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Structured code summarization #375
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WalkthroughThis pull request introduces significant modifications to the code summarization and graph pipeline infrastructure. Key changes include the reorganization of import statements, the deprecation of the Changes
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Poem
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async def extract_code_summary(content: str, response_model: Type[BaseModel]): | ||
llm_client = get_llm_client() | ||
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system_prompt = read_query_prompt("summarize_code.txt") |
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I can't seem to find this file, can you please double check that it is commited?
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ah right, file added now!
@@ -129,7 +136,7 @@ async def run_code_graph_pipeline(repo_path): | |||
Task(get_repo_file_dependencies), | |||
Task(enrich_dependency_graph, task_config={"batch_size": 50}), | |||
Task(expand_dependency_graph, task_config={"batch_size": 50}), | |||
Task(summarize_code, summarization_model=SummarizedContent, task_config={"batch_size": 50}), | |||
Task(summarize_code, summarization_model=SummarizedCode, task_config={"batch_size": 50}), |
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Should the the summarize_code function have a summarization_model argument (as it seems to be always called with the SummarizedCode pydantic model)?
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Fair point, I can't think of a reason to keep it, so I'll remove it.
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done
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Actionable comments posted: 4
🔭 Outside diff range comments (3)
cognee/modules/data/extraction/extract_summary.py (1)
Line range hint
11-26
: Add error handling for LLM client failuresBoth functions should handle potential LLM client failures gracefully to prevent pipeline disruption.
async def extract_summary(content: str, response_model: Type[BaseModel]): llm_client = get_llm_client() system_prompt = read_query_prompt("summarize_content.txt") - llm_output = await llm_client.acreate_structured_output(content, system_prompt, response_model) - return llm_output + try: + llm_output = await llm_client.acreate_structured_output(content, system_prompt, response_model) + return llm_output + except Exception as e: + logger.error(f"Failed to generate summary: {str(e)}") + raisecognee/api/v1/cognify/code_graph_pipeline.py (2)
Line range hint
1-3
: Use standard Python deprecation warningReplace the comment-based deprecation notice with Python's built-in deprecation warning.
-# NOTICE: This module contains deprecated functions. -# Use only the run_code_graph_pipeline function; all other functions are deprecated. -# Related issue: COG-906 +import warnings + +def deprecated(func): + def wrapper(*args, **kwargs): + warnings.warn( + f"{func.__name__} is deprecated. Use run_code_graph_pipeline instead.", + DeprecationWarning, + stacklevel=2 + ) + return func(*args, **kwargs) + return wrapper
Line range hint
127-134
: Avoid hardcoded paths in run_code_graph_pipelineThe function uses hardcoded paths for data and system directories. Consider making these configurable.
- data_directory_path = str(pathlib.Path(os.path.join(file_path, ".data_storage/code_graph")).resolve()) - cognee.config.data_root_directory(data_directory_path) - cognee_directory_path = str(pathlib.Path(os.path.join(file_path, ".cognee_system/code_graph")).resolve()) - cognee.config.system_root_directory(cognee_directory_path) + data_directory_path = os.getenv('COGNEE_DATA_DIR', os.path.join(file_path, ".data_storage/code_graph")) + cognee.config.data_root_directory(str(pathlib.Path(data_directory_path).resolve())) + system_directory_path = os.getenv('COGNEE_SYSTEM_DIR', os.path.join(file_path, ".cognee_system/code_graph")) + cognee.config.system_root_directory(str(pathlib.Path(system_directory_path).resolve()))
🧹 Nitpick comments (3)
cognee/tasks/summarization/summarize_code.py (1)
17-17
: Add type hint for source_code attributeConsider creating a Protocol or base class that defines the expected structure for objects with source_code.
from typing import Protocol class HasSourceCode(Protocol): source_code: str code_data_points: list[HasSourceCode] = [ file for file in code_graph_nodes if hasattr(file, "source_code") ]cognee/api/v1/cognify/code_graph_pipeline.py (1)
140-144
: Consider externalizing pipeline task configurationTask configurations are hardcoded. Consider moving them to a configuration file for better maintainability.
