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cognee
distributed/deploy/islo_sandbox.py
.py
""" Cognee on Islo β€” deploy Cognee API inside an Islo cloud sandbox. Islo (https://islo.dev) provides isolated cloud sandbox VMs for autonomous agents, built by the Incredibuild team. This script uses the official Islo Python SDK to create a sandbox, install Cognee, start the API server, and print a temporary public s...
285
9,725
cognee
kuzu/database.py
.py
"""Compatibility shim for ``kuzu.database`` imports.""" from ladybug.database import * # noqa: F403 from ladybug.database import Database # noqa: F401
5
154
cognee
tools/write_docs_assessment_outputs.py
.py
#!/usr/bin/env python3 """Write workflow outputs derived from a docs assessment result.""" from __future__ import annotations import argparse import json import os from pathlib import Path def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser(description="Write docs assessment workflow output...
38
1,240
cognee
tools/prepare_docs_pr_content.py
.py
#!/usr/bin/env python3 """Prepare pull request title, body, and changed-file outputs for docs drafts.""" from __future__ import annotations import argparse import json import os import subprocess from pathlib import Path def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser(description="Prepa...
84
2,983
cognee
tools/generate_release_notes.py
.py
#!/usr/bin/env python3 """ Generate human-friendly release notes by analyzing git diff with LLM. This script compares changes between two branches (typically main and dev) and uses an LLM to generate readable, user-focused release notes. Uses litellm + instructor directly to avoid cognee's dotenv.load_dotenv(override...
589
21,671
cognee
tools/send_failure_email.py
.py
#!/usr/bin/env python3 """Send a workflow failure notification email.""" from __future__ import annotations import os import smtplib import textwrap from email.message import EmailMessage def main() -> None: subject = "dev_previous_day_commits.yml failed" body = textwrap.dedent( f"""\ The pr...
49
1,388
cognee
tools/prepare_docs_edit_scope.py
.py
#!/usr/bin/env python3 """Prepare source and documentation candidates for automated docs edits.""" from __future__ import annotations import argparse import json import os import urllib.request from pathlib import Path from typing import Any MAX_SOURCE_FILES_TO_INSPECT = 8 MAX_DOC_FILES_TO_CONSIDER = 5 IGNORED_KEY...
386
12,943
cognee
tools/generate_branch_notes.py
.py
#!/usr/bin/env python3 """ Generate notes for a single merged branch. Matches the LLM integration style used by tools/generate_release_notes.py. """ from __future__ import annotations import argparse import asyncio import base64 import json import os from pathlib import Path from typing import Any try: from too...
206
6,878
cognee
tools/assess_branch_notes.py
.py
#!/usr/bin/env python3 """ Assess whether generated dev notes imply a documentation update is needed. Matches the LLM integration style used by tools/generate_release_notes.py: - uses litellm + instructor directly - reads LLM_API_KEY / LLM_MODEL from the environment - raises on missing dependencies, missing credential...
143
4,815
cognee
tools/write_docs_scope_plan_outputs.py
.py
#!/usr/bin/env python3 """Write workflow outputs derived from a docs scope plan.""" from __future__ import annotations import argparse import os import re from pathlib import Path def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser(description="Write docs scope plan workflow outputs") p...
47
1,346
cognee
tools/manage_docs_pr.py
.py
#!/usr/bin/env python3 """Create or update an automated draft PR in the docs repository.""" from __future__ import annotations import argparse import json import os import urllib.error import urllib.parse import urllib.request from pathlib import Path from typing import Any def parse_args() -> argparse.Namespace: ...
123
3,559
cognee
tools/check-lockfile.py
.py
import sys # File and string to search for lockfile_name = "poetry.lock" hash_string = "hash = " threshold = 100 try: count = 0 with open(lockfile_name, "r", encoding="utf8") as file: for line in file: if hash_string in line: count += 1 if count >= threshold...
29
893
cognee
tools/simulate_agent.py
.py
"""Simulate an agent connecting to a Cognee instance. Usage: python tools/simulate_agent.py --type SecFilingAgent --port 8000 python tools/simulate_agent.py --type SupportBot --port 8000 --data-file /path/to/doc.txt python tools/simulate_agent.py --type ResearchAgent --port 8000 --search "What is Cognee?" ...
