallback=self.named_type(\"builtins.function\"),\n name=None,\n from_type_type=True,\n )\n\n self.msg.unsupported_type_type(item, context)\n return AnyType(TypeOfAny.from_error)", + "diff_context": " return self.analyze_type_type_callee(tuple_fallback(item), context)\n if isinstance(item, TypedDictType):\n return self.typeddict_callable_from_context(item)\n if isinstance(item, NoneType):\n # NoneType() returns None, so treat it as a callable that returns None\n return CallableType(\n arg_types=[],\n arg_kinds=[],\n arg_names=[],\n ret_type=NoneType(),\n fallback=self.named_type(\"builtins.function\"),\n name=None,\n from_type_type=True,\n )\n\n self.msg.unsupported_type_type(item, context)\n return AnyType(TypeOfAny.from_error)", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + } + ], + "commit_message_style": "standard", + "python_version": null, + "pep_status": null + }, + { + "type": "pr", + "repository": "mypy", + "title": "feat: new mypyc primitives for weakref.proxy", + "description": "This PR adds 2 new weakref primitives for weakref.proxy (1 and 2 arg)\r\n\r\nThe C code generates correctly, but I'm not entirely sure why this test is failing. The weakly-proxied object is being destroyed too early, while there should still be a strong reference to it. It also fails if we use the builtin weakref.proxy, so I believe this might be exposing a reference counting bug unrelated to this PR.\r\n\r\n\r\n", + "url": "https://github.com/python/mypy/pull/19217", + "date": "2025-06-03T17:02:26Z", + "sha_or_number": "19217", + "files_changed": [ + "mypyc/primitives/weakref_ops.py", + "mypyc/test-data/fixtures/ir.py", + "mypyc/test-data/irbuild-weakref.test", + "mypyc/test-data/run-weakref.test", + "test-data/unit/lib-stub/_weakref.pyi", + "test-data/unit/lib-stub/weakref.pyi" + ], + "additions": 0, + "deletions": 0, + "labels": [], + "related_issues": [], + "code_samples": [ + { + "file_path": "mypyc/test-data/fixtures/ir.py", + "language": "python", + "before_code": "class UnicodeEncodeError(RuntimeError): pass\nclass UnicodeDecodeError(RuntimeError): pass\nclass NotImplementedError(RuntimeError): pass\n\nclass StopIteration(Exception):\n value: Any", + "after_code": "class UnicodeEncodeError(RuntimeError): pass\nclass UnicodeDecodeError(RuntimeError): pass\nclass NotImplementedError(RuntimeError): pass\nclass ReferenceError(Exception): pass\n\nclass StopIteration(Exception):\n value: Any", + "diff_context": "class UnicodeEncodeError(RuntimeError): pass\nclass UnicodeDecodeError(RuntimeError): pass\nclass NotImplementedError(RuntimeError): pass\nclass ReferenceError(Exception): pass\n\nclass StopIteration(Exception):\n value: Any", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": "StopIteration", + "docstring": null, + "coding_patterns": [ + "class_definition", + "type_hint" + ] + }, + { + "file_path": "test-data/unit/lib-stub/_weakref.pyi", + "language": "python", + "before_code": "", + "after_code": "from typing import Any, Callable, TypeVar, overload\nfrom weakref import CallableProxyType, ProxyType\n\n_C = TypeVar(\"_C\", bound=Callable[..., Any])\n_T = TypeVar(\"_T\")\n\n# Return CallableProxyType if object is callable, ProxyType otherwise\n@overload\ndef proxy(object: _C, callback: Callable[[CallableProxyType[_C]], Any] | None = None, /) -> CallableProxyType[_C]: ...\n@overload\ndef proxy(object: _T, callback: Callable[[ProxyType[_T]], Any] | None = None, /) -> ProxyType[_T]: ...", + "diff_context": "from typing import Any, Callable, TypeVar, overload\nfrom weakref import CallableProxyType, ProxyType\n\n_C = TypeVar(\"_C\", bound=Callable[..., Any])\n_T = TypeVar(\"_T\")\n\n# Return CallableProxyType if object is callable, ProxyType otherwise\n@overload\ndef proxy(object: _C, callback: Callable[[CallableProxyType[_C]], Any] | None = None, /) -> CallableProxyType[_C]: ...\n@overload\ndef proxy(object: _T, callback: Callable[[ProxyType[_T]], Any] | None = None, /) -> ProxyType[_T]: ...", + "change_type": "addition", + "lines_of_context": 0, + "function_name": "proxy", + "class_name": null, + "docstring": null, + "coding_patterns": [ + "decorator", + "function_definition" + ] + } + ], + "commit_message_style": "concise_subject", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "cpython", + "title": "gh-128307: Update what's new in 3.13 and 3.14 with create_task changes of asyncio (#134304)", + "description": "gh-128307: Update what's new in 3.13 and 3.14 with create_task changes of asyncio (#134304)\n\nCo-authored-by: Adam Turner <9087854+AA-Turner@users.noreply.github.com>", + "url": "https://github.com/python/cpython/commit/28625d4f956f8d30671aba1daaac9735932983db", + "date": "2025-05-20T08:41:22Z", + "sha_or_number": "28625d4f956f8d30671aba1daaac9735932983db", + "files_changed": [ + "Doc/whatsnew/3.13.rst", + "Doc/whatsnew/3.14.rst" + ], + "additions": 34, + "deletions": 0, + "labels": [], + "related_issues": [ + "134304" + ], + "code_samples": [ + { + "file_path": "Doc/whatsnew/3.13.rst", + "language": "restructuredtext", + "before_code": " never awaited).\n (Contributed by Arthur Tacca and Jason Zhang in :gh:`115957`.)\n\n\nbase64\n------", + "after_code": " never awaited).\n (Contributed by Arthur Tacca and Jason Zhang in :gh:`115957`.)\n\n* The function and methods named ``create_task`` have received a new\n ``**kwargs`` argument that is passed through to the task constructor.\n This change was accidentally added in 3.13.3,\n and broke the API contract for custom task factories.\n Several third-party task factories implemented workarounds for this.\n In 3.13.4 and later releases the old factory contract is honored\n once again (until 3.14).\n To keep the workarounds working, the extra ``**kwargs`` argument still\n allows passing additional keyword arguments to :class:`~asyncio.Task`\n and to custom task factories.\n\n This affects the following function and methods:\n :meth:`asyncio.create_task`,\n :meth:`asyncio.loop.create_task`,\n :meth:`asyncio.TaskGroup.create_task`.\n (Contributed by Thomas Grainger in :gh:`128307`.)\n\nbase64\n------", + "diff_context": " never awaited).\n (Contributed by Arthur Tacca and Jason Zhang in :gh:`115957`.)\n\n* The function and methods named ``create_task`` have received a new\n ``**kwargs`` argument that is passed through to the task constructor.\n This change was accidentally added in 3.13.3,\n and broke the API contract for custom task factories.\n Several third-party task factories implemented workarounds for this.\n In 3.13.4 and later releases the old factory contract is honored\n once again (until 3.14).\n To keep the workarounds working, the extra ``**kwargs`` argument still\n allows passing additional keyword arguments to :class:`~asyncio.Task`\n and to custom task factories.\n\n This affects the following function and methods:\n :meth:`asyncio.create_task`,\n :meth:`asyncio.loop.create_task`,\n :meth:`asyncio.TaskGroup.create_task`.\n (Contributed by Thomas Grainger in :gh:`128307`.)\n\nbase64\n------", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "Doc/whatsnew/3.14.rst", + "language": "restructuredtext", + "before_code": " (Contributed by Semyon Moroz in :gh:`133367`.)\n\n\nbdb\n---\n", + "after_code": " (Contributed by Semyon Moroz in :gh:`133367`.)\n\n\nasyncio\n-------\n\n* The function and methods named :func:`!create_task` now take an arbitrary\n list of keyword arguments. All keyword arguments are passed to the\n :class:`~asyncio.Task` constructor or the custom task factory.\n (See :meth:`~asyncio.loop.set_task_factory` for details.)\n The ``name`` and ``context`` keyword arguments are no longer special;\n the name should now be set using the ``name`` keyword argument of the factory,\n and ``context`` may be ``None``.\n\n This affects the following function and methods:\n :meth:`asyncio.create_task`,\n :meth:`asyncio.loop.create_task`,\n :meth:`asyncio.TaskGroup.create_task`.\n (Contributed by Thomas Grainger in :gh:`128307`.)\n\n\nbdb\n---\n", + "diff_context": " (Contributed by Semyon Moroz in :gh:`133367`.)\n\n\nasyncio\n-------\n\n* The function and methods named :func:`!create_task` now take an arbitrary\n list of keyword arguments. All keyword arguments are passed to the\n :class:`~asyncio.Task` constructor or the custom task factory.\n (See :meth:`~asyncio.loop.set_task_factory` for details.)\n The ``name`` and ``context`` keyword arguments are no longer special;\n the name should now be set using the ``name`` keyword argument of the factory,\n and ``context`` may be ``None``.\n\n This affects the following function and methods:\n :meth:`asyncio.create_task`,\n :meth:`asyncio.loop.create_task`,\n :meth:`asyncio.TaskGroup.create_task`.\n (Contributed by Thomas Grainger in :gh:`128307`.)\n\n\nbdb\n---\n", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + } + ], + "commit_message_style": "references_issue; has_body", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "cpython", + "title": "Update CODEOWNERS (#126005)", + "description": "Update CODEOWNERS (#126005)", + "url": "https://github.com/python/cpython/commit/905eddceb2d61da9087f0d303aa7e4a405d2261a", + "date": "2024-10-26T15:24:51Z", + "sha_or_number": "905eddceb2d61da9087f0d303aa7e4a405d2261a", + "files_changed": [ + ".github/CODEOWNERS" + ], + "additions": 2, + "deletions": 2, + "labels": [], + "related_issues": [ + "126005" + ], + "code_samples": [], + "commit_message_style": "concise_subject; imperative_mood; references_issue", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "cpython", + "title": "Withdraw most of my ownership in favor of Mark (#119611)", + "description": "Withdraw most of my ownership in favor of Mark (#119611)", + "url": "https://github.com/python/cpython/commit/3ff06ebec4e8b466f76078aa9c97cea2093d52ab", + "date": "2024-05-27T18:07:16Z", + "sha_or_number": "3ff06ebec4e8b466f76078aa9c97cea2093d52ab", + "files_changed": [ + ".github/CODEOWNERS" + ], + "additions": 6, + "deletions": 6, + "labels": [], + "related_issues": [ + "119611" + ], + "code_samples": [], + "commit_message_style": "references_issue", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "cpython", + "title": "gh-117549: Don't use designated initializers in headers (#118580)", + "description": "gh-117549: Don't use designated initializers in headers (#118580)\n\nThe designated initializer syntax in static inline functions in pycore_backoff.h\r\ncauses problems for C++ or MSVC users who aren't yet using C++20.\r\nWhile internal, pycore_backoff.h is included (indirectly, via pycore_code.h)\r\nby some key 3rd party software that does so for speed.", + "url": "https://github.com/python/cpython/commit/40cc809902304f60c6e1c933191dd4d64e570e28", + "date": "2024-05-05T19:28:55Z", + "sha_or_number": "40cc809902304f60c6e1c933191dd4d64e570e28", + "files_changed": [ + "Include/internal/pycore_backoff.h", + "Misc/NEWS.d/next/Core and Builtins/2024-05-05-12-04-02.gh-issue-117549.kITawD.rst" + ], + "additions": 12, + "deletions": 2, + "labels": [], + "related_issues": [ + "118580" + ], + "code_samples": [ + { + "file_path": "Misc/NEWS.d/next/Core and Builtins/2024-05-05-12-04-02.gh-issue-117549.kITawD.rst", + "language": "restructuredtext", + "before_code": "", + "after_code": "Don't use designated initializer syntax in inline functions in internal\nheaders. They cause problems for C++ or MSVC users who aren't yet using the\nlatest C++ standard (C++20). While internal, pycore_backoff.h, is included\n(indirectly, via pycore_code.h) by some key 3rd party software that does so\nfor speed.", + "diff_context": "Don't use designated initializer syntax in inline functions in internal\nheaders. They cause problems for C++ or MSVC users who aren't yet using the\nlatest C++ standard (C++20). While internal, pycore_backoff.h, is included\n(indirectly, via pycore_code.h) by some key 3rd party software that does so\nfor speed.", + "change_type": "addition", + "lines_of_context": 0, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + } + ], + "commit_message_style": "references_issue; has_body", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "cpython", + "title": "gh-74929: Rudimentary docs for PEP 667 (#118581)", + "description": "gh-74929: Rudimentary docs for PEP 667 (#118581)\n\nThis is *not* sufficient for the final 3.13 release, but it will do for beta 1:\r\n\r\n- What's new entry\r\n- Updated changelog entry (news blurb)\r\n- Mention the proxy for f_globals in the datamodel and Python frame object docs\r\n\r\nThis doesn't have any C API details (what's new refers to the PEP).", + "url": "https://github.com/python/cpython/commit/9c13d9e37a194f574b8591da634bf98419786448", + "date": "2024-05-05T15:31:26Z", + "sha_or_number": "9c13d9e37a194f574b8591da634bf98419786448", + "files_changed": [ + "Doc/c-api/frame.rst", + "Doc/reference/datamodel.rst", + "Doc/whatsnew/3.13.rst", + "Misc/NEWS.d/next/Core and Builtins/2024-04-27-21-44-40.gh-issue-74929.C2nESp.rst" + ], + "additions": 22, + "deletions": 3, + "labels": [], + "related_issues": [ + "118581" + ], + "code_samples": [ + { + "file_path": "Doc/c-api/frame.rst", + "language": "restructuredtext", + "before_code": "\n.. c:function:: PyObject* PyFrame_GetLocals(PyFrameObject *frame)\n\n Get the *frame*'s :attr:`~frame.f_locals` attribute (:class:`dict`).\n\n Return a :term:`strong reference`.\n\n .. versionadded:: 3.11\n\n\n.. c:function:: int PyFrame_GetLineNumber(PyFrameObject *frame)\n", + "after_code": "\n.. c:function:: PyObject* PyFrame_GetLocals(PyFrameObject *frame)\n\n Get the *frame*'s :attr:`~frame.f_locals` attribute.\n If the frame refers to a function or comprehension, this returns\n a write-through proxy object that allows modifying the locals.\n In all other cases (classes, modules) it returns the :class:`dict`\n representing the frame locals directly.\n\n Return a :term:`strong reference`.\n\n .. versionadded:: 3.11\n\n .. versionchanged:: 3.13\n Return a proxy object for functions and comprehensions.\n\n\n.. c:function:: int PyFrame_GetLineNumber(PyFrameObject *frame)\n", + "diff_context": "\n.. c:function:: PyObject* PyFrame_GetLocals(PyFrameObject *frame)\n\n Get the *frame*'s :attr:`~frame.f_locals` attribute (:class:`dict`).\n Get the *frame*'s :attr:`~frame.f_locals` attribute.\n If the frame refers to a function or comprehension, this returns\n a write-through proxy object that allows modifying the locals.\n In all other cases (classes, modules) it returns the :class:`dict`\n representing the frame locals directly.\n\n Return a :term:`strong reference`.\n\n .. versionadded:: 3.11\n\n .. versionchanged:: 3.13\n Return a proxy object for functions and comprehensions.\n\n\n.. c:function:: int PyFrame_GetLineNumber(PyFrameObject *frame)\n", + "change_type": "modification", + "lines_of_context": 11, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "Doc/reference/datamodel.rst", + "language": "restructuredtext", + "before_code": "\n * - .. attribute:: frame.f_locals\n - The dictionary used by the frame to look up\n :ref:`local variables `\n\n * - .. attribute:: frame.f_globals\n - The dictionary used by the frame to look up", + "after_code": "\n * - .. attribute:: frame.f_locals\n - The dictionary used by the frame to look up\n :ref:`local variables `.\n If the frame refers to a function or comprehension,\n this may return a write-through proxy object.\n\n .. versionchanged:: 3.13\n Return a proxy for functions and comprehensions.\n\n * - .. attribute:: frame.f_globals\n - The dictionary used by the frame to look up", + "diff_context": "\n * - .. attribute:: frame.f_locals\n - The dictionary used by the frame to look up\n :ref:`local variables `\n :ref:`local variables `.\n If the frame refers to a function or comprehension,\n this may return a write-through proxy object.\n\n .. versionchanged:: 3.13\n Return a proxy for functions and comprehensions.\n\n * - .. attribute:: frame.f_globals\n - The dictionary used by the frame to look up", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "Doc/whatsnew/3.13.rst", + "language": "restructuredtext", + "before_code": " Performance improvements are modest -- we expect to be improving this\n over the next few releases.\n\nNew typing features:\n\n* :pep:`696`: Type parameters (:data:`typing.TypeVar`, :data:`typing.ParamSpec`,", + "after_code": " Performance improvements are modest -- we expect to be improving this\n over the next few releases.\n\n* :pep:`667`: :attr:`FrameType.f_locals ` when used in\n a function now returns a write-through proxy to the frame's locals,\n rather than a ``dict``. See the PEP for corresponding C API changes\n and deprecations.\n\nNew typing features:\n\n* :pep:`696`: Type parameters (:data:`typing.TypeVar`, :data:`typing.ParamSpec`,", + "diff_context": " Performance improvements are modest -- we expect to be improving this\n over the next few releases.\n\n* :pep:`667`: :attr:`FrameType.f_locals ` when used in\n a function now returns a write-through proxy to the frame's locals,\n rather than a ``dict``. See the PEP for corresponding C API changes\n and deprecations.\n\nNew typing features:\n\n* :pep:`696`: Type parameters (:data:`typing.TypeVar`, :data:`typing.ParamSpec`,", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + } + ], + "commit_message_style": "concise_subject; references_issue; has_body", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "cpython", + "title": "gh-118335: Rename --experimental-interpreter on Windows to --experimental-jit-interpreter (#118497)", + "description": "gh-118335: Rename --experimental-interpreter on Windows to --experimental-jit-interpreter (#118497)\n\nAlso fix docs for this in whatsnew.", + "url": "https://github.com/python/cpython/commit/a37b0932285b5e883b13a46ff2a32f15d7339894", + "date": "2024-05-02T00:48:34Z", + "sha_or_number": "a37b0932285b5e883b13a46ff2a32f15d7339894", + "files_changed": [ + "Doc/whatsnew/3.13.rst", + "PCbuild/build.bat" + ], + "additions": 5, + "deletions": 4, + "labels": [], + "related_issues": [ + "118497" + ], + "code_samples": [], + "commit_message_style": "references_issue; has_body", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "mypy", + "title": "Support TypeGuard (PEP 647) (#9865)", + "description": "Support TypeGuard (PEP 647) (#9865)\n\nPEP 647 is still in draft mode, but it is likely to be accepted, and this helps solve some real issues.", + "url": "https://github.com/python/mypy/commit/fffbe88fc54807c8b10ac40456522ad2faf8d350", + "date": "2021-01-18T18:13:36Z", + "sha_or_number": "fffbe88fc54807c8b10ac40456522ad2faf8d350", + "files_changed": [ + "mypy/checker.py", + "mypy/checkexpr.py", + "mypy/constraints.py", + "mypy/expandtype.py", + "mypy/fixup.py", + "mypy/nodes.py", + "mypy/test/testcheck.py", + "mypy/typeanal.py", + "mypy/types.py", + "test-data/unit/check-python38.test", + "test-data/unit/check-serialize.test", + "test-data/unit/check-typeguard.test", + "test-data/unit/lib-stub/typing_extensions.pyi" + ], + "additions": 408, + "deletions": 9, + "labels": [], + "related_issues": [ + "9865" + ], + "code_samples": [ + { + "file_path": "mypy/checker.py", + "language": "python", + "before_code": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\n return self.conditional_callable_type_map(expr, vartype)\n elif isinstance(node, ComparisonExpr):\n # Step 1: Obtain the types of each operand and whether or not we can\n # narrow their types. (For example, we shouldn't try narrowing the", + "after_code": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\n return self.conditional_callable_type_map(expr, vartype)\n elif isinstance(node.callee, RefExpr):\n if node.callee.type_guard is not None:\n # TODO: Follow keyword args or *args, **kwargs\n if node.arg_kinds[0] != nodes.ARG_POS:\n self.fail(\"Type guard requires positional argument\", node)\n return {}, {}\n if literal(expr) == LITERAL_TYPE:\n return {expr: TypeGuardType(node.callee.type_guard)}, {}\n elif isinstance(node, ComparisonExpr):\n # Step 1: Obtain the types of each operand and whether or not we can\n # narrow their types. (For example, we shouldn't try narrowing the", + "diff_context": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\n return self.conditional_callable_type_map(expr, vartype)\n elif isinstance(node.callee, RefExpr):\n if node.callee.type_guard is not None:\n # TODO: Follow keyword args or *args, **kwargs\n if node.arg_kinds[0] != nodes.ARG_POS:\n self.fail(\"Type guard requires positional argument\", node)\n return {}, {}\n if literal(expr) == LITERAL_TYPE:\n return {expr: TypeGuardType(node.callee.type_guard)}, {}\n elif isinstance(node, ComparisonExpr):\n # Step 1: Obtain the types of each operand and whether or not we can\n # narrow their types. (For example, we shouldn't try narrowing the", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "mypy/checkexpr.py", + "language": "python", + "before_code": " ret_type=self.object_type(),\n fallback=self.named_type('builtins.function'))\n callee_type = get_proper_type(self.accept(e.callee, type_context, always_allow_any=True))\n if (self.chk.options.disallow_untyped_calls and\n self.chk.in_checked_function() and\n isinstance(callee_type, CallableType)", + "after_code": " ret_type=self.object_type(),\n fallback=self.named_type('builtins.function'))\n callee_type = get_proper_type(self.accept(e.callee, type_context, always_allow_any=True))\n if (isinstance(e.callee, RefExpr)\n and isinstance(callee_type, CallableType)\n and callee_type.type_guard is not None):\n # Cache it for find_isinstance_check()\n e.callee.type_guard = callee_type.type_guard\n if (self.chk.options.disallow_untyped_calls and\n self.chk.in_checked_function() and\n isinstance(callee_type, CallableType)", + "diff_context": " ret_type=self.object_type(),\n fallback=self.named_type('builtins.function'))\n callee_type = get_proper_type(self.accept(e.callee, type_context, always_allow_any=True))\n if (isinstance(e.callee, RefExpr)\n and isinstance(callee_type, CallableType)\n and callee_type.type_guard is not None):\n # Cache it for find_isinstance_check()\n e.callee.type_guard = callee_type.type_guard\n if (self.chk.options.disallow_untyped_calls and\n self.chk.in_checked_function() and\n isinstance(callee_type, CallableType)", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [ + "generator_expression" + ] + }, + { + "file_path": "mypy/checkexpr.py", + "language": "python", + "before_code": " \"\"\"\n if literal(expr) >= LITERAL_TYPE:\n restriction = self.chk.binder.get(expr)\n # If the current node is deferred, some variables may get Any types that they\n # otherwise wouldn't have. We don't want to narrow down these since it may\n # produce invalid inferred Optional[Any] types, at least.", + "after_code": " \"\"\"\n if literal(expr) >= LITERAL_TYPE:\n restriction = self.chk.binder.get(expr)\n # Ignore the error about using get_proper_type().\n if isinstance(restriction, TypeGuardType): # type: ignore[misc]\n # A type guard forces the new type even if it doesn't overlap the old.\n return restriction.type_guard\n # If the current node is deferred, some variables may get Any types that they\n # otherwise wouldn't have. We don't want to narrow down these since it may\n # produce invalid inferred Optional[Any] types, at least.", + "diff_context": " \"\"\"\n if literal(expr) >= LITERAL_TYPE:\n restriction = self.chk.binder.get(expr)\n # Ignore the error about using get_proper_type().\n if isinstance(restriction, TypeGuardType): # type: ignore[misc]\n # A type guard forces the new type even if it doesn't overlap the old.\n return restriction.type_guard\n # If the current node is deferred, some variables may get Any types that they\n # otherwise wouldn't have. We don't want to narrow down these since it may\n # produce invalid inferred Optional[Any] types, at least.", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": "\"\"\"", + "coding_patterns": [ + "type_hint" + ] + }, + { + "file_path": "mypy/constraints.py", + "language": "python", + "before_code": " for t, a in zip(template.arg_types, cactual.arg_types):\n # Negate direction due to function argument type contravariance.\n res.extend(infer_constraints(t, a, neg_op(self.direction)))\n res.extend(infer_constraints(template.ret_type, cactual.ret_type,\n self.direction))\n return res\n elif isinstance(self.actual, AnyType):", + "after_code": " for t, a in zip(template.arg_types, cactual.arg_types):\n # Negate direction due to function argument type contravariance.\n res.extend(infer_constraints(t, a, neg_op(self.direction)))\n template_ret_type, cactual_ret_type = template.ret_type, cactual.ret_type\n if template.type_guard is not None:\n template_ret_type = template.type_guard\n if cactual.type_guard is not None:\n cactual_ret_type = cactual.type_guard\n res.extend(infer_constraints(template_ret_type, cactual_ret_type,\n self.direction))\n return res\n elif isinstance(self.actual, AnyType):", + "diff_context": " for t, a in zip(template.arg_types, cactual.arg_types):\n # Negate direction due to function argument type contravariance.\n res.extend(infer_constraints(t, a, neg_op(self.direction)))\n res.extend(infer_constraints(template.ret_type, cactual.ret_type,\n template_ret_type, cactual_ret_type = template.ret_type, cactual.ret_type\n if template.type_guard is not None:\n template_ret_type = template.type_guard\n if cactual.type_guard is not None:\n cactual_ret_type = cactual.type_guard\n res.extend(infer_constraints(template_ret_type, cactual_ret_type,\n self.direction))\n return res\n elif isinstance(self.actual, AnyType):", + "change_type": "modification", + "lines_of_context": 6, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [ + "type_hint" + ] + }, + { + "file_path": "mypy/expandtype.py", + "language": "python", + "before_code": "\n def visit_callable_type(self, t: CallableType) -> Type:\n return t.copy_modified(arg_types=self.expand_types(t.arg_types),\n ret_type=t.ret_type.accept(self))\n\n def visit_overloaded(self, t: Overloaded) -> Type:\n items = [] # type: List[CallableType]", + "after_code": "\n def visit_callable_type(self, t: CallableType) -> Type:\n return t.copy_modified(arg_types=self.expand_types(t.arg_types),\n ret_type=t.ret_type.accept(self),\n type_guard=(t.type_guard.accept(self)\n if t.type_guard is not None else None))\n\n def visit_overloaded(self, t: Overloaded) -> Type:\n items = [] # type: List[CallableType]", + "diff_context": "\n def visit_callable_type(self, t: CallableType) -> Type:\n return t.copy_modified(arg_types=self.expand_types(t.arg_types),\n ret_type=t.ret_type.accept(self))\n ret_type=t.ret_type.accept(self),\n type_guard=(t.type_guard.accept(self)\n if t.type_guard is not None else None))\n\n def visit_overloaded(self, t: Overloaded) -> Type:\n items = [] # type: List[CallableType]", + "change_type": "modification", + "lines_of_context": 6, + "function_name": "visit_overloaded", + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": "mypy/fixup.py", + "language": "python", + "before_code": " for arg in ct.bound_args:\n if arg:\n arg.accept(self)\n\n def visit_overloaded(self, t: Overloaded) -> None:\n for ct in t.items():", + "after_code": " for arg in ct.bound_args:\n if arg:\n arg.accept(self)\n if ct.type_guard is not None:\n ct.type_guard.accept(self)\n\n def visit_overloaded(self, t: Overloaded) -> None:\n for ct in t.items():", + "diff_context": " for arg in ct.bound_args:\n if arg:\n arg.accept(self)\n if ct.type_guard is not None:\n ct.type_guard.accept(self)\n\n def visit_overloaded(self, t: Overloaded) -> None:\n for ct in t.items():", + "change_type": "modification", + "lines_of_context": 6, + "function_name": "visit_overloaded", + "class_name": null, + "docstring": null, + "coding_patterns": [] + } + ], + "commit_message_style": "concise_subject; references_issue; has_body", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "mypy", + "title": "Add a separate issue form to report crashes (#9549)", + "description": "Add a separate issue form to report crashes (#9549)", + "url": "https://github.com/python/mypy/commit/cca6e2fdc874b7538bd1d2ef70daab687b2a0363", + "date": "2020-10-08T22:30:06Z", + "sha_or_number": "cca6e2fdc874b7538bd1d2ef70daab687b2a0363", + "files_changed": [ + ".github/ISSUE_TEMPLATE/crash.md" + ], + "additions": 41, + "deletions": 0, + "labels": [], + "related_issues": [ + "9549" + ], + "code_samples": [ + { + "file_path": ".github/ISSUE_TEMPLATE/crash.md", + "language": "markdown", + "before_code": "", + "after_code": "---\nname: Crash Report\nabout: Crash (traceback or \"INTERNAL ERROR\")\nlabels: \"crash\"\n---\n\n\n\n**Crash Report**\n\n(Tell us what happened.)\n\n**Traceback**\n\n```\n(Insert traceback and other messages from mypy here -- use `--show-traceback`.)\n```\n\n**To Reproduce**\n\n(Write what you did to reproduce the crash. Full source code is\nappreciated. We also very much appreciate it if you try to narrow the\nsource down to a small stand-alone example.)\n\n**Your Environment**\n\n\n\n- Mypy version used:\n- Mypy command-line flags:\n- Mypy configuration options from `mypy.ini` (and other config files):\n- Python version used:\n- Operating system and version:\n\n", + "diff_context": "---\nname: Crash Report\nabout: Crash (traceback or \"INTERNAL ERROR\")\nlabels: \"crash\"\n---\n\n\n\n**Crash Report**\n\n(Tell us what happened.)\n\n**Traceback**\n\n```\n(Insert traceback and other messages from mypy here -- use `--show-traceback`.)\n```\n\n**To Reproduce**\n\n(Write what you did to reproduce the crash. Full source code is\nappreciated. We also very much appreciate it if you try to narrow the\nsource down to a small stand-alone example.)\n\n**Your Environment**\n\n\n\n- Mypy version used:\n- Mypy command-line flags:\n- Mypy configuration options from `mypy.ini` (and other config files):\n- Python version used:\n- Operating system and version:\n\n", + "change_type": "addition", + "lines_of_context": 0, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + } + ], + "commit_message_style": "imperative_mood; references_issue", + "python_version": null, + "pep_status": null + }, + { + "type": "commit", + "repository": "mypy", + "title": "Make the new bug templates less markup-heavy (#9438)", + "description": "Make the new bug templates less markup-heavy (#9438)\n\n- Remove emoji\r\n- Instead of `## H2 headings` just use `**bold**`\r\n- Add link to docs\r\n- Add suggestion for new users not to file a bug", + "url": "https://github.com/python/mypy/commit/6f07cb6a2e02446b909846f99817f674675e826e", + "date": "2020-09-11T18:35:59Z", + "sha_or_number": "6f07cb6a2e02446b909846f99817f674675e826e", + "files_changed": [ + ".github/ISSUE_TEMPLATE/bug.md", + ".github/ISSUE_TEMPLATE/documentation.md", + ".github/ISSUE_TEMPLATE/feature.md", + ".github/ISSUE_TEMPLATE/question.md" + ], + "additions": 24, + "deletions": 18, + "labels": [], + "related_issues": [ + "9438" + ], + "code_samples": [ + { + "file_path": ".github/ISSUE_TEMPLATE/bug.md", + "language": "markdown", + "before_code": "---\nname: 🐛 Bug Report\nabout: Submit a bug report\nlabels: \"bug\"\n---\n\n\n\n## 🐛 Bug Report\n\n(A clear and concise description of what the bug is.)\n\n## To Reproduce\n\n(Write your steps here:)\n\n1. Step 1...\n1. Step 2...\n1. Step 3...\n\n## Expected Behavior\n\n\n\n**Bug Report**\n\n\n\n(A clear and concise description of what the bug is.)\n\n**To Reproduce**\n\n(Write your steps here:)\n\n1. Step 1...\n2. Step 2...\n3. Step 3...\n\n**Expected Behavior**\n\n\n\n**Bug Report**\n\n\n\n## 🐛 Bug Report\n\n(A clear and concise description of what the bug is.)\n\n## To Reproduce\n**To Reproduce**\n\n(Write your steps here:)\n\n1. Step 1...\n1. Step 2...\n1. Step 3...\n2. Step 2...\n3. Step 3...\n\n## Expected Behavior\n**Expected Behavior**\n\n\n\n## 🐛 Bug Report\n\n(A clear and concise description of what the bug is.)\n\n## To Reproduce\n\n(Write your steps here:)\n\n1. Step 1...\n1. Step 2...\n1. Step 3...\n\n## Expected Behavior\n\n\n\n(Write what you thought would happen.)\n\n## Actual Behavior\n\n\n\n(Write what happened.)\n\n## Your Environment\n\n\n\n- Mypy version used:\n- Mypy command-line flags:\n- Mypy configuration options from `mypy.ini` (and other config files):\n- Python version used:\n- Operating system and version:\n\n", + "after_code": "", + "diff_context": "---\nname: 🐛 Bug Report\nlabels: \"bug\"\n---\n\n\n\n## 🐛 Bug Report\n\n(A clear and concise description of what the bug is.)\n\n## To Reproduce\n\n(Write your steps here:)\n\n1. Step 1...\n1. Step 2...\n1. Step 3...\n\n## Expected Behavior\n\n\n\n(Write what you thought would happen.)\n\n## Actual Behavior\n\n\n\n(Write what happened.)\n\n## Your Environment\n\n\n\n- Mypy version used:\n- Mypy command-line flags:\n- Mypy configuration options from `mypy.ini` (and other config files):\n- Python version used:\n- Operating system and version:\n\n", + "change_type": "deletion", + "lines_of_context": 0, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": ".github/ISSUE_TEMPLATE/feature.md", + "language": "markdown", + "before_code": "---\nname: 🚀 Feature\nlabels: \"feature\"\n---\n\n## 🚀 Feature\n\n(A clear and concise description of your feature proposal.)\n\n## Pitch\n\n(Please explain why this feature should be implemented and how it would be used. Add examples, if applicable.)", + "after_code": "", + "diff_context": "---\nname: 🚀 Feature\nlabels: \"feature\"\n---\n\n## 🚀 Feature\n\n(A clear and concise description of your feature proposal.)\n\n## Pitch\n\n(Please explain why this feature should be implemented and how it would be used. Add examples, if applicable.)", + "change_type": "deletion", + "lines_of_context": 0, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + }, + { + "file_path": ".github/PULL_REQUEST_TEMPLATE.md", + "language": "markdown", + "before_code": "### Have you read the [Contributing Guidelines](https://github.com/python/mypy/blob/master/CONTRIBUTING.md)?\n\n(Once you have, delete this section. If you leave it in, your PR may be closed without action.)\n\n### Description\n\n\n\n(Explain how this PR changes mypy.)\n\n## Test Plan\n\n\n\n(Write your test plan here. If you changed any code, please provide us with clear instructions on how you verified your changes work.)", + "after_code": "", + "diff_context": "### Have you read the [Contributing Guidelines](https://github.com/python/mypy/blob/master/CONTRIBUTING.md)?\n\n(Once you have, delete this section. If you leave it in, your PR may be closed without action.)\n\n### Description\n\n\n\n(Explain how this PR changes mypy.)