<!-- .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 a Helm-based deployment package that streamlines setup for
the backend application and PostgreSQL database on Kubernetes.
- Added orchestration support via Docker Compose for managing
multi-container deployments.
- Added new Kubernetes resources including Deployments, Services, and
PersistentVolumeClaims for both the backend and PostgreSQL.
- **Documentation**
- Provided comprehensive infrastructure and deployment instructions for
Kubernetes environments.
- **Chores**
- Established a standardized container build process for the Python
application.
- Introduced configuration settings for service ports, resource limits,
and environment variables.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Daniel Molnar <soobrosa@gmail.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
- **Documentation**
- Updated the demo reference in the documentation by replacing an
embedded video thumbnail with a simplified "Learn about cognee" text
link.
- **Chores**
- Integrated a minor internal update to align a related data component
with the latest project state, with no visible impact on 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
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
- **Documentation**
- Enhanced image presentation by adjusting display widths for improved
clarity.
- Refined configuration instructions with minor formatting corrections
for better readability.
<!-- 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**
- 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
<!-- Provide a clear description of the changes in this PR -->
- Created a new RegexEntityExtractor that uses regex patterns to
identify entities like emails, URLs, and dates in text
- Implemented a JSON-based configuration system to add or modify entity
types without changing code
- Built a separate RegexEntityConfig class to handle loading and
processing of entity configurations
- Added test suite covering all entity types and edge cases
## 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 regex-based extraction capability that uses
configurable patterns and description templates to identify common
entities such as emails, phone numbers, URLs, dates, and more.
- **Tests**
- Added comprehensive tests to validate the extraction functionality
across standard scenarios and edge cases for reliable text analysis.
<!-- 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
- **Chores**
- Introduced an automated process that routinely updates project
dependencies. This enhancement minimizes manual maintenance and helps
ensure optimal system stability and security for 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
<!-- .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 a class-based retrieval mechanism to enhance answer
generation with improved context extraction and completion.
- Added a new evaluation metric for contextual relevancy and an option
to enable context evaluation during the evaluation process.
- **Refactor**
- Transitioned from a function-based answer resolver to a more modular
retriever approach to improve extensibility.
- **Tests**
- Updated tests to align with the new answer generation and evaluation
process.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: Daniel Molnar <soobrosa@gmail.com>
Co-authored-by: Boris <boris@topoteretes.com>
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
- Refactored `brute_force_triplet_search`, extracting memory projection.
- Built **TripletSearchContextProvider** (extends
**BaseContextProvider**) to create a single memory projection and
perform a triplet search for each entity.
- Refactored `entity_completion` into **EntityCompletionRetriever**
(extends **BaseRetriever**).
- Added **SummarizedTripletSearchContextProvider** (extends
**TripletSearchContextProvider**) for an alternative summarized output
format.
- Developed and tested an example showcasing both context providers,
comparing raw triplets, summaries, and standard search results.
## 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 text summarization now delivers clearer, more concise
overviews of search results.
- Improved search performance with optimized context retrieval and
memory reuse for faster, more reliable results.
- Introduced advanced entity-based completion for generating more
relevant, context-aware responses.
- **Refactor**
- Streamlined internal workflows and error handling to ensure a smoother
overall experience.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Boris <boris@topoteretes.com>
<!-- .github/pull_request_template.md -->
## Description
Be explicit on extras to install in Docker.
## 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 install only selected dependency
extras, allowing for a more tailored build experience.
- **Chores**
- Improved clarity in the build instructions regarding environment
configuration.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
…l to avoid additional params
<!-- .github/pull_request_template.md -->
Introduces lambda currying in question answering non parallel function
to avoid unnecessary params
## 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**
- Streamlined the question-answering process for cleaner, more efficient
query handling.
- Updated the handling of parameters in the answer generation process,
allowing for a more dynamic integration of context.
- Simplified test setups by reducing the number of parameters involved
in the mock answer resolver.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
Change Gemini adapter and data models so Gemini can use custom data
models
## 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 provider-specific enhancements with updated data
representations, including improved node labeling and enriched summary
and description fields for graph displays.
- Improved configuration management by automatically loading environment
settings for better LLM operations.
- **Refactor**
- Streamlined response handling with a simplified approach for defining
output formats.
- Updated error handling by removing the try-except block for dotenv
imports.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
Allows parallell edges in graph projection when using 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**
- Streamlined the process for updating connections within the
application’s graph. The update now ensures that every connection is
consistently recorded and propagated without performing duplicate
checks.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
This PR contains eval framework changes due to the autooptimizer
integration
## 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 answer generation now returns structured answer details.
- Search functionality accepts configurable prompt inputs.
- Option to generate a metrics dashboard from evaluations.