173
5,871
cognee
tools/prepare_merged_branches.py
.py
#!/usr/bin/env python3 """ Collect PRs merged into a target branch within a configurable UTC lookback window. When GITHUB_OUTPUT and GITHUB_STEP_SUMMARY are present, this script writes the same workflow outputs and summary content expected by dev_previous_day_commits.yml. """ from __future__ import annotations impor...
344
11,416
cognee
tools/merge_branch_diff.py
.py
#!/usr/bin/env python3 """Utilities for extracting the actual branch delta from a merge commit.""" from __future__ import annotations import subprocess import sys from pathlib import Path def run_git_command(command: list[str], cwd: str | Path | None = None) -> str: try: result = subprocess.run( ...
70
2,115
cognee
tools/sync_release_docs.py
.py
#!/usr/bin/env python3 """ Sync release docs artifacts into a checked-out cognee-docs repository. This script is intended for CI usage from the core `cognee` repository: 1) Generate OpenAPI spec from the current codebase. 2) Copy spec to docs repo. 3) Prepend changelog entry for the release. """ from __future__ impor...
224
6,889
cognee
cognee/run_migrations.py
.py
"""Compatibility shim β€” migration orchestration lives in ``cognee.modules.migrations.startup``. This module is imported by ``cognee/__init__.py`` at package-import time, so it must stay dependency-free: the real implementations are imported lazily inside each function (the modules tree pulls in ORM models and database...
24
870
cognee
cognee/__main__.py
.py
from cognee.cli._cognee import main if __name__ == "__main__": main()
5
75
cognee
cognee/__init__.py
.py
"""Public Python API for Cognee. This module exposes the main functions and objects intended for direct use through ``import cognee``. It groups the stable V1 API, memory-oriented V2 API, visualization helpers, tracing utilities, migration helpers, and session models behind a single package-level entrypoint. Common e...
112
3,677
cognee
cognee/get_token.py
.py
import jwt import os import datetime SECRET_KEY = os.getenv("FASTAPI_USERS_JWT_SECRET", "super_secret") def create_jwt(user_id: str, tenant_id: str, roles: list[str]): payload = { "user_id": user_id, "tenant_id": tenant_id, "roles": roles, "exp": datetime.datetime.now(datetime.tim...
25
660
cognee
cognee/version.py
.py
import os from contextlib import suppress import importlib.metadata from pathlib import Path def get_cognee_version() -> str: """Returns either the version of installed cognee package or the one found in nearby pyproject.toml""" with suppress(FileNotFoundError, StopIteration): with open( ...
25
874
cognee
cognee/base_config.py
.py
import os import base64 from pathlib import Path from typing import Optional from functools import lru_cache from cognee.root_dir import get_absolute_path, ensure_absolute_path from cognee.modules.observability.observers import Observer from pydantic_settings import BaseSettings, SettingsConfigDict import pydantic de...
115
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cognee
cognee/root_dir.py
.py
from pathlib import Path from typing import Optional ROOT_DIR = Path(__file__).resolve().parent def get_absolute_path(path_from_root: str) -> str: absolute_path = ROOT_DIR / path_from_root return str(absolute_path.resolve()) def ensure_absolute_path(path: str) -> str: """Ensures a path is absolute. ...
33
793
cognee
cognee/context_global_variables.py
.py
import os import warnings from contextvars import ContextVar from typing import Optional from uuid import UUID from cognee.base_config import get_base_config from cognee.exceptions import CogneeValidationError from cognee.infrastructure.llm.config import LLMConfig from cognee.infrastructure.databases.vector.embeddings...
372
18,687
cognee
cognee/exceptions/exceptions.py
.py
from fastapi import status from cognee.shared.logging_utils import get_logger logger = get_logger() class CogneeApiError(Exception): """Base exception class""" def __init__( self, message: str = "Service is unavailable.", name: str = "Cognee", status_code=status.HTTP_500_INTE...
92
2,754
cognee
cognee/exceptions/__init__.py
.py
""" Custom exceptions for the Cognee API. This module defines a set of exceptions for handling various application errors, such as System, Validation, Configuration or TransientErrors """ from .exceptions import ( CogneeApiError, CogneeSystemError, CogneeValidationError, CogneeConfigurationError, ...