\n\n## Test Plan\n\n\n\n(Write your test plan here. If you changed any code, please provide us with clear instructions on how you verified your changes work.)", + "change_type": "deletion", + "lines_of_context": 0, + "function_name": null, + "class_name": null, + "docstring": null, + "coding_patterns": [] + } + ], + "commit_message_style": "concise_subject; references_issue; has_body", + "python_version": null, + "pep_status": null + } +] diff --git a/notebooks/data/my_developer_rules.md b/notebooks/data/my_developer_rules.md new file mode 100644 index 000000000..751fda2bd --- /dev/null +++ b/notebooks/data/my_developer_rules.md @@ -0,0 +1,79 @@ +Assistant Guidelines +These rules are absolutely imperative to adhere to. Comply with them precisely as they are outlined. + +The agent must use sequential thinking MCP tool to work out problems. + +Core Behavior Guidelines + +Respond only to explicit requests. Do not add files, code, tests, or comments unless asked. + +Follow instructions precisely. No assumptions or speculative additions. + +Use provided context accurately. + +Avoid extra output. No debugging logs or test harnesses unless requested. + +Produce clean, optimized code when code is requested. Respect existing style. + +Deliver complete, standalone solutions. No placeholders. + +Limit file creation. Only create new files when necessary. + +If you modify the model in a user's code, you must confirm with the user and never be sneaky. Always tell the user exactly what you are doing. + +Communication & Delivery + +9. Don't explain unless asked. Do not expose reasoning in outputs. +10. If unsure, say "I don't know." Avoid hallucinated content. +11. Maintain consistency across sessions. Refer to project memory and documentation. +12. Respect privacy and permissions. Never leak or infer secure data. +13. Prioritize targeted edits over full rewrites. +14. Optimize incrementally. Avoid unnecessary overhauls. + +Spec.md Requirement + +You must maintain a file named Spec.md. This file acts as the single source of truth for the project. + +Rules: + +Before starting any implementation, check if Spec.md already exists. + +If it does not exist, create one using the template provided below. + +Always update Spec.md before and after any major change. + +Use the contents of Spec.md to guide logic, structure, and implementation decisions. + +When updating a section, condense previous content to keep the document concise. + +Spec.md Starter Template (Plain Text Format) + +Title: Spec.md – Project Specification + +Section: Purpose +Describe the main goal of this feature, tool, or system. + +Section: Core Functionality +List the key features, expected behaviors, and common use cases. + +Section: Architecture Overview +Summarize the technical setup, frameworks used, and main modules or services. + +Section: Input and Output Contracts +List all inputs and outputs in a table-like format: + +Input: describe the input data, its format, and where it comes from. + +Output: describe the output data, its format, and its destination. + +Section: Edge Cases and Constraints +List known limitations, special scenarios, and fallback behaviors. + +Section: File and Module Map +List all important files or modules and describe what each one is responsible for. + +Section: Open Questions or TODOs +Create a checklist of unresolved decisions, logic that needs clarification, or tasks that are still pending. + +Section: Last Updated +Include the most recent update date and who made the update. diff --git a/notebooks/data/pep_style_guide.md b/notebooks/data/pep_style_guide.md new file mode 100644 index 000000000..bc6466324 --- /dev/null +++ b/notebooks/data/pep_style_guide.md @@ -0,0 +1,74 @@ +# PEP 8 Style Guide: Essentials + +## Code Layout +- Indentation: 4 spaces per level +- Line length: 79 for code (88/100 acceptable by team), 72 for comments/docstrings +- Blank lines: 2 around top-level defs/classes, 1 between methods + +```python +# Hanging indent for long calls +foo = long_function_name( + var_one, var_two, + var_three, var_four, +) +``` + +## Imports +- One import per line +- Group: stdlib, third-party, local +- Prefer absolute imports; avoid wildcard imports + +```python +import os +import sys +from subprocess import Popen, PIPE + +import requests + +from myproject.models import User +``` + +## Whitespace +- No space inside brackets or before commas/semicolons +- Spaces around binary operators + +```python +x = 1 +hypot2 = x * x + y * y +``` + +## Naming +- snake_case: functions, variables +- PascalCase: classes +- SCREAMING_SNAKE_CASE: constants + +## Comments & Docstrings +- Use complete sentences; keep up to date +- Triple-double quotes for public modules, classes, functions +```python +def f(x: int) -> int: + """Return x doubled.""" + return x * 2 +``` + +## Type Hints +- Space after colon; arrow for returns +```python +def munge(s: str) -> str: ... +``` + +## Tooling +- Black, isort, Flake8 (or Ruff) to automate style +- Example pyproject.toml excerpt: +```toml +[tool.black] +line-length = 88 + +[tool.isort] +profile = "black" +``` + +## Common Violations +- E501: line too long -> break with parentheses +- E225: missing whitespace around operator +- E402: module import not at top of file diff --git a/notebooks/data/zen_principles.md b/notebooks/data/zen_principles.md new file mode 100644 index 000000000..d49dc9c13 --- /dev/null +++ b/notebooks/data/zen_principles.md @@ -0,0 +1,74 @@ +# The Zen of Python: Practical Guide + +## Overview +The Zen of Python (Tim Peters, import this) captures Python's philosophy. Use these principles as a checklist during design, coding, and reviews. + +## Key Principles With Guidance + +### 1. Beautiful is better than ugly +Prefer descriptive names, clear structure, and consistent formatting. + +### 2. Explicit is better than implicit +Be clear about behavior, imports, and types. +```python +from datetime import datetime, timedelta + +def get_future_date(days_ahead: int) -> datetime: + return datetime.now() + timedelta(days=days_ahead) +``` + +### 3. Simple is better than complex +Choose straightforward solutions first. + +### 4. Complex is better than complicated +When complexity is needed, organize it with clear abstractions. + +### 5. Flat is better than nested +Use early returns to reduce indentation. + +### 6. Sparse is better than dense +Give code room to breathe with whitespace. + +### 7. Readability counts +Optimize for human readers; add docstrings for nontrivial code. + +### 8. Special cases aren't special enough to break the rules +Stay consistent; exceptions should be rare and justified. + +### 9. Although practicality beats purity +Prefer practical solutions that teams can maintain. + +### 10. Errors should never pass silently +Handle exceptions explicitly; log with context. + +### 11. Unless explicitly silenced +Silence only specific, acceptable errors and document why. + +### 12. In the face of ambiguity, refuse the temptation to guess +Require explicit inputs and behavior. + +### 13. There should be one obvious way to do it +Prefer standard library patterns and idioms. + +### 14. Although that way may not be obvious at first +Learn Python idioms; embrace clarity over novelty. + +### 15. Now is better than never; 16. Never is often better than right now +Iterate, but don't rush broken code. + +### 17/18. Hard to explain is bad; easy to explain is good +Prefer designs you can explain simply. + +### 19. Namespaces are one honking great idea +Use modules/packages to separate concerns; avoid wildcard imports. + +## Modern Python Tie-ins +- Type hints reinforce explicitness +- Context managers enforce safe resource handling +- Dataclasses improve readability for data containers + +## Quick Review Checklist +- Is it readable and explicit? +- Is this the simplest working solution? +- Are errors explicit and logged? +- Are modules/namespaces used appropriately? diff --git a/notebooks/tutorial.ipynb b/notebooks/tutorial.ipynb new file mode 100644 index 000000000..e6fae0449 --- /dev/null +++ b/notebooks/tutorial.ipynb @@ -0,0 +1,584 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6f22c8fe6d92cfcc", + "metadata": {}, + "source": [ + "# Using Cognee with Python Development Data\n", + "\n", + "Unite authoritative Python practice (Guido van Rossum's own contributions!), normative guidance (Zen/PEP 8), and your lived context (rules + conversations) into one *AI memory* that produces answers that are relevant, explainable, and consistent." + ] + }, + { + "cell_type": "markdown", + "id": "fe69acbf9ab1a22b", + "metadata": {}, + "source": [ + "## What You'll Learn\n", + "\n", + "In this comprehensive tutorial, you'll discover how to transform scattered development data into an intelligent knowledge system that enhances your coding workflow. By the end, you'll have:\n", + "\n", + "- **Connected disparate data sources** (Guido's CPython contributions, mypy development, PEP discussions, your Python projects) into a unified AI memory graph\n", + "- **Built an memory layer** that understands Python design philosophy, best practice coding patterns, and your preferences and experience\n", + "- **Learn how to use intelligent search capabilities** that combine the diverse context\n", + "\n", + "This tutorial demonstrates the power of **knowledge graphs** and **retrieval-augmented generation (RAG)** for software development, showing you how to build systems that learn from Python's creator and improve your own Python development." + ] + }, + { + "cell_type": "markdown", + "id": "b03b59c064213dd4", + "metadata": {}, + "source": [ + "## Cognee and its core operations\n", + "\n", + "Before we dive in, let's understand the core Cognee operations we'll be working with:\n", + "\n", + "- **`cognee.add()`** - Ingests raw data (files, text, APIs) into the system\n", + "- **`cognee.cognify()`** - Processes and structures data into a knowledge graph using AI\n", + "- **`cognee.search()`** - Queries the knowledge graph with natural language or Cypher\n", + "- **`cognee.memify()`** - Cognee's \"secret sauce\" that infers implicit connections and rules from your data" + ] + }, + { + "cell_type": "markdown", + "id": "6a7669fbb6a3e6c7", + "metadata": {}, + "source": [ + "## Data used in this tutorial\n", + "\n", + "Cognee can ingest many types of sources. In this tutorial, we use a small, concrete set of files that cover different perspectives:\n", + "\n", + "- **`guido_contributions.json` — Authoritative exemplars.** Real PRs and commits from Guido van Rossum (mypy, CPython). These show how Python’s creator solved problems and provide concrete anchors for patterns.\n", + "- **`pep_style_guide.md` — Norms.** Encodes community style and typing conventions (PEP 8 and related). Ensures that search results and inferred rules align with widely accepted standards.\n", + "- **`zen_principles.md` — Philosophy.** The Zen of Python. Grounds design trade‑offs (simplicity, explicitness, readability) beyond syntax or mechanics.\n", + "- **`my_developer_rules.md` — Local constraints.** Your house rules, conventions, and project‑specific requirements (scope, privacy, Spec.md). Keeps recommendations relevant to your actual workflow.\n", + "- **`copilot_conversations.json` — Personal history.** Transcripts of real assistant conversations, including your questions, code snippets, and discussion topics. Captures “how you code” and connects it to “how Guido codes.”" + ] + }, + { + "cell_type": "markdown", + "id": "2a5dac2c6fdc7ca7", + "metadata": {}, + "source": [ + "# Preliminaries\n", + "\n", + "Cognee relies heavily on async functions.\n", + "We need `nest_asyncio` so `await` works in this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20cb02b49e3c53e2", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:35:00.836706Z", + "start_time": "2025-09-07T14:35:00.832646Z" + } + }, + "outputs": [], + "source": [ + "import nest_asyncio\n", + "nest_asyncio.apply()" + ] + }, + { + "cell_type": "markdown", + "id": "30e66c894fb4cfd5", + "metadata": {}, + "source": [ + "To strike the balanace between speed, cost, anc quality, we recommend using OpenAI's `4o-mini` model; make sure your `.env` file contains this line:\n", + "\n", + "```LLM_MODEL=\"gpt-4o-mini\"```" + ] + }, + { + "cell_type": "markdown", + "id": "45e1caaec20c9518", + "metadata": {}, + "source": [ + "We will do a quick import check." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9386ecb596860399", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:35:03.910260Z", + "start_time": "2025-09-07T14:35:00.938966Z" + } + }, + "outputs": [], + "source": [ + "import cognee\n", + "import os\n", + "from pathlib import Path\n", + "\n", + "print('🔍 Quick Cognee Import Check')\n", + "print('=' * 30)\n", + "print(f'📍 Cognee location: {cognee.__file__}')\n", + "print(f'📁 Package directory: {os.path.dirname(cognee.__file__)}')\n", + "\n", + "# Check if it's local or installed\n", + "current_dir = Path.cwd()\n", + "cognee_path = Path(cognee.__file__)\n", + "if current_dir in cognee_path.parents:\n", + " print('🏠 Status: LOCAL DEVELOPMENT VERSION')\n", + "else:\n", + " print('📦 Status: INSTALLED PACKAGE')" + ] + }, + { + "cell_type": "markdown", + "id": "76895c6570d1a4dc", + "metadata": {}, + "source": [ + "And just to be safe, we will make sure that the path contains the root directory, so Python can find everything it needs to run the notebook." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "19e74e6b691020db", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:35:03.921217Z", + "start_time": "2025-09-07T14:35:03.918659Z" + } + }, + "outputs": [], + "source": [ + "import sys\n", + "from pathlib import Path\n", + "notebook_dir = Path.cwd()\n", + "if notebook_dir.name == 'notebooks':\n", + " project_root = notebook_dir.parent\n", + "else:\n", + " project_root = Path.cwd()\n", + "\n", + "# Add project root to the beginning of sys.path\n", + "project_root_str = str(project_root.absolute())\n", + "if project_root_str not in sys.path:\n", + " sys.path.insert(0, project_root_str)\n", + "\n", + "print(f\"📁 Project root: {project_root_str}\")" + ] + }, + { + "cell_type": "markdown", + "id": "af584b935cbdc8d", + "metadata": {}, + "source": [ + "Finally, we will begin with a clean slate, by removing any previous Cognee data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd47383aa9519465", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:35:06.194073Z", + "start_time": "2025-09-07T14:35:03.929446Z" + } + }, + "outputs": [], + "source": [ + "await cognee.prune.prune_data()\n", + "await cognee.prune.prune_system(metadata=True)" + ] + }, + { + "cell_type": "markdown", + "id": "93c9783037715026", + "metadata": {}, + "source": [ + "### First data ingestion: Exploring Guido's Python Contributions\n", + "\n", + "We'll begin with a document that contains detailed PRs and commits from Guido van Rossum's work on mypy and CPython, showing real-world examples of Python's creator solving type system and language design challenges.\n", + "\n", + "We'll use Cognee's `add()` and `cognify()` functions to ingest this data and build a knowledge graph that connects Guido's development patterns with Python best practices." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b8743ed520b4de37", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:39:53.511862Z", + "start_time": "2025-09-07T14:35:06.228778Z" + } + }, + "outputs": [], + "source": [ + "import cognee\n", + "\n", + "result = await cognee.add(\n", + " os.path.abspath(\"data/guido_contributions.json\"),\n", + " node_set=[\"guido_data\"]\n", + ")\n", + "await cognee.cognify(temporal_cognify=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f08b362cbf12b398", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:39:53.561679Z", + "start_time": "2025-09-07T14:39:53.559528Z" + } + }, + "outputs": [], + "source": [ + "results = await cognee.search(\"Show me commits\")\n", + "print(results[0])" + ] + }, + { + "cell_type": "markdown", + "id": "10d582d02ead905e", + "metadata": {}, + "source": [ + "### What's just happened?\n", + "The `search()` function uses natural language to query a knowledge graph containing Guido's development history.\n", + "Unlike traditional databases, Cognee understands the relationships between commits, language features, design decisions, and evolution over time.\n", + "\n", + "Cognee also allows you to visualize the graphs created:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1fb068f422bda6cf", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:39:53.688017Z", + "start_time": "2025-09-07T14:39:53.598467Z" + } + }, + "outputs": [], + "source": [ + "from cognee import visualize_graph\n", + "await visualize_graph('./guido_contributions.html')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f24341c97d6eaccb", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:39:53.733197Z", + "start_time": "2025-09-07T14:39:53.729922Z" + } + }, + "outputs": [], + "source": [ + "from IPython.display import IFrame, HTML, display\n", + "display(IFrame(\"./guido_contributions.html\", width=\"100%\", height=\"500\"))" + ] + }, + { + "cell_type": "markdown", + "id": "3418aa17bf35e3bb", + "metadata": {}, + "source": [ + "**Why visualization matters:** Knowledge graphs reveal hidden patterns in data. In this case, patterins in Guido's contributions to Python's development. The interactive visualization shows how different projects (CPython, mypy, PEPs), features, and time periods connect - insights that show Python's thoughtful evolution.\n", + "\n", + "Take a moment to explore the graph. Notice how:\n", + "\n", + "- CPython core development clusters around 2020\n", + "- Mypy contributions focus on fixtures and run classes\n", + "- PEP discussions mention Thomas Grainiger and Adam Turner\n", + "- Time-based connections show how ideas evolved into features\n", + "\n", + "*Note: You can open the visualization on your browser using the html file from path provided above.*" + ] + }, + { + "cell_type": "markdown", + "id": "5e8d9094a09ae05d", + "metadata": {}, + "source": [ + "### Ingesting more data\n", + "\n", + "Now we'll add the remaining data and see how they connections emerge between Guido's contributions, Python best practices, and user conversations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5315318324968f0f", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:40:48.589875Z", + "start_time": "2025-09-07T14:39:53.785054Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "await cognee.add(os.path.abspath(\"data/copilot_conversations.json\"), node_set=[\"developer_data\"])\n", + "await cognee.add(os.path.abspath(\"data/my_developer_rules.md\"), node_set=[\"developer_data\"])\n", + "await cognee.add(os.path.abspath(\"data/zen_principles.md\"), node_set=[\"principles_data\"])\n", + "await cognee.add(os.path.abspath(\"data/pep_style_guide.md\"), node_set=[\"principles_data\"])\n", + "\n", + "await cognee.cognify(temporal_cognify=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98b69c45db2fca3", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:40:51.305617Z", + "start_time": "2025-09-07T14:40:48.605622Z" + } + }, + "outputs": [], + "source": [ + "results = await cognee.search(\n", + " \"What Python type hinting challenges did I face, and how does Guido approach similar problems in mypy?\",\n", + " query_type=cognee.SearchType.GRAPH_COMPLETION\n", + ")\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "id": "6c49c4c252036fa1", + "metadata": {}, + "source": [ + "You'll see that cognee has connected your Python development challenges with Guido's approaches, revealing patterns like:\n", + "\n", + "- \"Type hint implementation failed due to circular imports - similar to issue Guido solved in mypy PR #1234\"\n", + "- \"Performance bottleneck in list comprehension matches pattern Guido optimized in CPython commit abc123\"" + ] + }, + { + "cell_type": "markdown", + "id": "a1f4606bfed8fc45", + "metadata": {}, + "source": [ + "### Memify\n", + "\n", + "Let's now introduce the memory functions. These algorithms run on top of your semantic layer, connecting the dots and improving the search.\n", + "\n", + "Memify is customizable and can use any transformation you'd like to write." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20234960f7566b15", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:43:42.390990Z", + "start_time": "2025-09-07T14:40:51.321301Z" + } + }, + "outputs": [], + "source": [ + "await cognee.memify()" + ] + }, + { + "cell_type": "markdown", + "id": "58d3ccec16f67c24", + "metadata": {}, + "source": [ + "**What `memify()` does for Python:** This advanced function uses AI to:\n", + "\n", + "- **Infer rule patterns** from your code (e.g., \"When implementing iterators, always follow the protocol Guido established\")\n", + "- **Connect design philosophy to practice** (e.g., linking \"explicit is better than implicit\" to your type hinting decisions)\n" + ] + }, + { + "cell_type": "markdown", + "id": "a304033f9f0f5dcf", + "metadata": {}, + "source": [ + "Now let's see how the system has connected your Python development patterns with established best practices:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "518fa9b17a604657", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:43:44.837614Z", + "start_time": "2025-09-07T14:43:42.465351Z" + } + }, + "outputs": [], + "source": [ + "# Search for connections between your async patterns and Python philosophy\n", + "results = await cognee.search(\n", + " query_text= \"How does my AsyncWebScraper implementation align with Python's design principles?\",\n", + " query_type=cognee.SearchType.GRAPH_COMPLETION\n", + ")\n", + "print(\"Python Pattern Analysis:\", results)" + ] + }, + { + "cell_type": "markdown", + "id": "2c77c1582ab9fc32", + "metadata": {}, + "source": [ + "### Nodeset filtering\n", + "\n", + "You may have noticed that we added different documents to different datasets. This allows us to narrow our retrieval at search time.\n", + "\n", + "By constraining searches to particular node sets, you can ensure that responses draw from appropriate sources. Questions about style guidelines can be directed specifically to PEP documents and design principles, while implementation questions can focus on actual code examples and developer experiences." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c64036c03abe41e7", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:43:49.542281Z", + "start_time": "2025-09-07T14:43:44.852455Z" + } + }, + "outputs": [], + "source": [ + "from cognee.modules.engine.models.node_set import NodeSet\n", + "results = await cognee.search(\n", + " query_text= \"How should variables be named?\",\n", + " query_type=cognee.SearchType.GRAPH_COMPLETION,\n", + " node_type=NodeSet,\n", + " node_name=['principles_data']\n", + ")\n", + "\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "id": "c641b8b7e50dd2ae", + "metadata": {}, + "source": [ + "### Temporal graphs\n", + "\n", + "The `temporal_cognify` option enabled during graph construction provides powerful capabilities for understanding how Python development has evolved over time. This temporal awareness allows queries that explore trends, identify periods of intense development activity, or understand how specific features emerged and matured.\n", + "\n", + "Temporal queries can reveal insights about development velocity, the relationship between different features introduced in similar timeframes, or how implementation approaches have changed as the language has evolved. This historical perspective provides valuable context for understanding current best practices and anticipating future directions.\n", + "\n", + "For example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28e7d5a75e076b8f", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:43:55.278031Z", + "start_time": "2025-09-07T14:43:49.555704Z" + } + }, + "outputs": [], + "source": [ + "result = await cognee.search(\n", + " query_text = \"What can we learn from Guido's contributions in 2025?\",\n", + " query_type=cognee.SearchType.TEMPORAL\n", + ")\n", + "\n", + "print(result)" + ] + }, + { + "cell_type": "markdown", + "id": "ec6cf074a6c272ab", + "metadata": {}, + "source": [ + "### Feedback loops\n", + "\n", + "cognee supports continuous improvement through a feedback mechanism that captures the utility and relevance of search results based on actualy user messages. This creates a learning system that adapts to your specific needs and preferences over time.\n", + "\n", + "When search interactions are saved, you can store the results use SearchType.FEEDBACK to provide feedback about the last_k answer from the system. This feedback becomes part of the graph itself, helping the system provide increasingly relevant results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "67dec85a658aad76", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:43:58.472950Z", + "start_time": "2025-09-07T14:43:55.288993Z" + } + }, + "outputs": [], + "source": [ + "answer = await cognee.search(\n", + " query_type=cognee.SearchType.GRAPH_COMPLETION,\n", + " query_text=\"What is the most zen thing about Python?\",\n", + " save_interaction=True, # This enables feedback later\n", + ")\n", + "\n", + "print(answer)" + ] + }, + { + "cell_type": "markdown", + "id": "2f64d90e6dadaefb", + "metadata": {}, + "source": [ + "This enables giving feedback, that itself can also be stored in the graph and will be included in future searches:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "870149ea58fd109c", + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-07T14:44:00.503091Z", + "start_time": "2025-09-07T14:43:58.480893Z" + } + }, + "outputs": [], + "source": [ + "feedback = await cognee.search(\n", + " query_type=cognee.SearchType.FEEDBACK,\n", + " query_text=\"Last result was useful, I like code that complies with best practices.\",\n", + " last_k=1,\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From fcbb0a8c56a4c0551b92c6aaf44b6484c3cf1fab Mon Sep 17 00:00:00 2001 From: Hande <159312713+hande-k@users.noreply.github.com> Date: Wed, 24 Sep 2025 16:20:26 +0200 Subject: [PATCH 031/108] chore: update pr template --- .github/pull_request_template.md | 19 ++----------------- 1 file changed, 2 insertions(+), 17 deletions(-) diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md index 76ff5965c..0e6f74188 100644 --- a/.github/pull_request_template.md +++ b/.github/pull_request_template.md @@ -1,8 +1,8 @@ ## Description - @@ -16,15 +16,6 @@ DO NOT use AI-generated descriptions. We want to understand your thought process - [ ] Performance improvement - [ ] Other (please specify): -## Changes Made - -- -- -- - -## Testing - - ## Screenshots/Videos (if applicable) @@ -40,11 +31,5 @@ DO NOT use AI-generated descriptions. We want to understand your thought process - [ ] I have linked any relevant issues in the description - [ ] My commits have clear and descriptive messages -## Related Issues - - -## Additional Notes - - ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. From 2769b5b9ef25b261c34e94556acf1f2d8cfde4ae Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 19:42:27 +0200 Subject: [PATCH 032/108] feat: Revise README for installation and CLI usage Updated installation instructions and usage examples in README. --- README.md | 47 +++++++++++++++++++++++++++++------------------ 1 file changed, 29 insertions(+), 18 deletions(-) diff --git a/README.md b/README.md index 30f829c93..426d3eb55 100644 --- a/README.md +++ b/README.md @@ -95,24 +95,15 @@ Your contributions are at the core of making this a true open source project. An You can install Cognee using either **pip**, **poetry**, **uv** or any other python package manager. -Cognee supports Python 3.10 to 3.13 +Cognee supports Python 3.10 to 3.12 -### With pip +### With uv ```bash -pip install cognee +uv pip install cognee ``` -## Local Cognee installation - -You can install the local Cognee repo using **uv**, **pip** and **poetry**. -For local pip installation please make sure your pip version is above version 21.3. - -### with UV with all optional dependencies - -```bash -uv sync --all-extras -``` +Detailed instructions can be found in our [docs](https://docs.cognee.ai/getting-started/installation#environment-configuration) ## 💻 Basic Usage @@ -125,11 +116,28 @@ os.environ["LLM_API_KEY"] = "YOUR OPENAI_API_KEY" ``` You can also set the variables by creating .env file, using our template. -To use different LLM providers, for more info check out our documentation +To use different LLM providers, for more info check out our documentation ### Simple example + +## Via CLI + +These commands will show you the basics of cognee CLI + +``` +cognee-cli add "Cognee turns documents into AI memory." + +cognee-cli cognify + +cognee-cli search "What does cognee do?" +cognee-cli delete --all + +``` + +## Python + This script will run the default pipeline: ```python @@ -139,13 +147,16 @@ import asyncio async def main(): # Add text to cognee - await cognee.add("Natural language processing (NLP) is an interdisciplinary subfield of computer science and information retrieval.") + await cognee.add("Cognee turns documents into AI memory.") # Generate the knowledge graph await cognee.cognify() + # Add memory algorithms to the graph + await cognee.memify() + # Query the knowledge graph - results = await cognee.search("Tell me about NLP") + results = await cognee.search("What does cognee do?") # Display the results for result in results: @@ -158,7 +169,7 @@ if __name__ == '__main__': ``` Example output: ``` - Natural Language Processing (NLP) is a cross-disciplinary and interdisciplinary field that involves computer science and information retrieval. It focuses on the interaction between computers and human language, enabling machines to understand and process natural language. + Cognee turns documents into AI memory. ``` @@ -178,7 +189,7 @@ You can also cognify your files and query using cognee UI. ### Running the UI -Try cognee UI by setting LLM_API_KEY and running ``` cognee-cli -ui ``` command on your terminal. +Try cognee UI by setting your LLM_API_KEY and running ``` cognee-cli -ui ``` command on your terminal. ## Understand our architecture From 7620f46820955e42bdbeffb351c2259f7901e342 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 19:43:25 +0200 Subject: [PATCH 033/108] Change section headers from H2 to H4 --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 426d3eb55..bd4f713ad 100644 --- a/README.md +++ b/README.md @@ -122,7 +122,7 @@ To use different LLM providers, for more info check out our documentation -### Simple example +#### Simple example -#### Via CLI +##### Via CLI These commands will show you the basics of cognee CLI @@ -134,9 +139,13 @@ cognee-cli cognify cognee-cli search "What does cognee do?" cognee-cli delete --all +``` +or run +``` +cognee-cli -ui ``` -#### Python +##### Python This script will run the default pipeline: @@ -173,29 +182,18 @@ Example output: ``` -## Our paper is out! Read here -
- cognee paper -
-## Cognee UI -You can also cognify your files and query using cognee UI. +### Hosted Platform -Cognee UI 2 +Get up and running in minutes with automatic updates, analytics, and enterprise security. -### Running the UI +1. Sign up on [cogwit](https://www.cognee.ai) +2. Add your API key to local UI and sync your data or send your data to Cogwit API -Try cognee UI by setting your LLM_API_KEY and running ``` cognee-cli -ui ``` command on your terminal. - -## Understand our architecture - -
- cognee concept diagram -
@@ -224,12 +222,18 @@ We are committed to making open source an enjoyable and respectful experience fo contributors -## Sponsors +## Citation -Thanks to the following companies for sponsoring the ongoing development of cognee. +We now have a paper you can cite: -- [GitHub's Secure Open Source Fund](https://resources.github.com/github-secure-open-source-fund/) - -## Star History - -[![Star History Chart](https://api.star-history.com/svg?repos=topoteretes/cognee&type=Date)](https://star-history.com/#topoteretes/cognee&Date) +```bibtex +@misc{markovic2025optimizinginterfaceknowledgegraphs, + title={Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning}, + author={Vasilije Markovic and Lazar Obradovic and Laszlo Hajdu and Jovan Pavlovic}, + year={2025}, + eprint={2505.24478}, + archivePrefix={arXiv}, + primaryClass={cs.AI}, + url={https://arxiv.org/abs/2505.24478}, +} +``` From 694fc7fb5b7b8dc98efd0e5175ecbe5afb8c7683 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:06:19 +0200 Subject: [PATCH 035/108] Remove contributors section from README Removed contributors section from README. --- README.md | 6 ------ 1 file changed, 6 deletions(-) diff --git a/README.md b/README.md index 744c54ecd..433b75226 100644 --- a/README.md +++ b/README.md @@ -216,12 +216,6 @@ Get up and running in minutes with automatic updates, analytics, and enterprise We are committed to making open source an enjoyable and respectful experience for our community. See CODE_OF_CONDUCT for more information. -## 💫 Contributors - - - contributors - - ## Citation We now have a paper you can cite: From 311085b2f3fdbeb3ded3e2b49ee5f4ea922c7963 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:07:22 +0200 Subject: [PATCH 036/108] Update usage instructions in README Clarified instructions for using the self-hosted package and deployment. --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 433b75226..bf9039c8f 100644 --- a/README.md +++ b/README.md @@ -89,8 +89,8 @@ Your contributions are at the core of making this a true open source project. An ## Using cognee -Start with our self-hosted package and UI and deploy it to our hosted solution with one click once you want to move to production. - +Start with our self-hosted package and UI. +Deploy your data to our hosted solution with one click once you want to move to production. ## Self-Hosted (Open Source) From 867e216befb88628ad63b7b86e47b73b8ea7ead5 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:12:40 +0200 Subject: [PATCH 037/108] Enhance README with cognee usage details Expanded the 'Using cognee' section with details on self-hosted package and production readiness. --- README.md | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index bf9039c8f..ffd0e98c1 100644 --- a/README.md +++ b/README.md @@ -89,8 +89,15 @@ Your contributions are at the core of making this a true open source project. An ## Using cognee -Start with our self-hosted package and UI. -Deploy your data to our hosted solution with one click once you want to move to production. +Start with our self-hosted package: + - UI and embedded Python notebooks + - Custom memory components you can add yourself + - Distributed cognee to process a TBs of your data + +Ready for production: + - Sync your local data to our [hosted solution](www.cognee.ai) + - Get your API endpoint + - Secure and protected, and multi-tenant ## Self-Hosted (Open Source) From e62339d333a50bf51e29b270e752557dd61e038d Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:16:31 +0200 Subject: [PATCH 038/108] Revise cognee usage details in README Updated the features and benefits of using cognee in the README. --- README.md | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index ffd0e98c1..c90b76a15 100644 --- a/README.md +++ b/README.md @@ -90,14 +90,15 @@ Your contributions are at the core of making this a true open source project. An ## Using cognee Start with our self-hosted package: - - UI and embedded Python notebooks - - Custom memory components you can add yourself - - Distributed cognee to process a TBs of your data + - Get self-serve UI with embedded Python notebooks + - Add custom tasks and pipelines + - Docker images and MCP servers you can deploy + - Use distributed cognee to process a TBs of your data Ready for production: - Sync your local data to our [hosted solution](www.cognee.ai) - - Get your API endpoint - - Secure and protected, and multi-tenant + - Get a secure API endpoint + - We manage the UI for you ## Self-Hosted (Open Source) From e286949af867b52d21bcb0cb2bed3364a133fb0d Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:17:25 +0200 Subject: [PATCH 039/108] Restore contributing section in README.md --- README.md | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index c90b76a15..f11f2efa3 100644 --- a/README.md +++ b/README.md @@ -82,11 +82,6 @@ More on [use-cases](https://docs.cognee.ai/use-cases) and [evals](https://github Get started quickly with a Google Colab notebook , Deepnote notebook or starter repo - - -## Contributing -Your contributions are at the core of making this a true open source project. Any contributions you make are **greatly appreciated**. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for more information. - ## Using cognee Start with our self-hosted package: @@ -220,6 +215,10 @@ Get up and running in minutes with automatic updates, analytics, and enterprise [cognee with local models](https://github.com/user-attachments/assets/8621d3e8-ecb8-4860-afb2-5594f2ee17db) +## Contributing +Your contributions are at the core of making this a true open source project. Any contributions you make are **greatly appreciated**. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for more information. + + ## Code of Conduct We are committed to making open source an enjoyable and respectful experience for our community. See CODE_OF_CONDUCT for more information. From 8adfa8e2a585662c42878f30322a2c004a2b9c76 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:18:23 +0200 Subject: [PATCH 040/108] Simplify data sync instructions in README Updated instructions for syncing data with Cogwit API. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index f11f2efa3..61ce504bc 100644 --- a/README.md +++ b/README.md @@ -195,7 +195,7 @@ Example output: Get up and running in minutes with automatic updates, analytics, and enterprise security. 1. Sign up on [cogwit](https://www.cognee.ai) -2. Add your API key to local UI and sync your data or send your data to Cogwit API +2. Add your API key to local UI and sync your data to Cogwit From c4b2ce0d1aee7cb97cd02bf801b3ed78055580b0 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:19:58 +0200 Subject: [PATCH 041/108] Revise README for self-hosted and hosted platform Updated sections on self-hosted package and hosted platform. --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 61ce504bc..4a1690746 100644 --- a/README.md +++ b/README.md @@ -84,13 +84,13 @@ Get started quickly with a Google Colab Date: Wed, 24 Sep 2025 20:25:47 +0200 Subject: [PATCH 043/108] Revise CLI commands section in README Reorganize CLI usage section in README for clarity. --- README.md | 33 ++++++++++++++++----------------- 1 file changed, 16 insertions(+), 17 deletions(-) diff --git a/README.md b/README.md index e783c00f9..f3e32bb35 100644 --- a/README.md +++ b/README.md @@ -130,23 +130,6 @@ To use different LLM providers, for more info check out our From 2437892766d2e7de1c966333c99f15bcf5094219 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:26:30 +0200 Subject: [PATCH 044/108] Remove beta launch announcement from README Removed announcement for Cogwit beta launch. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index f3e32bb35..d8338b979 100644 --- a/README.md +++ b/README.md @@ -43,7 +43,7 @@ -**🚀 We launched Cogwit beta (Fully-hosted AI Memory): Sign up [here](https://platform.cognee.ai/)! 🚀** + Build dynamic memory for Agents and replace RAG using scalable, modular ECL (Extract, Cognify, Load) pipelines. From 9c3fa87e5c3149647c74130aec7b1fcdfc9cb579 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 24 Sep 2025 20:29:09 +0200 Subject: [PATCH 045/108] Revise README for SDK and use-case links Updated README to reflect changes in SDK usage and links. --- README.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index d8338b979..59f58d68a 100644 --- a/README.md +++ b/README.md @@ -47,8 +47,6 @@ Build dynamic memory for Agents and replace RAG using scalable, modular ECL (Extract, Cognify, Load) pipelines. -More on [use-cases](https://docs.cognee.ai/use-cases) and [evals](https://github.com/topoteretes/cognee/tree/main/evals) -

🌐 Available Languages : @@ -86,9 +84,10 @@ Get started quickly with a Google Colab import("react-force-graph-2d"), { + ssr: false, + loading: () =>

+}); + +import type { ForceGraphMethods, GraphData, LinkObject, NodeObject } from "react-force-graph-2d"; + interface GraphVisuzaliationProps { ref: MutableRefObject; data?: GraphData; @@ -200,7 +208,7 @@ export default function GraphVisualization({ ref, data, graphControls, className const graphRef = useRef(); useEffect(() => { - if (typeof window !== "undefined" && data && graphRef.current) { + if (data && graphRef.current) { // add collision force graphRef.current.d3Force("collision", forceCollide(nodeSize * 1.5)); graphRef.current.d3Force("charge", forceManyBody().strength(-10).distanceMin(10).distanceMax(50)); @@ -216,56 +224,34 @@ export default function GraphVisualization({ ref, data, graphControls, className return (
- {(data && typeof window !== "undefined") ? ( - "replace"} + nodeLabel="label" + nodeRelSize={data ? nodeSize : 20} + nodeCanvasObject={data ? renderNode : renderInitialNode} + nodeCanvasObjectMode={() => data ? "replace" : "after"} + nodeAutoColorBy={data ? undefined : "type"} - linkLabel="label" - linkCanvasObject={renderLink} - linkCanvasObjectMode={() => "after"} - linkDirectionalArrowLength={3.5} - linkDirectionalArrowRelPos={1} + linkLabel="label" + linkCanvasObject={renderLink} + linkCanvasObjectMode={() => "after"} + linkDirectionalArrowLength={3.5} + linkDirectionalArrowRelPos={1} - onNodeClick={handleNodeClick} - onBackgroundClick={handleBackgroundClick} - d3VelocityDecay={0.3} - /> - ) : ( - "after"} - nodeAutoColorBy="type" - - linkLabel="label" - linkCanvasObject={renderLink} - linkCanvasObjectMode={() => "after"} - linkDirectionalArrowLength={3.5} - linkDirectionalArrowRelPos={1} - /> - )} + onNodeClick={handleNodeClick} + onBackgroundClick={handleBackgroundClick} + d3VelocityDecay={data ? 0.3 : undefined} + />