- Corpus building tasks now support adjustable chunk settings for
greater flexibility.
- New task retrieval functionality allows for flexible task
configuration.
- Introduced new methods for creating and managing metrics dashboards.
- **Refactor/Chore**
- Streamlined API signatures and reorganized module interfaces for
better consistency.
- Updated import paths to reflect new module structure.
- **Tests**
- Updated test scenarios to align with new configurations and parameter
adjustments.
<!-- 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**
- Introduced a new analytic capability that calculates descriptive graph
metrics for pipeline runs when enabled.
- Updated the execution flow to include an option for activating the
graph metrics step.
- **Chores**
- Removed the previous mechanism for storing descriptive metrics to
streamline the system.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Igor Ilic <30923996+dexters1@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
- **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>
Reverts topoteretes/cognee#594
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 AI responses now deliver structured JSON output with clearly
defined sections, improving clarity and consistency.
- Standardized knowledge graph definitions provide a uniform
representation, simplifying integration and interpretation.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
Change data models and Gemini adapter so it can run custom ontologies
## 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 AI response handling now provides more direct and reliable
output.
- Enhanced knowledge graph displays now include additional descriptive
details under advanced configurations.
- **Refactor**
- Streamlined processing logic reduces complexity and improves
consistency.
- Updated data structures now adapt automatically based on your AI
service configuration for a smoother experience.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
- Split metrics dashboard into two modules: calculator (statistics) and
generator (visualization)
- Added aggregate metrics as a new phase in evaluation pipeline
- Created modal example to run multiple evaluations in parallel and
collect results into a single combined output
## 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 metrics reporting with improved visualizations, including
histogram and confidence interval plots.
- Introduced an asynchronous evaluation process that supports parallel
execution and streamlined result aggregation.
- Added new configuration options to control metrics calculation and
aggregated output storage.
- **Refactor**
- Restructured dashboard generation and evaluation workflows into a more
modular, maintainable design.
- Improved error handling and logging for better feedback during
evaluation processes.
- **Bug Fixes**
- Updated test cases to ensure accurate validation of the new dashboard
generation and metrics calculation functionalities.
<!-- 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**
- Introduced an expert entity extraction feature that extracts
significant named entities from text and provides structured output with
essential details.
- Rolled out customizable prompt templates for both system instructions
and user input to standardize the extraction process.
- Integrated a robust language model–based extractor with comprehensive
error handling to ensure reliable and consistent results.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
Add gemini ollama support for cognee mcp
## 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 the system’s capabilities by updating its underlying
integrations, providing enhanced functionality and performance
improvements 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 -->
• Created DirectLLMEvalAdapter - a lightweight alternative to DeepEval
for answer evaluation
• Added evaluation prompt files defining scoring criteria and format
• Made adapter selectable via evaluation_engine = "DirectLLM" in config,
supports "correctness" metric only
## 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 evaluation method that compares model responses
against a reference answer using structured prompt templates. This
approach enables automated scoring (ranging from 0 to 1) along with
brief justifications.
- **Enhancements**
- Updated the configuration to clearly distinguish between evaluation
options, providing end-users with a more transparent and reliable
assessment process.
<!-- 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
- **Tests**
- Introduced new automated testing workflows for Ollama and Gemini,
triggered by pull requests and manual dispatch.
- The Ollama workflow sets up the service and executes a simple example
test to enhance continuous integration.
- Enhanced dependency update workflow with new triggers for push and
pull request events, and added an optional debug logging parameter.
- Added new capabilities for audio and image transcription within the
Ollama API adapter.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Daniel Molnar <soobrosa@gmail.com>
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
- Use DataPoint instead of ExtendableDataPoint when calling
get_all_subclasses in the get_triplets function of the
GraphCompletionRetriever
## 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 the internal data handling for retrieving information,
ensuring a more consistent and reliable output 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
- **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
Delete legacy search implementations after migrating to new retriever
classes
## 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 search and retrieval capabilities, providing improved context
resolution for code queries, completions, summaries, and graph
connections.
- **Refactor**
- Shifted to a modular, object-oriented approach that consolidates query
logic and streamlines error management for a more robust and scalable
experience.
- **Bug Fixes**
- Improved error handling for unsupported search types and retrieval
operations.
<!-- 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 -->
• Added load_golden_context parameter to BaseBenchmarkAdapter's abstract
load_corpus method, establishing a common interface for retrieving
supporting evidence
• Refactored HotpotQAAdapter with a modular design: introduced
_get_metadata_field_name method to handle dataset-specific fields
(making it extensible for child classes), implemented get golden context
functionality.
