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## Description
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
<!-- .github/pull_request_template.md -->
## Description
Added tools to check current cognify and codify status
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
Update LanceDB and rewrite data points to run async
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
---------
Co-authored-by: Boris <boris@topoteretes.com>
Co-authored-by: Boris Arzentar <borisarzentar@gmail.com>
<!-- .github/pull_request_template.md -->
## Description
refactor: Handle boto3 s3fs dependencies better
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
Fix issue with failing versions gh actions
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
<!-- .github/pull_request_template.md -->
## Description
Add support for UV and for Poetry package management
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
---------
Co-authored-by: Boris Arzentar <borisarzentar@gmail.com>
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
Adds S3 support
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
---------
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin
---------
Co-authored-by: Daniel Molnar <soobrosa@gmail.com>
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
Co-authored-by: Igor Ilic <igorilic03@gmail.com>
<!-- .github/pull_request_template.md -->
## Description
- Redirect all Cognee output to stderr for MCP ( as stdout is used to
communicate between MCP Client and server )
- Add test for CODE search type
- Resolve missing optional GUI dependency
## 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.
<!-- .github/pull_request_template.md -->
## Description
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
- Fixes MCP server communication issue by switching to sys.stderr ( as
is default for python loggin )
- Adds needed api optional dependency for fastapi users
- Removes lock file as a new one will need to be made after new Cognee
release with api optional dependency
- Adds log file location to MCP tool call answer
## 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
<!-- .github/pull_request_template.md -->
## Description
Introducing scructlog.
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin
<!-- .github/pull_request_template.md -->
## Description
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin
<!-- .github/pull_request_template.md -->
## Description
Let's scope it out.
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Introduced support for the Kuzu graph database provider, enhancing
graph operations and data management capabilities.
- Added a comprehensive adapter for Kuzu, facilitating various graph
database operations.
- Expanded the enumeration of graph database types to include Kuzu.
- **Tests**
- Launched comprehensive asynchronous tests to validate the new Kuzu
graph integration’s performance and reliability.
- **Chores**
- Updated dependency settings and continuous integration workflows to
include the Kuzu provider, ensuring smoother deployments and improved
system quality.
- Enhanced configuration documentation to clarify Kuzu database
requirements.
- Modified Dockerfile to include Kuzu in the installation extras.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
# Add Support for ChromaDB
## Summary
This PR adds support for ChromaDB as a vector database option in the
Cognee application. ChromaDB is a modern, open-source embedding database
designed for AI applications.
## Changes
- Created a new ChromaDBAdapter implementation for vector database
operations
- Added comprehensive test suite for ChromaDB functionality
- Updated docker-compose.yml to include ChromaDB service
- Modified environment configuration to support ChromaDB settings
- Updated vector engine creation logic to support ChromaDB as an option
## Technical Details
- Implemented `ChromaDBAdapter.py` (347 lines) with full CRUD operations
for vector data
- Created test suite (`test_chromadb.py`) with 171 lines of test
coverage
- Updated vector engine creation process to dynamically select ChromaDB
when configured
- Modified settings router to accommodate new database option
- Updated environment template with ChromaDB configuration options
## Docker Changes
- Added ChromaDB service to docker-compose.yml with appropriate
configuration
This PR enhances Cognee's flexibility by providing an alternative vector
database option, allowing users to choose the most appropriate database
for their specific use case.
## 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
Tested with UI + tests.
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Expanded vector database integration by adding support for Chromadb,
enabling enhanced data management and search functionalities.
- **Tests**
- Added automated tests to validate the Chromadb integration and related
operations.
- **Chores**
- Updated configuration guidance and dependency management to include
Chromadb.
- Provided an optional container deployment template for Chromadb.
- Added a new entry to ignore the `.chromadb_data/` directory in version
control.
- Introduced a new GitHub Actions workflow for testing Chromadb
integration.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
This PR contains the ontology feature integrated into cognify
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Enhanced ontology management with the introduction of the
`OntologyResolver` class for improved data handling and querying.
- Expanded ontology framework now provides enriched coverage of
technology and automotive domains, including new entities and
relationships.
- Updated entity models now include a validation flag to support
improved data integrity.
- Added support for specifying an ontology file path in relevant
functions to enhance flexibility.
- **Refactor**
- Streamlined integration of ontology processing across data extraction
and workflow routines.
- **Chores**
- Updated project dependencies to include `owlready2` for advanced
ontology functionality.
- **Tests**
- Introduced a new test suite for the `OntologyResolver` class to
validate its functionality under various conditions.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **Chores**
- Refined dependency version specifications to allow smoother minor
updates while enhancing compatibility.
- Introduced conditional configurations for improved
environment-specific stability.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
Co-authored-by: Boris <boris@topoteretes.com>
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **Chores**
- Adjusted a dependency version range for improved compatibility with
newer releases.
- Enhanced dependency management workflow by integrating Poetry and
adding a commit step for tracking changes.
- Updated Python version in the workflow to 3.12 and improved repository
checkout steps.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: vasilije <vas.markovic@gmail.com>
Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **Chores**
- Enhanced deployment and build processes to improve system reliability
and simplify dependency management.