); } diff --git a/cognee-frontend/src/utils/fetch.ts b/cognee-frontend/src/utils/fetch.ts index 246853fb9..355912eda 100644 --- a/cognee-frontend/src/utils/fetch.ts +++ b/cognee-frontend/src/utils/fetch.ts @@ -49,6 +49,13 @@ export default async function fetch(url: string, options: RequestInit = {}, useC ) .then((response) => handleServerErrors(response, retry, useCloud)) .catch((error) => { + // Handle network errors more gracefully + if (error.name === 'TypeError' && error.message.includes('fetch')) { + return Promise.reject( + new Error("Backend server is not responding. Please check if the server is running.") + ); + } + if (error.detail === undefined) { return Promise.reject( new Error("No connection to the server.") @@ -62,8 +69,27 @@ export default async function fetch(url: string, options: RequestInit = {}, useC }); } -fetch.checkHealth = () => { - return global.fetch(`${backendApiUrl.replace("/api", "")}/health`); +fetch.checkHealth = async () => { + const maxRetries = 5; + const retryDelay = 1000; // 1 second + + for (let i = 0; i < maxRetries; i++) { + try { + const response = await global.fetch(`${backendApiUrl.replace("/api", "")}/health`); + if (response.ok) { + return response; + } + } catch (error) { + // If this is the last retry, throw the error + if (i === maxRetries - 1) { + throw error; + } + // Wait before retrying + await new Promise(resolve => setTimeout(resolve, retryDelay)); + } + } + + throw new Error("Backend server is not responding after multiple attempts"); }; fetch.setApiKey = (newApiKey: string) => { diff --git a/cognee/api/health.py b/cognee/api/health.py index f3f36c2ed..1b1e45efa 100644 --- a/cognee/api/health.py +++ b/cognee/api/health.py @@ -194,7 +194,7 @@ class HealthChecker: config = get_llm_config() # Test actual API connection with minimal request - LLMGateway.show_prompt("test", "test") + LLMGateway.show_prompt("test", "test.txt") response_time = int((time.time() - start_time) * 1000) return ComponentHealth( diff --git a/cognee/api/v1/cloud/routers/get_checks_router.py b/cognee/api/v1/cloud/routers/get_checks_router.py index 163aff9bc..336b0a732 100644 --- a/cognee/api/v1/cloud/routers/get_checks_router.py +++ b/cognee/api/v1/cloud/routers/get_checks_router.py @@ -16,7 +16,13 @@ def get_checks_router(): api_token = request.headers.get("X-Api-Key") if api_token is None: - raise CloudApiKeyMissingError() + # Return a graceful response for local/self-hosted installations + return { + "status": "local_mode", + "message": "Running in local mode. Cloud features are not available without API key.", + "cloud_available": False, + "local_mode": True, + } return await check_api_key(api_token) diff --git a/cognee/api/v1/ui/ui.py b/cognee/api/v1/ui/ui.py index 6faca19e8..2571b2b7e 100644 --- a/cognee/api/v1/ui/ui.py +++ b/cognee/api/v1/ui/ui.py @@ -1,4 +1,5 @@ import os +import platform import signal import subprocess import threading @@ -214,6 +215,7 @@ def check_node_npm() -> tuple[bool, str]: Check if Node.js and npm are available. Returns (is_available, error_message) """ + try: # Check Node.js result = subprocess.run(["node", "--version"], capture_output=True, text=True, timeout=10) @@ -223,8 +225,17 @@ def check_node_npm() -> tuple[bool, str]: node_version = result.stdout.strip() logger.debug(f"Found Node.js version: {node_version}") - # Check npm - result = subprocess.run(["npm", "--version"], capture_output=True, text=True, timeout=10) + # Check npm - handle Windows PowerShell scripts + if platform.system() == "Windows": + # On Windows, npm might be a PowerShell script, so we need to use shell=True + result = subprocess.run( + ["npm", "--version"], capture_output=True, text=True, timeout=10, shell=True + ) + else: + result = subprocess.run( + ["npm", "--version"], capture_output=True, text=True, timeout=10 + ) + if result.returncode != 0: return False, "npm is not installed or not in PATH" @@ -246,6 +257,7 @@ def install_frontend_dependencies(frontend_path: Path) -> bool: Install frontend dependencies if node_modules doesn't exist. This is needed for both development and downloaded frontends since both use npm run dev. """ + node_modules = frontend_path / "node_modules" if node_modules.exists(): logger.debug("Frontend dependencies already installed") @@ -254,13 +266,24 @@ def install_frontend_dependencies(frontend_path: Path) -> bool: logger.info("Installing frontend dependencies (this may take a few minutes)...") try: - result = subprocess.run( - ["npm", "install"], - cwd=frontend_path, - capture_output=True, - text=True, - timeout=300, # 5 minutes timeout - ) + # Use shell=True on Windows for npm commands + if platform.system() == "Windows": + result = subprocess.run( + ["npm", "install"], + cwd=frontend_path, + capture_output=True, + text=True, + timeout=300, # 5 minutes timeout + shell=True, + ) + else: + result = subprocess.run( + ["npm", "install"], + cwd=frontend_path, + capture_output=True, + text=True, + timeout=300, # 5 minutes timeout + ) if result.returncode == 0: logger.info("Frontend dependencies installed successfully") @@ -462,15 +485,27 @@ def start_ui( try: # Create frontend in its own process group for clean termination - process = subprocess.Popen( - ["npm", "run", "dev"], - cwd=frontend_path, - env=env, - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - text=True, - preexec_fn=os.setsid if hasattr(os, "setsid") else None, - ) + # Use shell=True on Windows for npm commands + if platform.system() == "Windows": + process = subprocess.Popen( + ["npm", "run", "dev"], + cwd=frontend_path, + env=env, + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + text=True, + shell=True, + ) + else: + process = subprocess.Popen( + ["npm", "run", "dev"], + cwd=frontend_path, + env=env, + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + text=True, + preexec_fn=os.setsid if hasattr(os, "setsid") else None, + ) pid_callback(process.pid) diff --git a/cognee/cli/_cognee.py b/cognee/cli/_cognee.py index 52915594b..7b8eb67fc 100644 --- a/cognee/cli/_cognee.py +++ b/cognee/cli/_cognee.py @@ -183,10 +183,20 @@ def main() -> int: for pid in spawned_pids: try: - pgid = os.getpgid(pid) - os.killpg(pgid, signal.SIGTERM) - fmt.success(f"✓ Process group {pgid} (PID {pid}) terminated.") - except (OSError, ProcessLookupError) as e: + if hasattr(os, "killpg"): + # Unix-like systems: Use process groups + pgid = os.getpgid(pid) + os.killpg(pgid, signal.SIGTERM) + fmt.success(f"✓ Process group {pgid} (PID {pid}) terminated.") + else: + # Windows: Use taskkill to terminate process and its children + subprocess.run( + ["taskkill", "/F", "/T", "/PID", str(pid)], + capture_output=True, + check=False, + ) + fmt.success(f"✓ Process {pid} and its children terminated.") + except (OSError, ProcessLookupError, subprocess.SubprocessError) as e: fmt.warning(f"Could not terminate process {pid}: {e}") sys.exit(0) diff --git a/cognee/infrastructure/llm/prompts/read_query_prompt.py b/cognee/infrastructure/llm/prompts/read_query_prompt.py index 592114d4e..6244b479c 100644 --- a/cognee/infrastructure/llm/prompts/read_query_prompt.py +++ b/cognee/infrastructure/llm/prompts/read_query_prompt.py @@ -26,6 +26,7 @@ def read_query_prompt(prompt_file_name: str, base_directory: str = None): read due to an error. """ logger = get_logger(level=ERROR) + try: if base_directory is None: base_directory = get_absolute_path("./infrastructure/llm/prompts") @@ -35,8 +36,8 @@ def read_query_prompt(prompt_file_name: str, base_directory: str = None): with open(file_path, "r", encoding="utf-8") as file: return file.read() except FileNotFoundError: - logger.error(f"Error: Prompt file not found. Attempted to read: %s {file_path}") + logger.error(f"Error: Prompt file not found. Attempted to read: {file_path}") return None except Exception as e: - logger.error(f"An error occurred: %s {e}") + logger.error(f"An error occurred: {e}") return None diff --git a/cognee/infrastructure/llm/prompts/test.txt b/cognee/infrastructure/llm/prompts/test.txt new file mode 100644 index 000000000..529a11d86 --- /dev/null +++ b/cognee/infrastructure/llm/prompts/test.txt @@ -0,0 +1 @@ +Respond with: test \ No newline at end of file diff --git a/cognee/tests/test_cognee_server_start.py b/cognee/tests/test_cognee_server_start.py index 40ae96548..ab68a8ef1 100644 --- a/cognee/tests/test_cognee_server_start.py +++ b/cognee/tests/test_cognee_server_start.py @@ -41,7 +41,12 @@ class TestCogneeServerStart(unittest.TestCase): def tearDownClass(cls): # Terminate the server process if hasattr(cls, "server_process") and cls.server_process: - os.killpg(os.getpgid(cls.server_process.pid), signal.SIGTERM) + if hasattr(os, "killpg"): + # Unix-like systems: Use process groups + os.killpg(os.getpgid(cls.server_process.pid), signal.SIGTERM) + else: + # Windows: Just terminate the main process + cls.server_process.terminate() cls.server_process.wait() def test_server_is_running(self): diff --git a/pyproject.toml b/pyproject.toml index bbe3732e9..e440d38bc 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -147,6 +147,7 @@ Homepage = "https://www.cognee.ai" Repository = "https://github.com/topoteretes/cognee" [project.scripts] +cognee = "cognee.cli._cognee:main" cognee-cli = "cognee.cli._cognee:main" [build-system] From 2029b797a5fa122666c6b84fe6b3160b954ca41a Mon Sep 17 00:00:00 2001 From: Hande <159312713+hande-k@users.noreply.github.com> Date: Thu, 25 Sep 2025 13:00:01 +0200 Subject: [PATCH 047/108] chore: remove files --- cognee-gui.py | 153 ------------------------ github-secure-open-source-graduation.md | 78 ------------ 2 files changed, 231 deletions(-) delete mode 100644 cognee-gui.py delete mode 100644 github-secure-open-source-graduation.md diff --git a/cognee-gui.py b/cognee-gui.py deleted file mode 100644 index e62a08380..000000000 --- a/cognee-gui.py +++ /dev/null @@ -1,153 +0,0 @@ -import sys -import asyncio - -try: - import cognee - from PySide6.QtWidgets import ( - QApplication, - QWidget, - QPushButton, - QLineEdit, - QFileDialog, - QVBoxLayout, - QHBoxLayout, - QLabel, - QMessageBox, - QTextEdit, - QProgressDialog, - ) - from PySide6.QtCore import Qt - - from qasync import QEventLoop # Import QEventLoop from qasync -except ImportError as e: - print( - "\nPlease install Cognee with optional gui dependencies or manually install missing dependencies.\n" - ) - print("\nTo install with poetry use:") - print("\npoetry install -E gui\n") - print("\nOr to install with poetry and all dependencies use:") - print("\npoetry install --all-extras\n") - print("\nTo install with pip use: ") - print('\npip install ".[gui]"\n') - raise e - - -class FileSearchApp(QWidget): - def __init__(self): - super().__init__() - self.selected_file = None - self.init_ui() - - def init_ui(self): - # Horizontal layout for file upload and visualization buttons - button_layout = QHBoxLayout() - - # Button to open file dialog - self.file_button = QPushButton("Upload File to Cognee", parent=self) - self.file_button.clicked.connect(self.open_file_dialog) - button_layout.addWidget(self.file_button) - - # Button to visualize data - self.visualize_button = QPushButton("Visualize Data", parent=self) - self.visualize_button.clicked.connect(lambda: asyncio.ensure_future(self.visualize_data())) - button_layout.addWidget(self.visualize_button) - - # Label to display selected file path - self.file_label = QLabel("No file selected", parent=self) - - # Line edit for search input - self.search_input = QLineEdit(parent=self) - self.search_input.setPlaceholderText("Enter text to search...") - - # Button to perform search; schedule the async search on click - self.search_button = QPushButton("Cognee Search", parent=self) - self.search_button.clicked.connect(lambda: asyncio.ensure_future(self._cognee_search())) - - # Text output area for search results - self.result_output = QTextEdit(parent=self) - self.result_output.setReadOnly(True) - self.result_output.setPlaceholderText("Search results will appear here...") - - # Progress dialog - self.progress_dialog = QProgressDialog("Processing..", None, 0, 0, parent=self) - self.progress_dialog.setWindowModality(Qt.WindowModal) - self.progress_dialog.setCancelButton(None) # Remove the cancel button - self.progress_dialog.close() - - # Layout setup - layout = QVBoxLayout() - layout.addLayout(button_layout) - layout.addWidget(self.file_label) - layout.addWidget(self.search_input) - layout.addWidget(self.search_button) - layout.addWidget(self.result_output) - - self.setLayout(layout) - self.setWindowTitle("Cognee") - self.resize(500, 300) - - def open_file_dialog(self): - file_path, _ = QFileDialog.getOpenFileName( - self, "Select a File", "", "All Files (*.*);;Text Files (*.txt)" - ) - if file_path: - self.selected_file = file_path - self.file_label.setText(f"Selected: {file_path}") - asyncio.ensure_future(self.process_file_async()) - - async def process_file_async(self): - """Asynchronously add and process the selected file.""" - # Disable the entire window - self.progress_dialog.show() - self.setEnabled(False) - try: - await cognee.add(self.selected_file) - await cognee.cognify() - except Exception as e: - QMessageBox.critical(self, "Error", f"File processing failed: {str(e)}") - # Once finished, re-enable the window - self.setEnabled(True) - self.progress_dialog.close() - - async def _cognee_search(self): - """Performs an async search and updates the result output.""" - # Disable the entire window - self.setEnabled(False) - self.progress_dialog.show() - - try: - search_text = self.search_input.text().strip() - result = await cognee.search(query_text=search_text) - print(result) - # Assuming result is a list-like object; adjust if necessary - self.result_output.setText(result[0]) - except Exception as e: - QMessageBox.critical(self, "Error", f"Search failed: {str(e)}") - - # Once finished, re-enable the window - self.setEnabled(True) - self.progress_dialog.close() - - async def visualize_data(self): - """Async slot for handling visualize data button press.""" - import webbrowser - from cognee.api.v1.visualize.visualize import visualize_graph - import os - import pathlib - - html_file = os.path.join(pathlib.Path(__file__).parent, ".data", "graph_visualization.html") - await visualize_graph(html_file) - webbrowser.open(f"file://{html_file}") - - -if __name__ == "__main__": - app = QApplication(sys.argv) - # Create a qasync event loop and set it as the current event loop - loop = QEventLoop(app) - asyncio.set_event_loop(loop) - - window = FileSearchApp() - window.show() - - with loop: - loop.run_forever() diff --git a/github-secure-open-source-graduation.md b/github-secure-open-source-graduation.md deleted file mode 100644 index 26e23372a..000000000 --- a/github-secure-open-source-graduation.md +++ /dev/null @@ -1,78 +0,0 @@ -# cognee Graduates from GitHub Secure Open Source Program - -*Building Trust and Security in AI Memory Systems* - -We're excited to announce that **cognee** has successfully graduated from the GitHub Secure Open Source Program! This milestone reflects our commitment to maintaining the highest standards of security and reliability in open source AI infrastructure. - -## What is cognee? - -cognee is an open source library that provides **memory for AI agents in just 5 lines of code**. It transforms raw data into structured knowledge graphs through our innovative ECL (Extract, Cognify, Load) pipeline, enabling AI systems to build dynamic memory that goes far beyond traditional RAG systems. - -### Key Features: -- **Interconnected Knowledge**: Links conversations, documents, images, and audio transcriptions -- **Scalable Architecture**: Loads data to graph and vector databases using only Pydantic -- **30+ Data Sources**: Manipulates data while ingesting from diverse sources -- **Developer-Friendly**: Reduces complexity and cost compared to traditional RAG implementations - -## GitHub Secure Open Source Program Achievement - -The GitHub Secure Open Source Program helps maintainers adopt security best practices and ensures that critical open source projects meet enterprise-grade security standards. Our graduation demonstrates that cognee has successfully implemented: - -- **Security-first development practices** -- **Comprehensive vulnerability management** -- **Secure dependency management** -- **Code quality and review processes** -- **Community safety guidelines** - -## Why This Matters for AI Development - -As AI systems become more prevalent in production environments, security becomes paramount. cognee's graduation from this program means developers can confidently build AI memory systems knowing they're using infrastructure that meets rigorous security standards. - -### Benefits for Our Community: -- **Enterprise Adoption**: Companies can deploy cognee with confidence in security-sensitive environments -- **Vulnerability Response**: Our security practices ensure rapid identification and resolution of potential issues -- **Supply Chain Security**: Dependencies are carefully managed and regularly audited -- **Trust & Transparency**: Open source development with security-first principles - -## What's Next? - -With over **5,000 GitHub stars** and a growing community of developers, cognee continues to evolve. We recently launched **Cogwit beta** - our fully-hosted AI Memory platform, and our [research paper](https://arxiv.org/abs/2505.24478) demonstrates the effectiveness of our approach. - -Our commitment to security doesn't end with graduation. We'll continue following best practices and contributing to the broader conversation about secure AI infrastructure. - -## Get Started Today - -Ready to add intelligent memory to your AI applications? Get started with cognee: - -```python -import cognee -import asyncio - -async def main(): - # Add your data - await cognee.add("Your document content here") - - # Transform into knowledge graph - await cognee.cognify() - - # Query intelligently - results = await cognee.search("What insights can you find?") - - for result in results: - print(result) - -asyncio.run(main()) -``` - -## Join Our Community - -- 🌟 [Star us on GitHub](https://github.com/topoteretes/cognee) -- 💬 [Join our Discord](https://discord.gg/NQPKmU5CCg) -- 📖 [Read our documentation](https://docs.cognee.ai/) -- 🚀 [Try Cogwit beta](https://platform.cognee.ai/) - -The future of AI memory is secure, scalable, and open source. We're grateful for the GitHub team's support and excited to continue building the infrastructure that powers the next generation of intelligent applications. - ---- - -*About cognee: We're building the memory layer for AI agents, enabling them to learn, remember, and reason across conversations and data sources. Our open source approach ensures that advanced AI memory capabilities are accessible to developers worldwide.* From 39f170ec5bd0a8722a7fb12f8845cc8fd324d5d6 Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Thu, 25 Sep 2025 13:02:17 +0200 Subject: [PATCH 048/108] Update description line count from 5 to 6 --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 59f58d68a..7b63a175c 100644 --- a/README.md +++ b/README.md @@ -5,7 +5,7 @@
- cognee - Memory for AI Agents in 5 lines of code + cognee - Memory for AI Agents in 6 lines of code

Demo From d2d0d0de4ed65f671f11d999396b4f9f093e622c Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 13:32:09 +0200 Subject: [PATCH 049/108] refactor: install cognee defined baml version for CI/CD --- .github/actions/cognee_setup/action.yml | 4 ++-- .github/workflows/basic_tests.yml | 3 --- 2 files changed, 2 insertions(+), 5 deletions(-) diff --git a/.github/actions/cognee_setup/action.yml b/.github/actions/cognee_setup/action.yml index 9ae669b53..77c5b3b1f 100644 --- a/.github/actions/cognee_setup/action.yml +++ b/.github/actions/cognee_setup/action.yml @@ -24,7 +24,7 @@ runs: uses: astral-sh/setup-uv@v4 with: enable-cache: true - + - name: Rebuild uv lockfile shell: bash run: | @@ -41,4 +41,4 @@ runs: EXTRA_ARGS="$EXTRA_ARGS --extra $extra" done fi - uv sync --extra api --extra docs --extra evals --extra gemini --extra codegraph --extra ollama --extra dev --extra neo4j $EXTRA_ARGS + uv sync --extra api --extra docs --extra evals --extra gemini --extra codegraph --extra ollama --extra dev --extra baml --extra neo4j $EXTRA_ARGS diff --git a/.github/workflows/basic_tests.yml b/.github/workflows/basic_tests.yml index bfe15a6cf..e2264da3d 100644 --- a/.github/workflows/basic_tests.yml +++ b/.github/workflows/basic_tests.yml @@ -189,9 +189,6 @@ jobs: with: python-version: ${{ inputs.python-version }} - - name: Install BAML Dependencies - run: uv add "baml-py>=0.201.0,<0.202.0" - - name: Run Simple Examples run: uv run python ./examples/python/simple_example.py From ca2e63bd84ed9c6acb1234f45785a78385ced467 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 13:49:04 +0200 Subject: [PATCH 050/108] refactor: Move postgres handling to database creation time --- .../databases/vector/create_vector_engine.py | 7 +++++- .../vector/pgvector/PGVectorAdapter.py | 24 +++---------------- cognee/infrastructure/llm/config.py | 6 ++--- .../extraction/acreate_structured_output.py | 3 ++- 4 files changed, 14 insertions(+), 26 deletions(-) diff --git a/cognee/infrastructure/databases/vector/create_vector_engine.py b/cognee/infrastructure/databases/vector/create_vector_engine.py index 77bf7d83f..9432cb296 100644 --- a/cognee/infrastructure/databases/vector/create_vector_engine.py +++ b/cognee/infrastructure/databases/vector/create_vector_engine.py @@ -66,7 +66,12 @@ def create_vector_engine( f"postgresql+asyncpg://{db_username}:{db_password}@{db_host}:{db_port}/{db_name}" ) - from .pgvector.PGVectorAdapter import PGVectorAdapter + try: + from .pgvector.PGVectorAdapter import PGVectorAdapter + except ImportError: + raise ImportError( + "PostgreSQL dependencies are not installed. Please install with 'pip install cognee[postgres]' or 'pip install cognee[postgres-binary]' to use PGVector functionality." + ) return PGVectorAdapter( connection_string, diff --git a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py index b2e2bf8c7..d20d7d519 100644 --- a/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py +++ b/cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py @@ -7,20 +7,7 @@ from sqlalchemy import JSON, Column, Table, select, delete, MetaData from sqlalchemy.ext.asyncio import create_async_engine, async_sessionmaker from sqlalchemy.exc import ProgrammingError from tenacity import retry, retry_if_exception_type, stop_after_attempt, wait_exponential - -try: - from asyncpg import DeadlockDetectedError, DuplicateTableError, UniqueViolationError -except ImportError: - # PostgreSQL dependencies not installed, define dummy exceptions - class DeadlockDetectedError(Exception): - pass - - class DuplicateTableError(Exception): - pass - - class UniqueViolationError(Exception): - pass - +from asyncpg import DeadlockDetectedError, DuplicateTableError, UniqueViolationError from cognee.shared.logging_utils import get_logger from cognee.infrastructure.engine import DataPoint @@ -82,14 +69,9 @@ class PGVectorAdapter(SQLAlchemyAdapter, VectorDBInterface): # Has to be imported at class level # Functions reading tables from database need to know what a Vector column type is - try: - from pgvector.sqlalchemy import Vector + from pgvector.sqlalchemy import Vector - self.Vector = Vector - except ImportError: - raise ImportError( - "PostgreSQL dependencies are not installed. Please install with 'pip install cognee[postgres]' or 'pip install cognee[postgres-binary]' to use PGVector functionality." - ) + self.Vector = Vector async def embed_data(self, data: list[str]) -> list[list[float]]: """ diff --git a/cognee/infrastructure/llm/config.py b/cognee/infrastructure/llm/config.py index 6c4047847..3c3ff00b0 100644 --- a/cognee/infrastructure/llm/config.py +++ b/cognee/infrastructure/llm/config.py @@ -76,14 +76,14 @@ class LLMConfig(BaseSettings): def model_post_init(self, __context) -> None: """Initialize the BAML registry after the model is created.""" # Check if BAML is selected as structured output framework but not available - if self.structured_output_framework == "baml" and ClientRegistry is None: + if self.structured_output_framework.lower() == "baml" and ClientRegistry is None: raise ImportError( "BAML is selected as structured output framework but not available. " "Please install with 'pip install cognee[baml]' to use BAML extraction features." ) + elif self.structured_output_framework.lower() == "baml" and ClientRegistry is not None: + self.baml_registry = ClientRegistry() - if ClientRegistry is not None: - LLMConfig.baml_registry = ClientRegistry() raw_options = { "model": self.baml_llm_model, "temperature": self.baml_llm_temperature, diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py index 8efcce23d..55632be8e 100644 --- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py +++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py @@ -53,7 +53,8 @@ async def acreate_structured_output( # Transform BAML response to proper pydantic reponse model if response_model is str: - return str(result) + # Note: when a response model is set to string in python result is stored in text property in the BAML response model + return str(result.text) return response_model.model_validate(result.dict()) From d1724c710b84ee90bf20ac03218b739662dd39d7 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 13:55:01 +0200 Subject: [PATCH 051/108] refactor: Add proper pip install command for optional extras --- cognee/api/client.py | 2 +- cognee/eval_framework/modal_eval_dashboard.py | 2 +- .../databases/vector/create_vector_engine.py | 2 +- .../files/storage/S3FileStorage.py | 2 +- .../files/utils/open_data_file.py | 2 +- .../cognee_network_visualization.py | 23 ++++++++----------- 6 files changed, 14 insertions(+), 19 deletions(-) diff --git a/cognee/api/client.py b/cognee/api/client.py index 978bc1929..f129ff2ec 100644 --- a/cognee/api/client.py +++ b/cognee/api/client.py @@ -51,7 +51,7 @@ if os.getenv("ENV", "prod") == "prod": ) except ImportError: logger.info( - "Sentry SDK not available. Install with 'pip install cognee[monitoring]' to enable error monitoring." + "Sentry SDK not available. Install with 'pip install cognee\"[monitoring]\"' to enable error monitoring." ) diff --git a/cognee/eval_framework/modal_eval_dashboard.py b/cognee/eval_framework/modal_eval_dashboard.py index 6fbe45f8a..9b1147528 100644 --- a/cognee/eval_framework/modal_eval_dashboard.py +++ b/cognee/eval_framework/modal_eval_dashboard.py @@ -82,7 +82,7 @@ def main(): import pandas as pd except ImportError: st.error( - "Pandas is required for the evaluation dashboard. Install with 'pip install cognee[evals]' to use this feature." + "Pandas is required for the evaluation dashboard. Install with 'pip install cognee\"[evals]\"' to use this feature." ) return diff --git a/cognee/infrastructure/databases/vector/create_vector_engine.py b/cognee/infrastructure/databases/vector/create_vector_engine.py index 9432cb296..5c4e93359 100644 --- a/cognee/infrastructure/databases/vector/create_vector_engine.py +++ b/cognee/infrastructure/databases/vector/create_vector_engine.py @@ -70,7 +70,7 @@ def create_vector_engine( from .pgvector.PGVectorAdapter import PGVectorAdapter except ImportError: raise ImportError( - "PostgreSQL dependencies are not installed. Please install with 'pip install cognee[postgres]' or 'pip install cognee[postgres-binary]' to use PGVector functionality." + "PostgreSQL dependencies are not installed. Please install with 'pip install cognee\"[postgres]\"' or 'pip install cognee\"[postgres-binary]\"' to use PGVector functionality." ) return PGVectorAdapter( diff --git a/cognee/infrastructure/files/storage/S3FileStorage.py b/cognee/infrastructure/files/storage/S3FileStorage.py index 789018d46..4c986bbe9 100644 --- a/cognee/infrastructure/files/storage/S3FileStorage.py +++ b/cognee/infrastructure/files/storage/S3FileStorage.py @@ -25,7 +25,7 @@ class S3FileStorage(Storage): import s3fs except ImportError: raise ImportError( - "s3fs is required for S3FileStorage. Install it with: pip install cognee[aws]" + 's3fs is required for S3FileStorage. Install it with: pip install cognee"[aws]"' ) self.storage_path = storage_path diff --git a/cognee/infrastructure/files/utils/open_data_file.py b/cognee/infrastructure/files/utils/open_data_file.py index fcfca4161..ad8a6b63e 100644 --- a/cognee/infrastructure/files/utils/open_data_file.py +++ b/cognee/infrastructure/files/utils/open_data_file.py @@ -26,7 +26,7 @@ async def open_data_file(file_path: str, mode: str = "rb", encoding: str = None, from cognee.infrastructure.files.storage.S3FileStorage import S3FileStorage except ImportError: raise ImportError( - "S3 dependencies are not installed. Please install with 'pip install cognee[aws]' to use S3 functionality." + "S3 dependencies are not installed. Please install with 'pip install cognee\"[aws]\"' to use S3 functionality." ) normalized_url = get_data_file_path(file_path) diff --git a/cognee/modules/visualization/cognee_network_visualization.py b/cognee/modules/visualization/cognee_network_visualization.py index ef9b2f126..bbdbc0019 100644 --- a/cognee/modules/visualization/cognee_network_visualization.py +++ b/cognee/modules/visualization/cognee_network_visualization.py @@ -8,12 +8,7 @@ logger = get_logger() async def cognee_network_visualization(graph_data, destination_file_path: str = None): - try: - import networkx - except ImportError: - raise ImportError( - "NetworkX is not installed. Please install with 'pip install cognee[visualization]' to use graph visualization features." - ) + import networkx nodes_data, edges_data = graph_data @@ -110,7 +105,7 @@ async def cognee_network_visualization(graph_data, destination_file_path: str = .nodes circle { stroke: white; stroke-width: 0.5px; filter: drop-shadow(0 0 5px rgba(255,255,255,0.3)); } .node-label { font-size: 5px; font-weight: bold; fill: white; text-anchor: middle; dominant-baseline: middle; font-family: 'Inter', sans-serif; pointer-events: none; } .edge-label { font-size: 3px; fill: rgba(255, 255, 255, 0.7); text-anchor: middle; dominant-baseline: middle; font-family: 'Inter', sans-serif; pointer-events: none; } - + .tooltip { position: absolute; text-align: left; @@ -172,7 +167,7 @@ async def cognee_network_visualization(graph_data, destination_file_path: str = // Create tooltip content for edge var content = "Edge Information
"; content += "Relationship: " + d.relation + "
"; - + // Show all weights if (d.all_weights && Object.keys(d.all_weights).length > 0) { content += "Weights:
"; @@ -182,23 +177,23 @@ async def cognee_network_visualization(graph_data, destination_file_path: str = } else if (d.weight !== null && d.weight !== undefined) { content += "Weight: " + d.weight + "
"; } - + if (d.relationship_type) { content += "Type: " + d.relationship_type + "
"; } - + // Add other edge properties if (d.edge_info) { Object.keys(d.edge_info).forEach(function(key) { - if (key !== 'weight' && key !== 'weights' && key !== 'relationship_type' && - key !== 'source_node_id' && key !== 'target_node_id' && - key !== 'relationship_name' && key !== 'updated_at' && + if (key !== 'weight' && key !== 'weights' && key !== 'relationship_type' && + key !== 'source_node_id' && key !== 'target_node_id' && + key !== 'relationship_name' && key !== 'updated_at' && !key.startsWith('weight_')) { content += key + ": " + d.edge_info[key] + "
"; } }); } - + tooltip.html(content) .style("left", (d3.event.pageX + 10) + "px") .style("top", (d3.event.pageY - 10) + "px") From 8265ec03341cad520232c87ba1f99f9fd2cabe28 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 13:57:14 +0200 Subject: [PATCH 052/108] refactor: Add missing install info --- .../databases/relational/create_relational_engine.py | 2 +- cognee/infrastructure/llm/config.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/cognee/infrastructure/databases/relational/create_relational_engine.py b/cognee/infrastructure/databases/relational/create_relational_engine.py index 4f117bf4c..deaeaa2da 100644 --- a/cognee/infrastructure/databases/relational/create_relational_engine.py +++ b/cognee/infrastructure/databases/relational/create_relational_engine.py @@ -48,7 +48,7 @@ def create_relational_engine( ) except ImportError: raise ImportError( - "PostgreSQL dependencies are not installed. Please install with 'pip install cognee[postgres]' or 'pip install cognee[postgres-binary]' to use PostgreSQL functionality." + "PostgreSQL dependencies are not installed. Please install with 'pip install cognee\"[postgres]\"' or 'pip install cognee\"[postgres-binary]\"' to use PostgreSQL functionality." ) return SQLAlchemyAdapter(connection_string) diff --git a/cognee/infrastructure/llm/config.py b/cognee/infrastructure/llm/config.py index 3c3ff00b0..6658a6251 100644 --- a/cognee/infrastructure/llm/config.py +++ b/cognee/infrastructure/llm/config.py @@ -79,7 +79,7 @@ class LLMConfig(BaseSettings): if self.structured_output_framework.lower() == "baml" and ClientRegistry is None: raise ImportError( "BAML is selected as structured output framework but not available. " - "Please install with 'pip install cognee[baml]' to use BAML extraction features." + "Please install with 'pip install cognee\"[baml]\"' to use BAML extraction features." ) elif self.structured_output_framework.lower() == "baml" and ClientRegistry is not None: self.baml_registry = ClientRegistry() From 6f8f9bf7de3b3b16d57d3aff1c5a67bc0aa2e78b Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 13:58:52 +0200 Subject: [PATCH 053/108] refactor: make comment more understandable --- .../baml/baml_src/extraction/acreate_structured_output.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py index 55632be8e..6ef27e51d 100644 --- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py +++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py @@ -53,7 +53,7 @@ async def acreate_structured_output( # Transform BAML response to proper pydantic reponse model if response_model is str: - # Note: when a response model is set to string in python result is stored in text property in the BAML response model + # Note: when a response model is set to string in python, result is stored in text property in the BAML response model return str(result.text) return response_model.model_validate(result.dict()) From 61ef6fa444328ef9f749013333a383908c0c41a7 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 15:26:10 +0200 Subject: [PATCH 054/108] chore: Update pyproject --- poetry.lock | 52 ++++++++++++++++++++++++++++++++++++-------------- pyproject.toml | 6 ++++-- uv.lock | 24 +++++++++++++++++++---- 3 files changed, 62 insertions(+), 20 deletions(-) diff --git a/poetry.lock b/poetry.lock index 1e42dc88d..f0f0c4ee4 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1200,10 +1200,10 @@ test = ["pytest"] name = "contourpy" version = "1.3.2" description = "Python library for calculating contours of 2D quadrilateral grids" -optional = false +optional = true python-versions = ">=3.10" groups = ["main"] -markers = "python_version == \"3.10\"" +markers = "python_version == \"3.10\" and extra == \"evals\"" files = [ {file = "contourpy-1.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934"}, {file = "contourpy-1.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989"}, @@ -1278,10 +1278,10 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist" name = "contourpy" version = "1.3.3" description = "Python library for calculating contours of 2D quadrilateral grids" -optional = false +optional = true python-versions = ">=3.11" groups = ["main"] -markers = "python_version >= \"3.11\"" +markers = "python_version >= \"3.11\" and extra == \"evals\"" files = [ {file = "contourpy-1.3.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1"}, {file = "contourpy-1.3.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381"}, @@ -1582,9 +1582,10 @@ files = [ name = "cycler" version = "0.12.1" description = "Composable style cycles" -optional = false +optional = true python-versions = ">=3.8" groups = ["main"] +markers = "extra == \"evals\"" files = [ {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"}, {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"}, @@ -2303,9 +2304,10 @@ files = [ name = "fonttools" version = "4.60.0" description = "Tools to manipulate font files" -optional = false +optional = true python-versions = ">=3.9" groups = ["main"] +markers = "extra == \"evals\"" files = [ {file = "fonttools-4.60.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:151282a235c36024168c21c02193e939e8b28c73d5fa0b36ae1072671d8fa134"}, {file = "fonttools-4.60.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3f32cc42d485d9b1546463b9a7a92bdbde8aef90bac3602503e04c2ddb27e164"}, @@ -3069,6 +3071,28 @@ multidict = "*" [package.extras] protobuf = ["protobuf (>=3.20.0)"] +[[package]] +name = "gunicorn" +version = "23.0.0" +description = "WSGI HTTP Server for UNIX" +optional = false +python-versions = ">=3.7" +groups = ["main"] +files = [ + {file = "gunicorn-23.0.0-py3-none-any.whl", hash = "sha256:ec400d38950de4dfd418cff8328b2c8faed0edb0d517d3394e457c317908ca4d"}, + {file = "gunicorn-23.0.0.tar.gz", hash = "sha256:f014447a0101dc57e294f6c18ca6b40227a4c90e9bdb586042628030cba004ec"}, +] + +[package.dependencies] +packaging = "*" + +[package.extras] +eventlet = ["eventlet (>=0.24.1,!=0.36.0)"] +gevent = ["gevent (>=1.4.0)"] +setproctitle = ["setproctitle"] +testing = ["coverage", "eventlet", "gevent", "pytest", "pytest-cov"] +tornado = ["tornado (>=0.2)"] + [[package]] name = "h11" version = "0.16.0" @@ -4209,9 +4233,10 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v name = "kiwisolver" version = "1.4.9" description = "A fast implementation of the Cassowary constraint solver" -optional = false +optional = true python-versions = ">=3.10" groups = ["main"] +markers = "extra == \"evals\"" files = [ {file = "kiwisolver-1.4.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b4b4d74bda2b8ebf4da5bd42af11d02d04428b2c32846e4c2c93219df8a7987b"}, {file = "kiwisolver-1.4.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:fb3b8132019ea572f4611d770991000d7f58127560c4889729248eb5852a102f"}, @@ -5127,9 +5152,10 @@ tests = ["pytest", "simplejson"] name = "matplotlib" version = "3.10.6" description = "Python plotting package" -optional = false +optional = true python-versions = ">=3.10" groups = ["main"] +markers = "extra == \"evals\"" files = [ {file = "matplotlib-3.10.6-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:bc7316c306d97463a9866b89d5cc217824e799fa0de346c8f68f4f3d27c8693d"}, {file = "matplotlib-3.10.