output format is same as the othere adpaters get_filtered_graph_data.
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## Description
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## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
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Only minimal changes are made in the file for adapter for kuzu database.
## Testing
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## Pre-submission Checklist
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## Related Issues
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#issue_number" -->
#1436
## Additional Notes
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## 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: hajdul88 <52442977+hajdul88@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
The async LLM client fails with non-reasoning models like gpt-4o with
the error: `Completion error: litellm.BadRequestError: OpenAIException -
Unrecognized request argument supplied: reasoning_effort`.
This PR add a sets the `drop_params` config to True to drop all
unsupported model configs instead of catching with a try-except block.
Additionally, the `reasoning_effort` wasn't being set for the sync
client. It adds the parameter for both async & sync for consistency.
## Type of Change
<!-- Please check the relevant option -->
- [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):
## Changes Made
- Set `litellm.drop_params=True` to auto-drop unsupported parameters
- Changed `reasoning_effort` from `extra_body` to a direct parameter
- Add `reasoning_effort` to the sync client
- Removed redundant retry for `reasoning_effort`
## Testing
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## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
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- [ ] **I have tested my changes thoroughly before submitting this PR**
- [ ] **This PR contains minimal changes necessary to address the
issue/feature**
- [ ] My code follows the project's coding standards and style
guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages
## Related Issues
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#issue_number" -->
## Additional Notes
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## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
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## Description
Added auto tagging so that core team PRs always get the same lable
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## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [x ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Changes Made
<!-- List the specific changes made in this PR -->
-
-
-
## Testing
<!-- Describe how you tested your changes -->
## Screenshots/Videos (if applicable)
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## Pre-submission Checklist
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- [ ] **I have tested my changes thoroughly before submitting this PR**
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issue/feature**
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guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
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## Additional Notes
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## Description
Refactor BAML and LLMGateway to reduce code duplication and allow
dynamic response model generation for BAML
## 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.
- Set litellm.drop_params=True to auto-drop unsupported parameters
- Changed reasoning_effort from extra_body to direct parameter
- Added reasoning_effort to both async and sync methods
- Removed redundant retry logic for unsupported parameters
- Ensures compatibility with models that don't support reasoning_effort
This fixes errors when using models that don't support the reasoning_effort
parameter while maintaining the optimization for models that do support it.
<!-- .github/pull_request_template.md -->
## Description
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this PR.
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process and reasoning.
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I Implemented Lexical Chunk Retriever In the LexicalRetriever class is
Inherite the BaseRetriever and The DocumentChunk are lazy loaded when
first time query is made because it save time during object
initialization
and the function get_context and the get_completion are Implemented same
as the ChunksRetriever the only diffrence is that the DocumentChunk are
converted to match the output type of the ChunksRetriever using function
get_own_properties in the utils.
## Type of Change
<!-- Please check the relevant option -->
- [-] 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):
## Changes Made
<!-- List the specific changes made in this PR -->
- Added LexicalRetriever base class with customizable tokenizer & scorer
- Implemented caching of DocumentChunk tokens and payloads
- Added robust initialization with error handling and logging -
Implemented get_context with top_k ranking and optional scores
- Implemented get_completion consistent with BaseRetriever interface
- Added JaccardChunksRetriever demo using set/multiset Jaccard
similarity
- Support for stopwords and multiset frequency-aware similarity -
Integrated logging for initialization, scoring, and retrieval
## Testing
- Manual tests: initialized retriever, retrieved chunks with toy corpus
- Edge cases: empty corpus, empty query, scorer/tokenizer errors
- Verified Jaccard similarity results for single/multiset cases
- Code formatted and linted
## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
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- [-] **I have tested my changes thoroughly before submitting this PR**
- [-] **This PR contains minimal changes necessary to address the
issue/feature**
- [-] My code follows the project's coding standards and style
guidelines
- [-] I have added tests that prove my fix is effective or that my
feature works
- [-] I have added necessary documentation (if applicable)
- [-] All new and existing tests pass
- [-] I have searched existing PRs to ensure this change hasn't been
submitted already
- [-] I have linked any relevant issues in the description
- [-] My commits have clear and descriptive messages
## Related Issues
<!-- Link any related issues using "Fixes #issue_number" or "Relates to
#issue_number" -->
Relates to #1392
## Additional Notes
<!-- Add any additional notes, concerns, or context for reviewers -->
Int the cognee/modules/chunking/models/DocumentChunk.py
don't remove the optional from is_part_of attributes.