15
344
cognee
cognee/tasks/temporal_graph/enrich_events.py
.py
from typing import List from cognee.infrastructure.llm.extraction import extract_event_entities from cognee.modules.engine.models import Event from cognee.tasks.temporal_graph.models import EventWithEntities, EventEntityList async def enrich_events(events: List[Event]) -> List[EventWithEntities]: """ Enriche...
35
1,109
cognee
cognee/tasks/temporal_graph/add_entities_to_event.py
.py
from cognee.modules.engine.models import Event from cognee.tasks.temporal_graph.models import EventWithEntities from cognee.modules.engine.models.Entity import Entity from cognee.modules.engine.models.EntityType import EntityType from cognee.infrastructure.engine.models.Edge import Edge from cognee.modules.engine.utils...
86
3,167
cognee
cognee/tasks/temporal_graph/extract_events_and_entities.py
.py
import asyncio from typing import Type, List from cognee.infrastructure.llm.extraction import extract_event_graph from cognee.modules.chunking.models import DocumentChunk from cognee.tasks.temporal_graph.models import EventList from cognee.modules.engine.utils.generate_event_datapoint import generate_event_datapoint ...
37
1,414
cognee
cognee/tasks/temporal_graph/models.py
.py
from typing import Optional, List from pydantic import BaseModel, Field class Timestamp(BaseModel): year: int = Field( ..., ge=1, le=9999, description="Always required. If only a year is known, use it.", ) month: int = Field(1, ge=1, le=12, description="If unknown, default ...
55
1,390
cognee
cognee/tasks/temporal_graph/__init__.py
.py
""" Temporal graph construction and event-based enrichment tasks. This module provides a pipeline for transforming unstructured document chunks into a structured temporal knowledge graph. It focuses on identifying Events within text, assigning them precise timestamps, and extracting the entities involved to create a r...
8
366
cognee
cognee/tasks/temporal_graph/extract_knowledge_graph_from_events.py
.py
from typing import List from cognee.modules.chunking.models import DocumentChunk from cognee.modules.engine.models import Event from cognee.tasks.temporal_graph.enrich_events import enrich_events from cognee.tasks.temporal_graph.add_entities_to_event import add_entities_to_event from cognee.modules.pipelines.tasks.ta...
46
1,550
cognee
cognee/tasks/chunks/create_chunk_associations.py
.py
""" Chunk association task for creating semantic links between document chunks. This module uses vector similarity search to identify candidate chunk pairs, then applies LLM-based comparison to determine whether chunks should be linked with weighted "associated_with" edges in the knowledge graph. """ from typing impo...
231
8,721
cognee
cognee/tasks/chunks/__init__.py
.py
""" Text chunking and chunk management tasks. This module provides functionality for splitting text into chunks using different strategies (word, sentence, paragraph, or row-based), cleaning up disconnected or obsolete chunks, and creating semantic association edges between related chunks to support downstream process...
17
672
cognee
cognee/tasks/chunks/chunk_by_word.py
.py
import re from typing import Iterator, Tuple SENTENCE_ENDINGS = r"[.;!?β€¦γ€‚οΌοΌŸ]" PARAGRAPH_ENDINGS = r"[\n\r]" def is_real_paragraph_end(last_char: str, current_pos: int, text: str) -> bool: """ Determine if the current position represents a valid paragraph end. The function checks if the last character i...
91
2,467
cognee
cognee/tasks/chunks/remove_disconnected_chunks.py
.py
from cognee.infrastructure.databases.graph import get_graph_engine from cognee.modules.chunking.models.DocumentChunk import DocumentChunk async def remove_disconnected_chunks(data_chunks: list[DocumentChunk]) -> list[DocumentChunk]: """ Removes disconnected or obsolete chunks from the graph database. Not...
39
1,416
cognee
cognee/tasks/chunks/chunk_by_sentence.py
.py
from uuid import uuid4, UUID from typing import Optional, Iterator, Tuple from .chunk_by_word import chunk_by_word from cognee.infrastructure.databases.vector.embeddings import get_embedding_engine def get_word_size(word: str) -> int: """ Calculate the size of a given word in terms of tokens. If an embed...