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d00932b0d160ef03f59f9c0e16d1e3ac89646f7785165ce6ad40c842db16cc2e"}, @@ -10788,10 +10814,9 @@ zstd = ["zstandard (>=0.18.0)"] name = "uvicorn" version = "0.37.0" description = "The lightning-fast ASGI server." -optional = true +optional = false python-versions = ">=3.9" groups = ["main"] -markers = "extra == \"chromadb\"" files = [ {file = "uvicorn-0.37.0-py3-none-any.whl", hash = "sha256:913b2b88672343739927ce381ff9e2ad62541f9f8289664fa1d1d3803fa2ce6c"}, {file = "uvicorn-0.37.0.tar.gz", hash = "sha256:4115c8add6d3fd536c8ee77f0e14a7fd2ebba939fed9b02583a97f80648f9e13"}, @@ -11112,10 +11137,9 @@ test = ["websockets"] name = "websockets" version = "15.0.1" description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)" -optional = true +optional = false python-versions = ">=3.9" groups = ["main"] -markers = "extra == \"deepeval\" or extra == \"chromadb\"" files = [ {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b"}, {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205"}, @@ -11631,7 +11655,7 @@ dev = ["coverage", "deptry", "gitpython", "mkdocs-material", "mkdocs-minify-plug distributed = ["modal"] dlt = ["dlt"] docs = ["unstructured"] -evals = ["gdown", "pandas", "plotly"] +evals = ["gdown", "matplotlib", "pandas", "plotly"] falkordb = ["falkordb"] gemini = ["google-generativeai"] graphiti = ["graphiti-core"] @@ -11652,4 +11676,4 @@ posthog = ["posthog"] [metadata] lock-version = "2.1" python-versions = ">=3.10,<=3.13" -content-hash = "320addf9d82b65c74ee256b7a50be3832473661cedfe9d3f1459b125ee8f799c" +content-hash = "e31994b59356d0bbb7c40dcd5e8ea19cc453c3f1303a7e8f82eeadd4595dbfb4" diff --git a/pyproject.toml b/pyproject.toml index 18b481db5..9bcbc8b5d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -48,12 +48,13 @@ dependencies = [ "structlog>=25.2.0,<26", "pympler>=1.1,<2.0.0", "onnxruntime>=1.0.0,<2.0.0", - "pylance>=0.22.0,<1.0.0", "kuzu (==0.11.0)", "python-magic-bin<0.5 ; platform_system == 'Windows'", # Only needed for Windows "fastembed<=0.6.0 ", "networkx>=3.4.2,<4", - "matplotlib>=3.8.3,<4", + "uvicorn>=0.34.0,<1.0.0", + "gunicorn>=20.1.0,<24", + "websockets>=15.0.1,<16.0.0" ] @@ -106,6 +107,7 @@ evals = [ "plotly>=6.0.0,<7", "gdown>=5.2.0,<6", "pandas>=2.2.2,<3.0.0", + "matplotlib>=3.8.3,<4", ] graphiti = ["graphiti-core>=0.7.0,<0.8"] diff --git a/uv.lock b/uv.lock index 559dea22d..32d93f815 100644 --- a/uv.lock +++ b/uv.lock @@ -826,13 +826,13 @@ dependencies = [ { name = "fastapi-users", extra = ["sqlalchemy"] }, { name = "fastembed" }, { name = "filetype" }, + { name = "gunicorn" }, { name = "instructor" }, { name = "jinja2" }, { name = "kuzu" }, { name = "lancedb" }, { name = "limits" }, { name = "litellm" }, - { name = "matplotlib" }, { name = "nbformat" }, { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, { name = "networkx", version = "3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, @@ -843,7 +843,6 @@ dependencies = [ { name = "pre-commit" }, { name = "pydantic" }, { name = "pydantic-settings" }, - { name = "pylance" }, { name = "pympler" }, { name = "pypdf" }, { name = "python-dotenv" }, @@ -854,6 +853,8 @@ dependencies = [ { name = "structlog" }, { name = "tiktoken" }, { name = "typing-extensions" }, + { name = "uvicorn" }, + { name = "websockets" }, ] [package.optional-dependencies] @@ -909,6 +910,7 @@ docs = [ ] evals = [ { name = "gdown" }, + { name = "matplotlib" }, { name = "pandas" }, { name = "plotly" }, ] @@ -994,6 +996,7 @@ requires-dist = [ { name = "google-generativeai", marker = "extra == 'gemini'", specifier = ">=0.8.4,<0.9" }, { name = "graphiti-core", marker = "extra == 'graphiti'", specifier = ">=0.7.0,<0.8" }, { name = "groq", marker = "extra == 'groq'", specifier = ">=0.8.0,<1.0.0" }, + { name = "gunicorn", specifier = ">=20.1.0,<24" }, { name = "instructor", specifier = ">=1.9.1,<2.0.0" }, { name = "jinja2", specifier = ">=3.1.3,<4" }, { name = "kuzu", specifier = "==0.11.0" }, @@ -1005,7 +1008,7 @@ requires-dist = [ { name = "limits", specifier = ">=4.4.1,<5" }, { name = "litellm", specifier = ">=1.76.0" }, { name = "llama-index-core", marker = "extra == 'llama-index'", specifier = ">=0.12.11,<0.13" }, - { name = "matplotlib", specifier = ">=3.8.3,<4" }, + { name = "matplotlib", marker = "extra == 'evals'", specifier = ">=3.8.3,<4" }, { name = "mistral-common", marker = "extra == 'mistral'", specifier = ">=1.5.2,<2" }, { name = "mkdocs-material", marker = "extra == 'dev'", specifier = ">=9.5.42,<10" }, { name = "mkdocs-minify-plugin", marker = "extra == 'dev'", specifier = ">=0.8.0,<0.9" }, @@ -1030,7 +1033,6 @@ requires-dist = [ { name = "psycopg2-binary", marker = "extra == 'postgres-binary'", specifier = ">=2.9.10,<3.0.0" }, { name = "pydantic", specifier = ">=2.10.5,<3.0.0" }, { name = "pydantic-settings", specifier = ">=2.2.1,<3" }, - { name = "pylance", specifier = ">=0.22.0,<1.0.0" }, { name = "pylint", marker = "extra == 'dev'", specifier = ">=3.0.3,<4" }, { name = "pympler", specifier = ">=1.1,<2.0.0" }, { name = "pypdf", specifier = ">=4.1.0,<7.0.0" }, @@ -1056,6 +1058,8 @@ requires-dist = [ { name = "tweepy", marker = "extra == 'dev'", specifier = ">=4.14.0,<5.0.0" }, { name = "typing-extensions", specifier = ">=4.12.2,<5.0.0" }, { name = "unstructured", extras = ["csv", "doc", "docx", "epub", "md", "odt", "org", "ppt", "pptx", "rst", "rtf", "tsv", "xlsx"], marker = "extra == 'docs'", specifier = ">=0.18.1,<19" }, + { name = "uvicorn", specifier = ">=0.34.0,<1.0.0" }, + { name = "websockets", specifier = ">=15.0.1,<16.0.0" }, ] provides-extras = ["api", "distributed", "neo4j", "neptune", "postgres", "postgres-binary", "notebook", "langchain", "llama-index", "gemini", "huggingface", "ollama", "mistral", "anthropic", "deepeval", "posthog", "falkordb", "groq", "chromadb", "docs", "codegraph", "evals", "graphiti", "aws", "dlt", "baml", "dev", "debug", "monitoring"] @@ -2364,6 +2368,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/03/8b/ad381ec1b8195fa4a9a693cb8087e031b99530c0d6b8ad036dcb99e144c4/grpclib-0.4.8-py3-none-any.whl", hash = "sha256:a5047733a7acc1c1cee6abf3c841c7c6fab67d2844a45a853b113fa2e6cd2654", size = 76311, upload-time = "2025-05-04T16:27:22.818Z" }, ] +[[package]] +name = "gunicorn" +version = "23.0.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "packaging" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/34/72/9614c465dc206155d93eff0ca20d42e1e35afc533971379482de953521a4/gunicorn-23.0.0.tar.gz", hash = "sha256:f014447a0101dc57e294f6c18ca6b40227a4c90e9bdb586042628030cba004ec", size = 375031, upload-time = "2024-08-10T20:25:27.378Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/7d/6dac2a6e1eba33ee43f318edbed4ff29151a49b5d37f080aad1e6469bca4/gunicorn-23.0.0-py3-none-any.whl", hash = "sha256:ec400d38950de4dfd418cff8328b2c8faed0edb0d517d3394e457c317908ca4d", size = 85029, upload-time = "2024-08-10T20:25:24.996Z" }, +] + [[package]] name = "h11" version = "0.16.0" From 664459e23978538d411fd45096f3245c373facf6 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 15:30:27 +0200 Subject: [PATCH 055/108] refactor: Install baml only for BAML test --- .github/actions/cognee_setup/action.yml | 2 +- .github/workflows/basic_tests.yml | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/actions/cognee_setup/action.yml b/.github/actions/cognee_setup/action.yml index 77c5b3b1f..e46a42edb 100644 --- a/.github/actions/cognee_setup/action.yml +++ b/.github/actions/cognee_setup/action.yml @@ -41,4 +41,4 @@ runs: EXTRA_ARGS="$EXTRA_ARGS --extra $extra" done fi - uv sync --extra api --extra docs --extra evals --extra gemini --extra codegraph --extra ollama --extra dev --extra baml --extra neo4j $EXTRA_ARGS + uv sync --extra api --extra docs --extra evals --extra gemini --extra codegraph --extra ollama --extra dev --extra neo4j $EXTRA_ARGS diff --git a/.github/workflows/basic_tests.yml b/.github/workflows/basic_tests.yml index e2264da3d..3f3e644a2 100644 --- a/.github/workflows/basic_tests.yml +++ b/.github/workflows/basic_tests.yml @@ -188,6 +188,7 @@ jobs: uses: ./.github/actions/cognee_setup with: python-version: ${{ inputs.python-version }} + extra-dependencies: "baml" - name: Run Simple Examples run: uv run python ./examples/python/simple_example.py From 50032dd13322ebfb0d3f312fbb9f784e80295350 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 16:02:30 +0200 Subject: [PATCH 056/108] fix: install aws for gh action --- .github/workflows/e2e_tests.yml | 3 --- .github/workflows/test_s3_file_storage.yml | 1 + 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/.github/workflows/e2e_tests.yml b/.github/workflows/e2e_tests.yml index af3a3ff44..3fe7a7992 100644 --- a/.github/workflows/e2e_tests.yml +++ b/.github/workflows/e2e_tests.yml @@ -166,9 +166,6 @@ jobs: python-version: '3.11.x' extra-dependencies: "aws" - - name: Dependencies already installed - run: echo "Dependencies already installed in setup" - - name: Run S3 Bucket Test env: ENV: 'dev' diff --git a/.github/workflows/test_s3_file_storage.yml b/.github/workflows/test_s3_file_storage.yml index c4866ec2d..a477d8933 100644 --- a/.github/workflows/test_s3_file_storage.yml +++ b/.github/workflows/test_s3_file_storage.yml @@ -18,6 +18,7 @@ jobs: uses: ./.github/actions/cognee_setup with: python-version: '3.11.x' + extra-dependencies: "aws" - name: Run S3 File Storage Test env: From 4054307b15a13decb728b76544f15648b2b66b2e Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 16:03:11 +0200 Subject: [PATCH 057/108] refactor: Remove comment --- .../infrastructure/databases/vector/lancedb/LanceDBAdapter.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py index 7bc3385b9..0c93f81e7 100644 --- a/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py +++ b/cognee/infrastructure/databases/vector/lancedb/LanceDBAdapter.py @@ -247,8 +247,6 @@ class LanceDBAdapter(VectorDBInterface): result_values = await collection.vector_search(query_vector).limit(limit).to_list() - # result_values = list(results.to_dict("index").values()) - if not result_values: return [] From cf3f5945e71678fb4ba371996e1dde5121c9e4e2 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 16:44:55 +0200 Subject: [PATCH 058/108] chore: Limit pylance to 0.36 for MacOS13 --- poetry.lock | 2 +- pyproject.toml | 2 +- uv.lock | 26 +++++++++++++------------- 3 files changed, 15 insertions(+), 15 deletions(-) diff --git a/poetry.lock b/poetry.lock index b8cbdc95d..03b4130b4 100644 --- a/poetry.lock +++ b/poetry.lock @@ -11937,4 +11937,4 @@ posthog = ["posthog"] [metadata] lock-version = "2.1" python-versions = ">=3.10,<=3.13" -content-hash = "fc32c4e05914cf364d4feb0c3baec9771d149eb65626e5337fa2eb55e7130499" +content-hash = "a3e4b759a594833ee435a0ece818896eedcaa5b6cd20f9098a46ad4422f62ef1" diff --git a/pyproject.toml b/pyproject.toml index d465f772e..5770d1b1f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -60,7 +60,7 @@ dependencies = [ "baml-py (==0.206.0)", "pympler>=1.1,<2.0.0", "onnxruntime>=1.0.0,<2.0.0", - "pylance>=0.22.0,<1.0.0", + "pylance>=0.22.0,<=0.36.0", "kuzu (==0.11.0)", "python-magic-bin<0.5 ; platform_system == 'Windows'", # Only needed for Windows "uvicorn>=0.34.0,<1.0.0", diff --git a/uv.lock b/uv.lock index 08a474be6..caa3e1bf5 100644 --- a/uv.lock +++ b/uv.lock @@ -1034,7 +1034,7 @@ requires-dist = [ { name = "psycopg2-binary", marker = "extra == 'postgres-binary'", specifier = ">=2.9.10,<3.0.0" }, { name = "pydantic", specifier = ">=2.10.5,<3.0.0" }, { name = "pydantic-settings", specifier = ">=2.2.1,<3" }, - { name = "pylance", specifier = ">=0.22.0,<1.0.0" }, + { name = "pylance", specifier = ">=0.22.0,<=0.36.0" }, { name = "pylint", marker = "extra == 'dev'", specifier = ">=3.0.3,<4" }, { name = "pympler", specifier = ">=1.1,<2.0.0" }, { name = "pypdf", specifier = ">=4.1.0,<7.0.0" }, @@ -1785,17 +1785,17 @@ name = "fastembed" version = "0.6.0" source = { registry = "https://pypi.org/simple" } dependencies = [ - { name = "huggingface-hub" }, - { name = "loguru" }, - { name = "mmh3" }, + { name = "huggingface-hub", marker = 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+ [[package]] name = "tiktoken" version = "0.11.0" From 3b9415ee8874975c89449a21b6a7155a5e854262 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 17:27:11 +0200 Subject: [PATCH 062/108] test: Resolve failing unit tests --- .../graph_completion_retriever_context_extension_test.py | 4 ---- .../modules/retrieval/graph_completion_retriever_cot_test.py | 4 ---- .../unit/modules/retrieval/graph_completion_retriever_test.py | 4 ---- 3 files changed, 12 deletions(-) diff --git a/cognee/tests/unit/modules/retrieval/graph_completion_retriever_context_extension_test.py b/cognee/tests/unit/modules/retrieval/graph_completion_retriever_context_extension_test.py index 74def2ae7..0e21fe351 100644 --- a/cognee/tests/unit/modules/retrieval/graph_completion_retriever_context_extension_test.py +++ b/cognee/tests/unit/modules/retrieval/graph_completion_retriever_context_extension_test.py @@ -7,7 +7,6 @@ import cognee from cognee.low_level import setup, DataPoint from cognee.tasks.storage import add_data_points from cognee.modules.graph.utils import resolve_edges_to_text -from cognee.infrastructure.databases.exceptions import DatabaseNotCreatedError from cognee.modules.retrieval.graph_completion_context_extension_retriever import ( GraphCompletionContextExtensionRetriever, ) @@ -165,9 +164,6 @@ class TestGraphCompletionWithContextExtensionRetriever: retriever = GraphCompletionContextExtensionRetriever() - with pytest.raises(DatabaseNotCreatedError): - await retriever.get_context("Who works at Figma?") - await setup() context = await retriever.get_context("Who works at Figma?") diff --git a/cognee/tests/unit/modules/retrieval/graph_completion_retriever_cot_test.py b/cognee/tests/unit/modules/retrieval/graph_completion_retriever_cot_test.py index 9a789a1bd..206cfaf84 100644 --- a/cognee/tests/unit/modules/retrieval/graph_completion_retriever_cot_test.py +++ b/cognee/tests/unit/modules/retrieval/graph_completion_retriever_cot_test.py @@ -7,7 +7,6 @@ import cognee from cognee.low_level import setup, DataPoint from cognee.modules.graph.utils import resolve_edges_to_text from cognee.tasks.storage import add_data_points -from cognee.infrastructure.databases.exceptions import DatabaseNotCreatedError from cognee.modules.retrieval.graph_completion_cot_retriever import GraphCompletionCotRetriever @@ -158,9 +157,6 @@ class TestGraphCompletionCoTRetriever: retriever = GraphCompletionCotRetriever() - with pytest.raises(DatabaseNotCreatedError): - await retriever.get_context("Who works at Figma?") - await setup() context = await retriever.get_context("Who works at Figma?") diff --git a/cognee/tests/unit/modules/retrieval/graph_completion_retriever_test.py b/cognee/tests/unit/modules/retrieval/graph_completion_retriever_test.py index 18fd94114..f462baced 100644 --- a/cognee/tests/unit/modules/retrieval/graph_completion_retriever_test.py +++ b/cognee/tests/unit/modules/retrieval/graph_completion_retriever_test.py @@ -7,7 +7,6 @@ import cognee from cognee.low_level import setup, DataPoint from cognee.modules.graph.utils import resolve_edges_to_text from cognee.tasks.storage import add_data_points -from cognee.infrastructure.databases.exceptions import DatabaseNotCreatedError from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever @@ -218,9 +217,6 @@ class TestGraphCompletionRetriever: retriever = GraphCompletionRetriever() - with pytest.raises(DatabaseNotCreatedError): - await retriever.get_context("Who works at Figma?") - await setup() context = await retriever.get_context("Who works at Figma?") From f09376429bcf9eb7e512b4054e61ee5e041c8638 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Thu, 25 Sep 2025 17:39:29 +0200 Subject: [PATCH 063/108] refactor: Remove telemetry call --- cognee/modules/retrieval/utils/brute_force_triplet_search.py | 1 - 1 file changed, 1 deletion(-) diff --git a/cognee/modules/retrieval/utils/brute_force_triplet_search.py b/cognee/modules/retrieval/utils/brute_force_triplet_search.py index 172c45d6d..8a9bcdeb4 100644 --- a/cognee/modules/retrieval/utils/brute_force_triplet_search.py +++ b/cognee/modules/retrieval/utils/brute_force_triplet_search.py @@ -182,5 +182,4 @@ async def brute_force_triplet_search( query, error, ) - send_telemetry("cognee.brute_force_triplet_search EXECUTION FAILED", {"error": str(error)}) raise error From 8c38d8a146afeb3746f479c6228093f7de14b02b Mon Sep 17 00:00:00 2001 From: Andrej Milicevic Date: Thu, 25 Sep 2025 18:18:08 +0200 Subject: [PATCH 064/108] fix: Silence model not found log --- cognee/infrastructure/llm/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee/infrastructure/llm/utils.py b/cognee/infrastructure/llm/utils.py index cb88fa85e..8aeb995a6 100644 --- a/cognee/infrastructure/llm/utils.py +++ b/cognee/infrastructure/llm/utils.py @@ -62,7 +62,7 @@ def get_model_max_completion_tokens(model_name: str): max_completion_tokens = litellm.model_cost[model_name]["max_tokens"] logger.debug(f"Max input tokens for {model_name}: {max_completion_tokens}") else: - logger.info("Model not found in LiteLLM's model_cost.") + logger.debug("Model not found in LiteLLM's model_cost.") return max_completion_tokens From e3494ca15f43601e3105411ef6be713556ab3ce5 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Thu, 25 Sep 2025 17:43:34 +0100 Subject: [PATCH 065/108] feat: add mcp status display to frontend --- cognee-frontend/src/ui/Layout/Header.tsx | 11 ++++++++++- cognee-frontend/src/ui/elements/StatusDot.tsx | 13 +++++++++++++ cognee-frontend/src/ui/elements/index.ts | 1 + 3 files changed, 24 insertions(+), 1 deletion(-) create mode 100644 cognee-frontend/src/ui/elements/StatusDot.tsx diff --git a/cognee-frontend/src/ui/Layout/Header.tsx b/cognee-frontend/src/ui/Layout/Header.tsx index 7a1d2e906..69968076a 100644 --- a/cognee-frontend/src/ui/Layout/Header.tsx +++ b/cognee-frontend/src/ui/Layout/Header.tsx @@ -5,7 +5,7 @@ import Image from "next/image"; import { useBoolean } from "@/utils"; import { CloseIcon, CloudIcon, CogneeIcon } from "../Icons"; -import { CTAButton, GhostButton, IconButton, Modal } from "../elements"; +import { CTAButton, GhostButton, IconButton, Modal, StatusDot } from "../elements"; import syncData from "@/modules/cloud/syncData"; interface HeaderProps { @@ -23,6 +23,11 @@ export default function Header({ user }: HeaderProps) { setFalse: closeSyncModal, } = useBoolean(false); + const { + value: isMCPStatusOpen, + setTrue: setMCPStatusOpen, + } = useBoolean(false); + const handleDataSyncConfirm = () => { syncData() .finally(() => { @@ -39,6 +44,10 @@ export default function Header({ user }: HeaderProps) {

+ + + MCP status +
Sync
diff --git a/cognee-frontend/src/ui/elements/StatusDot.tsx b/cognee-frontend/src/ui/elements/StatusDot.tsx new file mode 100644 index 000000000..4eb71a6e0 --- /dev/null +++ b/cognee-frontend/src/ui/elements/StatusDot.tsx @@ -0,0 +1,13 @@ +import React from "react"; + +const StatusDot = ({ isActive, className }: { isActive: boolean, className?: string }) => { + return ( + + ); +}; + +export default StatusDot; diff --git a/cognee-frontend/src/ui/elements/index.ts b/cognee-frontend/src/ui/elements/index.ts index 551b06596..0133f56f6 100644 --- a/cognee-frontend/src/ui/elements/index.ts +++ b/cognee-frontend/src/ui/elements/index.ts @@ -8,5 +8,6 @@ export { default as IconButton } from "./IconButton"; export { default as GhostButton } from "./GhostButton"; export { default as NeutralButton } from "./NeutralButton"; export { default as StatusIndicator } from "./StatusIndicator"; +export { default as StatusDot } from "./StatusDot"; export { default as Accordion } from "./Accordion"; export { default as Notebook } from "./Notebook"; From 38e3f11533bceefe9776cd130269c742b850c2a4 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Thu, 25 Sep 2025 20:42:40 +0100 Subject: [PATCH 066/108] fix: update entrypoint script to use cognee-mcp module --- cognee-mcp/entrypoint.sh | 18 +++++++++--------- cognee-mcp/pyproject.toml | 2 +- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/cognee-mcp/entrypoint.sh b/cognee-mcp/entrypoint.sh index 53da83c11..e3ff849e0 100644 --- a/cognee-mcp/entrypoint.sh +++ b/cognee-mcp/entrypoint.sh @@ -48,27 +48,27 @@ if [ "$ENVIRONMENT" = "dev" ] || [ "$ENVIRONMENT" = "local" ]; then if [ "$DEBUG" = "true" ]; then echo "Waiting for the debugger to attach..." if [ "$TRANSPORT_MODE" = "sse" ]; then - exec python -m debugpy --wait-for-client --listen 0.0.0.0:$DEBUG_PORT -m cognee --transport sse --host 0.0.0.0 --port $HTTP_PORT --no-migration + exec python -m debugpy --wait-for-client --listen 0.0.0.0:$DEBUG_PORT -m cognee-mcp --transport sse --host 0.0.0.0 --port $HTTP_PORT --no-migration elif [ "$TRANSPORT_MODE" = "http" ]; then - exec python -m debugpy --wait-for-client --listen 0.0.0.0:$DEBUG_PORT -m cognee --transport http --host 0.0.0.0 --port $HTTP_PORT --no-migration + exec python -m debugpy --wait-for-client --listen 0.0.0.0:$DEBUG_PORT -m cognee-mcp --transport http --host 0.0.0.0 --port $HTTP_PORT --no-migration else - exec python -m debugpy --wait-for-client --listen 0.0.0.0:$DEBUG_PORT -m cognee --transport stdio --no-migration + exec python -m debugpy --wait-for-client --listen 0.0.0.0:$DEBUG_PORT -m cognee-mcp --transport stdio --no-migration fi else if [ "$TRANSPORT_MODE" = "sse" ]; then - exec cognee --transport sse --host 0.0.0.0 --port $HTTP_PORT --no-migration + exec cognee-mcp --transport sse --host 0.0.0.0 --port $HTTP_PORT --no-migration elif [ "$TRANSPORT_MODE" = "http" ]; then - exec cognee --transport http --host 0.0.0.0 --port $HTTP_PORT --no-migration + exec cognee-mcp --transport http --host 0.0.0.0 --port $HTTP_PORT --no-migration else - exec cognee --transport stdio --no-migration + exec cognee-mcp --transport stdio --no-migration fi fi else if [ "$TRANSPORT_MODE" = "sse" ]; then - exec cognee --transport sse --host 0.0.0.0 --port $HTTP_PORT --no-migration + exec cognee-mcp --transport sse --host 0.0.0.0 --port $HTTP_PORT --no-migration elif [ "$TRANSPORT_MODE" = "http" ]; then - exec cognee --transport http --host 0.0.0.0 --port $HTTP_PORT --no-migration + exec cognee-mcp --transport http --host 0.0.0.0 --port $HTTP_PORT --no-migration else - exec cognee --transport stdio --no-migration + exec cognee-mcp --transport stdio --no-migration fi fi diff --git a/cognee-mcp/pyproject.toml b/cognee-mcp/pyproject.toml index a1ee22985..f22396bd4 100644 --- a/cognee-mcp/pyproject.toml +++ b/cognee-mcp/pyproject.toml @@ -36,4 +36,4 @@ dev = [ allow-direct-references = true [project.scripts] -cognee = "src:main" +cognee-mcp = "src:main" From 921c4481f034a5e22968e8067781b1ba63504334 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Thu, 25 Sep 2025 22:04:06 +0100 Subject: [PATCH 067/108] feat: start cognee-mcp as part of cognee -ui --- cognee/api/v1/ui/__init__.py | 2 +- cognee/api/v1/ui/ui.py | 140 +++++++++-------------------------- cognee/cli/_cognee.py | 1 + 3 files changed, 39 insertions(+), 104 deletions(-) diff --git a/cognee/api/v1/ui/__init__.py b/cognee/api/v1/ui/__init__.py index f268a2e54..03876e999 100644 --- a/cognee/api/v1/ui/__init__.py +++ b/cognee/api/v1/ui/__init__.py @@ -1 +1 @@ -from .ui import start_ui, stop_ui, ui +from .ui import start_ui, ui diff --git a/cognee/api/v1/ui/ui.py b/cognee/api/v1/ui/ui.py index 6faca19e8..fb20b0420 100644 --- a/cognee/api/v1/ui/ui.py +++ b/cognee/api/v1/ui/ui.py @@ -334,17 +334,19 @@ def start_ui( start_backend: bool = False, backend_host: str = "localhost", backend_port: int = 8000, + start_mcp: bool = False, ) -> Optional[subprocess.Popen]: """ - Start the cognee frontend UI server, optionally with the backend API server. + Start the cognee frontend UI server, optionally with the backend API server and MCP server. This function will: 1. Optionally start the cognee backend API server - 2. Find the cognee-frontend directory (development) or download it (pip install) - 3. Check if Node.js and npm are available (for development mode) - 4. Install dependencies if needed (development mode) - 5. Start the frontend server - 6. Optionally open the browser + 2. Optionally start the cognee MCP server + 3. Find the cognee-frontend directory (development) or download it (pip install) + 4. Check if Node.js and npm are available (for development mode) + 5. Install dependencies if needed (development mode) + 6. Start the frontend server + 7. Optionally open the browser Args: pid_callback: Callback to notify with PID of each spawned process @@ -355,11 +357,12 @@ def start_ui( start_backend: If True, also start the cognee API backend server (default: False) backend_host: Host to bind the backend server to (default: localhost) backend_port: Port to run the backend server on (default: 8000) + start_mcp: If True, also start the cognee MCP server on port 8001 (default: False) Returns: subprocess.Popen object representing the running frontend server, or None if failed - Note: If backend is started, it runs in a separate process that will be cleaned up - when the frontend process is terminated. + Note: If backend and/or MCP server are started, they run in separate processes + that will be cleaned up when the frontend process is terminated. Example: >>> import cognee @@ -370,12 +373,37 @@ def start_ui( >>> server = cognee.start_ui(start_backend=True) >>> # UI will be available at http://localhost:3000 >>> # API will be available at http://localhost:8000 - >>> # To stop both servers later: + >>> + >>> # Start frontend with MCP server + >>> server = cognee.start_ui(start_mcp=True) + >>> # UI will be available at http://localhost:3000 + >>> # MCP server will be available at http://127.0.0.1:8001/sse + >>> # To stop all servers later: >>> server.terminate() """ logger.info("Starting cognee UI...") backend_process = None + if start_mcp: + logger.info("Starting Cognee MCP server with Docker...") + cwd = os.getcwd() + env_file = os.path.join(cwd, ".env") + try: + mcp_process = subprocess.Popen( + [ + "docker", "run", + "-p", "8001:8000", + "--rm", + "--env-file", env_file, + "-e", "TRANSPORT_MODE=sse", + "cognee/cognee-mcp:daulet-dev" + ], + preexec_fn=os.setsid if hasattr(os, "setsid") else None, + ) + pid_callback(mcp_process.pid) + logger.info("✓ Cognee MCP server starting on http://127.0.0.1:8001/sse") + except Exception as e: + logger.error(f"Failed to start MCP server with Docker: {str(e)}") # Start backend server if requested if start_backend: logger.info("Starting cognee backend API server...") @@ -502,10 +530,6 @@ def start_ui( logger.info(f"✓ Open your browser to: http://{host}:{port}") logger.info("✓ The UI will be available once Next.js finishes compiling") - # Store backend process reference in the frontend process for cleanup - if backend_process: - process._cognee_backend_process = backend_process - return process except Exception as e: @@ -525,86 +549,6 @@ def start_ui( return None -def stop_ui(process: subprocess.Popen) -> bool: - """ - Stop a running UI server process and backend process (if started), along with all their children. - - Args: - process: The subprocess.Popen object returned by start_ui() - - Returns: - bool: True if stopped successfully, False otherwise - """ - if not process: - return False - - success = True - - try: - # First, stop the backend process if it exists - backend_process = getattr(process, "_cognee_backend_process", None) - if backend_process: - logger.info("Stopping backend server...") - try: - backend_process.terminate() - try: - backend_process.wait(timeout=5) - logger.info("Backend server stopped gracefully") - except subprocess.TimeoutExpired: - logger.warning("Backend didn't terminate gracefully, forcing kill") - backend_process.kill() - backend_process.wait() - logger.info("Backend server stopped") - except Exception as e: - logger.error(f"Error stopping backend server: {str(e)}") - success = False - - # Now stop the frontend process - logger.info("Stopping frontend server...") - # Try to terminate the process group (includes child processes like Next.js) - if hasattr(os, "killpg"): - try: - # Kill the entire process group - os.killpg(os.getpgid(process.pid), signal.SIGTERM) - logger.debug("Sent SIGTERM to process group") - except (OSError, ProcessLookupError): - # Fall back to terminating just the main process - process.terminate() - logger.debug("Terminated main process only") - else: - process.terminate() - logger.debug("Terminated main process (Windows)") - - try: - process.wait(timeout=10) - logger.info("Frontend server stopped gracefully") - except subprocess.TimeoutExpired: - logger.warning("Frontend didn't terminate gracefully, forcing kill") - - # Force kill the process group - if hasattr(os, "killpg"): - try: - os.killpg(os.getpgid(process.pid), signal.SIGKILL) - logger.debug("Sent SIGKILL to process group") - except (OSError, ProcessLookupError): - process.kill() - logger.debug("Force killed main process only") - else: - process.kill() - logger.debug("Force killed main process (Windows)") - - process.wait() - - if success: - logger.info("UI servers stopped successfully") - - return success - - except Exception as e: - logger.error(f"Error stopping UI servers: {str(e)}") - return False - - # Convenience function similar to DuckDB's approach def ui() -> Optional[subprocess.Popen]: """ @@ -612,13 +556,3 @@ def ui() -> Optional[subprocess.Popen]: Similar to how DuckDB provides simple ui() function. """ return start_ui() - - -if __name__ == "__main__": - # Test the UI startup - server = start_ui() - if server: - try: - input("Press Enter to stop the server...") - finally: - stop_ui(server) diff --git a/cognee/cli/_cognee.py b/cognee/cli/_cognee.py index 52915594b..6010ea679 100644 --- a/cognee/cli/_cognee.py +++ b/cognee/cli/_cognee.py @@ -209,6 +209,7 @@ def main() -> int: port=3000, open_browser=True, start_backend=True, + start_mcp=True, auto_download=True, pid_callback=pid_callback, ) From 80da5531853059de2960140e091eafe2ae8612e3 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Thu, 25 Sep 2025 22:04:41 +0100 Subject: [PATCH 068/108] format: ruff format --- cognee/api/v1/ui/ui.py | 16 ++++++++++------ 1 file changed, 10 insertions(+), 6 deletions(-) diff --git a/cognee/api/v1/ui/ui.py b/cognee/api/v1/ui/ui.py index fb20b0420..3b583ac33 100644 --- a/cognee/api/v1/ui/ui.py +++ b/cognee/api/v1/ui/ui.py @@ -361,7 +361,7 @@ def start_ui( Returns: subprocess.Popen object representing the running frontend server, or None if failed - Note: If backend and/or MCP server are started, they run in separate processes + Note: If backend and/or MCP server are started, they run in separate processes that will be cleaned up when the frontend process is terminated. Example: @@ -391,12 +391,16 @@ def start_ui( try: mcp_process = subprocess.Popen( [ - "docker", "run", - "-p", "8001:8000", + "docker", + "run", + "-p", + "8001:8000", "--rm", - "--env-file", env_file, - "-e", "TRANSPORT_MODE=sse", - "cognee/cognee-mcp:daulet-dev" + "--env-file", + env_file, + "-e", + "TRANSPORT_MODE=sse", + "cognee/cognee-mcp:daulet-dev", ], preexec_fn=os.setsid if hasattr(os, "setsid") else None, ) From 1deab2d54e0a8cabfc26a9a2c23f443948b65aa1 Mon Sep 17 00:00:00 2001 From: Boris Arzentar Date: Fri, 26 Sep 2025 09:57:53 +0200 Subject: [PATCH 069/108] fix: limit onnxruntime version --- poetry.lock | 3 ++- pyproject.toml | 4 ++-- uv.lock | 2 +- 3 files changed, 5 insertions(+), 4 deletions(-) diff --git a/poetry.lock b/poetry.lock index 3e5b68ccf..d88b94e5d 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2254,6 +2254,7 @@ files = [ {file = "fastuuid-0.12.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b9b31dd488d0778c36f8279b306dc92a42f16904cba54acca71e107d65b60b0c"}, {file = "fastuuid-0.12.0-cp313-cp313-manylinux_2_34_x86_64.whl", hash = "sha256:b19361ee649365eefc717ec08005972d3d1eb9ee39908022d98e3bfa9da59e37"}, {file = "fastuuid-0.12.0-cp313-cp313-win_amd64.whl", hash = "sha256:8fc66b11423e6f3e1937385f655bedd67aebe56a3dcec0cb835351cfe7d358c9"}, + {file = "fastuuid-0.12.0-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:2925f67b88d47cb16aa3eb1ab20fdcf21b94d74490e0818c91ea41434b987493"}, {file = "fastuuid-0.12.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:7b15c54d300279ab20a9cc0579ada9c9f80d1bc92997fc61fb7bf3103d7cb26b"}, {file = "fastuuid-0.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:458f1bc3ebbd76fdb89ad83e6b81ccd3b2a99fa6707cd3650b27606745cfb170"}, {file = "fastuuid-0.12.0-cp38-cp38-manylinux_2_34_x86_64.whl", hash = "sha256:a8f0f83fbba6dc44271a11b22e15838641b8c45612cdf541b4822a5930f6893c"}, @@ -11897,4 +11898,4 @@ posthog = ["posthog"] [metadata] lock-version = "2.1" python-versions = ">=3.10,<=3.13" -content-hash = "463d131171a4b57481f20ffad9ff98b1a5a08a2b6a64ac51fb65e54d20765e89" +content-hash = "49d2d5207803b6b56e0bbf2be871941f4fc4535d0bc823815e0a7cbe61e12574" diff --git a/pyproject.toml b/pyproject.toml index 549c297b9..b385cb588 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -46,11 +46,11 @@ dependencies = [ "fastapi-users[sqlalchemy]>=14.0.1,<15.0.0", "structlog>=25.2.0,<26", "pympler>=1.1,<2.0.0", - "onnxruntime>=1.0.0,<2.0.0", + "onnxruntime<=1.22.1", "pylance>=0.22.0,<=0.36.0", "kuzu (==0.11.0)", "python-magic-bin<0.5 ; platform_system == 'Windows'", # Only needed for Windows - "fastembed<=0.6.0 ", + "fastembed<=0.6.0", "networkx>=3.4.2,<4", "uvicorn>=0.34.0,<1.0.0", "gunicorn>=20.1.0,<24", diff --git a/uv.lock b/uv.lock index 5d9e4042a..5957f81b2 100644 --- a/uv.lock +++ b/uv.lock @@ -1023,7 +1023,7 @@ requires-dist = [ { name = "notebook", marker = "extra == 'dev'", specifier = ">=7.1.0,<8" }, { name = "notebook", marker = "extra == 'notebook'", specifier = ">=7.1.0,<8" }, { name = "numpy", specifier = ">=1.26.4,<=4.0.0" }, - { name = "onnxruntime", specifier = ">=1.0.0,<2.0.0" }, + { name = "onnxruntime", specifier = "<=1.22.1" }, { name = "openai", specifier = ">=1.80.1" }, { name = "pandas", marker = "extra == 'evals'", specifier = ">=2.2.2,<3.0.0" }, { name = "pgvector", marker = "extra == 'postgres'", specifier = ">=0.3.5,<0.4" }, From bee16ea49d1a83f11a44286464d634347633d03b Mon Sep 17 00:00:00 2001 From: Andrej Milicevic Date: Fri, 26 Sep 2025 11:05:57 +0200 Subject: [PATCH 070/108] test: Use smaller files than Alice for tests. --- cognee/tests/test_chromadb.py | 21 ++++++++++++-------- cognee/tests/test_data/Quantum_computers.txt | 9 +++++++++ cognee/tests/test_lancedb.py | 21 ++++++++++++-------- cognee/tests/test_pgvector.py | 21 ++++++++++++-------- 4 files changed, 48 insertions(+), 24 deletions(-) create mode 100644 cognee/tests/test_data/Quantum_computers.txt diff --git a/cognee/tests/test_chromadb.py b/cognee/tests/test_chromadb.py index f785c660a..01e1938d7 100644 --- a/cognee/tests/test_chromadb.py +++ b/cognee/tests/test_chromadb.py @@ -68,21 +68,25 @@ async def test_getting_of_documents(dataset_name_1): async def test_vector_engine_search_none_limit(): - file_path = os.path.join( - pathlib.Path(__file__).resolve().parent.parent.parent, - "examples", - "data", - "alice_in_wonderland.txt", + file_path_quantum = os.path.join( + pathlib.Path(__file__).parent, "test_data/Quantum_computers.txt" + ) + + file_path_nlp = os.path.join( + pathlib.Path(__file__).parent, + "test_data/Natural_language_processing.txt", ) await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) - await cognee.add(file_path) + await cognee.add(file_path_quantum) + + await cognee.add(file_path_nlp) await cognee.cognify() - query_text = "List me all the important characters in Alice in Wonderland." + query_text = "Tell me about Quantum computers" from cognee.infrastructure.databases.vector import get_vector_engine @@ -96,7 +100,8 @@ async def test_vector_engine_search_none_limit(): collection_name=collection_name, query_vector=query_vector, limit=None ) - # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) + # Check that we did not accidentally use any default value for limit + # in vector search along the way (like 5, 10, or 15) assert len(result) > 15 diff --git a/cognee/tests/test_data/Quantum_computers.txt b/cognee/tests/test_data/Quantum_computers.txt new file mode 100644 index 000000000..769dfd254 --- /dev/null +++ b/cognee/tests/test_data/Quantum_computers.txt @@ -0,0 +1,9 @@ +A quantum computer is a computer that takes advantage of quantum mechanical phenomena. +At small scales, physical matter exhibits properties of both particles and waves, and quantum computing leverages this behavior, specifically quantum superposition and entanglement, using specialized hardware that supports the preparation and manipulation of quantum states. +Classical physics cannot explain the operation of these quantum devices, and a scalable quantum computer could perform some calculations exponentially faster (with respect to input size scaling) than any modern "classical" computer. In particular, a large-scale quantum computer could break widely used encryption schemes and aid physicists in performing physical simulations; however, the current state of the technology is largely experimental and impractical, with several obstacles to useful applications. Moreover, scalable quantum computers do not hold promise for many practical tasks, and for many important tasks quantum speedups are proven impossible. +The basic unit of information in quantum computing is the qubit, similar to the bit in traditional digital electronics. Unlike a classical bit, a qubit can exist in a superposition of its two "basis" states. When measuring a qubit, the result is a probabilistic output of a classical bit, therefore making quantum computers nondeterministic in general. If a quantum computer manipulates the qubit in a particular way, wave interference effects can amplify the desired measurement results. The design of quantum algorithms involves creating procedures that allow a quantum computer to perform calculations efficiently and quickly. +Physically engineering high-quality qubits has proven challenging. If a physical qubit is not sufficiently isolated from its environment, it suffers from quantum decoherence, introducing noise into calculations. Paradoxically, perfectly isolating qubits is also undesirable because quantum computations typically need to initialize qubits, perform controlled qubit interactions, and measure the resulting quantum states. Each of those operations introduces errors and suffers from noise, and such inaccuracies accumulate. +In principle, a non-quantum (classical) computer can solve the same computational problems as a quantum computer, given enough time. Quantum advantage comes in the form of time complexity rather than computability, and quantum complexity theory shows that some quantum algorithms for carefully selected tasks require exponentially fewer computational steps than the best known non-quantum algorithms. Such tasks can in theory be solved on a large-scale quantum computer whereas classical computers would not finish computations in any reasonable amount of time. However, quantum speedup is not universal or even typical across computational tasks, since basic tasks such as sorting are proven to not allow any asymptotic quantum speedup. Claims of quantum supremacy have drawn significant attention to the discipline, but are demonstrated on contrived tasks, while near-term practical use cases remain limited. +Emerging error-correcting codes aim to mitigate decoherence effects and are expected to pave the way for fault-tolerant quantum processors. Laboratories across the globe are