<!-- .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.
<!-- .github/pull_request_template.md -->
## Description
This PR adds support for the Memgraph graph database following the
[graph database integration
guide](https://docs.cognee.ai/contributing/adding-providers/graph-db/graph-database-integration):
- Implemented `MemgraphAdapter` for interfacing with Memgraph.
- Updated `get_graph_engine.py` to return MemgraphAdapter when
appropriate.
- Added a test script:` test_memgraph.py.`
- Created a dedicated test workflow:
`.github/workflows/test_memgraph.yml.`
## 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: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
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.
<!-- .github/pull_request_template.md -->
## Description
Add log handling options for cognee exceptions
## 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
Switch typing from str to UUID for NetworkX node_id
## 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
<!-- 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.
---------
Co-authored-by: Boris <boris@topoteretes.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
- db_engine was not dynamically gathered, with this a change in system
directory will be handled correctly
- Added top_k to all search types
- Reduced delete test threshold
- Updated MCP version and info
## 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 <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.
---------
Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
Co-authored-by: Boris <boris@topoteretes.com>
Co-authored-by: Boris Arzentar <borisarzentar@gmail.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.
---------
Co-authored-by: Daniel Molnar <soobrosa@gmail.com>
<!-- .github/pull_request_template.md -->
## Description
Resolve issue noticed by [RyabykinIlya](https://github.com/RyabykinIlya)
where too many HuggingFace requests have been sent due to the embedding
engine not working as a singleton per config
## 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.
---------
Signed-off-by: Ryabykin Ilya <ryabykinia@sibur.ru>
Co-authored-by: greshish <ryabykinia@yandex.ru>
Co-authored-by: Ryabykin Ilya <ryabykinia@sibur.ru>
<!-- .github/pull_request_template.md -->
## Description
Delete by document.
## 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
Adds S3 support
## 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
Allow embedding of big strings to support full row embedding in SQL
databases
## 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
<!-- 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.
---------
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
Add relational db migration action
## 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
Resolve issues with duplicate chunks for PGVector
## 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
- Fix Ollama endpoint issue
- Fix COMPLETION and GRAPH COMPLETION MCP use
## 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
<!-- 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.
<!-- .github/pull_request_template.md -->
## Description
Add ability to migrate relational database to graph database
## 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
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
<!-- 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
…ollection handling its not an error
<!-- .github/pull_request_template.md -->
## Description
Deletes error logging from ChromaDB adapter
## 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
- **Refactor**
- Updated internal error handling to ensure more consistent responses
during unforeseen issues. This change streamlines the system’s approach
to managing errors, reducing unnecessary internal error logs while
maintaining reliable operations and a stable user experience. These
refinements contribute to improved system stability and efficient error
management. Internal operations are now better optimized to handle
unexpected scenarios gracefully.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .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
<!-- 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
- **New Features**
- Improved backend data organization with automatic categorization of
stored items for enhanced search and retrieval.
- Launched a product recommendation system that analyzes customer data
and preferences to suggest top products.
- Introduced a sample dataset showcasing customer profiles, preferences,
and product interactions for demonstration purposes.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
Fix PostgreSQL database connection problems
## 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
- **Refactor**
- Improved the system’s database connection process to enhance
compatibility across multiple relational databases. The application now
dynamically selects the optimal connection method—reusing established
connections when possible—to ensure improved stability and performance
without affecting the public interface.
- Streamlined the creation of the embedding engine by removing it as a
parameter and generating it internally.
- Removed dependency on the embedding engine in the vector engine
retrieval process.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
Fixes search dynamic collection mapping in graph completion search
## 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
- **Refactor**
- Adjusted graph processing to remove extraneous notifications when
expected data elements are absent.
- Updated query processing to ensure a more consistent selection of
related data types.
- Streamlined database error handling by aligning exception management
with standard practices.
<!-- 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
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**
- 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
<!-- 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
- **New Features**
- Enhanced graph analytics now offer detailed metrics—including shortest
path lengths, diameter, and clustering coefficients—to provide deeper
insights.
- Added new functions for creating connected test graphs and validating
metrics against predefined ground truth values.
- Introduced a new JSON file containing metrics for connected and
disconnected graph structures.
- **Improvements**
- Updated how graphs are projected to consistently use undirected
representations, ensuring more accurate and reliable metric
calculations.
- Streamlined metric consistency checks across different graph
processing methods for robust, reliable results.