103
3,781
cognee
cognee/tasks/chunks/chunk_by_paragraph.py
.py
from typing import Any, Dict, Iterator from uuid import NAMESPACE_OID, uuid5 from .chunk_by_sentence import chunk_by_sentence def chunk_by_paragraph( data: str, max_chunk_size, batch_paragraphs: bool = True, ) -> Iterator[Dict[str, Any]]: """ Chunk the input text by paragraph while enabling exact...
97
3,415
cognee
cognee/tasks/chunks/chunk_by_row.py
.py
from typing import Any, Dict, Iterator from uuid import NAMESPACE_OID, uuid5 from cognee.infrastructure.databases.vector.embeddings import get_embedding_engine def _get_pair_size(pair_text: str) -> int: """ Calculate the size of a given text in terms of tokens. If an embedding engine's tokenizer is avai...
105
3,604
cognee
cognee/tasks/translation/translate_content.py
.py
import asyncio from typing import List, Optional from uuid import uuid5 from cognee.modules.chunking.models import DocumentChunk from cognee.shared.logging_utils import get_logger from .config import get_translation_config, TranslationProviderType from .detect_language import detect_language_async, LanguageDetectionR...
283
10,512
cognee
cognee/tasks/translation/exceptions.py
.py
class TranslationError(Exception): """Base exception for translation errors.""" def __init__(self, message: str, original_error: Exception = None): self.message = message self.original_error = original_error super().__init__(self.message) if original_error: self.__ca...
63
1,912
cognee
cognee/tasks/translation/models.py
.py
from datetime import datetime, timezone from typing import Optional from uuid import UUID from cognee.infrastructure.engine import DataPoint from cognee.modules.chunking.models import DocumentChunk class TranslatedContent(DataPoint): """ Represents translated content with quality metrics. This class sto...
73
2,638
cognee
cognee/tasks/translation/__init__.py
.py
""" Translation task for Cognee. This module provides multilingual content translation capabilities, allowing automatic detection and translation of non-English content to a target language while preserving original text and metadata. Main Components: - translate_content: Main task function for translating document c...
97
2,742
cognee
cognee/tasks/translation/config.py
.py
from functools import lru_cache from typing import Literal, Optional from pydantic import AliasChoices, Field from pydantic_settings import BaseSettings, SettingsConfigDict TranslationProviderType = Literal["llm", "google", "azure"] class TranslationConfig(BaseSettings): """ Configuration settings for the ...
111
4,052
cognee
cognee/tasks/translation/detect_language.py
.py
from dataclasses import dataclass from typing import Optional from cognee.shared.logging_utils import get_logger from .config import get_translation_config from .exceptions import LanguageDetectionError logger = get_logger(__name__) # ISO 639-1 language code to name mapping LANGUAGE_NAMES = { "af": "Afrikaans"...
191
5,400
cognee
cognee/tasks/translation/providers/llm_provider.py
.py
import asyncio from typing import Optional from pydantic import BaseModel from cognee.infrastructure.llm.LLMGateway import LLMGateway from cognee.infrastructure.llm.config import get_llm_config from cognee.infrastructure.llm.prompts import read_query_prompt from cognee.shared.logging_utils import get_logger from .ba...
144
5,184
cognee
cognee/tasks/translation/providers/azure_provider.py
.py
from typing import Optional import aiohttp from cognee.shared.logging_utils import get_logger from .base import TranslationProvider, TranslationResult from ..config import get_translation_config from ..exceptions import TranslationProviderError logger = get_logger(__name__) class AzureTranslationProvider(Translat...
193
6,757
cognee
cognee/tasks/translation/providers/__init__.py
.py
from .base import TranslationProvider, TranslationResult from .llm_provider import LLMTranslationProvider from .google_provider import GoogleTranslationProvider from .azure_provider import AzureTranslationProvider __all__ = [ "TranslationProvider", "TranslationResult", "LLMTranslationProvider", "Google...
45
1,343
cognee
cognee/tasks/translation/providers/google_provider.py
.py
import asyncio from typing import Optional from cognee.shared.logging_utils import get_logger from .base import TranslationProvider, TranslationResult from ..config import get_translation_config logger = get_logger(__name__) class GoogleTranslationProvider(TranslationProvider): """ Translation provider usi...
159
5,231
cognee
cognee/tasks/translation/providers/base.py
.py
""" Base classes for translation providers. This module defines the abstract interface that all translation providers must implement. Providers handle the actual translation of text using external services like OpenAI, Google Translate, or Azure Translator. """ from abc import ABC, abstractmethod from dataclasses imp...