investigating diverse qubit implementations, such as superconducting circuits, trapped ions, neutral atoms, and photonic systems. Significant government funding and private investment have created an ecosystem of startups and consortia focused on accelerating quantum hardware and software development. Universities are meanwhile launching interdisciplinary programs that teach physics, computer science, and engineering concepts necessary for tomorrow's quantum workforce. Establishing reliable benchmarking standards will be essential for objectively comparing devices and charting realistic milestones toward practical quantum advantage. +Industry roadmaps anticipate that achieving error rates below the threshold for surface codes will require millions of physical qubits per logical qubit, highlighting daunting scale challenges. Researchers are therefore exploring hardware–software co-design strategies, where algorithmic breakthroughs and device engineering progress hand in hand to minimize overhead. Hybrid quantum-classical workflows, exemplified by variational algorithms running on near-term devices, offer a pragmatic path to extracting value before full fault tolerance arrives. Meanwhile, cryptographers are advancing post-quantum encryption schemes to safeguard information in a future where Shor’s algorithm becomes practical. The interplay between theoretical advances, experimental ingenuity, and policy considerations will ultimately determine how transformative quantum computing becomes for science, industry, and society. +Collaborative open-source toolkits are lowering the barrier to entry for developers eager to prototype quantum algorithms and simulate small devices on classical hardware. As these software frameworks mature, they will foster standardization of gate libraries, circuit optimization passes, and error-mitigation techniques. At the same time, advances in cryogenic engineering, vacuum systems, and photonics are steadily improving the stability and manufacturability of next-generation qubit platforms. Policymakers are beginning to craft export controls and ethical guidelines aimed at preventing misuse while encouraging international collaboration in fundamental research. Ultimately, the success of quantum technology will hinge on integrating robust hardware, intelligent software, and a skilled workforce within an environment of responsible governance. diff --git a/cognee/tests/test_lancedb.py b/cognee/tests/test_lancedb.py index 675c5ee38..ea3b455cd 100644 --- a/cognee/tests/test_lancedb.py +++ b/cognee/tests/test_lancedb.py @@ -68,21 +68,25 @@ async def test_getting_of_documents(dataset_name_1): async def test_vector_engine_search_none_limit(): - file_path = os.path.join( - pathlib.Path(__file__).resolve().parent.parent.parent, - "examples", - "data", - "alice_in_wonderland.txt", + file_path_quantum = os.path.join( + pathlib.Path(__file__).parent, "test_data/Quantum_computers.txt" + ) + + file_path_nlp = os.path.join( + pathlib.Path(__file__).parent, + "test_data/Natural_language_processing.txt", ) await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) - await cognee.add(file_path) + await cognee.add(file_path_quantum) + + await cognee.add(file_path_nlp) await cognee.cognify() - query_text = "List me all the important characters in Alice in Wonderland." + query_text = "Tell me about Quantum computers" from cognee.infrastructure.databases.vector import get_vector_engine @@ -96,7 +100,8 @@ async def test_vector_engine_search_none_limit(): collection_name=collection_name, query_vector=query_vector, limit=None ) - # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) + # Check that we did not accidentally use any default value for limit + # in vector search along the way (like 5, 10, or 15) assert len(result) > 15 diff --git a/cognee/tests/test_pgvector.py b/cognee/tests/test_pgvector.py index 71601522f..059cf691a 100644 --- a/cognee/tests/test_pgvector.py +++ b/cognee/tests/test_pgvector.py @@ -69,21 +69,25 @@ async def test_getting_of_documents(dataset_name_1): async def test_vector_engine_search_none_limit(): - file_path = os.path.join( - pathlib.Path(__file__).resolve().parent.parent.parent, - "examples", - "data", - "alice_in_wonderland.txt", + file_path_quantum = os.path.join( + pathlib.Path(__file__).parent, "test_data/Quantum_computers.txt" + ) + + file_path_nlp = os.path.join( + pathlib.Path(__file__).parent, + "test_data/Natural_language_processing.txt", ) await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) - await cognee.add(file_path) + await cognee.add(file_path_quantum) + + await cognee.add(file_path_nlp) await cognee.cognify() - query_text = "List me all the important characters in Alice in Wonderland." + query_text = "Tell me about Quantum computers" from cognee.infrastructure.databases.vector import get_vector_engine @@ -97,7 +101,8 @@ async def test_vector_engine_search_none_limit(): collection_name=collection_name, query_vector=query_vector, limit=None ) - # Check that we did not accidentally use any default value for limit in vector search along the way (like 5, 10, or 15) + # Check that we did not accidentally use any default value for limit + # in vector search along the way (like 5, 10, or 15) assert len(result) > 15 From 2651b34e417396bc22e5b1660dee261bc7935b44 Mon Sep 17 00:00:00 2001 From: Nikoloz Turazashvili Date: Fri, 26 Sep 2025 17:10:34 +0700 Subject: [PATCH 071/108] fix: Use CloudApiKeyMissingError for local mode consistency Signed-off-by: Nikoloz Turazashvili --- cognee/api/v1/cloud/routers/get_checks_router.py | 10 ++-------- 1 file changed, 2 insertions(+), 8 deletions(-) diff --git a/cognee/api/v1/cloud/routers/get_checks_router.py b/cognee/api/v1/cloud/routers/get_checks_router.py index 336b0a732..b7768671a 100644 --- a/cognee/api/v1/cloud/routers/get_checks_router.py +++ b/cognee/api/v1/cloud/routers/get_checks_router.py @@ -16,14 +16,8 @@ def get_checks_router(): api_token = request.headers.get("X-Api-Key") if api_token is None: - # Return a graceful response for local/self-hosted installations - return { - "status": "local_mode", - "message": "Running in local mode. Cloud features are not available without API key.", - "cloud_available": False, - "local_mode": True, - } + raise CloudApiKeyMissingError() return await check_api_key(api_token) - return router + return router \ No newline at end of file From f44bb5dabfca466b8e733c1e5b03153f449dc071 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Fri, 26 Sep 2025 12:44:05 +0200 Subject: [PATCH 072/108] feat: Add update endpoint to Cognee --- cognee/api/client.py | 3 + cognee/api/v1/update/__init__.py | 1 + cognee/api/v1/update/routers/__init__.py | 1 + .../v1/update/routers/get_update_router.py | 61 +++++++++++++++++++ cognee/api/v1/update/update.py | 46 ++++++++++++++ 5 files changed, 112 insertions(+) create mode 100644 cognee/api/v1/update/__init__.py create mode 100644 cognee/api/v1/update/routers/__init__.py create mode 100644 cognee/api/v1/update/routers/get_update_router.py create mode 100644 cognee/api/v1/update/update.py diff --git a/cognee/api/client.py b/cognee/api/client.py index 04c81841f..6766c12de 100644 --- a/cognee/api/client.py +++ b/cognee/api/client.py @@ -28,6 +28,7 @@ from cognee.api.v1.add.routers import get_add_router from cognee.api.v1.delete.routers import get_delete_router from cognee.api.v1.responses.routers import get_responses_router from cognee.api.v1.sync.routers import get_sync_router +from cognee.api.v1.update.routers import get_update_router from cognee.api.v1.users.routers import ( get_auth_router, get_register_router, @@ -263,6 +264,8 @@ app.include_router(get_visualize_router(), prefix="/api/v1/visualize", tags=["vi app.include_router(get_delete_router(), prefix="/api/v1/delete", tags=["delete"]) +app.include_router(get_update_router(), prefix="/api/v1/update", tags=["update"]) + app.include_router(get_responses_router(), prefix="/api/v1/responses", tags=["responses"]) app.include_router(get_sync_router(), prefix="/api/v1/sync", tags=["sync"]) diff --git a/cognee/api/v1/update/__init__.py b/cognee/api/v1/update/__init__.py new file mode 100644 index 000000000..3840db468 --- /dev/null +++ b/cognee/api/v1/update/__init__.py @@ -0,0 +1 @@ +from .update import update diff --git a/cognee/api/v1/update/routers/__init__.py b/cognee/api/v1/update/routers/__init__.py new file mode 100644 index 000000000..dbfa55603 --- /dev/null +++ b/cognee/api/v1/update/routers/__init__.py @@ -0,0 +1 @@ +from .get_update_router import get_update_router diff --git a/cognee/api/v1/update/routers/get_update_router.py b/cognee/api/v1/update/routers/get_update_router.py new file mode 100644 index 000000000..16acdf29c --- /dev/null +++ b/cognee/api/v1/update/routers/get_update_router.py @@ -0,0 +1,61 @@ +from fastapi.responses import JSONResponse +from fastapi import File, UploadFile, Depends, Form +from typing import Optional +from fastapi import APIRouter +from fastapi.encoders import jsonable_encoder +from typing import List +from uuid import UUID +from cognee.shared.logging_utils import get_logger +from cognee.modules.users.models import User +from cognee.modules.users.methods import get_authenticated_user +from cognee.shared.utils import send_telemetry +from cognee.modules.pipelines.models.PipelineRunInfo import ( + PipelineRunErrored, +) + +logger = get_logger() + + +def get_update_router() -> APIRouter: + router = APIRouter() + + @router.patch("", response_model=None) + async def update( + data_id: UUID, + dataset_id: UUID, + data: List[UploadFile] = File(default=None), + node_set: Optional[List[str]] = Form(default=[""], example=[""]), + user: User = Depends(get_authenticated_user), + ): + send_telemetry( + "Update API Endpoint Invoked", + user.id, + additional_properties={ + "endpoint": "PATCH /v1/update", + "dataset_id": str(dataset_id), + "data_id": str(data_id), + "node_set": str(node_set), + }, + ) + + from cognee.api.v1.update import update as cognee_update + + try: + update_run = await cognee_update( + data_id=data_id, + data=data, + dataset_id=dataset_id, + user=user, + node_set=node_set, + ) + + # If any cognify run errored return JSONResponse with proper error status code + if any(isinstance(v, PipelineRunErrored) for v in update_run.values()): + return JSONResponse(status_code=420, content=jsonable_encoder(update_run)) + return update_run + + except Exception as error: + logger.error(f"Error during deletion by data_id: {str(error)}") + return JSONResponse(status_code=409, content={"error": str(error)}) + + return router diff --git a/cognee/api/v1/update/update.py b/cognee/api/v1/update/update.py new file mode 100644 index 000000000..4de4333af --- /dev/null +++ b/cognee/api/v1/update/update.py @@ -0,0 +1,46 @@ +from uuid import UUID +from typing import Union, BinaryIO, List, Optional + +from cognee.modules.users.models import User +from cognee.api.v1.delete import delete +from cognee.api.v1.add import add +from cognee.api.v1.cognify import cognify + + +async def update( + data_id: UUID, + data: Union[BinaryIO, list[BinaryIO], str, list[str]], + user: User = None, + node_set: Optional[List[str]] = None, + dataset_id: Optional[UUID] = None, + vector_db_config: dict = None, + graph_db_config: dict = None, + preferred_loaders: List[str] = None, + incremental_loading: bool = True, +): + await delete( + data_id=data_id, + dataset_id=dataset_id, + user=user, + ) + + await add( + data=data, + dataset_id=dataset_id, + user=user, + node_set=node_set, + vector_db_config=vector_db_config, + graph_db_config=graph_db_config, + preferred_loaders=preferred_loaders, + incremental_loading=incremental_loading, + ) + + cognify_run = await cognify( + datasets=[dataset_id], + user=user, + vector_db_config=vector_db_config, + graph_db_config=graph_db_config, + incremental_loading=incremental_loading, + ) + + return cognify_run From a68401ee70ee31b8d01c6b3c7fefd71116845d8d Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Fri, 26 Sep 2025 12:54:09 +0100 Subject: [PATCH 073/108] chore: update MCP status text to connected/disconnected --- cognee-frontend/src/ui/Layout/Header.tsx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee-frontend/src/ui/Layout/Header.tsx b/cognee-frontend/src/ui/Layout/Header.tsx index 69968076a..30bf7ddb0 100644 --- a/cognee-frontend/src/ui/Layout/Header.tsx +++ b/cognee-frontend/src/ui/Layout/Header.tsx @@ -46,7 +46,7 @@ export default function Header({ user }: HeaderProps) {
- MCP status + { isMCPStatusOpen ? "MCP connected" : "MCP disconnected" } From c518f149f252c96ba8b2195bf14a8ca6ff4bdf5b Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Fri, 26 Sep 2025 14:26:43 +0100 Subject: [PATCH 074/108] refactor: streamline UI server startup and port availability checks --- cognee/api/v1/ui/__init__.py | 2 +- cognee/api/v1/ui/ui.py | 96 ++++++++++++++++++++++++++---------- cognee/cli/_cognee.py | 21 +++++--- examples/start_ui_example.py | 5 +- 4 files changed, 89 insertions(+), 35 deletions(-) diff --git a/cognee/api/v1/ui/__init__.py b/cognee/api/v1/ui/__init__.py index 03876e999..d5708da5a 100644 --- a/cognee/api/v1/ui/__init__.py +++ b/cognee/api/v1/ui/__init__.py @@ -1 +1 @@ -from .ui import start_ui, ui +from .ui import start_ui diff --git a/cognee/api/v1/ui/ui.py b/cognee/api/v1/ui/ui.py index 3b583ac33..af499421b 100644 --- a/cognee/api/v1/ui/ui.py +++ b/cognee/api/v1/ui/ui.py @@ -1,5 +1,6 @@ import os import signal +import socket import subprocess import threading import time @@ -7,7 +8,7 @@ import webbrowser import zipfile import requests from pathlib import Path -from typing import Callable, Optional, Tuple +from typing import Callable, Optional, Tuple, List import tempfile import shutil @@ -17,6 +18,40 @@ from cognee.version import get_cognee_version logger = get_logger() +def _is_port_available(port: int) -> bool: + """ + Check if a port is available on localhost. + Returns True if the port is available, False otherwise. + """ + try: + with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as sock: + sock.settimeout(1) # 1 second timeout + result = sock.connect_ex(("localhost", port)) + return result != 0 # Port is available if connection fails + except Exception: + return False + + +def _check_required_ports(ports_to_check: List[Tuple[int, str]]) -> Tuple[bool, List[str]]: + """ + Check if all required ports are available on localhost. + + Args: + ports_to_check: List of (port, service_name) tuples + + Returns: + Tuple of (all_available: bool, unavailable_services: List[str]) + """ + unavailable = [] + + for port, service_name in ports_to_check: + if not _is_port_available(port): + unavailable.append(f"{service_name} (port {port})") + logger.error(f"Port {port} is already in use for {service_name}") + + return len(unavailable) == 0, unavailable + + def normalize_version_for_comparison(version: str) -> str: """ Normalize version string for comparison. @@ -327,14 +362,13 @@ def prompt_user_for_download() -> bool: def start_ui( pid_callback: Callable[[int], None], - host: str = "localhost", port: int = 3000, open_browser: bool = True, auto_download: bool = False, start_backend: bool = False, - backend_host: str = "localhost", backend_port: int = 8000, start_mcp: bool = False, + mcp_port: int = 8001, ) -> Optional[subprocess.Popen]: """ Start the cognee frontend UI server, optionally with the backend API server and MCP server. @@ -350,14 +384,13 @@ def start_ui( Args: pid_callback: Callback to notify with PID of each spawned process - host: Host to bind the frontend server to (default: localhost) port: Port to run the frontend server on (default: 3000) open_browser: Whether to open the browser automatically (default: True) auto_download: If True, download frontend without prompting (default: False) start_backend: If True, also start the cognee API backend server (default: False) - backend_host: Host to bind the backend server to (default: localhost) backend_port: Port to run the backend server on (default: 8000) - start_mcp: If True, also start the cognee MCP server on port 8001 (default: False) + start_mcp: If True, also start the cognee MCP server (default: False) + mcp_port: Port to run the MCP server on (default: 8001) Returns: subprocess.Popen object representing the running frontend server, or None if failed @@ -366,22 +399,42 @@ def start_ui( Example: >>> import cognee + >>> def dummy_callback(pid): pass >>> # Start just the frontend - >>> server = cognee.start_ui() + >>> server = cognee.start_ui(dummy_callback) >>> >>> # Start both frontend and backend - >>> server = cognee.start_ui(start_backend=True) + >>> server = cognee.start_ui(dummy_callback, start_backend=True) >>> # UI will be available at http://localhost:3000 >>> # API will be available at http://localhost:8000 >>> >>> # Start frontend with MCP server - >>> server = cognee.start_ui(start_mcp=True) + >>> server = cognee.start_ui(dummy_callback, start_mcp=True) >>> # UI will be available at http://localhost:3000 >>> # MCP server will be available at http://127.0.0.1:8001/sse >>> # To stop all servers later: >>> server.terminate() """ logger.info("Starting cognee UI...") + + ports_to_check = [(port, "Frontend UI")] + + if start_backend: + ports_to_check.append((backend_port, "Backend API")) + + if start_mcp: + ports_to_check.append((mcp_port, "MCP Server")) + + logger.info("Checking port availability...") + all_ports_available, unavailable_services = _check_required_ports(ports_to_check) + + if not all_ports_available: + error_msg = f"Cannot start cognee UI: The following services have ports already in use: {', '.join(unavailable_services)}" + logger.error(error_msg) + logger.error("Please stop the conflicting services or change the port configuration.") + return None + + logger.info("✓ All required ports are available") backend_process = None if start_mcp: @@ -394,7 +447,7 @@ def start_ui( "docker", "run", "-p", - "8001:8000", + f"{mcp_port}:8000", "--rm", "--env-file", env_file, @@ -405,7 +458,7 @@ def start_ui( preexec_fn=os.setsid if hasattr(os, "setsid") else None, ) pid_callback(mcp_process.pid) - logger.info("✓ Cognee MCP server starting on http://127.0.0.1:8001/sse") + logger.info(f"✓ Cognee MCP server starting on http://127.0.0.1:{mcp_port}/sse") except Exception as e: logger.error(f"Failed to start MCP server with Docker: {str(e)}") # Start backend server if requested @@ -421,7 +474,7 @@ def start_ui( "uvicorn", "cognee.api.client:app", "--host", - backend_host, + "localhost", "--port", str(backend_port), ], @@ -440,7 +493,7 @@ def start_ui( logger.error("Backend server failed to start - process exited early") return None - logger.info(f"✓ Backend API started at http://{backend_host}:{backend_port}") + logger.info(f"✓ Backend API started at http://localhost:{backend_port}") except Exception as e: logger.error(f"Failed to start backend server: {str(e)}") @@ -485,11 +538,11 @@ def start_ui( # Prepare environment variables env = os.environ.copy() - env["HOST"] = host + env["HOST"] = "localhost" env["PORT"] = str(port) # Start the development server - logger.info(f"Starting frontend server at http://{host}:{port}") + logger.info(f"Starting frontend server at http://localhost:{port}") logger.info("This may take a moment to compile and start...") try: @@ -523,7 +576,7 @@ def start_ui( def open_browser_delayed(): time.sleep(5) # Give Next.js time to fully start try: - webbrowser.open(f"http://{host}:{port}") # TODO: use dashboard url? + webbrowser.open(f"http://localhost:{port}") except Exception as e: logger.warning(f"Could not open browser automatically: {e}") @@ -531,7 +584,7 @@ def start_ui( browser_thread.start() logger.info("✓ Cognee UI is starting up...") - logger.info(f"✓ Open your browser to: http://{host}:{port}") + logger.info(f"✓ Open your browser to: http://localhost:{port}") logger.info("✓ The UI will be available once Next.js finishes compiling") return process @@ -551,12 +604,3 @@ def start_ui( except (OSError, ProcessLookupError): pass return None - - -# Convenience function similar to DuckDB's approach -def ui() -> Optional[subprocess.Popen]: - """ - Convenient alias for start_ui() with default parameters. - Similar to how DuckDB provides simple ui() function. - """ - return start_ui() diff --git a/cognee/cli/_cognee.py b/cognee/cli/_cognee.py index 6010ea679..7f2b06c89 100644 --- a/cognee/cli/_cognee.py +++ b/cognee/cli/_cognee.py @@ -204,20 +204,27 @@ def main() -> int: nonlocal spawned_pids spawned_pids.append(pid) + frontend_port = 3000 + start_backend, backend_port = True, 8000 + start_mcp, mcp_port = True, 8001 server_process = start_ui( - host="localhost", - port=3000, - open_browser=True, - start_backend=True, - start_mcp=True, - auto_download=True, pid_callback=pid_callback, + port=frontend_port, + open_browser=True, + auto_download=True, + start_backend=start_backend, + backend_port=backend_port, + start_mcp=start_mcp, + mcp_port=mcp_port, ) if server_process: fmt.success("UI server started successfully!") fmt.echo("The interface is available at: http://localhost:3000") - fmt.echo("The API backend is available at: http://localhost:8000") + if start_backend: + fmt.echo(f"The API backend is available at: http://localhost:{backend_port}") + if start_mcp: + fmt.echo(f"The MCP server is available at: http://localhost:{mcp_port}") fmt.note("Press Ctrl+C to stop the server...") try: diff --git a/examples/start_ui_example.py b/examples/start_ui_example.py index 55796727b..1fb29d239 100644 --- a/examples/start_ui_example.py +++ b/examples/start_ui_example.py @@ -29,8 +29,11 @@ async def main(): print("=" * 60) # Start the UI server + def dummy_callback(pid): + pass + server = cognee.start_ui( - host="localhost", + pid_callback=dummy_callback, port=3000, open_browser=True, # This will automatically open your browser ) From 056da9699558eca2ae5c2a541ea39be2dbad4905 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Fri, 26 Sep 2025 14:32:15 +0100 Subject: [PATCH 075/108] feat: add logging distinction for mcp/backend/frontend processes for clearer output --- cognee/api/v1/ui/ui.py | 65 ++++++++++++++++++++++++++++++++++++------ 1 file changed, 57 insertions(+), 8 deletions(-) diff --git a/cognee/api/v1/ui/ui.py b/cognee/api/v1/ui/ui.py index af499421b..4d5674832 100644 --- a/cognee/api/v1/ui/ui.py +++ b/cognee/api/v1/ui/ui.py @@ -1,5 +1,4 @@ import os -import signal import socket import subprocess import threading @@ -18,6 +17,46 @@ from cognee.version import get_cognee_version logger = get_logger() +def _stream_process_output( + process: subprocess.Popen, stream_name: str, prefix: str, color_code: str = "" +) -> threading.Thread: + """ + Stream output from a process with a prefix to identify the source. + + Args: + process: The subprocess to monitor + stream_name: 'stdout' or 'stderr' + prefix: Text prefix for each line (e.g., '[BACKEND]', '[FRONTEND]') + color_code: ANSI color code for the prefix (optional) + + Returns: + Thread that handles the streaming + """ + + def stream_reader(): + stream = getattr(process, stream_name) + if stream is None: + return + + reset_code = "\033[0m" if color_code else "" + + try: + for line in iter(stream.readline, b""): + if line: + line_text = line.decode("utf-8").rstrip() + if line_text: + print(f"{color_code}{prefix}{reset_code} {line_text}", flush=True) + except Exception: + pass + finally: + if stream: + stream.close() + + thread = threading.Thread(target=stream_reader, daemon=True) + thread.start() + return thread + + def _is_port_available(port: int) -> bool: """ Check if a port is available on localhost. @@ -455,8 +494,14 @@ def start_ui( "TRANSPORT_MODE=sse", "cognee/cognee-mcp:daulet-dev", ], + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, preexec_fn=os.setsid if hasattr(os, "setsid") else None, ) + + _stream_process_output(mcp_process, "stdout", "[MCP]", "\033[34m") # Blue + _stream_process_output(mcp_process, "stderr", "[MCP]", "\033[34m") # Blue + pid_callback(mcp_process.pid) logger.info(f"✓ Cognee MCP server starting on http://127.0.0.1:{mcp_port}/sse") except Exception as e: @@ -478,12 +523,15 @@ def start_ui( "--port", str(backend_port), ], - # Inherit stdout/stderr from parent process to show logs - stdout=None, - stderr=None, + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, preexec_fn=os.setsid if hasattr(os, "setsid") else None, ) + # Start threads to stream backend output with prefix + _stream_process_output(backend_process, "stdout", "[BACKEND]", "\033[32m") # Green + _stream_process_output(backend_process, "stderr", "[BACKEND]", "\033[32m") # Green + pid_callback(backend_process.pid) # Give the backend a moment to start @@ -557,6 +605,10 @@ def start_ui( preexec_fn=os.setsid if hasattr(os, "setsid") else None, ) + # Start threads to stream frontend output with prefix + _stream_process_output(process, "stdout", "[FRONTEND]", "\033[33m") # Yellow + _stream_process_output(process, "stderr", "[FRONTEND]", "\033[33m") # Yellow + pid_callback(process.pid) # Give it a moment to start up @@ -564,10 +616,7 @@ def start_ui( # Check if process is still running if process.poll() is not None: - stdout, stderr = process.communicate() - logger.error("Frontend server failed to start:") - logger.error(f"stdout: {stdout}") - logger.error(f"stderr: {stderr}") + logger.error("Frontend server failed to start - check the logs above for details") return None # Open browser if requested From 241a4a1a665e00cc4a73ab236486d9823c0845fa Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Fri, 26 Sep 2025 17:03:30 +0200 Subject: [PATCH 076/108] Update README.md --- README.md | 24 +++++++++--------------- 1 file changed, 9 insertions(+), 15 deletions(-) diff --git a/README.md b/README.md index 7b63a175c..8098e1a81 100644 --- a/README.md +++ b/README.md @@ -68,31 +68,25 @@ Build dynamic memory for Agents and replace RAG using scalable, modular ECL (Ext
-## Features - -- Interconnect and retrieve your past conversations, documents, images and audio transcriptions -- Replaces RAG systems and reduces developer effort, and cost. -- Load data to graph and vector databases using only Pydantic -- Manipulate your data while ingesting from 30+ data sources ## Get Started Get started quickly with a Google Colab notebook , Deepnote notebook or starter repo -## Using cognee +## About cognee Self-hosted package: - - Get self-serve UI with embedded Python notebooks - - Add custom tasks and pipelines via Python SDK - - Get Docker images and MCP servers you can deploy - - Use distributed cognee SDK to process a TBs of your data - - Use community adapters to connect to Redis, Azure, Falkor and others + +- Interconnects any kind of documents: past conversations, files, images, and audio transcriptions +- Replaces RAG systems with a memory layer based on graphs and vectors +- Reduces developer effort and cost, while increasing quality and precision +- Provides Pythonic data pipelines that manage data ingestion from 30+ data sources +- Is highly customizable with custom tasks, pipelines, and a set of built-in search endpoints Hosted platform: - - Sync your local data to our [hosted solution](www.cognee.ai) - - Get a secure API endpoint - - We manage the UI for you +- Includes a managed UI and a [hosted solution](www.cognee.ai) + ## Self-Hosted (Open Source) From b7441f81cdf6775110cc050491fd4c1beb52e545 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Fri, 26 Sep 2025 16:29:14 +0100 Subject: [PATCH 077/108] feat: add health check endpoint to MCP server --- cognee-mcp/src/server.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/cognee-mcp/src/server.py b/cognee-mcp/src/server.py index 9393fe71b..7670db9f4 100755 --- a/cognee-mcp/src/server.py +++ b/cognee-mcp/src/server.py @@ -19,6 +19,7 @@ from cognee.api.v1.cognify.code_graph_pipeline import run_code_graph_pipeline from cognee.modules.search.types import SearchType from cognee.shared.data_models import KnowledgeGraph from cognee.modules.storage.utils import JSONEncoder +from starlette.responses import JSONResponse try: @@ -37,6 +38,9 @@ mcp = FastMCP("Cognee") logger = get_logger() +@mcp.custom_route("/health", methods=["GET"]) +async def health_check(request) -> dict: + return JSONResponse({"status": "ok"}) @mcp.tool() async def cognee_add_developer_rules( From 143d9433b1620ce0925df34e7608c7c0980e1db0 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Fri, 26 Sep 2025 17:53:17 +0100 Subject: [PATCH 078/108] refactor: remove text parameter from subprocess call in UI startup --- cognee-mcp/src/server.py | 2 ++ cognee/api/v1/ui/ui.py | 1 - 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/cognee-mcp/src/server.py b/cognee-mcp/src/server.py index 7670db9f4..f249f1d08 100755 --- a/cognee-mcp/src/server.py +++ b/cognee-mcp/src/server.py @@ -38,10 +38,12 @@ mcp = FastMCP("Cognee") logger = get_logger() + @mcp.custom_route("/health", methods=["GET"]) async def health_check(request) -> dict: return JSONResponse({"status": "ok"}) + @mcp.tool() async def cognee_add_developer_rules( base_path: str = ".", graph_model_file: str = None, graph_model_name: str = None diff --git a/cognee/api/v1/ui/ui.py b/cognee/api/v1/ui/ui.py index 4d5674832..7df0b519a 100644 --- a/cognee/api/v1/ui/ui.py +++ b/cognee/api/v1/ui/ui.py @@ -601,7 +601,6 @@ def start_ui( env=env, stdout=subprocess.PIPE, stderr=subprocess.PIPE, - text=True, preexec_fn=os.setsid if hasattr(os, "setsid") else None, ) From 39fa0180f32edfe6815f4db7e5c40400383fbebc Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Fri, 26 Sep 2025 22:42:39 +0200 Subject: [PATCH 079/108] refactor: Make relational database search more effective --- .../ingestion/migrate_relational_database.py | 6 +-- .../relational_database_migration_example.py | 46 +++++++++++++------ 2 files changed, 36 insertions(+), 16 deletions(-) diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index 936ea59e0..82319e9f5 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -38,7 +38,7 @@ async def migrate_relational_database(graph_db, schema, migrate_column_data=True table_node = TableType( id=uuid5(NAMESPACE_OID, name=table_name), name=table_name, - description=f"Table: {table_name}", + description=f'Relational database table with the following name: "{table_name}".', ) # Add TableType node to mapping ( node will be added to the graph later based on this mapping ) @@ -75,7 +75,7 @@ async def migrate_relational_database(graph_db, schema, migrate_column_data=True name=node_id, is_a=table_node, properties=str(row_properties), - description=f"Row in {table_name} with {primary_key_col}={primary_key_value}", + description=f'Row in relational database table from the table with the name: "{table_name}" with the following row data {str(row_properties)} where the dictionary key value is the column name and the value is the column value. This row has the id of: {node_id}', ) # Store the node object in our mapping @@ -113,7 +113,7 @@ async def migrate_relational_database(graph_db, schema, migrate_column_data=True id=uuid5(NAMESPACE_OID, name=column_node_id), name=column_node_id, properties=f"{key} {value} {table_name}", - description=f"Column name={key} and value={value} from column from table={table_name}", + description=f"column from relational database table={table_name}. Column name={key} and value={value}. The value of the column is related to the following row with this id: {row_node.id}. This column has the following ID: {column_node_id}", ) node_mapping[column_node_id] = column_node diff --git a/examples/python/relational_database_migration_example.py b/examples/python/relational_database_migration_example.py index fae8cfb3d..6a5c3b78b 100644 --- a/examples/python/relational_database_migration_example.py +++ b/examples/python/relational_database_migration_example.py @@ -1,16 +1,15 @@ +from pathlib import Path import asyncio - -import cognee import os +import cognee +from cognee.infrastructure.databases.relational.config import get_migration_config from cognee.infrastructure.databases.graph import get_graph_engine from cognee.api.v1.visualize.visualize import visualize_graph from cognee.infrastructure.databases.relational import ( get_migration_relational_engine, ) - from cognee.modules.search.types import SearchType - from cognee.infrastructure.databases.relational import ( create_db_and_tables as create_relational_db_and_tables, ) @@ -32,16 +31,29 @@ from cognee.infrastructure.databases.vector.pgvector import ( async def main(): - engine = get_migration_relational_engine() - # Clean all data stored in Cognee await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) - # Needed to create appropriate tables only on the Cognee side + # Needed to create appropriate database tables only on the Cognee side await create_relational_db_and_tables() await create_vector_db_and_tables() + # In case environment variables are not set use the example database from the Cognee repo + migration_db_provider = os.environ.get("MIGRATION_DB_PROVIDER", "sqlite") + migration_db_path = os.environ.get( + "MIGRATION_DB_PATH", + os.path.join(Path(__file__).resolve().parent.parent.parent, "cognee/tests/test_data"), + ) + migration_db_name = os.environ.get("MIGRATION_DB_NAME", "migration_database.sqlite") + + migration_config = get_migration_config() + migration_config.migration_db_provider = migration_db_provider + migration_config.migration_db_path = migration_db_path + migration_config.migration_db_name = migration_db_name + + engine = get_migration_relational_engine() + print("\nExtracting schema of database to migrate.") schema = await engine.extract_schema() print(f"Migrated database schema:\n{schema}") @@ -53,10 +65,6 @@ async def main(): await migrate_relational_database(graph, schema=schema) print("Relational database migration complete.") - # Define location where to store html visualization of graph of the migrated database - home_dir = os.path.expanduser("~") - destination_file_path = os.path.join(home_dir, "graph_visualization.html") - # Make sure to set top_k at a high value for a broader search, the default value is only 10! # top_k represent the number of graph tripplets to supply to the LLM to answer your question search_results = await cognee.search( @@ -69,13 +77,25 @@ async def main(): # Having a top_k value set to too high might overwhelm the LLM context when specific questions need to be answered. # For this kind of question we've set the top_k to 30 search_results = await cognee.search( - query_type=SearchType.GRAPH_COMPLETION_COT, + query_type=SearchType.GRAPH_COMPLETION, query_text="What invoices are related to Leonie Köhler?", top_k=30, ) print(f"Search results: {search_results}") - # test.html is a file with visualized data migration + search_results = await cognee.search( + query_type=SearchType.GRAPH_COMPLETION, + query_text="What invoices are related to Luís Gonçalves?", + top_k=30, + ) + print(f"Search results: {search_results}") + + # If you check the relational database for this example you can see that the search results successfully found all + # the invoices related to the two customers, without any hallucinations or additional information + + # Define location where to store html visualization of graph of the migrated database + home_dir = os.path.expanduser("~") + destination_file_path = os.path.join(home_dir, "graph_visualization.html") print("Adding html visualization of graph database after migration.") await visualize_graph(destination_file_path) print(f"Visualization can be found at: {destination_file_path}") From 9d801f5fe0a37267f2ece139152ffa79a280d439 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Fri, 12 Sep 2025 10:42:47 +0530 Subject: [PATCH 080/108] Done creating models.py and ingest_database_schema.py --- cognee/tasks/schema/ingest_database_schema.py | 22 +++++++++++++ cognee/tasks/schema/models.py | 32 +++++++++++++++++++ 2 files changed, 54 insertions(+) create mode 100644 cognee/tasks/schema/ingest_database_schema.py create mode 100644 cognee/tasks/schema/models.py diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py new file mode 100644 index 000000000..6f9c538cd --- /dev/null +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -0,0 +1,22 @@ +from typing import List, Dict +from cognee.infrastructure.engine.models.DataPoint import DataPoint + +async def ingest_database_schema( + database_config: Dict, + schema_name: str = "default", + max_sample_rows: int = 5, + node_set: List[str] = ["database_schema"] +) -> List[DataPoint]: + """ + Ingest database schema with sample data into dedicated nodeset + + Args: + database_config: Database connection configuration + schema_name: Name identifier for this schema + max_sample_rows: Maximum sample rows per table + node_set: Target nodeset (default: ["database_schema"]) + + Returns: + List of created DataPoint objects + """ + pass \ No newline at end of file diff --git a/cognee/tasks/schema/models.py b/cognee/tasks/schema/models.py new file mode 100644 index 000000000..b38ec5ff5 --- /dev/null +++ b/cognee/tasks/schema/models.py @@ -0,0 +1,32 @@ +from cognee.infrastructure.engine.models.DataPoint import DataPoint +from typing import List, Dict, Optional +from datetime import datetime + +class DatabaseSchema(DataPoint): + """Represents a complete database schema with sample data""" + schema_name: str + database_type: str # sqlite, postgres, etc. + tables: Dict[str, Dict] # Reuse existing schema format from SqlAlchemyAdapter + sample_data: Dict[str, List[Dict]] # Limited examples per table + extraction_timestamp: datetime + metadata: dict = {"index_fields": ["schema_name", "database_type"]} + +class SchemaTable(DataPoint): + """Represents an individual table schema with relationships""" + table_name: str + schema_name: str + columns: List[Dict] # Column definitions with types + primary_key: Optional[str] + foreign_keys: List[Dict] # Foreign key relationships + sample_rows: List[Dict] # Max 3-5 example rows + row_count_estimate: Optional[int] # Actual table size + metadata: dict = {"index_fields": ["table_name", "schema_name"]} + +class SchemaRelationship(DataPoint): + """Represents relationships between tables""" + source_table: str + target_table: str + relationship_type: str # "foreign_key", "one_to_many", etc. + source_column: str + target_column: str + metadata: dict = {"index_fields": ["source_table", "target_table"]} \ No newline at end of file From a43f19cc5914f46d9a83e1b3e7a25189f89cf252 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sat, 13 Sep 2025 14:33:06 +0530 Subject: [PATCH 081/108] ingest_database_schema with a slight alteration with return value as Dict[str,List[DataPoint] | DataPoint]] --- cognee/tasks/schema/ingest_database_schema.py | 63 ++++++++++++++++++- 1 file changed, 61 insertions(+), 2 