# config/pipeline_tasks.yaml tasks: get_repo_file_dependencies: batch_size: null enrich_dependency_graph: batch_size: 50 expand_dependency_graph: batch_size: 50 summarize_code: batch_size: 50 add_data_points: batch_size: 50cognee/shared/data_models.py (1)
199-221
: Add docstrings and field validation.Consider the following improvements:
- Add docstrings to all new models to document their purpose and usage.
- Add validation for the
file_name
field to ensure it's a valid path.class SummarizedFunction(BaseModel): + """Represents a summarized function with its key attributes. + + Attributes: + name: The name of the function + description: A brief description of what the function does + inputs: List of input parameter descriptions + outputs: List of output descriptions + decorators: List of decorators applied to the function + """ name: str description: str inputs: Optional[List[str]] = None outputs: Optional[List[str]] = None decorators: Optional[List[str]] = None class SummarizedClass(BaseModel): + """Represents a summarized class with its key attributes. + + Attributes: + name: The name of the class + description: A brief description of what the class represents + methods: List of summarized methods in the class + decorators: List of decorators applied to the class + """ name: str description: str methods: Optional[List[SummarizedFunction]] = None decorators: Optional[List[str]] = None class SummarizedCode(BaseModel): + """Represents a summarized code file with its key components. + + Attributes: + file_name: The name/path of the file + high_level_summary: A high-level overview of the file's purpose + key_features: List of important features or aspects + imports: List of import statements + constants: List of constant definitions + classes: List of summarized classes + functions: List of summarized functions + workflow_description: Optional description of the code's workflow + """ file_name: str = Field(..., pattern=r'^[\w\-./]+\.[a-zA-Z0-9]+$') high_level_summary: str key_features: List[str] imports: List[str] = [] constants: List[str] = [] classes: List[SummarizedClass] = [] functions: List[SummarizedFunction] = [] workflow_description: Optional[str] = None
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📒 Files selected for processing (5)
cognee/api/v1/cognify/code_graph_pipeline.py
(2 hunks)cognee/infrastructure/llm/prompts/summarize_code.txt
(1 hunks)cognee/modules/data/extraction/extract_summary.py
(2 hunks)cognee/shared/data_models.py
(2 hunks)cognee/tasks/summarization/summarize_code.py
(1 hunks)
✅ Files skipped from review due to trivial changes (1)
- cognee/infrastructure/llm/prompts/summarize_code.txt
🔇 Additional comments (1)
cognee/shared/data_models.py (1)
4-4
: LGTM!
The import statement is correctly formatted and includes all necessary types.
async def extract_code_summary(content: str): | ||
llm_client = get_llm_client() | ||
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system_prompt = read_query_prompt("summarize_code.txt") | ||
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llm_output = await llm_client.acreate_structured_output(content, system_prompt, response_model=SummarizedCode) | ||
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return llm_output |
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🛠️ Refactor suggestion
Consider refactoring to reduce code duplication
The new extract_code_summary
function shares identical logic with extract_summary
, differing only in the prompt file and response model. Consider refactoring to eliminate duplication.
-async def extract_code_summary(content: str):
- llm_client = get_llm_client()
-
- system_prompt = read_query_prompt("summarize_code.txt")
-
- llm_output = await llm_client.acreate_structured_output(content, system_prompt, response_model=SummarizedCode)
-
- return llm_output
+async def extract_code_summary(content: str):
+ return await extract_summary(content, SummarizedCode)
Committable suggestion skipped: line range outside the PR's diff.
file_summaries_map = { | ||
code_file_data_point.extracted_id: file_summary.summary | ||
for code_file_data_point, file_summary in zip(code_files_data_points, file_summaries) | ||
code_data_point.extracted_id: str(file_summary) | ||
for code_data_point, file_summary in zip(code_data_points, file_summaries) | ||
} |
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Add null check for extracted_id in file_summaries_map
The code assumes that extracted_id is always present and non-null, which might not be true.