86
2,410
cognee
cognee/tasks/provenance/record_provenance.py
.py
"""Opt-in cognify task writing the audit-grade provenance ledger. Pipeline seam: spliced in by ``get_default_tasks`` right after ``add_data_points`` (node ids are persisted and stable) and before the contradiction-detection spread, when the ``provenance_tracking`` CognifyConfig flag is on (env ``PROVENANCE_TRACKING``,...
276
12,188
cognee
cognee/tasks/provenance/__init__.py
.py
from .record_provenance import record_provenance __all__ = ["record_provenance"]
4
82
cognee
cognee/tasks/code_graph/models.py
.py
from typing import Any, Optional from pydantic import Field from cognee.infrastructure.engine.models.DataPoint import DataPoint class CodeRepository(DataPoint): """The repository an enola snapshot was extracted from. last_snapshot_id records the enola snapshot identity of the last fully loaded (and swe...
90
2,728
cognee
cognee/tasks/code_graph/resolve_repo.py
.py
"""Resolve repository specs (local paths or remote git URLs) to local clones. Used by ``remember(..., content_type="code")`` so callers can pass a GitHub URL (or a list of them) and get the enola code-graph pipeline run on a local shallow clone. Clones live under ``~/.cognee/repos`` and are reused across calls; an exi...
125
4,466
cognee
cognee/tasks/code_graph/__init__.py
.py
"""Code graph extraction tasks backed by enola. These tasks build an architectural knowledge graph of a code repository using enola (https://github.com/enola-labs/enola) by Enola Labs, licensed under Apache-2.0. Cognee invokes the external enola binary (`enola --generate`) and parses its documented output (`.enola/fac...
42
1,055
cognee
cognee/tasks/code_graph/extract_code_graph.py
.py
"""Map enola snapshot facts to cognee DataPoints and typed graph edges.""" import hashlib import json from datetime import datetime, timezone from pathlib import Path import posixpath from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union from uuid import NAMESPACE_OID, UUID, uuid5 from pydantic im...
927
37,273
cognee
cognee/tasks/code_graph/code_files.py
.py
"""The cognify CODE-route adapter for code files. Recognition happens at add time through the loader system: the code loader (infrastructure/loaders/core/code_loader.py) claims supported code files, and ingest_data tags them with ``system_metadata = {"source": "code"}``. Classification maps that tag to CodeFileDocumen...
158
6,925
cognee
cognee/tasks/code_graph/code_repo.py
.py
"""Code-project detection and repo-level ingestion for directory adds. When ``add()`` receives a directory that IS a code project (it carries a project marker such as pyproject.toml or go.mod), flattening it file-by-file is the wrong granularity: every source file would run its own enola pass in its own one-file "repo...
325
12,593
cognee
cognee/tasks/code_graph/enola.py
.py
"""Run the enola binary and parse the snapshot it produces. enola (https://github.com/enola-labs/enola) is an external Go CLI that deterministically extracts an architectural graph from a codebase. `enola --generate` writes a `.enola/` directory containing `facts.jsonl` (one graph node per line) and `receipt.json` (pr...
298
10,394
cognee
cognee/tasks/code_graph/install_enola.py
.py
"""Download and install a pinned enola release on first use. The enola binary (https://github.com/enola-labs/enola, Apache-2.0 by Enola Labs) is a compiled Go CLI that cannot be installed from PyPI. When it is not already available, cognee downloads the pinned release for the current platform straight from the author'...
191
7,700
cognee
cognee/tasks/storage/index_data_points.py
.py
import asyncio from cognee.shared.logging_utils import get_logger from cognee.infrastructure.databases.vector import get_vector_engine_async from cognee.infrastructure.databases.vector.embeddings.config import get_embedding_context_config from cognee.infrastructure.engine import DataPoint logger = get_logger("index_d...
150
5,643
cognee
cognee/tasks/storage/__init__.py
.py
""" Graph persistence and indexing tasks. This module provides tasks for adding structured DataPoints to the graph database, deduplicating extracted nodes and edges, and managing vector-based indexing for both nodes and relationship types. """ from .add_data_points import add_data_points from .index_data_points impor...