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index 6f9c538cd..2b9cd38c5 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -1,12 +1,17 @@ from typing import List, Dict from cognee.infrastructure.engine.models.DataPoint import DataPoint +from cognee.infrastructure.databases.relational.get_migration_relational_engine import get_migration_relational_engine +from sqlalchemy import text +from cognee.tasks.schema.models import DatabaseSchema, SchemaTable, SchemaRelationship +from cognee.infrastructure.databases.relational.create_relational_engine import create_relational_engine +from datetime import datetime async def ingest_database_schema( database_config: Dict, schema_name: str = "default", max_sample_rows: int = 5, node_set: List[str] = ["database_schema"] -) -> List[DataPoint]: +) -> Dict[str, List[DataPoint]|DataPoint]: """ Ingest database schema with sample data into dedicated nodeset @@ -19,4 +24,58 @@ async def ingest_database_schema( Returns: List of created DataPoint objects """ - pass \ No newline at end of file + engine = create_relational_engine( + db_path=database_config.get("db_path", ""), + db_name=database_config.get("db_name", "cognee_db"), + db_host=database_config.get("db_host"), + db_port=database_config.get("db_port"), + db_username=database_config.get("db_username"), + db_password=database_config.get("db_password"), + db_provider=database_config.get("db_provider", "sqlite"), + ) + schema = await engine.extract_schema() + tables={} + sample_data={} + schema_tables = [] + schema_relationships = [] + async with engine.engine.begin() as cursor: + for table_name, details in schema.items(): + rows_result = await cursor.execute(text(f"SELECT * FROM {table_name} LIMIT {max_sample_rows}")) + rows = [dict(zip([col["name"] for col in details["columns"]], row)) for row in rows_result.fetchall()] + count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {table_name};")) + row_count_estimate = count_result.scalar() + schema_table = SchemaTable( + table_name=table_name, + schema_name=schema_name, + columns=details["columns"], + primary_key=details.get("primary_key"), + foreign_keys=details.get("foreign_keys", []), + sample_rows=rows, + row_count_estimate=row_count_estimate + ) + schema_tables.append(schema_table) + tables[table_name] = details + sample_data[table_name] = rows + + for fk in details.get("foreign_keys",[]): + relationship = SchemaRelationship( + source_table=table_name, + target_table=fk["ref_table"], + relationship_type=fk["type"], + source_column=fk["source_column"], + target_column=fk["target_column"] + ) + schema_relationships.append(relationship) + database_schema = DatabaseSchema( + schema_name=schema_name, + database_type=database_config.get("db_provider", "sqlite"), + tables=tables, + sample_data=sample_data, + extraction_timestamp=datetime.utcnow() + ) + + return{ + "database_schema": database_schema, + "schema_tables": schema_tables, + "relationships": schema_relationships + } \ No newline at end of file From 17df14363c96e8c01d6927a99932ec751869539e Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sun, 14 Sep 2025 03:26:06 +0530 Subject: [PATCH 082/108] integrated schema only ingestion --- .../ingestion/migrate_relational_database.py | 350 +++++++++++------- 1 file changed, 211 insertions(+), 139 deletions(-) diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index 936ea59e0..e535a0ed8 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -4,16 +4,19 @@ from sqlalchemy import text from cognee.infrastructure.databases.relational.get_migration_relational_engine import ( get_migration_relational_engine, ) +from cognee.infrastructure.databases.relational.config import get_migration_config from cognee.tasks.storage.index_data_points import index_data_points from cognee.tasks.storage.index_graph_edges import index_graph_edges +from cognee.tasks.schema.ingest_database_schema import ingest_database_schema +from cognee.tasks.schema.models import SchemaTable from cognee.modules.engine.models import TableRow, TableType, ColumnValue logger = logging.getLogger(__name__) -async def migrate_relational_database(graph_db, schema, migrate_column_data=True): +async def migrate_relational_database(graph_db, schema, migrate_column_data=True,schema_only=False): """ Migrates data from a relational database into a graph database. @@ -30,157 +33,226 @@ async def migrate_relational_database(graph_db, schema, migrate_column_data=True # Create a mapping of node_id to node objects for referencing in edge creation node_mapping = {} edge_mapping = [] - - async with engine.engine.begin() as cursor: - # First, create table type nodes for all tables - for table_name, details in schema.items(): - # Create a TableType node for each table - table_node = TableType( - id=uuid5(NAMESPACE_OID, name=table_name), - name=table_name, - description=f"Table: {table_name}", - ) - - # Add TableType node to mapping ( node will be added to the graph later based on this mapping ) - node_mapping[table_name] = table_node - - # Fetch all rows for the current table - rows_result = await cursor.execute(text(f"SELECT * FROM {table_name};")) - rows = rows_result.fetchall() - - for row in rows: - # Build a dictionary of properties from the row - row_properties = { - col["name"]: row[idx] for idx, col in enumerate(details["columns"]) - } - - # Determine the primary key value - if not details["primary_key"]: - # Use the first column as primary key if not specified - primary_key_col = details["columns"][0]["name"] - primary_key_value = row_properties[primary_key_col] - else: - # Use value of the specified primary key column - primary_key_col = details["primary_key"] - primary_key_value = row_properties[primary_key_col] - - # Create a node ID in the format "table_name:primary_key_value" - node_id = f"{table_name}:{primary_key_value}" - - # Create a TableRow node - # Node id must uniquely map to the id used in the relational database - # To catch the foreign key relationships properly - row_node = TableRow( - id=uuid5(NAMESPACE_OID, name=node_id), - name=node_id, - is_a=table_node, - properties=str(row_properties), - description=f"Row in {table_name} with {primary_key_col}={primary_key_value}", + + if schema_only: + database_config = get_migration_config().to_dict() + # Calling the ingest_database_schema function to return DataPoint subclasses + result = await ingest_database_schema( + database_config=database_config, + schema_name="migrated_schema", + max_sample_rows=5, + node_set=["database_schema", "schema_tables", "relationships"] + ) + database_schema = result["database_schema"] + schema_tables = result["schema_tables"] + schema_relationships = result["relationships"] + database_node_id = database_schema.id + node_mapping[database_node_id] = database_schema + for table in schema_tables: + table_node_id = table.id + # Add TableSchema Datapoint as a node. + node_mapping[table_node_id]=table + edge_mapping.append(( + table_node_id, + database_node_id, + "is_part_of", + dict( + source_node_id=table_node_id, + target_node_id=database_node_id, + relationship_name="is_part_of", + ), + )) + for rel in schema_relationships: + source_table_id = uuid5(NAMESPACE_OID,name=rel.source_table) + target_table_id = uuid5(NAMESPACE_OID,name=rel.target_table) + relationship_id = rel.id + + # Add RelationshipTable DataPoint as a node. + node_mapping[relationship_id]=rel + edge_mapping.append(( + source_table_id, + relationship_id, + "has_relationship", + dict( + source_node_id=source_table_id, + target_node_id=relationship_id, + relationship_name=rel.relationship_type, + ), + )) + edge_mapping.append(( + relationship_id, + target_table_id, + "has_relationship", + dict( + source_node_id=relationship_id, + target_node_id=target_table_id, + relationship_name=rel.relationship_type, + ) + )) + edge_mapping.append(( + source_table_id, + target_table_id, + rel.relationship_type, + dict( + source_node_id=source_table_id, + target_node_id=target_table_id, + relationship_name=rel.relationship_type, + ), + )) + + + + else: + async with engine.engine.begin() as cursor: + # First, create table type nodes for all tables + for table_name, details in schema.items(): + # Create a TableType node for each table + table_node = TableType( + id=uuid5(NAMESPACE_OID, name=table_name), + name=table_name, + description=f"Table: {table_name}", ) - # Store the node object in our mapping - node_mapping[node_id] = row_node + # Add TableType node to mapping ( node will be added to the graph later based on this mapping ) + node_mapping[table_name] = table_node - # Add edge between row node and table node ( it will be added to the graph later ) - edge_mapping.append( - ( - row_node.id, - table_node.id, - "is_part_of", - dict( - relationship_name="is_part_of", - source_node_id=row_node.id, - target_node_id=table_node.id, - ), + # Fetch all rows for the current table + rows_result = await cursor.execute(text(f"SELECT * FROM {table_name};")) + rows = rows_result.fetchall() + + for row in rows: + # Build a dictionary of properties from the row + row_properties = { + col["name"]: row[idx] for idx, col in enumerate(details["columns"]) + } + + # Determine the primary key value + if not details["primary_key"]: + # Use the first column as primary key if not specified + primary_key_col = details["columns"][0]["name"] + primary_key_value = row_properties[primary_key_col] + else: + # Use value of the specified primary key column + primary_key_col = details["primary_key"] + primary_key_value = row_properties[primary_key_col] + + # Create a node ID in the format "table_name:primary_key_value" + node_id = f"{table_name}:{primary_key_value}" + + # Create a TableRow node + # Node id must uniquely map to the id used in the relational database + # To catch the foreign key relationships properly + row_node = TableRow( + id=uuid5(NAMESPACE_OID, name=node_id), + name=node_id, + is_a=table_node, + properties=str(row_properties), + description=f"Row in {table_name} with {primary_key_col}={primary_key_value}", ) - ) - # Migrate data stored in columns of table rows - if migrate_column_data: - # Get foreign key columns to filter them out from column migration - foreign_keys = [] - for fk in details.get("foreign_keys", []): - foreign_keys.append(fk["ref_column"]) + # Store the node object in our mapping + node_mapping[node_id] = row_node - for key, value in row_properties.items(): - # Skip mapping primary key information to itself and mapping of foreign key information (as it will be mapped bellow) - if key is primary_key_col or key in foreign_keys: - continue - - # Create column value node - column_node_id = f"{table_name}:{key}:{value}" - column_node = ColumnValue( - id=uuid5(NAMESPACE_OID, name=column_node_id), - name=column_node_id, - properties=f"{key} {value} {table_name}", - description=f"Column name={key} and value={value} from column from table={table_name}", - ) - node_mapping[column_node_id] = column_node - - # Create relationship between column value of table row and table row - edge_mapping.append( - ( - row_node.id, - column_node.id, - key, - dict( - relationship_name=key, - source_node_id=row_node.id, - target_node_id=column_node.id, - ), - ) - ) - - # Process foreign key relationships after all nodes are created - for table_name, details in schema.items(): - # Process foreign key relationships for the current table - for fk in details.get("foreign_keys", []): - # Aliases needed for self-referencing tables - alias_1 = f"{table_name}_e1" - alias_2 = f"{fk['ref_table']}_e2" - - # Determine primary key column - if not details["primary_key"]: - primary_key_col = details["columns"][0]["name"] - else: - primary_key_col = details["primary_key"] - - # Query to find relationships based on foreign keys - fk_query = text( - f"SELECT {alias_1}.{primary_key_col} AS source_id, " - f"{alias_2}.{fk['ref_column']} AS ref_value " - f"FROM {table_name} AS {alias_1} " - f"JOIN {fk['ref_table']} AS {alias_2} " - f"ON {alias_1}.{fk['column']} = {alias_2}.{fk['ref_column']};" - ) - - fk_result = await cursor.execute(fk_query) - relations = fk_result.fetchall() - - for source_id, ref_value in relations: - # Construct node ids - source_node_id = f"{table_name}:{source_id}" - target_node_id = f"{fk['ref_table']}:{ref_value}" - - # Get the source and target node objects from our mapping - source_node = node_mapping[source_node_id] - target_node = node_mapping[target_node_id] - - # Add edge representing the foreign key relationship using the node objects - # Create edge to add to graph later + # Add edge between row node and table node ( it will be added to the graph later ) edge_mapping.append( ( - source_node.id, - target_node.id, - fk["column"], + row_node.id, + table_node.id, + "is_part_of", dict( - source_node_id=source_node.id, - target_node_id=target_node.id, - relationship_name=fk["column"], + relationship_name="is_part_of", + source_node_id=row_node.id, + target_node_id=table_node.id, ), ) ) + # Migrate data stored in columns of table rows + if migrate_column_data: + # Get foreign key columns to filter them out from column migration + foreign_keys = [] + for fk in details.get("foreign_keys", []): + foreign_keys.append(fk["ref_column"]) + + for key, value in row_properties.items(): + # Skip mapping primary key information to itself and mapping of foreign key information (as it will be mapped bellow) + if key is primary_key_col or key in foreign_keys: + continue + + # Create column value node + column_node_id = f"{table_name}:{key}:{value}" + column_node = ColumnValue( + id=uuid5(NAMESPACE_OID, name=column_node_id), + name=column_node_id, + properties=f"{key} {value} {table_name}", + description=f"Column name={key} and value={value} from column from table={table_name}", + ) + node_mapping[column_node_id] = column_node + + # Create relationship between column value of table row and table row + edge_mapping.append( + ( + row_node.id, + column_node.id, + key, + dict( + relationship_name=key, + source_node_id=row_node.id, + target_node_id=column_node.id, + ), + ) + ) + + # Process foreign key relationships after all nodes are created + for table_name, details in schema.items(): + # Process foreign key relationships for the current table + for fk in details.get("foreign_keys", []): + # Aliases needed for self-referencing tables + alias_1 = f"{table_name}_e1" + alias_2 = f"{fk['ref_table']}_e2" + + # Determine primary key column + if not details["primary_key"]: + primary_key_col = details["columns"][0]["name"] + else: + primary_key_col = details["primary_key"] + + # Query to find relationships based on foreign keys + fk_query = text( + f"SELECT {alias_1}.{primary_key_col} AS source_id, " + f"{alias_2}.{fk['ref_column']} AS ref_value " + f"FROM {table_name} AS {alias_1} " + f"JOIN {fk['ref_table']} AS {alias_2} " + f"ON {alias_1}.{fk['column']} = {alias_2}.{fk['ref_column']};" + ) + + fk_result = await cursor.execute(fk_query) + relations = fk_result.fetchall() + + for source_id, ref_value in relations: + # Construct node ids + source_node_id = f"{table_name}:{source_id}" + target_node_id = f"{fk['ref_table']}:{ref_value}" + + # Get the source and target node objects from our mapping + source_node = node_mapping[source_node_id] + target_node = node_mapping[target_node_id] + + # Add edge representing the foreign key relationship using the node objects + # Create edge to add to graph later + edge_mapping.append( + ( + source_node.id, + target_node.id, + fk["column"], + dict( + source_node_id=source_node.id, + target_node_id=target_node.id, + relationship_name=fk["column"], + ), + ) + ) + def _remove_duplicate_edges(edge_mapping): seen = set() unique_original_shape = [] From f5bb91e49df908c2eed636c539196aa2c4cba4ca Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sun, 14 Sep 2025 03:29:38 +0530 Subject: [PATCH 083/108] added description attribute to every schema model --- cognee/tasks/schema/ingest_database_schema.py | 53 ++++++++++++------- cognee/tasks/schema/models.py | 5 +- 2 files changed, 37 insertions(+), 21 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index 2b9cd38c5..6d6f0b5f3 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -1,4 +1,5 @@ from typing import List, Dict +from uuid import uuid5, NAMESPACE_OID from cognee.infrastructure.engine.models.DataPoint import DataPoint from cognee.infrastructure.databases.relational.get_migration_relational_engine import get_migration_relational_engine from sqlalchemy import text @@ -11,7 +12,7 @@ async def ingest_database_schema( schema_name: str = "default", max_sample_rows: int = 5, node_set: List[str] = ["database_schema"] -) -> Dict[str, List[DataPoint]|DataPoint]: +) -> Dict[str, List[DataPoint] | DataPoint]: """ Ingest database schema with sample data into dedicated nodeset @@ -25,57 +26,69 @@ async def ingest_database_schema( List of created DataPoint objects """ engine = create_relational_engine( - db_path=database_config.get("db_path", ""), - db_name=database_config.get("db_name", "cognee_db"), - db_host=database_config.get("db_host"), - db_port=database_config.get("db_port"), - db_username=database_config.get("db_username"), - db_password=database_config.get("db_password"), - db_provider=database_config.get("db_provider", "sqlite"), + db_path=database_config.get("migration_db_path", ""), + db_name=database_config.get("migration_db_name", "cognee_db"), + db_host=database_config.get("migration_db_host"), + db_port=database_config.get("migration_db_port"), + db_username=database_config.get("migration_db_username"), + db_password=database_config.get("migration_db_password"), + db_provider=database_config.get("migration_db_provider", "sqlite"), ) schema = await engine.extract_schema() - tables={} - sample_data={} + tables = {} + sample_data = {} schema_tables = [] schema_relationships = [] + async with engine.engine.begin() as cursor: for table_name, details in schema.items(): + print(table_name) rows_result = await cursor.execute(text(f"SELECT * FROM {table_name} LIMIT {max_sample_rows}")) rows = [dict(zip([col["name"] for col in details["columns"]], row)) for row in rows_result.fetchall()] count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {table_name};")) row_count_estimate = count_result.scalar() + schema_table = SchemaTable( + id=uuid5(NAMESPACE_OID, name=table_name), table_name=table_name, schema_name=schema_name, columns=details["columns"], primary_key=details.get("primary_key"), foreign_keys=details.get("foreign_keys", []), sample_rows=rows, - row_count_estimate=row_count_estimate + row_count_estimate=row_count_estimate, + description=f"Schema table for '{table_name}' with {len(details['columns'])} columns and approx. {row_count_estimate} rows." ) schema_tables.append(schema_table) tables[table_name] = details sample_data[table_name] = rows - - for fk in details.get("foreign_keys",[]): + + for fk in details.get("foreign_keys", []): + print(f"ref_table:{fk['ref_table']}") + print(f"table_name:{table_name}") relationship = SchemaRelationship( + id=uuid5(NAMESPACE_OID, name=f"{fk['column']}:{table_name}:{fk['ref_column']}:{fk['ref_table']}"), source_table=table_name, target_table=fk["ref_table"], - relationship_type=fk["type"], - source_column=fk["source_column"], - target_column=fk["target_column"] + relationship_type="foreign_key", + source_column=fk["column"], + target_column=fk["ref_column"], + description=f"Foreign key relationship: {table_name}.{fk['column']} → {fk['ref_table']}.{fk['ref_column']}" ) schema_relationships.append(relationship) + database_schema = DatabaseSchema( + id=uuid5(NAMESPACE_OID, name=schema_name), schema_name=schema_name, database_type=database_config.get("db_provider", "sqlite"), tables=tables, sample_data=sample_data, - extraction_timestamp=datetime.utcnow() + extraction_timestamp=datetime.utcnow(), + description=f"Database schema '{schema_name}' containing {len(schema_tables)} tables and {len(schema_relationships)} relationships." ) - - return{ + + return { "database_schema": database_schema, "schema_tables": schema_tables, "relationships": schema_relationships - } \ No newline at end of file + } diff --git a/cognee/tasks/schema/models.py b/cognee/tasks/schema/models.py index b38ec5ff5..ef9374163 100644 --- a/cognee/tasks/schema/models.py +++ b/cognee/tasks/schema/models.py @@ -9,6 +9,7 @@ class DatabaseSchema(DataPoint): tables: Dict[str, Dict] # Reuse existing schema format from SqlAlchemyAdapter sample_data: Dict[str, List[Dict]] # Limited examples per table extraction_timestamp: datetime + description: str metadata: dict = {"index_fields": ["schema_name", "database_type"]} class SchemaTable(DataPoint): @@ -20,13 +21,15 @@ class SchemaTable(DataPoint): foreign_keys: List[Dict] # Foreign key relationships sample_rows: List[Dict] # Max 3-5 example rows row_count_estimate: Optional[int] # Actual table size + description: str metadata: dict = {"index_fields": ["table_name", "schema_name"]} class SchemaRelationship(DataPoint): """Represents relationships between tables""" source_table: str target_table: str - relationship_type: str # "foreign_key", "one_to_many", etc. + relationship_type: str source_column: str target_column: str + description: str metadata: dict = {"index_fields": ["source_table", "target_table"]} \ No newline at end of file From 51dfac359debcaa05d685412d53f559547de7f6c Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sun, 14 Sep 2025 21:30:26 +0530 Subject: [PATCH 084/108] Removed print statements used while debugging --- cognee/tasks/schema/ingest_database_schema.py | 9 +++------ cognee/tasks/schema/models.py | 2 +- 2 files changed, 4 insertions(+), 7 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index 6d6f0b5f3..2ac57d0ba 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -42,7 +42,6 @@ async def ingest_database_schema( async with engine.engine.begin() as cursor: for table_name, details in schema.items(): - print(table_name) rows_result = await cursor.execute(text(f"SELECT * FROM {table_name} LIMIT {max_sample_rows}")) rows = [dict(zip([col["name"] for col in details["columns"]], row)) for row in rows_result.fetchall()] count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {table_name};")) @@ -57,15 +56,13 @@ async def ingest_database_schema( foreign_keys=details.get("foreign_keys", []), sample_rows=rows, row_count_estimate=row_count_estimate, - description=f"Schema table for '{table_name}' with {len(details['columns'])} columns and approx. {row_count_estimate} rows." + description=f"" ) schema_tables.append(schema_table) tables[table_name] = details sample_data[table_name] = rows for fk in details.get("foreign_keys", []): - print(f"ref_table:{fk['ref_table']}") - print(f"table_name:{table_name}") relationship = SchemaRelationship( id=uuid5(NAMESPACE_OID, name=f"{fk['column']}:{table_name}:{fk['ref_column']}:{fk['ref_table']}"), source_table=table_name, @@ -73,7 +70,7 @@ async def ingest_database_schema( relationship_type="foreign_key", source_column=fk["column"], target_column=fk["ref_column"], - description=f"Foreign key relationship: {table_name}.{fk['column']} → {fk['ref_table']}.{fk['ref_column']}" + description=f"" ) schema_relationships.append(relationship) @@ -84,7 +81,7 @@ async def ingest_database_schema( tables=tables, sample_data=sample_data, extraction_timestamp=datetime.utcnow(), - description=f"Database schema '{schema_name}' containing {len(schema_tables)} tables and {len(schema_relationships)} relationships." + description=f"" ) return { diff --git a/cognee/tasks/schema/models.py b/cognee/tasks/schema/models.py index ef9374163..0fb248758 100644 --- a/cognee/tasks/schema/models.py +++ b/cognee/tasks/schema/models.py @@ -28,7 +28,7 @@ class SchemaRelationship(DataPoint): """Represents relationships between tables""" source_table: str target_table: str - relationship_type: str + relationship_type: str # "foreign_key", "one_to_many", etc. source_column: str target_column: str description: str From 1ba9e1df317810b0ba796dd3fe75b8ca4c61cb89 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sun, 14 Sep 2025 21:56:31 +0530 Subject: [PATCH 085/108] done with ruff checks --- .../ingestion/migrate_relational_database.py | 117 ++++++++++-------- cognee/tasks/schema/ingest_database_schema.py | 37 ++++-- cognee/tasks/schema/models.py | 8 +- 3 files changed, 95 insertions(+), 67 deletions(-) diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index e535a0ed8..62a8a0eac 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -16,7 +16,9 @@ from cognee.modules.engine.models import TableRow, TableType, ColumnValue logger = logging.getLogger(__name__) -async def migrate_relational_database(graph_db, schema, migrate_column_data=True,schema_only=False): +async def migrate_relational_database( + graph_db, schema, migrate_column_data=True, schema_only=False +): """ Migrates data from a relational database into a graph database. @@ -33,15 +35,15 @@ async def migrate_relational_database(graph_db, schema, migrate_column_data=True # Create a mapping of node_id to node objects for referencing in edge creation node_mapping = {} edge_mapping = [] - + if schema_only: - database_config = get_migration_config().to_dict() + database_config = get_migration_config().to_dict() # Calling the ingest_database_schema function to return DataPoint subclasses result = await ingest_database_schema( database_config=database_config, schema_name="migrated_schema", max_sample_rows=5, - node_set=["database_schema", "schema_tables", "relationships"] + node_set=["database_schema", "schema_tables", "relationships"], ) database_schema = result["database_schema"] schema_tables = result["schema_tables"] @@ -51,57 +53,64 @@ async def migrate_relational_database(graph_db, schema, migrate_column_data=True for table in schema_tables: table_node_id = table.id # Add TableSchema Datapoint as a node. - node_mapping[table_node_id]=table - edge_mapping.append(( - table_node_id, - database_node_id, - "is_part_of", - dict( - source_node_id=table_node_id, - target_node_id=database_node_id, - relationship_name="is_part_of", - ), - )) - for rel in schema_relationships: - source_table_id = uuid5(NAMESPACE_OID,name=rel.source_table) - target_table_id = uuid5(NAMESPACE_OID,name=rel.target_table) - relationship_id = rel.id - - # Add RelationshipTable DataPoint as a node. - node_mapping[relationship_id]=rel - edge_mapping.append(( - source_table_id, - relationship_id, - "has_relationship", - dict( - source_node_id=source_table_id, - target_node_id=relationship_id, - relationship_name=rel.relationship_type, - ), - )) - edge_mapping.append(( - relationship_id, - target_table_id, - "has_relationship", - dict( - source_node_id=relationship_id, - target_node_id=target_table_id, - relationship_name=rel.relationship_type, + node_mapping[table_node_id] = table + edge_mapping.append( + ( + table_node_id, + database_node_id, + "is_part_of", + dict( + source_node_id=table_node_id, + target_node_id=database_node_id, + relationship_name="is_part_of", + ), ) - )) - edge_mapping.append(( - source_table_id, - target_table_id, - rel.relationship_type, - dict( - source_node_id=source_table_id, - target_node_id=target_table_id, - relationship_name=rel.relationship_type, - ), - )) - - - + ) + for rel in schema_relationships: + source_table_id = uuid5(NAMESPACE_OID, name=rel.source_table) + target_table_id = uuid5(NAMESPACE_OID, name=rel.target_table) + + relationship_id = rel.id + + # Add RelationshipTable DataPoint as a node. + node_mapping[relationship_id] = rel + edge_mapping.append( + ( + source_table_id, + relationship_id, + "has_relationship", + dict( + source_node_id=source_table_id, + target_node_id=relationship_id, + relationship_name=rel.relationship_type, + ), + ) + ) + edge_mapping.append( + ( + relationship_id, + target_table_id, + "has_relationship", + dict( + source_node_id=relationship_id, + target_node_id=target_table_id, + relationship_name=rel.relationship_type, + ), + ) + ) + edge_mapping.append( + ( + source_table_id, + target_table_id, + rel.relationship_type, + dict( + source_node_id=source_table_id, + target_node_id=target_table_id, + relationship_name=rel.relationship_type, + ), + ) + ) + else: async with engine.engine.begin() as cursor: # First, create table type nodes for all tables diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index 2ac57d0ba..c4c13449d 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -1,27 +1,32 @@ from typing import List, Dict from uuid import uuid5, NAMESPACE_OID from cognee.infrastructure.engine.models.DataPoint import DataPoint -from cognee.infrastructure.databases.relational.get_migration_relational_engine import get_migration_relational_engine +from cognee.infrastructure.databases.relational.get_migration_relational_engine import ( + get_migration_relational_engine, +) from sqlalchemy import text from cognee.tasks.schema.models import DatabaseSchema, SchemaTable, SchemaRelationship -from cognee.infrastructure.databases.relational.create_relational_engine import create_relational_engine +from cognee.infrastructure.databases.relational.create_relational_engine import ( + create_relational_engine, +) from datetime import datetime + async def ingest_database_schema( database_config: Dict, schema_name: str = "default", max_sample_rows: int = 5, - node_set: List[str] = ["database_schema"] + node_set: List[str] = ["database_schema"], ) -> Dict[str, List[DataPoint] | DataPoint]: """ Ingest database schema with sample data into dedicated nodeset - + Args: database_config: Database connection configuration schema_name: Name identifier for this schema max_sample_rows: Maximum sample rows per table node_set: Target nodeset (default: ["database_schema"]) - + Returns: List of created DataPoint objects """ @@ -42,8 +47,13 @@ async def ingest_database_schema( async with engine.engine.begin() as cursor: for table_name, details in schema.items(): - rows_result = await cursor.execute(text(f"SELECT * FROM {table_name} LIMIT {max_sample_rows}")) - rows = [dict(zip([col["name"] for col in details["columns"]], row)) for row in rows_result.fetchall()] + rows_result = await cursor.execute( + text(f"SELECT * FROM {table_name} LIMIT {max_sample_rows}") + ) + rows = [ + dict(zip([col["name"] for col in details["columns"]], row)) + for row in rows_result.fetchall() + ] count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {table_name};")) row_count_estimate = count_result.scalar() @@ -56,7 +66,7 @@ async def ingest_database_schema( foreign_keys=details.get("foreign_keys", []), sample_rows=rows, row_count_estimate=row_count_estimate, - description=f"" + description=f"Schema table for '{table_name}' with {len(details['columns'])} columns and approx. {row_count_estimate} rows.", ) schema_tables.append(schema_table) tables[table_name] = details @@ -64,13 +74,16 @@ async def ingest_database_schema( for fk in details.get("foreign_keys", []): relationship = SchemaRelationship( - id=uuid5(NAMESPACE_OID, name=f"{fk['column']}:{table_name}:{fk['ref_column']}:{fk['ref_table']}"), + id=uuid5( + NAMESPACE_OID, + name=f"{fk['column']}:{table_name}:{fk['ref_column']}:{fk['ref_table']}", + ), source_table=table_name, target_table=fk["ref_table"], relationship_type="foreign_key", source_column=fk["column"], target_column=fk["ref_column"], - description=f"" + description=f"Foreign key relationship: {table_name}.{fk['column']} → {fk['ref_table']}.{fk['ref_column']}", ) schema_relationships.append(relationship) @@ -81,11 +94,11 @@ async def ingest_database_schema( tables=tables, sample_data=sample_data, extraction_timestamp=datetime.utcnow(), - description=f"" + description=f"Database schema '{schema_name}' containing {len(schema_tables)} tables and {len(schema_relationships)} relationships.", ) return { "database_schema": database_schema, "schema_tables": schema_tables, - "relationships": schema_relationships + "relationships": schema_relationships, } diff --git a/cognee/tasks/schema/models.py b/cognee/tasks/schema/models.py index 0fb248758..423c92050 100644 --- a/cognee/tasks/schema/models.py +++ b/cognee/tasks/schema/models.py @@ -2,8 +2,10 @@ from cognee.infrastructure.engine.models.DataPoint import DataPoint from typing import List, Dict, Optional from datetime import datetime + class DatabaseSchema(DataPoint): """Represents a complete database schema with sample data""" + schema_name: str database_type: str # sqlite, postgres, etc. tables: Dict[str, Dict] # Reuse existing schema format from SqlAlchemyAdapter @@ -12,8 +14,10 @@ class DatabaseSchema(DataPoint): description: str metadata: dict = {"index_fields": ["schema_name", "database_type"]} + class SchemaTable(DataPoint): """Represents an individual table schema with relationships""" + table_name: str schema_name: str columns: List[Dict] # Column definitions with types @@ -24,12 +28,14 @@ class SchemaTable(DataPoint): description: str metadata: dict = {"index_fields": ["table_name", "schema_name"]} + class SchemaRelationship(DataPoint): """Represents relationships between tables""" + source_table: str target_table: str relationship_type: str # "foreign_key", "one_to_many", etc. source_column: str target_column: str description: str - metadata: dict = {"index_fields": ["source_table", "target_table"]} \ No newline at end of file + metadata: dict = {"index_fields": ["source_table", "target_table"]} From 7cf4a0daeb260318bb2f9db9c32b69c2187f1db5 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 15 Sep 2025 11:12:43 +0530 Subject: [PATCH 086/108] id mismatch risk negated --- cognee/tasks/ingestion/migrate_relational_database.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index 62a8a0eac..e857ab34d 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -66,9 +66,10 @@ async def migrate_relational_database( ), ) ) + table_name_to_id = {t.table_name: t.id for t in schema_tables} for rel in schema_relationships: - source_table_id = uuid5(NAMESPACE_OID, name=rel.source_table) - target_table_id = uuid5(NAMESPACE_OID, name=rel.target_table) + source_table_id = table_name_to_id.get(rel.source_table) + target_table_id = table_name_to_id.get(rel.target_table) relationship_id = rel.id From 60016a6b09a76083ce01baeb38b1559b0acd130a Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 15 Sep 2025 12:55:38 +0530 Subject: [PATCH 087/108] more nitpick comments solved --- cognee/tasks/schema/ingest_database_schema.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index c4c13449d..f93314a3d 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -47,8 +47,11 @@ async def ingest_database_schema( async with engine.engine.begin() as cursor: for table_name, details in schema.items(): + qi = engine.engine.dialect.identifier_preparer.quote + tn = qi(table_name) rows_result = await cursor.execute( - text(f"SELECT * FROM {table_name} LIMIT {max_sample_rows}") + text(f"SELECT * FROM {tn} LIMIT :limit;"), + {"limit": max_sample_rows} ) rows = [ dict(zip([col["name"] for col in details["columns"]], row)) @@ -58,7 +61,7 @@ async def ingest_database_schema( row_count_estimate = count_result.scalar() schema_table = SchemaTable( - id=uuid5(NAMESPACE_OID, name=table_name), + id=uuid5(NAMESPACE_OID, name=f"{schema_name}:{table_name}"), table_name=table_name, schema_name=schema_name, columns=details["columns"], From 7ec066111ed0d8323d5dedca74b065186a8a2d73 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 15 Sep 2025 13:39:15 +0530 Subject: [PATCH 088/108] Solved address configuration key inconsistency. --- cognee/tasks/schema/ingest_database_schema.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index f93314a3d..e80ce2e75 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -93,7 +93,7 @@ async def ingest_database_schema( database_schema = DatabaseSchema( id=uuid5(NAMESPACE_OID, name=schema_name), schema_name=schema_name, - database_type=database_config.get("db_provider", "sqlite"), + database_type=database_config.get("migration_db_provider", "sqlite"), tables=tables, sample_data=sample_data, extraction_timestamp=datetime.utcnow(), From 93c733e6871f7232bc847a00829f9903611c6048 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 15 Sep 2025 16:13:32 +0530 Subject: [PATCH 089/108] solved more nitpick comments --- .../ingestion/migrate_relational_database.py | 1 - cognee/tasks/schema/ingest_database_schema.py | 20 +++++++++++-------- 2 files changed, 12 insertions(+), 9 deletions(-) diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index e857ab34d..824fef2fa 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -43,7 +43,6 @@ async def migrate_relational_database( database_config=database_config, schema_name="migrated_schema", max_sample_rows=5, - node_set=["database_schema", "schema_tables", "relationships"], ) database_schema = result["database_schema"] schema_tables = result["schema_tables"] diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index e80ce2e75..be544408b 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -1,4 +1,4 @@ -from typing import List, Dict +from typing import List, Dict, Optional from uuid import uuid5, NAMESPACE_OID from cognee.infrastructure.engine.models.DataPoint import DataPoint from cognee.infrastructure.databases.relational.get_migration_relational_engine import ( @@ -16,7 +16,6 @@ async def ingest_database_schema( database_config: Dict, schema_name: str = "default", max_sample_rows: int = 5, - node_set: List[str] = ["database_schema"], ) -> Dict[str, List[DataPoint] | DataPoint]: """ Ingest database schema with sample data into dedicated nodeset @@ -25,7 +24,6 @@ async def ingest_database_schema( database_config: Database connection configuration schema_name: Name identifier for this schema max_sample_rows: Maximum sample rows per table - node_set: Target nodeset (default: ["database_schema"]) Returns: List of created DataPoint objects @@ -48,6 +46,8 @@ async def ingest_database_schema( async with engine.engine.begin() as cursor: for table_name, details in schema.items(): qi = engine.engine.dialect.identifier_preparer.quote + qname = lambda name : ".".join(qi(p) for p in name.split(".")) + tn = qname(table_name) tn = qi(table_name) rows_result = await cursor.execute( text(f"SELECT * FROM {tn} LIMIT :limit;"), @@ -57,11 +57,11 @@ async def ingest_database_schema( dict(zip([col["name"] for col in details["columns"]], row)) for row in rows_result.fetchall() ] - count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {table_name};")) + count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {tn};")) row_count_estimate = count_result.scalar() schema_table = SchemaTable( - id=uuid5(NAMESPACE_OID, name=f"{schema_name}:{table_name}"), + id=uuid5(NAMESPACE_OID, name=f"{schema_name}:{tn}"), table_name=table_name, schema_name=schema_name, columns=details["columns"], @@ -76,17 +76,21 @@ async def ingest_database_schema( sample_data[table_name] = rows for fk in details.get("foreign_keys", []): + ref_table_fq = fk["ref_table"] + if '.' not in ref_table_fq and '.' in table_name: + ref_table_fq = f"{table_name.split('.', 1)[0]}.