cognee/cognee
hajdul88 508165e883
feature: Introduces wide subgraph search in graph completion and improves QA speed (#1736)
<!-- .github/pull_request_template.md -->

This PR introduces wide vector and graph structure filtering
capabilities. With these changes, the graph completion retriever and all
retrievers that inherit from it will now filter relevant vector elements
and subgraphs based on the query. This improvement significantly
increases search speed for large graphs while maintaining—and in some
cases slightly improving—accuracy.

Changes in This PR:

-Introduced new wide_search_top_k parameter: Controls the initial search
space size

-Added graph adapter level filtering method: Enables relevant subgraph
filtering while maintaining backward compatibility. For community or
custom graph adapters that don't implement this method, the system
gracefully falls back to the original search behavior.

-Updated modal dashboard and evaluation framework: Fixed compatibility
issues.
Added comprehensive unit tests: Introduced unit tests for
brute_force_triplet_search (previously untested) and expanded the
CogneeGraph test suite.

Integration tests: Existing integration tests verify end-to-end search
functionality (no changes required).

Acceptance Criteria and Testing

To verify the new search behavior, run search queries with different
wide_search_top_k parameters while logging is enabled:
None: Triggers a full graph search (default behavior)
1: Projects a minimal subgraph (demonstrates maximum filtering)
Custom values: Test intermediate levels of filtering

Internal Testing and results:
Performance and accuracy benchmarks are available upon request. The
implementation demonstrates measurable improvements in query latency for
large graphs without sacrificing result quality.

## 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
- [x] Code refactoring
- [x] Performance improvement
- [ ] Other (please specify):

## Screenshots/Videos (if applicable)
None

## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [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: Pavel Zorin <pazonec@yandex.ru>
2025-11-26 15:18:53 +01:00
..
api feature: Introduces wide subgraph search in graph completion and improves QA speed (#1736) 2025-11-26 15:18:53 +01:00
cli feat: csv ingestion loader & chunk 2025-10-22 16:56:46 +08:00
eval_framework feature: Introduces wide subgraph search in graph completion and improves QA speed (#1736) 2025-11-26 15:18:53 +01:00
exceptions Update deprecated Exception status codes 2025-10-22 17:38:41 +01:00
infrastructure feature: Introduces wide subgraph search in graph completion and improves QA speed (#1736) 2025-11-26 15:18:53 +01:00
memify_pipelines Fix: fixes session history test for multiuser mode (#1746) 2025-11-06 14:13:55 +01:00
modules feature: Introduces wide subgraph search in graph completion and improves QA speed (#1736) 2025-11-26 15:18:53 +01:00
shared feat: fs-cache (#1645) 2025-11-12 15:34:30 +01:00
tasks Merge branch 'dev' into feat/csv-ingestion 2025-11-14 14:46:11 +08:00
tests feature: Introduces wide subgraph search in graph completion and improves QA speed (#1736) 2025-11-26 15:18:53 +01:00
__init__.py feat: Add initial custom pipeline (#1716) 2025-11-04 17:58:34 +01:00
__main__.py added files 2025-07-26 18:14:19 +02:00
base_config.py Merge branch 'dev' into fix_issue_with_base_config 2025-10-29 11:42:25 +01:00
context_global_variables.py feat: enable multi user for falkor (#1689) 2025-11-11 17:03:48 +01:00
get_token.py
low_level.py
pipelines.py
root_dir.py fix: Add S3 URL handling in ensure_absolute_path function (#1438) 2025-09-18 11:47:34 +02:00
version.py refactor: Name local cognee version local instead of dev 2025-06-30 13:24:51 +02:00