12
389
cognee
cognee/tasks/storage/index_graph_edges.py
.py
from collections import Counter from typing import Optional, Dict, Any, List, Tuple, Union from cognee.shared.logging_utils import get_logger from cognee.infrastructure.databases.graph import get_graph_engine from cognee.modules.graph.utils.prepare_edges_for_storage import get_edge_retrieval_text from cognee.modules.g...
93
3,153
cognee
cognee/tasks/storage/close_node.py
.py
"""Bi-temporal helper: close a graph node by stamping its ``valid_to`` timestamp. When a fact changes (e.g. "Alice works at X" -> "Alice works at Y"), call ``close_node(old_node_id)`` to mark the old node as no longer valid β€” instead of deleting it β€” and then write the replacement. Consumers filter stale facts with ``...
58
2,349
cognee
cognee/tasks/storage/add_data_points.py
.py
import asyncio from typing import TYPE_CHECKING, Dict, List, Optional from cognee.modules.pipelines.tasks.task import task_summary from cognee.infrastructure.engine import DataPoint from cognee.infrastructure.databases.unified import get_unified_engine from cognee.infrastructure.databases.unified.capabilities import E...
377
14,585
cognee
cognee/tasks/storage/exceptions/exceptions.py
.py
from cognee.exceptions import ( CogneeValidationError, ) from fastapi import status class InvalidDataPointsInAddDataPointsError(CogneeValidationError): def __init__(self, detail: str): super().__init__( message=f"Invalid data_points: {detail}", name="InvalidDataPointsInAddDataP...
14
396
cognee
cognee/tasks/storage/exceptions/__init__.py
.py
""" Custom exceptions for the Cognee API. This module defines a set of exceptions for handling various data errors """ from .exceptions import ( InvalidDataPointsInAddDataPointsError, )
10
192
cognee
cognee/tasks/documents/__init__.py
.py
""" Document classification and chunking tasks. This module provides tasks for classifying raw data into document objects based on file extensions and extracting structured chunks from documents for downstream processing and storage. """ from .classify_documents import classify_documents from .extract_chunks_from_doc...
11
364
cognee
cognee/tasks/documents/extract_chunks_from_documents.py
.py
from uuid import UUID from sqlalchemy import select from typing import AsyncGenerator from cognee.modules.pipelines.tasks.task import task_summary from cognee.shared.logging_utils import get_logger from cognee.modules.data.processing.document_types.Document import Document from cognee.modules.data.models import Data f...
61
2,421
cognee
cognee/tasks/documents/classify_documents.py
.py
from cognee.modules.data.models import Data import json from cognee.modules.pipelines.tasks.task import task_summary from cognee.modules.data.processing.document_types import ( Document, PdfDocument, AudioDocument, ImageDocument, TextDocument, UnstructuredDocument, CsvDocument, DltSource...
182
6,395
cognee
cognee/tasks/documents/exceptions/exceptions.py
.py
from cognee.exceptions import ( CogneeValidationError, CogneeConfigurationError, ) from fastapi import status class WrongDataDocumentInputError(CogneeValidationError): """Raised when a wrong data document is provided.""" def __init__( self, field: str, name: str = "WrongDataDo...
37
1,091
cognee
cognee/tasks/documents/exceptions/__init__.py
.py
""" Custom exceptions for the Cognee API. This module defines a set of exceptions for handling various data errors """ from .exceptions import ( WrongDataDocumentInputError, InvalidChunkSizeError, InvalidChunkerError, )
12
234
cognee
cognee/tasks/codingagents/__init__.py
.py
""" Coding agent tasks. This module leverages language models to extract coding rules and best practices from developer text, linking them to structured data sources and persisting these relationships within graph systems for downstream use. """
8
247
cognee
cognee/tasks/codingagents/coding_rule_associations.py
.py
from uuid import NAMESPACE_OID, uuid5 from cognee.infrastructure.databases.graph import get_graph_engine from cognee.infrastructure.databases.provenance import graph_provenance_write_kwargs from cognee.infrastructure.databases.vector import get_vector_engine_async from cognee.low_level import DataPoint from cognee.in...
152
5,466
cognee
cognee/tasks/cleanup/cleanup_unused_data.py
.py
""" Task for automatically deleting unused data from the memify pipeline. This task identifies and removes entire documents that haven't been accessed by retrievers for a specified period, helping maintain system efficiency and storage optimization through whole-document removal. """ import json from datetime import ...