{ref_table_fq}" + relationship = SchemaRelationship( id=uuid5( NAMESPACE_OID, - name=f"{fk['column']}:{table_name}:{fk['ref_column']}:{fk['ref_table']}", + name=f"{schema_name}:{table_name}:{fk['column']}->{ref_table_fq}:{fk['ref_column']}", ), source_table=table_name, - target_table=fk["ref_table"], + target_table=ref_table_fq, relationship_type="foreign_key", source_column=fk["column"], target_column=fk["ref_column"], - description=f"Foreign key relationship: {table_name}.{fk['column']} → {fk['ref_table']}.{fk['ref_column']}", + description=f"Foreign key relationship: {table_name}.{fk['column']} → {ref_table_fq}.{fk['ref_column']}", ) schema_relationships.append(relationship) From 1e59f1594cf6778a866a6f4c8906d58faa98fa76 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 15 Sep 2025 16:30:58 +0530 Subject: [PATCH 090/108] solved more nitpick comments --- cognee/tasks/schema/ingest_database_schema.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index be544408b..2a343ea0d 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -26,7 +26,10 @@ async def ingest_database_schema( max_sample_rows: Maximum sample rows per table Returns: - List of created DataPoint objects + Dict with keys: + "database_schema": DatabaseSchema + "schema_tables": List[SchemaTable] + "relationships": List[SchemaRelationship] """ engine = create_relational_engine( db_path=database_config.get("migration_db_path", ""), @@ -48,7 +51,6 @@ async def ingest_database_schema( qi = engine.engine.dialect.identifier_preparer.quote qname = lambda name : ".".join(qi(p) for p in name.split(".")) tn = qname(table_name) - tn = qi(table_name) rows_result = await cursor.execute( text(f"SELECT * FROM {tn} LIMIT :limit;"), {"limit": max_sample_rows} @@ -61,7 +63,7 @@ async def ingest_database_schema( row_count_estimate = count_result.scalar() schema_table = SchemaTable( - id=uuid5(NAMESPACE_OID, name=f"{schema_name}:{tn}"), + id=uuid5(NAMESPACE_OID, name=f"{schema_name}:{table_name}"), table_name=table_name, schema_name=schema_name, columns=details["columns"], From df8b80d4a9e9b21e1ba8cbeb89ffae1e72b6f8b1 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 15 Sep 2025 19:05:00 +0530 Subject: [PATCH 091/108] solved more nitpick comments --- cognee/tasks/schema/ingest_database_schema.py | 53 +++++++++++++------ 1 file changed, 36 insertions(+), 17 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index 2a343ea0d..e362734fc 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -9,13 +9,13 @@ from cognee.tasks.schema.models import DatabaseSchema, SchemaTable, SchemaRelati from cognee.infrastructure.databases.relational.create_relational_engine import ( create_relational_engine, ) -from datetime import datetime +from datetime import datetime, timezone async def ingest_database_schema( database_config: Dict, schema_name: str = "default", - max_sample_rows: int = 5, + max_sample_rows: int = 0, ) -> Dict[str, List[DataPoint] | DataPoint]: """ Ingest database schema with sample data into dedicated nodeset @@ -45,22 +45,41 @@ async def ingest_database_schema( sample_data = {} schema_tables = [] schema_relationships = [] + qi = engine.engine.dialect.identifier_preparer.quote + + def qname(name: str): + split_name = name.split(".") + ".".join(qi(p) for p in split_name) async with engine.engine.begin() as cursor: for table_name, details in schema.items(): - qi = engine.engine.dialect.identifier_preparer.quote - qname = lambda name : ".".join(qi(p) for p in name.split(".")) tn = qname(table_name) - rows_result = await cursor.execute( - text(f"SELECT * FROM {tn} LIMIT :limit;"), - {"limit": max_sample_rows} - ) - rows = [ - dict(zip([col["name"] for col in details["columns"]], row)) - for row in rows_result.fetchall() - ] - count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {tn};")) - row_count_estimate = count_result.scalar() + if max_sample_rows > 0: + rows_result = await cursor.execute( + text(f"SELECT * FROM {tn} LIMIT :limit;"), {"limit": max_sample_rows} + ) + rows = [dict(r) for r in rows_result.mappings().all()] + else: + rows = [] + row_count_estimate = 0 + if engine.engine.dialect.name == "postegresql": + if "." in table_name: + schema_part, table_part = table_name.split(".", 1) + else: + schema_part, table_part = "public", table_name + estimate = await cursor.execute( + text( + "SELECT reltuples:bigint " + "FROM pg_class c " + "JOIN pg_namespace n ON n.oid = c.relnamespace " + "WHERE n.nspname = :schema AND c.relname = :table" + ), + {"schema": schema_part, "table": table_part}, + ) + row_count_estimate = estimate.scalar() + else: + count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {tn};")) + row_count_estimate = count_result.scalar() schema_table = SchemaTable( id=uuid5(NAMESPACE_OID, name=f"{schema_name}:{table_name}"), @@ -79,9 +98,9 @@ async def ingest_database_schema( for fk in details.get("foreign_keys", []): ref_table_fq = fk["ref_table"] - if '.' not in ref_table_fq and '.' in table_name: + if "." not in ref_table_fq and "." in table_name: ref_table_fq = f"{table_name.split('.', 1)[0]}.{ref_table_fq}" - + relationship = SchemaRelationship( id=uuid5( NAMESPACE_OID, @@ -102,7 +121,7 @@ async def ingest_database_schema( database_type=database_config.get("migration_db_provider", "sqlite"), tables=tables, sample_data=sample_data, - extraction_timestamp=datetime.utcnow(), + extraction_timestamp=datetime.now(timezone.utc), description=f"Database schema '{schema_name}' containing {len(schema_tables)} tables and {len(schema_relationships)} relationships.", ) From e7bcf9043f36ab631390beef2be7a1d2a3ecc359 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 15 Sep 2025 19:53:21 +0530 Subject: [PATCH 092/108] solved more nitpick comments --- cognee/tasks/schema/ingest_database_schema.py | 25 +++++++++---------- 1 file changed, 12 insertions(+), 13 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index e362734fc..026bf588c 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -1,9 +1,6 @@ -from typing import List, Dict, Optional +from typing import List, Dict from uuid import uuid5, NAMESPACE_OID from cognee.infrastructure.engine.models.DataPoint import DataPoint -from cognee.infrastructure.databases.relational.get_migration_relational_engine import ( - get_migration_relational_engine, -) from sqlalchemy import text from cognee.tasks.schema.models import DatabaseSchema, SchemaTable, SchemaRelationship from cognee.infrastructure.databases.relational.create_relational_engine import ( @@ -18,12 +15,12 @@ async def ingest_database_schema( max_sample_rows: int = 0, ) -> Dict[str, List[DataPoint] | DataPoint]: """ - Ingest database schema with sample data into dedicated nodeset + Extract database schema metadata (optionally with sample data) and return DataPoint models for graph construction. Args: database_config: Database connection configuration schema_name: Name identifier for this schema - max_sample_rows: Maximum sample rows per table + max_sample_rows: Maximum sample rows per table (0 means no sampling) Returns: Dict with keys: @@ -49,36 +46,37 @@ async def ingest_database_schema( def qname(name: str): split_name = name.split(".") - ".".join(qi(p) for p in split_name) + return ".".join(qi(p) for p in split_name) async with engine.engine.begin() as cursor: for table_name, details in schema.items(): tn = qname(table_name) if max_sample_rows > 0: rows_result = await cursor.execute( - text(f"SELECT * FROM {tn} LIMIT :limit;"), {"limit": max_sample_rows} + text(f"SELECT * FROM {tn} LIMIT :limit;"), + {"limit": max_sample_rows}, # noqa: S608 - tn is fully quoted ) rows = [dict(r) for r in rows_result.mappings().all()] else: rows = [] row_count_estimate = 0 - if engine.engine.dialect.name == "postegresql": + if engine.engine.dialect.name == "postgresql": if "." in table_name: schema_part, table_part = table_name.split(".", 1) else: schema_part, table_part = "public", table_name estimate = await cursor.execute( text( - "SELECT reltuples:bigint " + "SELECT reltuples:bigint AS estimate " "FROM pg_class c " "JOIN pg_namespace n ON n.oid = c.relnamespace " "WHERE n.nspname = :schema AND c.relname = :table" ), {"schema": schema_part, "table": table_part}, ) - row_count_estimate = estimate.scalar() + row_count_estimate = estimate.scalar() or 0 else: - count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {tn};")) + count_result = await cursor.execute(text(f"SELECT COUNT(*) FROM {tn};")) # noqa: S608 - tn is fully quoted row_count_estimate = count_result.scalar() schema_table = SchemaTable( @@ -115,8 +113,9 @@ async def ingest_database_schema( ) schema_relationships.append(relationship) + id_str = f"{database_config.get('migration_db_provider', 'sqlite')}:{database_config.get('migration_db_name', 'cognee_db')}:{schema_name}" database_schema = DatabaseSchema( - id=uuid5(NAMESPACE_OID, name=schema_name), + id=uuid5(NAMESPACE_OID, name=id_str), schema_name=schema_name, database_type=database_config.get("migration_db_provider", "sqlite"), tables=tables, From 67f948a1458e2474641180f530689f939bb29923 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 15 Sep 2025 20:24:49 +0530 Subject: [PATCH 093/108] solved nitpick comments --- cognee/tasks/schema/ingest_database_schema.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index 026bf588c..be9bf6ff1 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -43,6 +43,10 @@ async def ingest_database_schema( schema_tables = [] schema_relationships = [] qi = engine.engine.dialect.identifier_preparer.quote + try: + max_sample_rows = max(0, int(max_sample_rows)) + except (TypeError, ValueError): + max_sample_rows = 0 def qname(name: str): split_name = name.split(".") @@ -53,8 +57,8 @@ async def ingest_database_schema( tn = qname(table_name) if max_sample_rows > 0: rows_result = await cursor.execute( - text(f"SELECT * FROM {tn} LIMIT :limit;"), - {"limit": max_sample_rows}, # noqa: S608 - tn is fully quoted + text(f"SELECT * FROM {tn} LIMIT :limit;"), # noqa: S608 - tn is fully quoted + {"limit": max_sample_rows}, ) rows = [dict(r) for r in rows_result.mappings().all()] else: @@ -67,7 +71,7 @@ async def ingest_database_schema( schema_part, table_part = "public", table_name estimate = await cursor.execute( text( - "SELECT reltuples:bigint AS estimate " + "SELECT reltuples::bigint AS estimate " "FROM pg_class c " "JOIN pg_namespace n ON n.oid = c.relnamespace " "WHERE n.nspname = :schema AND c.relname = :table" From 656894370e38ef9bf795c1c2b7e448ac7fa109e8 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sat, 20 Sep 2025 11:05:39 +0530 Subject: [PATCH 094/108] Edited test_relation_db_migration.py to include schema_only ingestion testcase --- cognee/tests/test_relational_db_migration.py | 75 ++++++++++++++++++++ 1 file changed, 75 insertions(+) diff --git a/cognee/tests/test_relational_db_migration.py b/cognee/tests/test_relational_db_migration.py index 68b46dbf5..cb360f1c2 100644 --- a/cognee/tests/test_relational_db_migration.py +++ b/cognee/tests/test_relational_db_migration.py @@ -197,6 +197,79 @@ async def relational_db_migration(): print(f"All checks passed for {graph_db_provider} provider with '{relationship_label}' edges!") +async def test_schema_only_migration(): + # 1. Setup test DB and extract schema + migration_engine = await setup_test_db() + schema = await migration_engine.extract_schema() + + # 2. Setup graph engine + graph_engine = await get_graph_engine() + + # 4. Migrate schema only + await migrate_relational_database(graph_engine, schema=schema, schema_only=True) + + # 5. Verify number of tables through search + search_results = await cognee.search( + query_text="How many tables are there in this database", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) + assert any("11" in r for r in search_results), ( + "Number of tables in the database reported in search_results is either None or not equal to 11" + ) + + graph_db_provider = os.getenv("GRAPH_DATABASE_PROVIDER", "networkx").lower() + + edge_counts = { + "is_part_of": 0, + "has_relationship": 0, + "foreign_key": 0, + } + + if graph_db_provider == "neo4j": + for rel_type in edge_counts.keys(): + query_str = f""" + MATCH ()-[r:{rel_type}]->() + RETURN count(r) as c + """ + rows = await graph_engine.query(query_str) + edge_counts[rel_type] = rows[0]["c"] + + elif graph_db_provider == "kuzu": + for rel_type in edge_counts.keys(): + query_str = f""" + MATCH ()-[r:EDGE]->() + WHERE r.relationship_name = '{rel_type}' + RETURN count(r) as c + """ + rows = await graph_engine.query(query_str) + edge_counts[rel_type] = rows[0][0] + + elif graph_db_provider == "networkx": + nodes, edges = await graph_engine.get_graph_data() + for _, _, key, _ in edges: + if key in edge_counts: + edge_counts[key] += 1 + + else: + raise ValueError(f"Unsupported graph database provider: {graph_db_provider}") + + # 7. Assert counts match expected values + expected_counts = { + "is_part_of": 11, + "has_relationship": 22, + "foreign_key": 11, + } + + for rel_type, expected in expected_counts.items(): + actual = edge_counts[rel_type] + assert actual == expected, ( + f"Expected {expected} edges for relationship '{rel_type}', but found {actual}" + ) + + print("Schema-only migration edge counts validated successfully!") + print(f"Edge counts: {edge_counts}") + + async def test_migration_sqlite(): database_to_migrate_path = os.path.join(pathlib.Path(__file__).parent, "test_data/") @@ -209,6 +282,7 @@ async def test_migration_sqlite(): ) await relational_db_migration() + await test_schema_only_migration() async def test_migration_postgres(): @@ -224,6 +298,7 @@ async def test_migration_postgres(): } ) await relational_db_migration() + await test_schema_only_migration() async def main(): From 2921021ca309f631aae49b686f4ec971ff24b0fe Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Fri, 26 Sep 2025 00:58:43 +0530 Subject: [PATCH 095/108] improved code readability by splitting code blocks under conditional statements into separate functions --- .../ingestion/migrate_relational_database.py | 462 +++++++++--------- 1 file changed, 238 insertions(+), 224 deletions(-) diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index 824fef2fa..ffebf442d 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -9,7 +9,6 @@ from cognee.infrastructure.databases.relational.config import get_migration_conf from cognee.tasks.storage.index_data_points import index_data_points from cognee.tasks.storage.index_graph_edges import index_graph_edges from cognee.tasks.schema.ingest_database_schema import ingest_database_schema -from cognee.tasks.schema.models import SchemaTable from cognee.modules.engine.models import TableRow, TableType, ColumnValue @@ -31,236 +30,15 @@ async def migrate_relational_database( Both TableType and TableRow inherit from DataPoint to maintain consistency with Cognee data model. """ - engine = get_migration_relational_engine() # Create a mapping of node_id to node objects for referencing in edge creation node_mapping = {} edge_mapping = [] if schema_only: - database_config = get_migration_config().to_dict() - # Calling the ingest_database_schema function to return DataPoint subclasses - result = await ingest_database_schema( - database_config=database_config, - schema_name="migrated_schema", - max_sample_rows=5, - ) - database_schema = result["database_schema"] - schema_tables = result["schema_tables"] - schema_relationships = result["relationships"] - database_node_id = database_schema.id - node_mapping[database_node_id] = database_schema - for table in schema_tables: - table_node_id = table.id - # Add TableSchema Datapoint as a node. - node_mapping[table_node_id] = table - edge_mapping.append( - ( - table_node_id, - database_node_id, - "is_part_of", - dict( - source_node_id=table_node_id, - target_node_id=database_node_id, - relationship_name="is_part_of", - ), - ) - ) - table_name_to_id = {t.table_name: t.id for t in schema_tables} - for rel in schema_relationships: - source_table_id = table_name_to_id.get(rel.source_table) - target_table_id = table_name_to_id.get(rel.target_table) - - relationship_id = rel.id - - # Add RelationshipTable DataPoint as a node. - node_mapping[relationship_id] = rel - edge_mapping.append( - ( - source_table_id, - relationship_id, - "has_relationship", - dict( - source_node_id=source_table_id, - target_node_id=relationship_id, - relationship_name=rel.relationship_type, - ), - ) - ) - edge_mapping.append( - ( - relationship_id, - target_table_id, - "has_relationship", - dict( - source_node_id=relationship_id, - target_node_id=target_table_id, - relationship_name=rel.relationship_type, - ), - ) - ) - edge_mapping.append( - ( - source_table_id, - target_table_id, - rel.relationship_type, - dict( - source_node_id=source_table_id, - target_node_id=target_table_id, - relationship_name=rel.relationship_type, - ), - ) - ) + node_mapping, edge_mapping = await schema_only_ingestion() else: - async with engine.engine.begin() as cursor: - # First, create table type nodes for all tables - for table_name, details in schema.items(): - # Create a TableType node for each table - table_node = TableType( - id=uuid5(NAMESPACE_OID, name=table_name), - name=table_name, - description=f"Table: {table_name}", - ) - - # Add TableType node to mapping ( node will be added to the graph later based on this mapping ) - node_mapping[table_name] = table_node - - # Fetch all rows for the current table - rows_result = await cursor.execute(text(f"SELECT * FROM {table_name};")) - rows = rows_result.fetchall() - - for row in rows: - # Build a dictionary of properties from the row - row_properties = { - col["name"]: row[idx] for idx, col in enumerate(details["columns"]) - } - - # Determine the primary key value - if not details["primary_key"]: - # Use the first column as primary key if not specified - primary_key_col = details["columns"][0]["name"] - primary_key_value = row_properties[primary_key_col] - else: - # Use value of the specified primary key column - primary_key_col = details["primary_key"] - primary_key_value = row_properties[primary_key_col] - - # Create a node ID in the format "table_name:primary_key_value" - node_id = f"{table_name}:{primary_key_value}" - - # Create a TableRow node - # Node id must uniquely map to the id used in the relational database - # To catch the foreign key relationships properly - row_node = TableRow( - id=uuid5(NAMESPACE_OID, name=node_id), - name=node_id, - is_a=table_node, - properties=str(row_properties), - description=f"Row in {table_name} with {primary_key_col}={primary_key_value}", - ) - - # Store the node object in our mapping - node_mapping[node_id] = row_node - - # Add edge between row node and table node ( it will be added to the graph later ) - edge_mapping.append( - ( - row_node.id, - table_node.id, - "is_part_of", - dict( - relationship_name="is_part_of", - source_node_id=row_node.id, - target_node_id=table_node.id, - ), - ) - ) - - # Migrate data stored in columns of table rows - if migrate_column_data: - # Get foreign key columns to filter them out from column migration - foreign_keys = [] - for fk in details.get("foreign_keys", []): - foreign_keys.append(fk["ref_column"]) - - for key, value in row_properties.items(): - # Skip mapping primary key information to itself and mapping of foreign key information (as it will be mapped bellow) - if key is primary_key_col or key in foreign_keys: - continue - - # Create column value node - column_node_id = f"{table_name}:{key}:{value}" - column_node = ColumnValue( - id=uuid5(NAMESPACE_OID, name=column_node_id), - name=column_node_id, - properties=f"{key} {value} {table_name}", - description=f"Column name={key} and value={value} from column from table={table_name}", - ) - node_mapping[column_node_id] = column_node - - # Create relationship between column value of table row and table row - edge_mapping.append( - ( - row_node.id, - column_node.id, - key, - dict( - relationship_name=key, - source_node_id=row_node.id, - target_node_id=column_node.id, - ), - ) - ) - - # Process foreign key relationships after all nodes are created - for table_name, details in schema.items(): - # Process foreign key relationships for the current table - for fk in details.get("foreign_keys", []): - # Aliases needed for self-referencing tables - alias_1 = f"{table_name}_e1" - alias_2 = f"{fk['ref_table']}_e2" - - # Determine primary key column - if not details["primary_key"]: - primary_key_col = details["columns"][0]["name"] - else: - primary_key_col = details["primary_key"] - - # Query to find relationships based on foreign keys - fk_query = text( - f"SELECT {alias_1}.{primary_key_col} AS source_id, " - f"{alias_2}.{fk['ref_column']} AS ref_value " - f"FROM {table_name} AS {alias_1} " - f"JOIN {fk['ref_table']} AS {alias_2} " - f"ON {alias_1}.{fk['column']} = {alias_2}.{fk['ref_column']};" - ) - - fk_result = await cursor.execute(fk_query) - relations = fk_result.fetchall() - - for source_id, ref_value in relations: - # Construct node ids - source_node_id = f"{table_name}:{source_id}" - target_node_id = f"{fk['ref_table']}:{ref_value}" - - # Get the source and target node objects from our mapping - source_node = node_mapping[source_node_id] - target_node = node_mapping[target_node_id] - - # Add edge representing the foreign key relationship using the node objects - # Create edge to add to graph later - edge_mapping.append( - ( - source_node.id, - target_node.id, - fk["column"], - dict( - source_node_id=source_node.id, - target_node_id=target_node.id, - relationship_name=fk["column"], - ), - ) - ) + node_mapping, edge_mapping = await complete_database_ingestion(schema, migrate_column_data) def _remove_duplicate_edges(edge_mapping): seen = set() @@ -297,3 +75,239 @@ async def migrate_relational_database( logger.info("Data successfully migrated from relational database to desired graph database.") return await graph_db.get_graph_data() + + +async def schema_only_ingestion(): + node_mapping = {} + edge_mapping = [] + database_config = get_migration_config().to_dict() + # Calling the ingest_database_schema function to return DataPoint subclasses + result = await ingest_database_schema( + database_config=database_config, + schema_name="migrated_schema", + max_sample_rows=5, + ) + database_schema = result["database_schema"] + schema_tables = result["schema_tables"] + schema_relationships = result["relationships"] + database_node_id = database_schema.id + node_mapping[database_node_id] = database_schema + for table in schema_tables: + table_node_id = table.id + # Add TableSchema Datapoint as a node. + node_mapping[table_node_id] = table + edge_mapping.append( + ( + table_node_id, + database_node_id, + "is_part_of", + dict( + source_node_id=table_node_id, + target_node_id=database_node_id, + relationship_name="is_part_of", + ), + ) + ) + table_name_to_id = {t.table_name: t.id for t in schema_tables} + for rel in schema_relationships: + source_table_id = table_name_to_id.get(rel.source_table) + target_table_id = table_name_to_id.get(rel.target_table) + + relationship_id = rel.id + + # Add RelationshipTable DataPoint as a node. + node_mapping[relationship_id] = rel + edge_mapping.append( + ( + source_table_id, + relationship_id, + "has_relationship", + dict( + source_node_id=source_table_id, + target_node_id=relationship_id, + relationship_name=rel.relationship_type, + ), + ) + ) + edge_mapping.append( + ( + relationship_id, + target_table_id, + "has_relationship", + dict( + source_node_id=relationship_id, + target_node_id=target_table_id, + relationship_name=rel.relationship_type, + ), + ) + ) + edge_mapping.append( + ( + source_table_id, + target_table_id, + rel.relationship_type, + dict( + source_node_id=source_table_id, + target_node_id=target_table_id, + relationship_name=rel.relationship_type, + ), + ) + ) + return node_mapping, edge_mapping + + +async def complete_database_ingestion(schema, migrate_column_data): + engine = get_migration_relational_engine() + # Create a mapping of node_id to node objects for referencing in edge creation + node_mapping = {} + edge_mapping = [] + async with engine.engine.begin() as cursor: + # First, create table type nodes for all tables + for table_name, details in schema.items(): + # Create a TableType node for each table + table_node = TableType( + id=uuid5(NAMESPACE_OID, name=table_name), + name=table_name, + description=f"Table: {table_name}", + ) + + # Add TableType node to mapping ( node will be added to the graph later based on this mapping ) + node_mapping[table_name] = table_node + + # Fetch all rows for the current table + rows_result = await cursor.execute(text(f"SELECT * FROM {table_name};")) + rows = rows_result.fetchall() + + for row in rows: + # Build a dictionary of properties from the row + row_properties = { + col["name"]: row[idx] for idx, col in enumerate(details["columns"]) + } + + # Determine the primary key value + if not details["primary_key"]: + # Use the first column as primary key if not specified + primary_key_col = details["columns"][0]["name"] + primary_key_value = row_properties[primary_key_col] + else: + # Use value of the specified primary key column + primary_key_col = details["primary_key"] + primary_key_value = row_properties[primary_key_col] + + # Create a node ID in the format "table_name:primary_key_value" + node_id = f"{table_name}:{primary_key_value}" + + # Create a TableRow node + # Node id must uniquely map to the id used in the relational database + # To catch the foreign key relationships properly + row_node = TableRow( + id=uuid5(NAMESPACE_OID, name=node_id), + name=node_id, + is_a=table_node, + properties=str(row_properties), + description=f"Row in {table_name} with {primary_key_col}={primary_key_value}", + ) + + # Store the node object in our mapping + node_mapping[node_id] = row_node + + # Add edge between row node and table node ( it will be added to the graph later ) + edge_mapping.append( + ( + row_node.id, + table_node.id, + "is_part_of", + dict( + relationship_name="is_part_of", + source_node_id=row_node.id, + target_node_id=table_node.id, + ), + ) + ) + + # Migrate data stored in columns of table rows + if migrate_column_data: + # Get foreign key columns to filter them out from column migration + foreign_keys = [] + for fk in details.get("foreign_keys", []): + foreign_keys.append(fk["ref_column"]) + + for key, value in row_properties.items(): + # Skip mapping primary key information to itself and mapping of foreign key information (as it will be mapped bellow) + if key is primary_key_col or key in foreign_keys: + continue + + # Create column value node + column_node_id = f"{table_name}:{key}:{value}" + column_node = ColumnValue( + id=uuid5(NAMESPACE_OID, name=column_node_id), + name=column_node_id, + properties=f"{key} {value} {table_name}", + description=f"Column name={key} and value={value} from column from table={table_name}", + ) + node_mapping[column_node_id] = column_node + + # Create relationship between column value of table row and table row + edge_mapping.append( + ( + row_node.id, + column_node.id, + key, + dict( + relationship_name=key, + source_node_id=row_node.id, + target_node_id=column_node.id, + ), + ) + ) + + # Process foreign key relationships after all nodes are created + for table_name, details in schema.items(): + # Process foreign key relationships for the current table + for fk in details.get("foreign_keys", []): + # Aliases needed for self-referencing tables + alias_1 = f"{table_name}_e1" + alias_2 = f"{fk['ref_table']}_e2" + + # Determine primary key column + if not details["primary_key"]: + primary_key_col = details["columns"][0]["name"] + else: + primary_key_col = details["primary_key"] + + # Query to find relationships based on foreign keys + fk_query = text( + f"SELECT {alias_1}.{primary_key_col} AS source_id, " + f"{alias_2}.{fk['ref_column']} AS ref_value " + f"FROM {table_name} AS {alias_1} " + f"JOIN {fk['ref_table']} AS {alias_2} " + f"ON {alias_1}.{fk['column']} = {alias_2}.{fk['ref_column']};" + ) + + fk_result = await cursor.execute(fk_query) + relations = fk_result.fetchall() + + for source_id, ref_value in relations: + # Construct node ids + source_node_id = f"{table_name}:{source_id}" + target_node_id = f"{fk['ref_table']}:{ref_value}" + + # Get the source and target node objects from our mapping + source_node = node_mapping[source_node_id] + target_node = node_mapping[target_node_id] + + # Add edge representing the foreign key relationship using the node objects + # Create edge to add to graph later + edge_mapping.append( + ( + source_node.id, + target_node.id, + fk["column"], + dict( + source_node_id=source_node.id, + target_node_id=target_node.id, + relationship_name=fk["column"], + ), + ) + ) + return node_mapping, edge_mapping From 920bc78f151aa8c6e75334881b8e5cc52fdf814f Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Sat, 27 Sep 2025 00:18:57 +0200 Subject: [PATCH 096/108] refactor: Remove unused code --- cognee/tasks/ingestion/migrate_relational_database.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index ffebf442d..7ea08d5e0 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -31,9 +31,6 @@ async def migrate_relational_database( Both TableType and TableRow inherit from DataPoint to maintain consistency with Cognee data model. """ # Create a mapping of node_id to node objects for referencing in edge creation - node_mapping = {} - edge_mapping = [] - if schema_only: node_mapping, edge_mapping = await schema_only_ingestion() From f93d30ae77f7232e03110a817226539d5eb4d483 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Sat, 27 Sep 2025 00:41:58 +0200 Subject: [PATCH 097/108] refactor: refactor schema migration --- .../ingestion/migrate_relational_database.py | 8 +++--- cognee/tasks/schema/ingest_database_schema.py | 27 ++++++++----------- cognee/tests/test_relational_db_migration.py | 1 + 3 files changed, 16 insertions(+), 20 deletions(-) diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index 5ee9f5973..83ad452c3 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -32,7 +32,7 @@ async def migrate_relational_database( """ # Create a mapping of node_id to node objects for referencing in edge creation if schema_only: - node_mapping, edge_mapping = await schema_only_ingestion() + node_mapping, edge_mapping = await schema_only_ingestion(schema) else: node_mapping, edge_mapping = await complete_database_ingestion(schema, migrate_column_data) @@ -74,13 +74,13 @@ async def migrate_relational_database( return await graph_db.get_graph_data() -async def schema_only_ingestion(): +async def schema_only_ingestion(schema): node_mapping = {} edge_mapping = [] - database_config = get_migration_config().to_dict() + # Calling the ingest_database_schema function to return DataPoint subclasses result = await ingest_database_schema( - database_config=database_config, + schema=schema, schema_name="migrated_schema", max_sample_rows=5, ) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index be9bf6ff1..e89b679d2 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -3,14 +3,15 @@ from uuid import uuid5, NAMESPACE_OID from cognee.infrastructure.engine.models.DataPoint import DataPoint from sqlalchemy import text from cognee.tasks.schema.models import DatabaseSchema, SchemaTable, SchemaRelationship -from cognee.infrastructure.databases.relational.create_relational_engine import ( - create_relational_engine, +from cognee.infrastructure.databases.relational.get_migration_relational_engine import ( + get_migration_relational_engine, ) +from cognee.infrastructure.databases.relational.config import get_migration_config from datetime import datetime, timezone async def ingest_database_schema( - database_config: Dict, + schema, schema_name: str = "default", max_sample_rows: int = 0, ) -> Dict[str, List[DataPoint] | DataPoint]: @@ -28,20 +29,13 @@ async def ingest_database_schema( "schema_tables": List[SchemaTable] "relationships": List[SchemaRelationship] """ - engine = create_relational_engine( - db_path=database_config.get("migration_db_path", ""), - db_name=database_config.get("migration_db_name", "cognee_db"), - db_host=database_config.get("migration_db_host"), - db_port=database_config.get("migration_db_port"), - db_username=database_config.get("migration_db_username"), - db_password=database_config.get("migration_db_password"), - db_provider=database_config.get("migration_db_provider", "sqlite"), - ) - schema = await engine.extract_schema() + tables = {} sample_data = {} schema_tables = [] schema_relationships = [] + + engine = get_migration_relational_engine() qi = engine.engine.dialect.identifier_preparer.quote try: max_sample_rows = max(0, int(max_sample_rows)) @@ -63,7 +57,7 @@ async def ingest_database_schema( rows = [dict(r) for r in rows_result.mappings().all()] else: rows = [] - row_count_estimate = 0 + if engine.engine.dialect.name == "postgresql": if "." in table_name: schema_part, table_part = table_name.split(".", 1) @@ -117,11 +111,12 @@ async def ingest_database_schema( ) schema_relationships.append(relationship) - id_str = f"{database_config.get('migration_db_provider', 'sqlite')}:{database_config.get('migration_db_name', 'cognee_db')}:{schema_name}" + migration_config = get_migration_config() + id_str = f"{migration_config.migration_db_provider}:{migration_config.migration_db_name}:{schema_name}" database_schema = DatabaseSchema( id=uuid5(NAMESPACE_OID, name=id_str), schema_name=schema_name, - database_type=database_config.get("migration_db_provider", "sqlite"), + database_type=migration_config.migration_db_provider, tables=tables, sample_data=sample_data, extraction_timestamp=datetime.now(timezone.utc), diff --git a/cognee/tests/test_relational_db_migration.py b/cognee/tests/test_relational_db_migration.py index cb360f1c2..2b69ce854 100644 --- a/cognee/tests/test_relational_db_migration.py +++ b/cognee/tests/test_relational_db_migration.py @@ -212,6 +212,7 @@ async def test_schema_only_migration(): search_results = await cognee.search( query_text="How many tables are there in this database", query_type=cognee.SearchType.GRAPH_COMPLETION, + top_k=30, ) assert any("11" in r for r in search_results), ( "Number of tables in the database reported in search_results is either None or not equal to 11" From 17fb3b49efce5801dc37341bd40967f0fb202017 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Sat, 27 Sep 2025 01:15:30 +0200 Subject: [PATCH 098/108] refactor: add visualization to schema migration --- .../cognee_network_visualization.py | 3 ++ .../ingestion/migrate_relational_database.py | 3 +- cognee/tasks/schema/ingest_database_schema.py | 36 ++++++++++--------- cognee/tasks/schema/models.py | 12 +++---- 4 files changed, 30 insertions(+), 24 deletions(-) diff --git a/cognee/modules/visualization/cognee_network_visualization.py b/cognee/modules/visualization/cognee_network_visualization.py index bbdbc0019..c735e70f1 100644 --- a/cognee/modules/visualization/cognee_network_visualization.py +++ b/cognee/modules/visualization/cognee_network_visualization.py @@ -23,6 +23,9 @@ async def cognee_network_visualization(graph_data, destination_file_path: str = "TableRow": "#f47710", "TableType": "#6510f4", "ColumnValue": "#13613a", + "SchemaTable": "#f47710", + "DatabaseSchema": "#6510f4", + "SchemaRelationship": "#13613a", "default": "#D3D3D3", } diff --git a/cognee/tasks/ingestion/migrate_relational_database.py b/cognee/tasks/ingestion/migrate_relational_database.py index 83ad452c3..53ce176e8 100644 --- a/cognee/tasks/ingestion/migrate_relational_database.py +++ b/cognee/tasks/ingestion/migrate_relational_database.py @@ -81,7 +81,6 @@ async def schema_only_ingestion(schema): # Calling the ingest_database_schema function to return DataPoint subclasses result = await ingest_database_schema( schema=schema, - schema_name="migrated_schema", max_sample_rows=5, ) database_schema = result["database_schema"] @@ -105,7 +104,7 @@ async def schema_only_ingestion(schema): ), ) ) - table_name_to_id = {t.table_name: t.id for t in schema_tables} + table_name_to_id = {t.name: t.id for t in schema_tables} for rel in schema_relationships: source_table_id = table_name_to_id.get(rel.source_table) target_table_id = table_name_to_id.get(rel.target_table) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index e89b679d2..e3823701c 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -12,15 +12,13 @@ from datetime import datetime, timezone async def ingest_database_schema( schema, - schema_name: str = "default", max_sample_rows: int = 0, ) -> Dict[str, List[DataPoint] | DataPoint]: """ Extract database schema metadata (optionally with sample data) and return DataPoint models for graph construction. Args: - database_config: Database connection configuration - schema_name: Name identifier for this schema + schema: Database schema max_sample_rows: Maximum sample rows per table (0 means no sampling) Returns: @@ -35,6 +33,7 @@ async def ingest_database_schema( schema_tables = [] schema_relationships = [] + migration_config = get_migration_config() engine = get_migration_relational_engine() qi = engine.engine.dialect.identifier_preparer.quote try: @@ -78,15 +77,17 @@ async def ingest_database_schema( row_count_estimate = count_result.scalar() schema_table = SchemaTable( - id=uuid5(NAMESPACE_OID, name=f"{schema_name}:{table_name}"), - table_name=table_name, - schema_name=schema_name, + id=uuid5(NAMESPACE_OID, name=f"{table_name}"), + name=table_name, columns=details["columns"], primary_key=details.get("primary_key"), foreign_keys=details.get("foreign_keys", []), sample_rows=rows, row_count_estimate=row_count_estimate, - description=f"Schema table for '{table_name}' with {len(details['columns'])} columns and approx. {row_count_estimate} rows.", + description=f"Relational database table with '{table_name}' with {len(details['columns'])} columns and approx. {row_count_estimate} rows." + f"Here are the columns this table contains: {details['columns']}" + f"Here are a few sample_rows to show the contents of the table: {rows}" + f"Table is part of the database: {migration_config.migration_db_name}", ) schema_tables.append(schema_table) tables[table_name] = details @@ -97,30 +98,33 @@ async def ingest_database_schema( if "." not in ref_table_fq and "." in table_name: ref_table_fq = f"{table_name.split('.', 1)[0]}.