- Simplified testing logic by consolidating metric assertions into a
single function call.
- **Chores**
- Removed unnecessary secret variables from the workflow configuration,
potentially affecting access to certain resources.
- Updated secret management to include the new `OPENAI_API_KEY`.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
This PR contains the ollama specific llm adapter together with the
embedding engine.
Tested with the following models:
`LLM_API_KEY="ollama"
llm_model = "llama3.1:8b"
LLM_PROVIDER = "ollama"
llm_endpoint = "http://localhost:11434/v1"
EMBEDDING_PROVIDER="ollama"
EMBEDDING_MODEL="avr/sfr-embedding-mistral:latest"
EMBEDDING_ENDPOINT="http://localhost:11434/api/embeddings"
EMBEDDING_DIMENSIONS=4096
HUGGINGFACE_TOKENIZER="Salesforce/SFR-Embedding-Mistral"`
## 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 new embedding option that leverages an external provider
for asynchronous text processing.
- Added enhanced language model integration using a dedicated adapter to
improve interaction quality.
- **Enhancements**
- Expanded configuration settings to include a new tokenizer option.
- Updated provider selection logic to incorporate the additional
embedding and language model features.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Co-authored-by: vasilije <vas.markovic@gmail.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
- **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
<!-- 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
- New Features
- Introduced version tracking and enhanced metadata in core data models
for improved data consistency.
- Bug Fixes
- Improved error handling during graph data loading to prevent
disruptions from unexpected identifier formats.
- Refactor
- Centralized identifier parsing and streamlined model definitions,
ensuring smoother and more consistent operations across search,
retrieval, and indexing workflows.
<!-- 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
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**
• 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 -->
…nnected graph
<!-- .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
- Bug Fixes
- Enhanced reliability of graph metric calculations to gracefully handle
unexpected inputs, ensuring smoother and uninterrupted graph analysis
for end-users.
<!-- 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
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 graph management capabilities allow users to verify graph
existence, project complete graphs, and remove graphs, delivering more
comprehensive graph insights.
- **Refactor**
- Adjusted default task behavior for streamlined performance.
- Updated timestamp handling to ensure accurate and consistent record
tracking.
<!-- 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
Add test of embedding and LLM model at beginning of cognee use
Fix issue with relational database async use
Refactor handling of cache mechanism for all databases so changes in
config can be reflected in get functions
## 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 connection testing for language and embedding services at
startup, ensuring improved reliability during data addition.
- **Refactor**
- Streamlined engine initialization across multiple database systems to
enhance performance and clarity.
- Improved parameter handling and caching strategies for faster, more
consistent operations.
- Updated record identifiers for more robust and unique data storage.
<!-- 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>
<!-- .github/pull_request_template.md -->
## Description
Add re-raising of errors in general exception handling
## 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
- **Bug Fixes & Stability Improvements**
- Enhanced error handling throughout the system, ensuring issues during
operations like server startup, data processing, and graph management
are properly logged and reported.
- **Refactor**
- Standardized logging practices replace basic output statements,
improving traceability and providing better insights for
troubleshooting.
- **New Features**
- Updated search functionality now returns only unique results,
enhancing data consistency and the overall user experience.
<!-- 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>
<!-- .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
- **New Features**
- Enabled an option to retrieve more detailed metrics, providing
comprehensive analytics for graph and descriptive data.
- **Refactor**
- Standardized the way metrics are obtained across components for
consistent behavior and improved data accuracy.
- **Chore**
- Made internal enhancements to support optional detailed metric
calculations, streamlining system performance and ensuring future
scalability.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
Dummy implementation of graph metrics to demonstrate how the interface
will look like
<!-- .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
- **New Features**
- Introduced asynchronous functionality for retrieving comprehensive
graph metrics, including counts and connectivity details, across
different systems.
- **Refactor**
- Streamlined metrics processing and storage by shifting to direct
retrieval from the graph engine.
- Updated naming conventions for the `GraphMetrics` database table and
reorganized module imports to enhance internal consistency.
- **Chores**
- Removed dataset deletion functionalities while introducing the ability
to store descriptive metrics.
<!-- 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
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>
* feat: adds some unit tests for get_graph_from_model
* feat: updates neo4j add_edges cypher and deletes shallow get_graph_from_model
* fix: fixing merge conflict false resolve
* chore: deletes old only_root unit test