file_summaries_map = {
- code_data_point.extracted_id: str(file_summary)
+ code_data_point.extracted_id: str(file_summary)
for code_data_point, file_summary in zip(code_data_points, file_summaries)
+ if code_data_point.extracted_id is not None
}
📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
file_summaries_map = { | |
code_file_data_point.extracted_id: file_summary.summary | |
for code_file_data_point, file_summary in zip(code_files_data_points, file_summaries) | |
code_data_point.extracted_id: str(file_summary) | |
for code_data_point, file_summary in zip(code_data_points, file_summaries) | |
} | |
file_summaries_map = { | |
code_data_point.extracted_id: str(file_summary) | |
for code_data_point, file_summary in zip(code_data_points, file_summaries) | |
if code_data_point.extracted_id is not None | |
} |
if len(code_graph_nodes) == 0: | ||
return | ||
|
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🛠️ Refactor suggestion
Use proper async generator syntax for early return
The early return for empty code_graph_nodes should use async generator syntax.
if len(code_graph_nodes) == 0:
- return
+ return
+ # or more explicitly:
+ yield None
+ return
Committable suggestion skipped: line range outside the PR's diff.
cognee/shared/data_models.py
Outdated
class SummarizedFunction(BaseModel): | ||
name: str | ||
description: str | ||
inputs: Optional[List[str]] = None | ||
outputs: Optional[str] = None | ||
decorators: Optional[List[str]] = None | ||
|
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🛠️ Refactor suggestion
Update outputs
field to support multiple return values.
The outputs
field is currently defined as Optional[str]
, which doesn't support functions that return multiple values. Consider changing it to Optional[List[str]]
for better flexibility.
class SummarizedFunction(BaseModel):
name: str
description: str
inputs: Optional[List[str]] = None
- outputs: Optional[str] = None
+ outputs: Optional[List[str]] = None
decorators: Optional[List[str]] = None
📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
class SummarizedFunction(BaseModel): | |
name: str | |
description: str | |
inputs: Optional[List[str]] = None | |
outputs: Optional[str] = None | |
decorators: Optional[List[str]] = None | |
class SummarizedFunction(BaseModel): | |
name: str | |
description: str | |
inputs: Optional[List[str]] = None | |
outputs: Optional[List[str]] = None | |
decorators: Optional[List[str]] = None |
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Actionable comments posted: 0
🧹 Nitpick comments (2)
cognee/shared/data_models.py (2)
199-221
: LGTM! Consider adding docstrings for better documentation.The new Pydantic models create a well-structured hierarchy for code summarization. Consider adding docstrings to explain the purpose of each model:
class SummarizedFunction(BaseModel): + """Represents a summarized function with its key attributes and metadata.""" name: str description: str inputs: Optional[List[str]] = None outputs: Optional[List[str]] = None decorators: Optional[List[str]] = None class SummarizedClass(BaseModel): + """Represents a summarized class with its methods and metadata.""" name: str description: str methods: Optional[List[SummarizedFunction]] = None decorators: Optional[List[str]] = None class SummarizedCode(BaseModel): + """Represents a complete code file summary with its structure and components.""" file_name: str high_level_summary: str key_features: List[str] imports: List[str] = [] constants: List[str] = [] classes: List[SummarizedClass] = [] functions: List[SummarizedFunction] = [] workflow_description: Optional[str] = None
199-221
: Add field descriptions and validations for better API documentation.Consider enhancing the models with field descriptions and validations:
class SummarizedFunction(BaseModel): """Represents a summarized function with its key attributes and metadata.""" - name: str - description: str - inputs: Optional[List[str]] = None - outputs: Optional[List[str]] = None - decorators: Optional[List[str]] = None + name: str = Field(..., description="The name of the function") + description: str = Field(..., description="A brief description of the function's purpose") + inputs: Optional[List[str]] = Field(None, description="List of function parameters") + outputs: Optional[List[str]] = Field(None, description="List of return values") + decorators: Optional[List[str]] = Field(None, description="List of function decorators") class SummarizedClass(BaseModel): """Represents a summarized class with its methods and metadata.""" - name: str - description: str - methods: Optional[List[SummarizedFunction]] = None - decorators: Optional[List[str]] = None + name: str = Field(..., description="The name of the class") + description: str = Field(..., description="A brief description of the class's purpose") + methods: Optional[List[SummarizedFunction]] = Field(None, description="List