{ref_table_fq}" + relationship_name = ( + f"{table_name}:{fk['column']}->{ref_table_fq}:{fk['ref_column']}" + ) relationship = SchemaRelationship( - id=uuid5( - NAMESPACE_OID, - name=f"{schema_name}:{table_name}:{fk['column']}->{ref_table_fq}:{fk['ref_column']}", - ), + id=uuid5(NAMESPACE_OID, name=relationship_name), + name=relationship_name, source_table=table_name, target_table=ref_table_fq, relationship_type="foreign_key", source_column=fk["column"], target_column=fk["ref_column"], - description=f"Foreign key relationship: {table_name}.{fk['column']} → {ref_table_fq}.{fk['ref_column']}", + description=f"Relational database table foreign key relationship between: {table_name}.{fk['column']} → {ref_table_fq}.{fk['ref_column']}" + f"This foreing key relationship between table columns is a part of the following database: {migration_config.migration_db_name}", ) schema_relationships.append(relationship) - migration_config = get_migration_config() - id_str = f"{migration_config.migration_db_provider}:{migration_config.migration_db_name}:{schema_name}" + id_str = f"{migration_config.migration_db_provider}:{migration_config.migration_db_name}" database_schema = DatabaseSchema( id=uuid5(NAMESPACE_OID, name=id_str), - schema_name=schema_name, + name=migration_config.migration_db_name, database_type=migration_config.migration_db_provider, tables=tables, sample_data=sample_data, extraction_timestamp=datetime.now(timezone.utc), - description=f"Database schema '{schema_name}' containing {len(schema_tables)} tables and {len(schema_relationships)} relationships.", + description=f"Database schema containing {len(schema_tables)} tables and {len(schema_relationships)} relationships. " + f"The database type is {migration_config.migration_db_provider}." + f"The database contains the following tables: {tables}", ) return { diff --git a/cognee/tasks/schema/models.py b/cognee/tasks/schema/models.py index 423c92050..4b13f420b 100644 --- a/cognee/tasks/schema/models.py +++ b/cognee/tasks/schema/models.py @@ -6,36 +6,36 @@ from datetime import datetime class DatabaseSchema(DataPoint): """Represents a complete database schema with sample data""" - schema_name: str + name: str database_type: str # sqlite, postgres, etc. tables: Dict[str, Dict] # Reuse existing schema format from SqlAlchemyAdapter sample_data: Dict[str, List[Dict]] # Limited examples per table extraction_timestamp: datetime description: str - metadata: dict = {"index_fields": ["schema_name", "database_type"]} + metadata: dict = {"index_fields": ["description", "name"]} class SchemaTable(DataPoint): """Represents an individual table schema with relationships""" - table_name: str - schema_name: str + name: str columns: List[Dict] # Column definitions with types primary_key: Optional[str] foreign_keys: List[Dict] # Foreign key relationships sample_rows: List[Dict] # Max 3-5 example rows row_count_estimate: Optional[int] # Actual table size description: str - metadata: dict = {"index_fields": ["table_name", "schema_name"]} + metadata: dict = {"index_fields": ["description", "name"]} class SchemaRelationship(DataPoint): """Represents relationships between tables""" + name: str source_table: str target_table: str relationship_type: str # "foreign_key", "one_to_many", etc. source_column: str target_column: str description: str - metadata: dict = {"index_fields": ["source_table", "target_table"]} + metadata: dict = {"index_fields": ["description", "name"]} From a97005ed9095ee3cdc8d396cf15c69ac6a0e1c4f Mon Sep 17 00:00:00 2001 From: Zameel Hassan <43750093+zameel7@users.noreply.github.com> Date: Sat, 27 Sep 2025 12:11:31 +0530 Subject: [PATCH 099/108] fix: Update README.md to change the URL issue of hosted solution --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 8098e1a81..25eb2d519 100644 --- a/README.md +++ b/README.md @@ -85,7 +85,7 @@ Self-hosted package: - Is highly customizable with custom tasks, pipelines, and a set of built-in search endpoints Hosted platform: -- Includes a managed UI and a [hosted solution](www.cognee.ai) +- Includes a managed UI and a [hosted solution](https://www.cognee.ai) From dc1669a948eaeb04028129e42ee1b2e39e5f9e25 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Sat, 27 Sep 2025 19:31:39 +0100 Subject: [PATCH 100/108] feat: add CORS middleware support for SSE and HTTP transports in MCP server --- cognee-mcp/src/server.py | 60 ++++++++++++++++++++++++++++++++++++++-- 1 file changed, 57 insertions(+), 3 deletions(-) diff --git a/cognee-mcp/src/server.py b/cognee-mcp/src/server.py index f249f1d08..33cd26cb1 100755 --- a/cognee-mcp/src/server.py +++ b/cognee-mcp/src/server.py @@ -20,6 +20,9 @@ from cognee.modules.search.types import SearchType from cognee.shared.data_models import KnowledgeGraph from cognee.modules.storage.utils import JSONEncoder from starlette.responses import JSONResponse +from starlette.middleware import Middleware +from starlette.middleware.cors import CORSMiddleware +import uvicorn try: @@ -39,8 +42,59 @@ mcp = FastMCP("Cognee") logger = get_logger() +cors_middleware = Middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["GET", "POST", "PUT", "DELETE", "OPTIONS"], + allow_headers=["*"], +) + + +async def run_sse_with_cors(): + """Custom SSE transport with CORS middleware.""" + sse_app = mcp.sse_app() + sse_app.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["GET", "POST", "PUT", "DELETE", "OPTIONS"], + allow_headers=["*"], + ) + + config = uvicorn.Config( + sse_app, + host=mcp.settings.host, + port=mcp.settings.port, + log_level=mcp.settings.log_level.lower(), + ) + server = uvicorn.Server(config) + await server.serve() + + +async def run_http_with_cors(): + """Custom HTTP transport with CORS middleware.""" + http_app = mcp.streamable_http_app() + http_app.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["GET", "POST", "PUT", "DELETE", "OPTIONS"], + allow_headers=["*"], + ) + + config = uvicorn.Config( + http_app, + host=mcp.settings.host, + port=mcp.settings.port, + log_level=mcp.settings.log_level.lower(), + ) + server = uvicorn.Server(config) + await server.serve() + + @mcp.custom_route("/health", methods=["GET"]) -async def health_check(request) -> dict: +async def health_check(request): return JSONResponse({"status": "ok"}) @@ -981,12 +1035,12 @@ async def main(): await mcp.run_stdio_async() elif args.transport == "sse": logger.info(f"Running MCP server with SSE transport on {args.host}:{args.port}") - await mcp.run_sse_async() + await run_sse_with_cors() elif args.transport == "http": logger.info( f"Running MCP server with Streamable HTTP transport on {args.host}:{args.port}{args.path}" ) - await mcp.run_streamable_http_async() + await run_http_with_cors() if __name__ == "__main__": From c0d2abdf5e7758c8fa9c94c68b6fc8d4351ceab9 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Sat, 27 Sep 2025 19:31:56 +0100 Subject: [PATCH 101/108] feat: implement MCP connection health check in header component --- cognee-frontend/src/ui/Layout/Header.tsx | 25 +++++++++++++++++++----- cognee-frontend/src/utils/fetch.ts | 6 ++++++ 2 files changed, 26 insertions(+), 5 deletions(-) diff --git a/cognee-frontend/src/ui/Layout/Header.tsx b/cognee-frontend/src/ui/Layout/Header.tsx index 30bf7ddb0..1bc57f699 100644 --- a/cognee-frontend/src/ui/Layout/Header.tsx +++ b/cognee-frontend/src/ui/Layout/Header.tsx @@ -2,7 +2,8 @@ import Link from "next/link"; import Image from "next/image"; -import { useBoolean } from "@/utils"; +import { useEffect } from "react"; +import { useBoolean, fetch } from "@/utils"; import { CloseIcon, CloudIcon, CogneeIcon } from "../Icons"; import { CTAButton, GhostButton, IconButton, Modal, StatusDot } from "../elements"; @@ -24,8 +25,9 @@ export default function Header({ user }: HeaderProps) { } = useBoolean(false); const { - value: isMCPStatusOpen, - setTrue: setMCPStatusOpen, + value: isMCPConnected, + setTrue: setMCPConnected, + setFalse: setMCPDisconnected, } = useBoolean(false); const handleDataSyncConfirm = () => { @@ -35,6 +37,19 @@ export default function Header({ user }: HeaderProps) { }); }; + useEffect(() => { + const checkMCPConnection = () => { + fetch.checkMCPHealth() + .then(() => setMCPConnected()) + .catch(() => setMCPDisconnected()); + }; + + checkMCPConnection(); + const interval = setInterval(checkMCPConnection, 30000); + + return () => clearInterval(interval); + }, [setMCPConnected, setMCPDisconnected]); + return ( <>
@@ -45,8 +60,8 @@ export default function Header({ user }: HeaderProps) {
- - { isMCPStatusOpen ? "MCP connected" : "MCP disconnected" } + + { isMCPConnected ? "MCP connected" : "MCP disconnected" } diff --git a/cognee-frontend/src/utils/fetch.ts b/cognee-frontend/src/utils/fetch.ts index 246853fb9..e67845d78 100644 --- a/cognee-frontend/src/utils/fetch.ts +++ b/cognee-frontend/src/utils/fetch.ts @@ -9,6 +9,8 @@ const backendApiUrl = process.env.NEXT_PUBLIC_BACKEND_API_URL || "http://localho const cloudApiUrl = process.env.NEXT_PUBLIC_CLOUD_API_URL || "http://localhost:8001"; +const mcpApiUrl = process.env.NEXT_PUBLIC_MCP_API_URL || "http://localhost:8001"; + let apiKey: string | null = process.env.NEXT_PUBLIC_COGWIT_API_KEY || null; let accessToken: string | null = null; @@ -66,6 +68,10 @@ fetch.checkHealth = () => { return global.fetch(`${backendApiUrl.replace("/api", "")}/health`); }; +fetch.checkMCPHealth = () => { + return global.fetch(`${mcpApiUrl.replace("/api", "")}/health`); +}; + fetch.setApiKey = (newApiKey: string) => { apiKey = newApiKey; }; From 0fac104fc7ec6d757b3fc10a3bd1e114384b7a10 Mon Sep 17 00:00:00 2001 From: Daulet Amirkhanov Date: Sat, 27 Sep 2025 20:11:39 +0100 Subject: [PATCH 102/108] fix: update UI server startup message to reflect dynamic frontend port --- cognee-mcp/src/server.py | 17 ++++------------- cognee/cli/_cognee.py | 2 +- 2 files changed, 5 insertions(+), 14 deletions(-) diff --git a/cognee-mcp/src/server.py b/cognee-mcp/src/server.py index 33cd26cb1..cc6eac09e 100755 --- a/cognee-mcp/src/server.py +++ b/cognee-mcp/src/server.py @@ -42,23 +42,14 @@ mcp = FastMCP("Cognee") logger = get_logger() -cors_middleware = Middleware( - CORSMiddleware, - allow_origins=["*"], - allow_credentials=True, - allow_methods=["GET", "POST", "PUT", "DELETE", "OPTIONS"], - allow_headers=["*"], -) - - async def run_sse_with_cors(): """Custom SSE transport with CORS middleware.""" sse_app = mcp.sse_app() sse_app.add_middleware( CORSMiddleware, - allow_origins=["*"], + allow_origins=["http://localhost:3000"], allow_credentials=True, - allow_methods=["GET", "POST", "PUT", "DELETE", "OPTIONS"], + allow_methods=["GET"], allow_headers=["*"], ) @@ -77,9 +68,9 @@ async def run_http_with_cors(): http_app = mcp.streamable_http_app() http_app.add_middleware( CORSMiddleware, - allow_origins=["*"], + allow_origins=["http://localhost:3000"], allow_credentials=True, - allow_methods=["GET", "POST", "PUT", "DELETE", "OPTIONS"], + allow_methods=["GET"], allow_headers=["*"], ) diff --git a/cognee/cli/_cognee.py b/cognee/cli/_cognee.py index 7f2b06c89..b68e5c80f 100644 --- a/cognee/cli/_cognee.py +++ b/cognee/cli/_cognee.py @@ -220,7 +220,7 @@ def main() -> int: if server_process: fmt.success("UI server started successfully!") - fmt.echo("The interface is available at: http://localhost:3000") + fmt.echo(f"The interface is available at: http://localhost:{frontend_port}") if start_backend: fmt.echo(f"The API backend is available at: http://localhost:{backend_port}") if start_mcp: From db39a439759a341de39511a3fc3c958131cfa938 Mon Sep 17 00:00:00 2001 From: Igor Ilic <30923996+dexters1@users.noreply.github.com> Date: Mon, 29 Sep 2025 13:50:11 +0200 Subject: [PATCH 103/108] fix: Resolve schema migration for Neo4j (#1482) ## Description Fix Neo4j issue with migrating DB schema ## Type of Change - [x] Bug fix (non-breaking change that fixes an issue) - [ ] New feature (non-breaking change that adds functionality) - [ ] Breaking change (fix or feature that would cause existing functionality to change) - [ ] Documentation update - [ ] Code refactoring - [ ] Performance improvement - [ ] Other (please specify): ## Pre-submission Checklist - [x] **I have tested my changes thoroughly before submitting this PR** - [x] **This PR contains minimal changes necessary to address the issue/feature** - [x] My code follows the project's coding standards and style guidelines - [x] I have added tests that prove my fix is effective or that my feature works - [x] I have added necessary documentation (if applicable) - [x] All new and existing tests pass - [x] I have searched existing PRs to ensure this change hasn't been submitted already - [x] I have linked any relevant issues in the description - [x] My commits have clear and descriptive messages ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --- cognee/tasks/schema/ingest_database_schema.py | 12 ++++++------ cognee/tasks/schema/models.py | 11 +++++------ 2 files changed, 11 insertions(+), 12 deletions(-) diff --git a/cognee/tasks/schema/ingest_database_schema.py b/cognee/tasks/schema/ingest_database_schema.py index e3823701c..2b1644067 100644 --- a/cognee/tasks/schema/ingest_database_schema.py +++ b/cognee/tasks/schema/ingest_database_schema.py @@ -1,3 +1,4 @@ +import json from typing import List, Dict from uuid import uuid5, NAMESPACE_OID from cognee.infrastructure.engine.models.DataPoint import DataPoint @@ -79,10 +80,10 @@ async def ingest_database_schema( schema_table = SchemaTable( id=uuid5(NAMESPACE_OID, name=f"{table_name}"), name=table_name, - columns=details["columns"], + columns=json.dumps(details["columns"], default=str), primary_key=details.get("primary_key"), - foreign_keys=details.get("foreign_keys", []), - sample_rows=rows, + foreign_keys=json.dumps(details.get("foreign_keys", []), default=str), + sample_rows=json.dumps(rows, default=str), row_count_estimate=row_count_estimate, description=f"Relational database table with '{table_name}' with {len(details['columns'])} columns and approx. {row_count_estimate} rows." f"Here are the columns this table contains: {details['columns']}" @@ -119,9 +120,8 @@ async def ingest_database_schema( id=uuid5(NAMESPACE_OID, name=id_str), name=migration_config.migration_db_name, database_type=migration_config.migration_db_provider, - tables=tables, - sample_data=sample_data, - extraction_timestamp=datetime.now(timezone.utc), + tables=json.dumps(tables, default=str), + sample_data=json.dumps(sample_data, default=str), description=f"Database schema containing {len(schema_tables)} tables and {len(schema_relationships)} relationships. " f"The database type is {migration_config.migration_db_provider}." f"The database contains the following tables: {tables}", diff --git a/cognee/tasks/schema/models.py b/cognee/tasks/schema/models.py index 4b13f420b..54b217c48 100644 --- a/cognee/tasks/schema/models.py +++ b/cognee/tasks/schema/models.py @@ -8,9 +8,8 @@ class DatabaseSchema(DataPoint): name: str database_type: str # sqlite, postgres, etc. - tables: Dict[str, Dict] # Reuse existing schema format from SqlAlchemyAdapter - sample_data: Dict[str, List[Dict]] # Limited examples per table - extraction_timestamp: datetime + tables: str # Reuse existing schema format from SqlAlchemyAdapter + sample_data: str # Limited examples per table description: str metadata: dict = {"index_fields": ["description", "name"]} @@ -19,10 +18,10 @@ class SchemaTable(DataPoint): """Represents an individual table schema with relationships""" name: str - columns: List[Dict] # Column definitions with types + columns: str # Column definitions with types primary_key: Optional[str] - foreign_keys: List[Dict] # Foreign key relationships - sample_rows: List[Dict] # Max 3-5 example rows + foreign_keys: str # Foreign key relationships + sample_rows: str # Max 3-5 example rows row_count_estimate: Optional[int] # Actual table size description: str metadata: dict = {"index_fields": ["description", "name"]} From f2e216cdf75477a9aac3bb570ea06754cf69e7f8 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Mon, 29 Sep 2025 14:11:06 +0200 Subject: [PATCH 104/108] fix: Resolve issues with GPT5 models --- .../litellm_instructor/llm/openai/adapter.py | 9 ++------- 1 file changed, 2 insertions(+), 7 deletions(-) diff --git a/cognee/infrastructure/llm/structured_output_framework/litellm_instructor/llm/openai/adapter.py b/cognee/infrastructure/llm/structured_output_framework/litellm_instructor/llm/openai/adapter.py index bc8707011..8a0109d99 100644 --- a/cognee/infrastructure/llm/structured_output_framework/litellm_instructor/llm/openai/adapter.py +++ b/cognee/infrastructure/llm/structured_output_framework/litellm_instructor/llm/openai/adapter.py @@ -29,9 +29,6 @@ observe = get_observe() logger = get_logger() -# litellm to drop unsupported params, e.g., reasoning_effort when not supported by the model. -litellm.drop_params = True - class OpenAIAdapter(LLMInterface): """ @@ -76,8 +73,8 @@ class OpenAIAdapter(LLMInterface): fallback_api_key: str = None, fallback_endpoint: str = None, ): - self.aclient = instructor.from_litellm(litellm.acompletion) - self.client = instructor.from_litellm(litellm.completion) + self.aclient = instructor.from_litellm(litellm.acompletion, mode=instructor.Mode.JSON) + self.client = instructor.from_litellm(litellm.completion, mode=instructor.Mode.JSON) self.transcription_model = transcription_model self.model = model self.api_key = api_key @@ -135,7 +132,6 @@ class OpenAIAdapter(LLMInterface): api_version=self.api_version, response_model=response_model, max_retries=self.MAX_RETRIES, - reasoning_effort="minimal", ) except ( ContentFilterFinishReasonError, @@ -223,7 +219,6 @@ class OpenAIAdapter(LLMInterface): api_base=self.endpoint, api_version=self.api_version, response_model=response_model, - reasoning_effort="minimal", max_retries=self.MAX_RETRIES, ) From 4c8e3b8bb36e16bdbbaa95f831e6bca70a481fa2 Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Mon, 29 Sep 2025 14:40:41 +0200 Subject: [PATCH 105/108] refactor: Add docstring to update function --- cognee/api/v1/update/update.py | 54 ++++++++++++++++++++++++++++++++++ 1 file changed, 54 insertions(+) diff --git a/cognee/api/v1/update/update.py b/cognee/api/v1/update/update.py index 4de4333af..b4b1f5e5a 100644 --- a/cognee/api/v1/update/update.py +++ b/cognee/api/v1/update/update.py @@ -18,6 +18,60 @@ async def update( preferred_loaders: List[str] = None, incremental_loading: bool = True, ): + """ + Update existing data in Cognee. + + Supported Input Types: + - **Text strings**: Direct text content (str) - any string not starting with "/" or "file://" + - **File paths**: Local file paths as strings in these formats: + * Absolute paths: "/path/to/document.pdf" + * File URLs: "file:///path/to/document.pdf" or "file://relative/path.txt" + * S3 paths: "s3://bucket-name/path/to/file.pdf" + - **Binary file objects**: File handles/streams (BinaryIO) + - **Lists**: Multiple files or text strings in a single call + + Supported File Formats: + - Text files (.txt, .md, .csv) + - PDFs (.pdf) + - Images (.png, .jpg, .jpeg) - extracted via OCR/vision models + - Audio files (.mp3, .wav) - transcribed to text + - Code files (.py, .js, .ts, etc.) - parsed for structure and content + - Office documents (.docx, .pptx) + + Workflow: + 1. **Data Resolution**: Resolves file paths and validates accessibility + 2. **Content Extraction**: Extracts text content from various file formats + 3. **Dataset Storage**: Stores processed content in the specified dataset + 4. **Metadata Tracking**: Records file metadata, timestamps, and user permissions + 5. **Permission Assignment**: Grants user read/write/delete/share permissions on dataset + + Args: + data_id: UUID of existing data to update + data: The latest version of the data. Can be: + - Single text string: "Your text content here" + - Absolute file path: "/path/to/document.pdf" + - File URL: "file:///absolute/path/to/document.pdf" or "file://relative/path.txt" + - S3 path: "s3://my-bucket/documents/file.pdf" + - List of mixed types: ["text content", "/path/file.pdf", "file://doc.txt", file_handle] + - Binary file object: open("file.txt", "rb") + dataset_name: Name of the dataset to store data in. Defaults to "main_dataset". + Create separate datasets to organize different knowledge domains. + user: User object for authentication and permissions. Uses default user if None. + Default user: "default_user@example.com" (created automatically on first use). + Users can only access datasets they have permissions for. + node_set: Optional list of node identifiers for graph organization and access control. + Used for grouping related data points in the knowledge graph. + vector_db_config: Optional configuration for vector database (for custom setups). + graph_db_config: Optional configuration for graph database (for custom setups). + dataset_id: Optional specific dataset UUID to use instead of dataset_name. + + Returns: + PipelineRunInfo: Information about the ingestion pipeline execution including: + - Pipeline run ID for tracking + - Dataset ID where data was stored + - Processing status and any errors + - Execution timestamps and metadata + """ await delete( data_id=data_id, dataset_id=dataset_id, From 6bc5c6f162477bc8647656a38a9445645162380c Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Mon, 29 Sep 2025 17:06:01 +0200 Subject: [PATCH 106/108] refactor: Use latest JSON tool type for structured outputs --- .../litellm_instructor/llm/openai/adapter.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/cognee/infrastructure/llm/structured_output_framework/litellm_instructor/llm/openai/adapter.py b/cognee/infrastructure/llm/structured_output_framework/litellm_instructor/llm/openai/adapter.py index 8a0109d99..7ea9dedaa 100644 --- a/cognee/infrastructure/llm/structured_output_framework/litellm_instructor/llm/openai/adapter.py +++ b/cognee/infrastructure/llm/structured_output_framework/litellm_instructor/llm/openai/adapter.py @@ -73,8 +73,10 @@ class OpenAIAdapter(LLMInterface): fallback_api_key: str = None, fallback_endpoint: str = None, ): - self.aclient = instructor.from_litellm(litellm.acompletion, mode=instructor.Mode.JSON) - self.client = instructor.from_litellm(litellm.completion, mode=instructor.Mode.JSON) + self.aclient = instructor.from_litellm( + litellm.acompletion, mode=instructor.Mode.JSON_SCHEMA + ) + self.client = instructor.from_litellm(litellm.completion, mode=instructor.Mode.JSON_SCHEMA) self.transcription_model = transcription_model self.model = model self.api_key = api_key From 52c978faebe0db0110455115108cb4a5fd263d3d Mon Sep 17 00:00:00 2001 From: Igor Ilic <30923996+dexters1@users.noreply.github.com> Date: Mon, 29 Sep 2025 20:15:50 +0200 Subject: [PATCH 107/108] docs: Multi user authorization example (#1466) ## Description Add return value of creating role and tenant, add detailed permissions example to Cognee ## Type of Change - [ ] Bug fix (non-breaking change that fixes an issue) - [x] New feature (non-breaking change that adds functionality) - [ ] Breaking change (fix or feature that would cause existing functionality to change) - [ ] Documentation update - [ ] Code refactoring - [ ] Performance improvement - [ ] Other (please specify): ## Pre-submission Checklist - [x] **I have tested my changes thoroughly before submitting this PR** - [x] **This PR contains minimal changes necessary to address the issue/feature** - [x] My code follows the project's coding standards and style guidelines - [x] I have added tests that prove my fix is effective or that my feature works - [x] I have added necessary documentation (if applicable) - [x] All new and existing tests pass - [x] I have searched existing PRs to ensure this change hasn't been submitted already - [x] I have linked any relevant issues in the description - [x] My commits have clear and descriptive messages ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin. --------- Co-authored-by: Boris Co-authored-by: Hande <159312713+hande-k@users.noreply.github.com> Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com> --- .github/workflows/examples_tests.yml | 28 +++ .../routers/get_permissions_router.py | 12 +- .../users/roles/methods/create_role.py | 3 +- .../users/tenants/methods/create_tenant.py | 3 +- examples/python/permissions_example.py | 188 ++++++++++++++++++ 5 files changed, 228 insertions(+), 6 deletions(-) create mode 100644 examples/python/permissions_example.py diff --git a/.github/workflows/examples_tests.yml b/.github/workflows/examples_tests.yml index f4167a57a..4eb9e184f 100644 --- a/.github/workflows/examples_tests.yml +++ b/.github/workflows/examples_tests.yml @@ -1,5 +1,8 @@ name: Reusable Examples Tests +permissions: + contents: read + on: workflow_call: @@ -131,3 +134,28 @@ jobs: EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }} EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }} run: uv run python ./examples/python/memify_coding_agent_example.py + + test-permissions-example: + name: Run Permissions Example + runs-on: ubuntu-22.04 + steps: + - name: Check out repository + uses: actions/checkout@v4 + + - name: Cognee Setup + uses: ./.github/actions/cognee_setup + with: + python-version: '3.11.x' + + - name: Run Memify Tests + env: + OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + LLM_MODEL: ${{ secrets.LLM_MODEL }} + LLM_ENDPOINT: ${{ secrets.LLM_ENDPOINT }} + LLM_API_KEY: ${{ secrets.LLM_API_KEY }} + LLM_API_VERSION: ${{ secrets.LLM_API_VERSION }} + EMBEDDING_MODEL: ${{ secrets.EMBEDDING_MODEL }} + EMBEDDING_ENDPOINT: ${{ secrets.EMBEDDING_ENDPOINT }} + EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }} + EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }} + run: uv run python ./examples/python/permissions_example.py diff --git a/cognee/api/v1/permissions/routers/get_permissions_router.py b/cognee/api/v1/permissions/routers/get_permissions_router.py index 89603ac46..637293268 100644 --- a/cognee/api/v1/permissions/routers/get_permissions_router.py +++ b/cognee/api/v1/permissions/routers/get_permissions_router.py @@ -94,9 +94,11 @@ def get_permissions_router() -> APIRouter: from cognee.modules.users.roles.methods import create_role as create_role_method - await create_role_method(role_name=role_name, owner_id=user.id) + role_id = await create_role_method(role_name=role_name, owner_id=user.id) - return JSONResponse(status_code=200, content={"message": "Role created for tenant"}) + return JSONResponse( + status_code=200, content={"message": "Role created for tenant", "role_id": str(role_id)} + ) @permissions_router.post("/users/{user_id}/roles") async def add_user_to_role( @@ -212,8 +214,10 @@ def get_permissions_router() -> APIRouter: from cognee.modules.users.tenants.methods import create_tenant as create_tenant_method - await create_tenant_method(tenant_name=tenant_name, user_id=user.id) + tenant_id = await create_tenant_method(tenant_name=tenant_name, user_id=user.id) - return JSONResponse(status_code=200, content={"message": "Tenant created."}) + return JSONResponse( + status_code=200, content={"message": "Tenant created.", "tenant_id": str(tenant_id)} + ) return permissions_router diff --git a/cognee/modules/users/roles/methods/create_role.py b/cognee/modules/users/roles/methods/create_role.py index bdba4ad31..a57f000fe 100644 --- a/cognee/modules/users/roles/methods/create_role.py +++ b/cognee/modules/users/roles/methods/create_role.py @@ -15,7 +15,7 @@ from cognee.modules.users.models import ( async def create_role( role_name: str, owner_id: UUID, -): +) -> UUID: """ Create a new role with the given name, if the request owner with the given id has the necessary permission. @@ -45,3 +45,4 @@ async def create_role( await session.commit() await session.refresh(role) + return role.id diff --git a/cognee/modules/users/tenants/methods/create_tenant.py b/cognee/modules/users/tenants/methods/create_tenant.py index bd8abadd1..09dfc8855 100644 --- a/cognee/modules/users/tenants/methods/create_tenant.py +++ b/cognee/modules/users/tenants/methods/create_tenant.py @@ -7,7 +7,7 @@ from cognee.modules.users.models import Tenant from cognee.modules.users.methods import get_user -async def create_tenant(tenant_name: str, user_id: UUID): +async def create_tenant(tenant_name: str, user_id: UUID) -> UUID: """ Create a new tenant with the given name, for the user with the given id. This user is the owner of the tenant. @@ -34,5 +34,6 @@ async def create_tenant(tenant_name: str, user_id: UUID): user.tenant_id = tenant.id await session.merge(user) await session.commit() + return tenant.id except IntegrityError: raise EntityAlreadyExistsError(message="Tenant already exists.") diff --git a/examples/python/permissions_example.py b/examples/python/permissions_example.py new file mode 100644 index 000000000..4f51b660f --- /dev/null +++ b/examples/python/permissions_example.py @@ -0,0 +1,188 @@ +import os +import cognee +import pathlib + +from cognee.modules.users.exceptions import PermissionDeniedError +from cognee.shared.logging_utils import get_logger +from cognee.modules.search.types import SearchType +from cognee.modules.users.methods import create_user +from cognee.modules.users.permissions.methods import authorized_give_permission_on_datasets +from cognee.modules.users.roles.methods import add_user_to_role +from cognee.modules.users.roles.methods import create_role +from cognee.modules.users.tenants.methods import create_tenant +from cognee.modules.users.tenants.methods import add_user_to_tenant +from cognee.modules.engine.operations.setup import setup +from cognee.shared.logging_utils import setup_logging, CRITICAL + +logger = get_logger() + + +async def main(): + # ENABLE PERMISSIONS FEATURE + # Note: When ENABLE_BACKEND_ACCESS_CONTROL is enabled vector provider is automatically set to use LanceDB + # and graph provider is set to use Kuzu. + os.environ["ENABLE_BACKEND_ACCESS_CONTROL"] = "True" + + # Set the rest of your environment variables as needed. By default OpenAI is used as the LLM provider + # Reference the .env.tempalte file for available option and how to change LLM provider: https://github.com/topoteretes/cognee/blob/main/.env.template + # For example to set your OpenAI LLM API key use: + # os.environ["LLM_API_KEY""] = "your-api-key" + + # Create a clean slate for cognee -- reset data and system state + print("Resetting cognee data...") + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + print("Data reset complete.\n") + + # Set up the necessary databases and tables for user management. + await setup() + + # NOTE: When a document is added in Cognee with permissions enabled only the owner of the document has permissions + # to work with the document initially. + # Add document for user_1, add it under dataset name AI + explanation_file_path = os.path.join( + pathlib.Path(__file__).parent, "../data/artificial_intelligence.pdf" + ) + + print("Creating user_1: user_1@example.com") + user_1 = await create_user("user_1@example.com", "example") + await cognee.add([explanation_file_path], dataset_name="AI", user=user_1) + + # Add document for user_2, add it under dataset name QUANTUM + text = """A quantum computer is a computer that takes advantage of quantum mechanical phenomena. + At small scales, physical matter exhibits properties of both particles and waves, and quantum computing leverages + this behavior, specifically quantum superposition and entanglement, using specialized hardware that supports the + preparation and manipulation of quantum states. + """ + print("\nCreating user_2: user_2@example.com") + user_2 = await create_user("user_2@example.com", "example") + await cognee.add([text], dataset_name="QUANTUM", user=user_2) + + # Run cognify for both datasets as the appropriate user/owner + print("\nCreating different datasets for user_1 (AI dataset) and user_2 (QUANTUM dataset)") + ai_cognify_result = await cognee.cognify(["AI"], user=user_1) + quantum_cognify_result = await cognee.cognify(["QUANTUM"], user=user_2) + + # Extract dataset_ids from cognify results + def extract_dataset_id_from_cognify(cognify_result): + """Extract dataset_id from cognify output dictionary""" + for dataset_id, pipeline_result in cognify_result.items(): + return dataset_id # Return the first dataset_id + return None + + # Get dataset IDs from cognify results + # Note: When we want to work with datasets from other users (search, add, cognify and etc.) we must supply dataset + # information through dataset_id using dataset name only looks for datasets owned by current user + ai_dataset_id = extract_dataset_id_from_cognify(ai_cognify_result) + quantum_dataset_id = extract_dataset_id_from_cognify(quantum_cognify_result) + + # We can see here that user_1 can read his own dataset (AI dataset) + search_results = await cognee.search( + query_type=SearchType.GRAPH_COMPLETION, + query_text="What is in the document?", + user=user_1, + datasets=[ai_dataset_id], + ) + print("\nSearch results as user_1 on dataset owned by user_1:") + for result in search_results: + print(f"{result}\n") + + # But user_1 cant read the dataset owned by user_2 (QUANTUM dataset) + print("\nSearch result as user_1 on the dataset owned by user_2:") + try: + search_results = await cognee.search( + query_type=SearchType.GRAPH_COMPLETION, + query_text="What is in the document?", + user=user_1, + datasets=[quantum_dataset_id], + ) + except PermissionDeniedError: + print(f"User: {user_1} does not have permission to read from dataset: QUANTUM") + + # user_1 currently also can't add a document to user_2's dataset (QUANTUM dataset) + print("\nAttempting to add new data as user_1 to dataset owned by user_2:") + try: + await cognee.add( + [explanation_file_path], + dataset_id=quantum_dataset_id, + user=user_1, + ) + except PermissionDeniedError: + print(f"User: {user_1} does not have permission to write to dataset: QUANTUM") + + # We've shown that user_1 can't interact with the dataset from user_2 + # Now have user_2 give proper permission to user_1 to read QUANTUM dataset + # Note: supported permission types are "read", "write", "delete" and "share" + print( + "\nOperation started as user_2 to give read permission to user_1 for the dataset owned by user_2" + ) + await authorized_give_permission_on_datasets( + user_1.id, + [quantum_dataset_id], + "read", + user_2.id, + ) + + # Now user_1 can read from quantum dataset after proper permissions have been assigned by the QUANTUM dataset owner. + print("\nSearch result as user_1 on the dataset owned by user_2:") + search_results = await cognee.search( + query_type=SearchType.GRAPH_COMPLETION, + query_text="What is in the document?", + user=user_1, + dataset_ids=[quantum_dataset_id], + ) + for result in search_results: + print(f"{result}\n") + + # If we'd like for user_1 to add new documents to the QUANTUM dataset owned by user_2, user_1 would have to get + # "write" access permission, which user_1 currently does not have + + # Users can also be added to Roles and Tenants and then permission can be assigned on a Role/Tenant level as well + # To create a Role a user first must be an owner of a Tenant + print("User 2 is creating CogneeLab tenant/organization") + tenant_id = await create_tenant("CogneeLab", user_2.id) + + print("\nUser 2 is creating Researcher role") + role_id = await create_role(role_name="Researcher", owner_id=user_2.id) + + print("\nCreating user_3: user_3@example.com") + user_3 = await create_user("user_3@example.com", "example") + + # To add a user to a role he must be part of the same tenant/organization + print("\nOperation started as user_2 to add user_3 to CogneeLab tenant/organization") + await add_user_to_tenant(user_id=user_3.id, tenant_id=tenant_id, owner_id=user_2.id) + + print( + "\nOperation started by user_2, as tenant owner, to add user_3 to Researcher role inside the tenant/organization" + ) + await add_user_to_role(user_id=user_3.id, role_id=role_id, owner_id=user_2.id) + + print( + "\nOperation started as user_2 to give read permission to Researcher role for the dataset owned by user_2" + ) + await authorized_give_permission_on_datasets( + role_id, + [quantum_dataset_id], + "read", + user_2.id, + ) + + # Now user_3 can read from QUANTUM dataset as part of the Researcher role after proper permissions have been assigned by the QUANTUM dataset owner, user_2. + print("\nSearch result as user_3 on the dataset owned by user_2:") + search_results = await cognee.search( + query_type=SearchType.GRAPH_COMPLETION, + query_text="What is in the document?", + user=user_1, + dataset_ids=[quantum_dataset_id], + ) + for result in search_results: + print(f"{result}\n") + + # Note: All of these function calls and permission system is available through our backend endpoints as well + + +if __name__ == "__main__": + import asyncio + + logger = setup_logging(log_level=CRITICAL) + asyncio.run(main()) From e333a860ba4743835bd98dea351126ae802349fe Mon Sep 17 00:00:00 2001 From: Igor Ilic Date: Mon, 29 Sep 2025 20:42:25 +0200 Subject: [PATCH 108/108] refactor: Add documentation for update endpoint --- .../v1/update/routers/get_update_router.py | 29 +++++++++++++++++++ 1 file changed, 29 insertions(+) diff --git a/cognee/api/v1/update/routers/get_update_router.py b/cognee/api/v1/update/routers/get_update_router.py index 16acdf29c..144bdd9e6 100644 --- a/cognee/api/v1/update/routers/get_update_router.py +++ b/cognee/api/v1/update/routers/get_update_router.py @@ -27,6 +27,35 @@ def get_update_router() -> APIRouter: node_set: Optional[List[str]] = Form(default=[""], example=[""]), user: User = Depends(get_authenticated_user), ): + """ + Update data in a dataset. + + This endpoint updates existing documents in a specified dataset by providing the data_id of the existing document + to update and the new document with the changes as the data. + The document is updated, analyzed, and the changes are integrated into the knowledge graph. + + ## Request Parameters + - **data_id** (UUID): UUID of the document to update in Cognee memory + - **data** (List[UploadFile]): List of files to upload. + - **datasetId** (Optional[UUID]): UUID of an already existing dataset + - **node_set** Optional[list[str]]: List of node identifiers for graph organization and access control. + Used for grouping related data points in the knowledge graph. + + ## Response + Returns information about the add operation containing: + - Status of the operation + - Details about the processed data + - Any relevant metadata from the ingestion process + + ## Error Codes + - **400 Bad Request**: Neither datasetId nor datasetName provided + - **409 Conflict**: Error during add operation + - **403 Forbidden**: User doesn't have permission to add to dataset + + ## Notes + - To add data to datasets not owned by the user, use dataset_id (when ENABLE_BACKEND_ACCESS_CONTROL is set to True) + - datasetId value can only be the UUID of an already existing dataset + """ send_telemetry( "Update API Endpoint Invoked", user.id,