- **New Features**
- Added a new dependency (`uv>=0.6.3`) to support enhanced
functionality.
- Updated extra dependencies for `codegraph` to include the
`transformers` library.
- Improved logging on server startup for clearer operational feedback.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **Chores**
- Removed an outdated internal tracking reference to streamline
maintenance.
- Upgraded a key dependency to its latest stable release, delivering
enhanced performance and reliability for a smoother user experience.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
Add ollama optional dependency
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **Chores**
- Updated the project’s dependency configuration to include an
additional optional package for enhanced transformation functionality.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Automatically creates a blank graph when a file isn’t found, ensuring
smoother operations.
- Updated demonstration notebooks with dynamic configurations, including
refined search operations and input prompts.
- Introduced optional support for additional graph functionalities via
an integrated dependency.
- **Refactor**
- Streamlined processing by eliminating duplicate steps and simplifying
graph rendering workflows.
- **Chores**
- Updated environment configurations and upgraded the Python runtime for
improved performance and consistency.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
Add a simple GUI to add documents to Cognee and use GRAPH_COMPLETION
search to get answers
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Introduced an interactive file search interface with intuitive
controls. Users can easily upload files, enter search terms, and view
results in a unified display with clear notifications during processing.
- **Chores**
- Updated project dependencies to include `pyside6` and `qasync` for
enhanced GUI functionality.
- Refined background query processing to improve the accuracy and
relevance of search outcomes.
- Improved code readability with formatting enhancements in the search
function.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Enhanced code search and dependency analysis for improved accuracy.
- Introduced a new high-performance text embedding option.
- Added an additional execution entry point for code graph processing.
- New optional parameters for flexible property selection in retrieval
functions.
- Introduced new classes for handling import statements, function
definitions, and class definitions.
- Updated embedding engine selection based on configuration options.
- **Bug Fixes**
- Improved error handling in search operations and database queries for
a more stable user experience.
- Enhanced error logging for source code parsing.
- **Refactor**
- Streamlined asynchronous processing and refactored internal dependency
extraction.
- Updated configuration and integration settings to enhance overall
reliability.
- Restructured functions for simplified dependency handling.
- **Chores**
- Upgraded and reorganized dependency management with optional libraries
for extended functionality.
- Added new secret parameters for embedding configuration in workflow
settings.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: vasilije <vas.markovic@gmail.com>
<!-- .github/pull_request_template.md -->
## Description
- Enable custom tasks in corpus building
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Introduced a configurable option to specify the task retrieval
strategy during corpus building.
- Enhanced the workflow with integrated task fetching, featuring a
default retrieval mechanism.
- Updated evaluation configuration to support customizable task
selection for more flexible operations.
- Added a new abstract base class for defining various task retrieval
strategies.
- Introduced a new enumeration to map task getter types to their
corresponding classes.
- **Dependencies**
- Added a new dependency for downloading files from Google Drive.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
This PR contains the evaluation framework development for cognee
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Expanded evaluation framework now integrates asynchronous corpus
building, question answering, and performance evaluation with adaptive
benchmarks for improved metrics (correctness, exact match, and F1
score).
- **Infrastructure**
- Added database integration for persistent storage of questions,
answers, and metrics.
- Launched an interactive metrics dashboard featuring advanced
visualizations.
- Introduced an automated testing workflow for continuous quality
assurance.
- **Documentation**
- Updated guidelines for generating concise, clear answers.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
• Graph visualizations now allow exporting to a user-specified file path
for more flexible output management.
• The text embedding process has been enhanced with an additional
tokenizer option for improved performance.
• A new `ExtendableDataPoint` class has been introduced for future
extensions.
• New JSON files for companies and individuals have been added to
facilitate testing and data processing.
- **Improvements**
• Search functionality now uses updated identifiers for more reliable
content retrieval.
• Metadata handling has been streamlined across various classes by
removing unnecessary type specifications.
• Enhanced serialization of properties in the Neo4j adapter for improved
handling of complex structures.
• The setup process for databases has been improved with a new
asynchronous setup function.
- **Chores**
• Dependency and configuration updates improve overall stability and
performance.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
PR to test Gemini PR from holchan
1. Add Gemini LLM and Gemini Embedding support
2. Fix CodeGraph issue with chunks being bigger than maximum token value
3. Add Tokenizer adapters to CodeGraph
## 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Added support for the Gemini LLM provider.
- Expanded LLM configuration options.
- Introduced a new GitHub Actions workflow for multimetric QA
evaluation.
- Added new environment variables for LLM and embedding configurations
across various workflows.
- **Bug Fixes**
- Improved error handling in various components.
- Updated tokenization and embedding processes.
- Removed warning related to missing `dict` method in data items.
- **Refactor**
- Simplified token extraction and decoding methods.
- Updated tokenizer interfaces.
- Removed deprecated dependencies.
- Enhanced retry logic and error handling in embedding processes.
- **Documentation**
- Updated configuration comments and settings.
- **Chores**
- Updated GitHub Actions workflows to accommodate new secrets and
environment variables.
- Modified evaluation parameters.
- Adjusted dependency management for optional libraries.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: holchan <61059652+holchan@users.noreply.github.com>
Co-authored-by: Boris <boris@topoteretes.com>