171
5,932
cognee
cognee/tasks/web_scraper/types.py
.py
from typing import TypeAlias UrlsToHtmls: TypeAlias = dict[str, str]
5
71
cognee
cognee/tasks/web_scraper/default_url_crawler.py
.py
import asyncio from dataclasses import dataclass, field from functools import lru_cache import time from typing import Any, Union, List, Dict, Optional from urllib.parse import urlparse import httpx import os from cognee.shared.logging_utils import get_logger from cognee.tasks.web_scraper.types import UrlsToHtmls from...
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cognee/tasks/web_scraper/utils.py
.py
"""Utilities for fetching web content using BeautifulSoup, Tavily, or Keenable. This module provides functions to fetch and extract content from web pages, supporting BeautifulSoup for custom extraction rules and Tavily or Keenable for API-based scraping. """ import asyncio import os from typing import List, Optional...
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cognee/tasks/web_scraper/models.py
.py
from cognee.infrastructure.engine import DataPoint from typing import Optional, Dict, Any, List from datetime import datetime class WebPage(DataPoint): """Represents a scraped web page with metadata""" name: Optional[str] content: str content_hash: str scraped_at: datetime last_modified: Opti...
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cognee/tasks/web_scraper/__init__.py
.py
"""Web scraping module for cognee. This module provides tools for scraping web content, managing scraping jobs, and storing data in a graph database. It includes classes and functions for crawling web pages using BeautifulSoup, Tavily, or Keenable, defining data models, and handling scraping configurations. """ from ...
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cognee/tasks/web_scraper/ssrf_protection.py
.py
"""Server-Side Request Forgery (SSRF) protection for outbound URL fetching. Cognee fetches user-supplied ``http(s)`` URLs server-side during ingestion (``add()`` -> ``save_data_item_to_storage``) and web scraping. Without validation, a caller can point Cognee at internal-only addresses -- loopback, private ranges, lin...
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cognee/tasks/web_scraper/web_scraper_task.py
.py
"""Web scraping tasks for storing scraped data in a graph database. This module provides functions to scrape web content, create or update WebPage, WebSite, and ScrapingJob data points, and store them in a Ladybug graph database. It supports scheduled scraping tasks and ensures that node updates preserve existing grap...
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cognee/tasks/web_scraper/config.py
.py
from pydantic import BaseModel, Field from typing import Dict, Optional, Literal import os class TavilyConfig(BaseModel): api_key: Optional[str] = os.getenv("TAVILY_API_KEY") extract_depth: Literal["basic", "advanced"] = "basic" proxies: Optional[Dict[str, str]] = None timeout: Optional[int] = Field(d...
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cognee/tasks/completion/exceptions/exceptions.py
.py
from cognee.exceptions import CogneeValidationError from fastapi import status class NoRelevantDataError(CogneeValidationError): """ Represents an error when no relevant data is found during a search. This class is a subclass of CogneeValidationError. Public methods: - __init__ Instance var...
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cognee/tasks/completion/exceptions/__init__.py
.py
""" Custom exceptions for the Cognee API. This module defines a set of exceptions for handling various compute errors """ from .exceptions import ( NoRelevantDataError, )
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cognee/tasks/memify/consolidate_entities.py
.py
"""Detect and merge semantically near-duplicate ``Entity`` nodes. These two tasks back the ``consolidate_entities`` memify pipeline: * :func:`detect_entity_duplicates` (extraction) loads every ``Entity`` node, embeds its name, and clusters near-duplicates by cosine similarity and/or normalized-name equality. * :f...
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cognee/tasks/memify/extract_agent_trace_feedbacks.py
.py
import json from typing import Optional from cognee.context_global_variables import session_user from cognee.exceptions import CogneeSystemError from cognee.infrastructure.session.get_session_manager import get_session_manager from cognee.modules.users.models import User from cognee.shared.logging_utils import get_log...
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cognee/tasks/memify/extract_feedback_qas.py
.py
from typing import List, Optional from cognee.context_global_variables import session_user from cognee.exceptions import CogneeSystemError, CogneeValidationError from cognee.infrastructure.databases.cache import SessionQAEntry from cognee.infrastructure.session.get_session_manager import get_session_manager from cogne...