of class methods") + decorators: Optional[List[str]] = Field(None, description="List of class decorators") class SummarizedCode(BaseModel): """Represents a complete code file summary with its structure and components.""" - file_name: str - high_level_summary: str - key_features: List[str] - imports: List[str] = [] - constants: List[str] = [] - classes: List[SummarizedClass] = [] - functions: List[SummarizedFunction] = [] - workflow_description: Optional[str] = None + file_name: str = Field(..., description="The name of the file being summarized") + high_level_summary: str = Field(..., description="A high-level overview of the file's purpose") + key_features: List[str] = Field(..., description="List of key features or functionalities") + imports: List[str] = Field(default_factory=list, description="List of import statements") + constants: List[str] = Field(default_factory=list, description="List of constant definitions") + classes: List[SummarizedClass] = Field(default_factory=list, description="List of class summaries") + functions: List[SummarizedFunction] = Field(default_factory=list, description="List of function summaries") + workflow_description: Optional[str] = Field(None, description="Description of the code's workflow")Consider also adding these validations:
- Add regex validation for
file_name
to ensure it's a valid path- Add format validation for
imports
to ensure they follow Python import syntax
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Review profile: CHILL
Plan: Pro
📒 Files selected for processing (2)
cognee/modules/data/extraction/extract_summary.py
(2 hunks)cognee/shared/data_models.py
(2 hunks)
🚧 Files skipped from review as they are similar to previous changes (1)
- cognee/modules/data/extraction/extract_summary.py
🔇 Additional comments (1)
cognee/shared/data_models.py (1)
4-4
: LGTM!
The import statement follows Python's import style guide.
* feat: Add error handling in case user is already part of database and permission already given to group Added error handling in case permission is already given to group and user is already part of group Feature COG-656 * feat: Add user verification for accessing data Verify user has access to data before returning it Feature COG-656 * feat: Add compute search to cognee Add compute search to cognee which makes searches human readable Feature COG-656 * feat: Add simple instruction for system prompt Add simple instruction for system prompt Feature COG-656 * pass pydantic model tocognify * feat: Add unauth access error to getting data Raise unauth access error when trying to read data without access Feature COG-656 * refactor: Rename query compute to query completion Rename searching type from compute to completion Refactor COG-656 * chore: Update typo in code Update typo in string in code Chore COG-656 * Add mcp to cognee * Add simple README * Update cognee-mcp/mcpcognee/__main__.py Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> * Create dockerhub.yml * Update get_cognify_router.py * fix: Resolve reflection issue when running cognee a second time after pruning data When running cognee a second time after pruning data some metadata doesn't get pruned. This makes cognee believe some tables exist that have been deleted Fix * fix: Add metadata reflection fix to sqlite as well Added fix when reflecting metadata to sqlite as well Fix * update * Revert "fix: Add metadata reflection fix to sqlite as well" This reverts commit 394a0b2. * COG-810 Implement a top-down dependency graph builder tool (#268) * feat: parse repo to call graph * Update/repo_processor/top_down_repo_parse.py task * fix: minor improvements * feat: file parsing jedi script optimisation --------- * Add type to DataPoint metadata (#364) * Add type to DataPoint metadata * Add missing index_fields * Use DataPoint UUID type in pgvector create_data_points * Make _metadata mandatory everywhere * Fixes * Fixes to our demo * feat: Add search by dataset for cognee Added ability to search by datasets for cognee users Feature COG-912 * feat: outsources chunking parameters to extract chunk from documents … (#289) * feat: outsources chunking parameters to extract chunk from documents task * fix: Remove backend lock from UI Removed lock that prevented using multiple datasets in cognify Fix COG-912 * COG 870 Remove duplicate edges from the code graph (#293) * feat: turn summarize_code into generator * feat: extract run_code_graph_pipeline, update the pipeline * feat: minimal code graph example * refactor: update argument * refactor: move run_code_graph_pipeline to cognify/code_graph_pipeline * refactor: indentation and whitespace nits * refactor: add deprecated use comments and warnings --------- Co-authored-by: Vasilije <[email protected]> Co-authored-by: Igor Ilic <[email protected]> Co-authored-by: Boris <[email protected]> * test: Added test for getting of documents for