• Refactored TwoWikiMultihopAdapter to inherit from HotpotQAAdapter,
overriding only the necessary methods while reusing parent's
functionality
• Added golden context support to MusiqueQAAdapter with their
decomposition-based format
## 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 option to include additional context during corpus
loading, enhancing the quality and flexibility of generated QA pairs.
- **Refactor**
- Streamlined and modularized the processing workflow across different
adapters for improved consistency and maintainability.
- Updated metadata extraction to refine the display of contextual
information.
- Shifted focus in the `TwoWikiMultihopAdapter` from corpus loading to
context extraction.
<!-- 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
- **Tests**
- Added a suite of tests to validate evaluation logic under various
scenarios, including handling of valid inputs and error conditions.
- Introduced comprehensive tests verifying the accuracy of evaluation
metrics, ensuring reliable scoring and error management.
- Created a new test suite for the `DeepEvalAdapter`, covering
correctness, unsupported metrics, and error handling.
- Added unit tests for `ExactMatchMetric` and `F1ScoreMetric`,
parameterized for various test cases.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
## Description
Add testing of cognee telemetry
## 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
- **Tests**
- Introduced an automated testing process for telemetry components,
running unit tests across multiple environments to ensure consistent
performance. The workflow efficiently manages test execution and error
reporting, speeding up development cycles.
- **Chores**
- Enhanced dependency management and cleanup procedures, significantly
contributing to overall system stability, faster feedback cycles, and
improved release quality.
<!-- 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 -->
- Created the `BaseRetriever` class to unify all the retrievers and
searches.
- Implemented seven specialized retrievers (summaries, chunks,
completions, graph, graph-summary, insights, code) with consistent
get_context/get_completion interfaces.
- Added json context dumping feature in the current completion
implementations to enable context comparisons.
- Built a comparison framework to validate old vs new implementations.
## 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 multiple retrieval classes for enhanced search
capabilities, including `BaseRetriever`, `ChunksRetriever`,
`CodeRetriever`, `CompletionRetriever`, `GraphCompletionRetriever`,
`GraphSummaryCompletionRetriever`, `InsightsRetriever`, and
`SummariesRetriever`.
- Enhanced query completions with optional context saving for improved
data persistence.
- Implemented advanced tools to compare retrieval outcomes across
different implementations.
- **Refactor**
- Streamlined internal module organization and updated references for
increased maintainability and consistency.
- Added comments indicating future maintenance tasks related to code
merging.
<!-- 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
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 automated deployment workflow to build and push
container images.
- Updated dependency management to include additional database support.
- **Refactor**
- Enhanced asynchronous operations and logging in the server for
improved performance.
- Optimized extraction and retrieval processes for code-related data.
- **Chores**
- Streamlined build configurations and startup scripts for greater
reliability.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
Co-authored-by: Igor Ilic <igorilic03@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
- **Tests**
- Introduced a new test suite for validating the metrics dashboard
generation.
- Added tests for the `bootstrap_ci` function to ensure accurate
calculations and handling of various input scenarios.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
… needed
<!-- .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**
- Implemented enhanced configuration validation for environment-based
settings. Now, if any configuration parameter is provided via the
environment, all required settings must be present. This improvement
helps catch misconfigurations early, reducing potential errors and
ensuring a smoother, more reliable user experience. These proactive
measures significantly enhance overall system stability and performance.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Boris <boris@topoteretes.com>
<!-- .github/pull_request_template.md -->
## Description
- Integrate experimental tasks into the evaluation framework
## 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 interactive prompt templates for extracting graph nodes,
edge triplets, and relationship names, resulting in more comprehensive
and accurate knowledge graphs.
- Added asynchronous processes to efficiently handle document data and
integrate graph components.
- Launched cascade graph task options to offer enhanced flexibility in
task management workflows.
- Added new functionality for extracting content nodes and relationship
names from text.
- **Refactor**
- Streamlined configurations for prompt processing and task
initialization, improving overall modularity and system stability.
- Updated task getter mechanisms to utilize function-based approaches
for improved flexibility.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
<!-- Provide a clear description of the changes in this PR -->
- Modular implementation of entity completion search
- Added base classes that define entity extractors and context providers
- Created dummy implementations that return test data
- Set up adapters that let us switch between different entity extractors
and context providers using strings
- Added configuration class to control which implementations to use
- Entity completion: query → find entities → get context → interact with
LLM → return 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
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Enhanced the query completion experience with integrated language
model response generation, improved validation, and robust error
handling.
- Introduced sample modules for context retrieval and entity extraction
that simulate key processing steps.
- Established foundational abstractions to support flexible context and
entity handling strategies.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: hajdul88 <52442977+hajdul88@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
- **Tests**
- Introduced a new asynchronous test to validate the answer generation
functionality, ensuring that generated responses align with the provided
question-answer pairs.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