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cognee/tasks/memify/__init__.py
.py
""" Memory and subgraph extraction tasks. This module provides tasks for extracting subgraphs, document chunks, and user session data, as well as initiating session cognification workflows, to support memory enrichment and downstream knowledge graph processing. """ from .extract_subgraph import extract_subgraph from ...
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cognee/tasks/memify/get_triplet_datapoints.py
.py
from typing import AsyncGenerator, Dict, Any, List, Optional from cognee.infrastructure.databases.graph.get_graph_engine import get_graph_engine from cognee.modules.engine.utils import generate_node_id from cognee.shared.logging_utils import get_logger from cognee.modules.graph.utils.convert_node_to_data_point import g...
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cognee/tasks/memify/apply_feedback_weights.py
.py
from collections.abc import Awaitable, Callable, Iterable from typing import Any, TypedDict from cognee.context_global_variables import session_user from cognee.exceptions import CogneeSystemError, CogneeValidationError from cognee.infrastructure.databases.graph.get_graph_engine import get_graph_engine from cognee.inf...
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cognee/tasks/memify/cross_connect_entities.py
.py
from collections import Counter, defaultdict from itertools import combinations from typing import Any from pydantic import BaseModel, Field from cognee.infrastructure.databases.graph import get_graph_engine from cognee.infrastructure.databases.vector import get_vector_engine from cognee.infrastructure.llm import LLM...
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cognee/tasks/memify/extract_subgraph_chunks.py
.py
from cognee.modules.graph.cognee_graph.CogneeGraph import CogneeGraph async def extract_subgraph_chunks(subgraphs: list[CogneeGraph]): """ Get all Document Chunks from subgraphs and forward to next task in pipeline """ for subgraph in subgraphs: for node in subgraph.nodes.values(): ...
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cognee/tasks/memify/extract_user_sessions.py
.py
from typing import Optional, List from cognee.context_global_variables import session_user from cognee.exceptions import CogneeSystemError from cognee.infrastructure.session.get_session_manager import get_session_manager from cognee.infrastructure.session.session_persist_watermark import ( SessionPersistWindow, ...
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cognee/tasks/memify/extract_subgraph.py
.py
from cognee.modules.graph.cognee_graph.CogneeGraph import CogneeGraph async def extract_subgraph(subgraphs: list[CogneeGraph]): for subgraph in subgraphs: for edge in subgraph.edges: yield edge
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cognee/tasks/memify/cognify_agent_trace_feedback.py
.py
from typing import Optional from uuid import UUID import cognee from cognee.exceptions import CogneeSystemError, CogneeValidationError from cognee.modules.users.models import User from cognee.shared.logging_utils import get_logger logger = get_logger("cognify_agent_trace_feedback") async def cognify_agent_trace_fe...
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cognee/tasks/memify/cognify_session.py
.py
from typing import Optional, Union from uuid import UUID import cognee from cognee.exceptions import CogneeValidationError, CogneeSystemError from cognee.infrastructure.session.get_session_manager import get_session_manager from cognee.infrastructure.session.session_persist_watermark import ( SessionPersistWindow...
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cognee/tasks/memify/apply_frequency_weights.py
.py
from collections.abc import Awaitable, Callable, Iterable from typing import Any, TypedDict from cognee.context_global_variables import session_user from cognee.exceptions import CogneeSystemError, CogneeValidationError from cognee.infrastructure.databases.graph.get_graph_engine import get_graph_engine from cognee.inf...
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cognee/tasks/memify/global_context_index/ids.py
.py
from __future__ import annotations from uuid import NAMESPACE_OID, UUID, uuid5 def create_bucket_id(dataset_id: str, level: int, child_ids: list[str]) -> UUID: child_key = ",".join(sorted(child_ids)) return uuid5(NAMESPACE_OID, f"GlobalContextSummary:{dataset_id}:{level}:{child_key}") def create_root_summa...
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cognee/tasks/memify/global_context_index/models.py
.py
from __future__ import annotations from dataclasses import dataclass, field from pydantic import BaseModel class GlobalContextSummaryContent(BaseModel): summary: str @dataclass class SummaryNode: id: str text: str type: str level: int | None = None is_root: bool = False dataset_id: str...
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