search Added test to verify getting documents related to datasets intended for search Test COG-912 * Structured code summarization (#375) * feat: turn summarize_code into generator * feat: extract run_code_graph_pipeline, update the pipeline * feat: minimal code graph example * refactor: update argument * refactor: move run_code_graph_pipeline to cognify/code_graph_pipeline * refactor: indentation and whitespace nits * refactor: add deprecated use comments and warnings * Structured code summarization * add missing prompt file * Remove summarization_model argument from summarize_code and fix typehinting * minor refactors --------- Co-authored-by: lxobr <[email protected]> Co-authored-by: Vasilije <[email protected]> Co-authored-by: Igor Ilic <[email protected]> Co-authored-by: Boris <[email protected]> * fix: Resolve issue with cognify router graph model default value Resolve issue with default value for graph model in cognify endpoint Fix * chore: Resolve typo in getting documents code Resolve typo in code chore COG-912 * Update .github/workflows/dockerhub.yml Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> * Update .github/workflows/dockerhub.yml * Update .github/workflows/dockerhub.yml * Update .github/workflows/dockerhub.yml * Update get_cognify_router.py * fix: Resolve syntax issue with cognify router Resolve syntax issue with cognify router Fix * feat: Add ruff pre-commit hook for linting and formatting Added formatting and linting on pre-commit hook Feature COG-650 * chore: Update ruff lint options in pyproject file Update ruff lint options in pyproject file Chore * test: Add ruff linter github action Added linting check with ruff in github actions Test COG-650 * feat: deletes executor limit from get_repo_file_dependencies * feat: implements mock feature in LiteLLM engine * refactor: Remove changes to cognify router Remove changes to cognify router Refactor COG-650 * fix: fixing boolean env for github actions * test: Add test for ruff format for cognee code Test if code is formatted for cognee Test COG-650 * refactor: Rename ruff gh actions Rename ruff gh actions to be more understandable Refactor COG-650 * chore: Remove checking of ruff lint and format on push Remove checking of ruff lint and format on push Chore COG-650 * feat: Add deletion of local files when deleting data Delete local files when deleting data from cognee Feature COG-475 * fix: changes back the max workers to 12 * feat: Adds mock summary for codegraph pipeline * refacotr: Add current development status Save current development status Refactor * Fix langfuse * Fix langfuse * Fix langfuse * Add evaluation notebook * Rename eval notebook * chore: Add temporary state of development Add temp development state to branch Chore * fix: Add poetry.lock file, make langfuse mandatory Added langfuse as mandatory dependency, added poetry.lock file Fix * Fix: fixes langfuse config settings * feat: Add deletion of local files made by cognee through data endpoint Delete local files made by cognee when deleting data from database through endpoint Feature COG-475 * test: Revert changes on test_pgvector Revert changes on test_pgvector which were made to test deletion of local files Test COG-475 * chore: deletes the old test for the codegraph pipeline * test: Add test to verify deletion of local files Added test that checks local files created by cognee will be deleted and those not created by cognee won't Test COG-475 * chore: deletes unused old version of the codegraph * chore: deletes unused imports from code_graph_pipeline * Ingest non-code files * Fixing review findings * Ingest non-code files (#395) * Ingest non-code files * Fixing review findings * test: Update test regarding message Update assertion message, add veryfing of file existence * Handle retryerrors in code summary (#396) * Handle retryerrors in code summary * Log instead of print * fix: updates the acreate_structured_output * chore: Add logging to sentry when file which should exist can't be found Log to sentry that a file which should exist can't be found Chore COG-475 * Fix diagram * fix: refactor mcp * Add Smithery CLI installation instructions and badge * Move readme * Update README.md * Update README.md * Cog 813 source code chunks (#383) * fix: pass the list of all CodeFiles to enrichment task * feat: introduce SourceCodeChunk, update metadata * feat: get_source_code_chunks code graph pipeline task * feat: integrate get_source_code_chunks task, comment out summarize_code * Fix code summarization (#387) * feat: update data models * feat: naive parse long strings in source code * fix: get_non_py_files instead of get_non_code_files * fix: limit recursion, add comment * handle embedding empty input error (#398) * feat: robustly handle CodeFile source code * refactor: sort imports * todo: add support for other embedding models * feat: add custom logger * feat: add robustness