## 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: Andrej Milicevic <milicevicandrej@yahoo.com>
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>
Co-authored-by: Igor Ilic <igorilic03@gmail.com>
Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Co-authored-by: Boris <boris@topoteretes.com>
Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
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## Description
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## Type of Change
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functionality to change)
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- [ ] Performance improvement
- [ ] Other (please specify):
## Changes Made
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-
-
-
## Testing
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## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
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- [ ] **I have tested my changes thoroughly before submitting this PR**
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- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
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## Related Issues
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## Additional Notes
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## Description
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process and reasoning.
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Added a CI test to make sure fastembed works as intended.
## Type of Change
<!-- Please check the relevant option -->
- [ ] 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)
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- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Changes Made
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-
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-
## Testing
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## Screenshots/Videos (if applicable)
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## Pre-submission Checklist
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- [ ] I have added necessary documentation (if applicable)
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## Changes Made
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## Testing
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## Screenshots/Videos (if applicable)
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## DCO Affirmation
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## Description
Ontology notebook fix
## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
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## Changes Made
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Ontology notebook fix
## Testing
manual
## Screenshots/Videos (if applicable)
None
## Pre-submission Checklist
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- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
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- [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
## Related Issues
None
## Additional Notes
None
## 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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this PR.
Adds abstraction for OntologyResolvers and matching mechanism
## Type of Change
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- [ ] 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
- [x] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Changes Made
<!-- List the specific changes made in this PR -->
Adds ontology abstraction + matching resolver logic to support multiple
solutions
## Testing
Testing of changes is done using manual testing and ci/cd tests
## Screenshots/Videos (if applicable)
None
## Pre-submission Checklist
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- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
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- [ ] My commits have clear and descriptive messages
## Related Issues
None
## Additional Notes
None
## DCO Affirmation
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## Description
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## Description
<!--
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this PR.
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process and reasoning.
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Update default tutorial:
1. Use tutorial from [notebook_tutorial
branch](https://github.com/topoteretes/cognee/blob/notebook_tutorial/notebooks/tutorial.ipynb),
specifically - it's .zip version with all necessary data files
2. Use Jupyter Notebook `Notebook` abstractions to read, and map `ipynb`
into our Notebook model
3. Dynamically update starter notebook code blocks that reference
starter data files, and swap them with local paths to downloaded copies
4. Test coverage
| Before | After (storage backend = local) | After (s3) |
|--------|---------------------------------|------------|
| <img width="613" height="546" alt="Screenshot 2025-09-17 at 01 00 58"
src="https://github.com/user-attachments/assets/20b59021-96c1-4a83-977f-e064324bd758"
/> | <img width="1480" height="262" alt="Screenshot 2025-09-18 at 13 01
57"
src="https://github.com/user-attachments/assets/bd56ea78-7c6a-42e3-ae3f-4157da231b2d"
/> | <img width="1485" height="307" alt="Screenshot 2025-09-18 at 12 56
08"
src="https://github.com/user-attachments/assets/248ae720-4c78-445a-ba8b-8a2991ed3f80"
/> |
## File Replacements
### S3 Demo
https://github.com/user-attachments/assets/bd46eec9-ef77-4f69-9ef0-e7d1612ff9b3
---
### Local FS Demo
https://github.com/user-attachments/assets/8251cea0-81b3-4cac-a968-9576c358f334
## Type of Change
<!-- Please check the relevant option -->
- [ ] 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):
## Changes Made
<!-- List the specific changes made in this PR -->
-
-
-
## Testing
<!-- Describe how you tested your changes -->
## Screenshots/Videos (if applicable)
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- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
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submitted already
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- [ ] My commits have clear and descriptive messages
## Related Issues
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## Additional Notes
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## Description
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## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
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functionality to change)
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- [ ] Other (please specify):
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the terms of the Topoteretes Developer Certificate of Origin.