to get_source_code_chunks Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> * feat: improve embedding exceptions * refactor: format indents, rename module --------- Co-authored-by: alekszievr <[email protected]> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> * Fix diagram * Fix instructions * adding and fixing files * Update README.md * ruff format * Fix linter issues * Implement PR review * Comment out profiling * fix: add allowed extensions * fix: adhere UnstructuredDocument.read() to Document * feat: time code graph run and add mock support * Fix ollama, work on visualization * fix: Fixes faulty logging format and sets up error logging in dynamic steps example * Overcome ContextWindowExceededError by checking token count while chunking (#413) * fix: Fixes duplicated edges in cognify by limiting the recursion depth in add datapoints * Adjust AudioDocument and handle None token limit * Handle azure models as well * Add clean logging to code graph example * Remove setting envvars from arg * fix: fixes create_cognee_style_network_with_logo unit test * fix: removes accidental remained print * Get embedding engine instead of passing it. Get it from vector engine instead of direct getter. * Fix visualization * Get embedding engine instead of passing it in code chunking. * Fix poetry issues * chore: Update version of poetry install action * chore: Update action to trigger on pull request for any branch * chore: Remove if in github action to allow triggering on push * chore: Remove if condition to allow gh actions to trigger on push to PR * chore: Update poetry version in github actions * chore: Set fixed ubuntu version to 22.04 * chore: Update py lint to use ubuntu 22.04 * chore: update ubuntu version to 22.04 * feat: implements the first version of graph based completion in search * chore: Update python 3.9 gh action to use 3.12 instead * chore: Update formatting of utils.py * Fix poetry issues * Adjust integration tests * fix: Fixes ruff formatting * Handle circular import * fix: Resolve profiler issue with partial and recursive logger imports Resolve issue for profiler with partial and recursive logger imports * fix: Remove logger from __init__.py file * test: Test profiling on HEAD branch * test: Return profiler to base branch * Set max_tokens in config * Adjust SWE-bench script to code graph pipeline call * Adjust SWE-bench script to code graph pipeline call * fix: Add fix for accessing dictionary elements that don't exits Using get for the text key instead of direct access to handle situation if the text key doesn't exist * feat: Add ability to change graph database configuration through cognee * feat: adds pydantic types to graph layer models * feat: adds basic retriever for swe bench * Match Ruff version in config to the one in github actions * feat: implements code retreiver * Fix: fixes unit test for codepart search * Format with Ruff 0.9.0 * Fix: deleting incorrect repo path * fix: resolve issue with langfuse dependency installation when integrating cognee in different packages * version: Increase version to 0.1.21 --------- Co-authored-by: Igor Ilic <[email protected]> Co-authored-by: Vasilije <[email protected]> Co-authored-by: Igor Ilic <[email protected]> Co-authored-by: Rita Aleksziev <[email protected]> Co-authored-by: vasilije <[email protected]> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> Co-authored-by: lxobr <[email protected]> Co-authored-by: alekszievr <[email protected]> Co-authored-by: hajdul88 <[email protected]> Co-authored-by: Henry Mao <[email protected]>
* Revert "fix: Add metadata reflection fix to sqlite as well" This reverts commit 394a0b2. * COG-810 Implement a top-down dependency graph builder tool (#268) * feat: parse repo to call graph * Update/repo_processor/top_down_repo_parse.py task * fix: minor improvements * feat: file parsing jedi script optimisation --------- * Add type to DataPoint metadata (#364) * Add missing index_fields * Use DataPoint UUID type in pgvector create_data_points * Make _metadata mandatory everywhere * feat: Add search by dataset for cognee Added ability to search by datasets for cognee users Feature COG-912 * feat: outsources chunking parameters to extract chunk from documents … (#289) * feat: outsources chunking parameters to extract chunk from documents task * fix: Remove backend lock from UI Removed lock that prevented using multiple datasets in cognify Fix COG-912 * COG 870 Remove duplicate edges from the code graph (#293) * feat: turn summarize_code into generator * feat: extract run_code_graph_pipeline, update the pipeline * feat: minimal code graph example * refactor: update argument * refactor: move run_code_graph_pipeline to cognify/code_graph_pipeline * refactor: indentation and whitespace nits * refactor: add deprecated use comments and warnings --------- Co-authored-by: Vasilije <[email protected]> Co-authored-by: Igor Ilic <[email protected]> Co-authored-by: Boris <[email protected]> * test: Added test for getting of documents for search Added test to verify getting documents related to datasets intended for search Test COG-912 * Structured code summarization (#375) * feat: turn summarize_code into generator * feat: extract run_code_graph_pipeline, update the pipeline * feat: minimal code graph example * refactor: update argument * refactor: move run_code_graph_pipeline to cognify/code_graph_pipeline * refactor: indentation and whitespace nits * refactor: add deprecated use comments and warnings * Structured code summarization * add missing prompt file * Remove summarization_model argument from summarize_code and fix typehinting * minor refactors --------- Co-authored-by: lxobr <[email protected]> Co-authored-by: Vasilije <[email protected]> Co-authored-by: Igor Ilic <[email protected]> Co-authored-by: Boris <[email protected]> * fix: Resolve issue with cognify router graph model default value Resolve issue with default value for graph model in cognify endpoint Fix * chore: Resolve typo in getting documents code Resolve typo in code chore COG-912 * Update .github/workflows/dockerhub.yml Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> * Update .github/workflows/dockerhub.yml * Update .github/workflows/dockerhub.yml * Update .github/workflows/dockerhub.yml * Update get_cognify_router.py * fix: Resolve syntax issue with cognify router Resolve syntax issue with cognify router Fix * feat: Add ruff pre-commit hook for linting and formatting Added formatting and linting on pre-commit hook Feature COG-650 * chore: Update ruff lint options in pyproject file Update ruff lint options in pyproject file Chore * test: Add ruff linter github action Added linting check with ruff in github actions Test COG-650 * feat: deletes executor limit from get_repo_file_dependencies * feat: implements mock feature in LiteLLM engine * refactor: Remove changes to cognify router Remove changes to cognify router Refactor COG-650 * fix: fixing boolean env for github actions * test: Add test for ruff format for cognee code Test if code is formatted for cognee Test COG-650 * refactor: Rename ruff gh actions Rename ruff gh actions to be more understandable Refactor COG-650 * chore: Remove checking of ruff lint and format on push Remove checking of ruff lint and format on push Chore COG-650 * feat: Add deletion of local files when deleting data Delete local files when deleting data from cognee Feature COG-475 * fix: changes back the max workers to 12 * feat: Adds mock summary for codegraph pipeline * refacotr: Add current development status Save current development status Refactor * Fix langfuse * Fix langfuse * Fix langfuse * Add evaluation notebook * Rename eval notebook * chore: Add temporary state of development Add temp development state to branch Chore * fix: Add poetry.lock file, make langfuse mandatory Added langfuse as mandatory dependency, added poetry.lock file Fix * Fix: fixes langfuse config settings * feat: Add deletion of local files made by cognee through data endpoint Delete local files made by cognee when deleting data from database through endpoint Feature COG-475 * test: Revert changes on test_pgvector Revert changes on test_pgvector which were made to test deletion of local files Test COG-475 * chore: deletes the old test for the codegraph pipeline * test: Add test to verify deletion of local files Added test that checks local files created by cognee will be deleted and those not created by cognee won't Test COG-475 * chore: deletes unused old version of the codegraph * chore: deletes unused imports from code_graph_pipeline * Ingest non-code files * Fixing review findings * Ingest non-code files (#395) * Ingest non-code files * Fixing review findings * test: Update test regarding message Update assertion message, add veryfing of file existence * Handle retryerrors in code summary (#396) * Handle retryerrors in code summary * Log instead of print * fix: updates the acreate_structured_output * chore: Add logging to sentry when file which should exist can't be found Log to sentry that a file which should exist can't be found Chore COG-475 * Fix diagram * fix: refactor mcp * Add Smithery CLI installation instructions and badge * Move readme * Update README.md * Update README.md * Cog 813 source code chunks (#383) * fix: pass the list of all CodeFiles to enrichment task * feat: introduce SourceCodeChunk, update metadata * feat: get_source_code_chunks code graph pipeline task * feat: integrate get_source_code_chunks task, comment out summarize_code * Fix code summarization (#387) * feat: update data models * feat: naive parse long strings in source code * fix: get_non_py_files instead of get_non_code_files * fix: limit recursion, add comment * handle embedding empty input error (#398) * feat: robustly handle CodeFile source code * refactor: sort imports * todo: add support for other embedding models * feat: add custom logger * feat: add robustness to get_source_code_chunks Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> * feat: improve embedding exceptions * refactor: format indents, rename module --------- Co-authored-by: alekszievr <[email protected]> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> * Fix diagram * Fix diagram * Fix instructions * Fix instructions * adding and fixing files * Update README.md * ruff format * Fix linter issues * Fix linter issues * Fix linter issues * Fix linter issues * Fix linter issues * Fix linter issues * Fix linter issues * Fix linter issues * Fix linter issues * Fix linter issues * Implement PR review * Comment out profiling * Comment out profiling * Comment out profiling * fix: add allowed extensions * fix: adhere UnstructuredDocument.read() to Document * feat: time code graph run and add mock support * Fix ollama, work on visualization * fix: Fixes faulty logging format and sets up error logging in dynamic steps example * Overcome ContextWindowExceededError by checking token count while chunking (#413) * fix: Fixes duplicated edges in cognify by limiting the recursion depth in add datapoints * Adjust AudioDocument and handle None token limit * Handle azure models as well * Fix visualization * Fix visualization * Fix visualization * Add clean logging to code graph example * Remove setting envvars from arg * fix: fixes create_cognee_style_network_with_logo unit test * fix: removes accidental remained print * Fix visualization * Fix visualization * Fix visualization * Get embedding engine instead of passing it. Get it from vector engine instead of direct getter. * Fix visualization * Fix visualization * Fix poetry issues * Get embedding engine instead of passing it in code chunking. * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * chore: Update version of poetry install action * chore: Update action to trigger on pull request for any branch * chore: Remove if in github action to allow triggering on push * chore: Remove if condition to allow gh actions to trigger on push to PR * chore: Update poetry version in github actions * chore: Set fixed ubuntu version to 22.04 * chore: Update py lint to use ubuntu 22.04 * chore: update ubuntu version to 22.04 * feat: implements the first version of graph based completion in search * chore: Update python 3.9 gh action to use 3.12 instead * chore: Update formatting of utils.py * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * Fix poetry issues * Adjust integration tests * fix: Fixes ruff formatting * Handle circular import * fix: Resolve profiler issue with partial and recursive logger imports Resolve issue for profiler with partial and recursive logger imports * fix: Remove logger from __init__.py file * test: Test profiling on HEAD branch * test: Return profiler to base branch * Set max_tokens in config * Adjust SWE-bench script to code graph pipeline call * Adjust SWE-bench script to code graph pipeline call * fix: Add fix for accessing dictionary elements that don't exits Using get for the text key instead of direct access to handle situation if the text key doesn't exist * feat: Add ability to change graph database configuration through cognee * feat: adds pydantic types to graph layer models * test: Test ubuntu 24.04 * test: change all actions to ubuntu-latest * feat: adds basic retriever for swe bench * Match Ruff version in config to the one in github actions * feat: implements code retreiver * Fix: fixes unit test for codepart search * Format with Ruff 0.9.0 * Fix: deleting incorrect repo path * docs: Add LlamaIndex Cognee integration notebook Added LlamaIndex Cognee integration notebook * test: Add github action for testing llama index cognee integration notebook * fix: resolve issue with langfuse dependency installation when integrating cognee in different packages * version: Increase version to 0.1.21 * fix: update dependencies of the mcp server * Update README.md * Fix: Fixes logging setup * feat: deletes on the fly embeddings as uses edge collections * fix: Change nbformat on llama index integration notebook * fix: Resolve api key issue with llama index integration notebook * fix: Attempt to resolve issue with Ubuntu 24.04 segmentation fault * version: Increase version to 0.1.22 --------- Co-authored-by: vasilije <[email protected]> Co-authored-by: Igor Ilic <[email protected]> Co-authored-by: Igor Ilic <[email protected]> Co-authored-by: lxobr <[email protected]> Co-authored-by: alekszievr <[email protected]> Co-authored-by: hajdul88 <[email protected]> Co-authored-by: Vasilije <[email protected]> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> Co-authored-by: Rita Aleksziev <[email protected]> Co-authored-by: Henry Mao <[email protected]>
Summary by CodeRabbit
New Features
Bug Fixes
Documentation
Refactor