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cognee
cognee/api/v1/skills/list_skills.py
.py
"""List / fetch dataset-scoped Skill nodes for UI consumption. Reads the knowledge graph scoped to one dataset and returns Skill nodes with their publisher/provenance metadata. Uses the indexed ``get_nodes_by_type`` lookup (via ``resolve_skills``) and only falls back to a full graph scan when a backend does not suppor...
198
7,450
cognee
cognee/api/v1/skills/routers/__init__.py
.py
from .get_skills_router import get_skills_router __all__ = ["get_skills_router"]
4
82
cognee
cognee/api/v1/skills/routers/get_skills_router.py
.py
"""HTTP router for listing, fetching and toggling dataset-scoped skills. Exposes the skills SDK helpers over HTTP with explicit response schemas and caller-scoped authorization, mirroring the schema-inventory router. """ from typing import Optional from uuid import UUID from fastapi import APIRouter, Depends, Query ...
248
9,877
cognee
cognee/api/v1/report/report.py
.py
from pathlib import Path from typing import List, Optional, Union from cognee.context_global_variables import set_database_global_context_variables from cognee.modules.data.methods import get_authorized_existing_datasets from cognee.modules.users.methods import get_default_user from cognee.modules.users.models.User im...
74
2,822
cognee
cognee/api/v1/sync/__init__.py
.py
from .sync import ( sync, SyncResponse, LocalFileInfo, CheckMissingHashesRequest, CheckHashesDiffResponse, PruneDatasetRequest, ) __all__ = [ "sync", "SyncResponse", "LocalFileInfo", "CheckMissingHashesRequest", "CheckHashesDiffResponse", "PruneDatasetRequest", ]
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cognee
cognee/api/v1/sync/sync.py
.py
import io import os import uuid import asyncio import aiohttp from pydantic import BaseModel from typing import List, Optional from datetime import datetime, timezone from dataclasses import dataclass from cognee.api.v1.cognify import cognify from cognee.infrastructure.files.storage import get_file_storage from cogne...
909
35,438
cognee
cognee/api/v1/sync/routers/__init__.py
.py
from .get_sync_router import get_sync_router __all__ = ["get_sync_router"]
4
76
cognee
cognee/api/v1/sync/routers/get_sync_router.py
.py
from uuid import UUID from typing import Optional, List from fastapi import APIRouter, Depends from fastapi.responses import JSONResponse from cognee.api.DTO import InDTO from cognee.modules.users.models import User from cognee.modules.users.methods import get_authenticated_user from cognee.modules.users.permissions....
245
9,953
cognee
cognee/api/v1/delete/__init__.py
.py
from uuid import UUID from typing import Optional from deprecated import deprecated from cognee.api.v1.datasets import datasets from cognee.modules.users.models import User @deprecated( reason="cognee.delete is deprecated. Use `datasets.delete_data` instead.", version="0.3.9" ) async def delete(data_id: UUID, d...
40
1,305
cognee
cognee/api/v1/delete/routers/get_delete_router.py
.py
from uuid import UUID from deprecated import deprecated from fastapi import Depends from fastapi.responses import JSONResponse from fastapi import APIRouter from cognee.shared.logging_utils import get_logger from cognee.modules.users.models import User from cognee.modules.users.methods import get_authenticated_user fr...
72
2,355
cognee
cognee/api/v1/remember/remember.py
.py
import asyncio import time from pathlib import Path from uuid import UUID from typing import Union, BinaryIO, List, Optional, Any, Literal, TYPE_CHECKING try: from typing import Unpack except ImportError: from typing_extensions import Unpack from typing_extensions import TypedDict if TYPE_CHECKING: from ...
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cognee
cognee/api/v1/remember/routers/get_remember_router.py
.py
import json from uuid import UUID from fastapi import APIRouter, HTTPException from fastapi.encoders import jsonable_encoder from fastapi.responses import JSONResponse from fastapi import Form, File, UploadFile as UF, Depends from typing import List, Optional, Union, Literal, Annotated from pydantic import BaseModel, ...
557
25,305
cognee
cognee/api/v1/validate/__init__.py
.py
from .validate import ( validate, ValidationReport, ValidationIssue, ValidationStatus, IssueSeverity, IssueType, )
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139
cognee
cognee/api/v1/validate/validate.py
.py
"""Knowledge-graph integrity checker for cognee. ``cognify()`` writes each node's id as a primary key in up to three stores at once (graph, vector, relational — see ``modules/migrations/versions/namespace_entity_type_node_ids.py``, which exists because those three drifted apart once already: topoteretes/cognee#2515). ...
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cognee
cognee/api/v1/validate/routers/get_validate_router.py
.py
from typing import List from fastapi import APIRouter, Depends, Query from fastapi.responses import JSONResponse from typing_extensions import Annotated from cognee.api.v1.validate.validate import ValidationReport, ValidationStatus, validate from cognee.modules.data.constants import DEFAULT_DATASET_NAME from cognee.m...
49
1,893
cognee
cognee/api/v1/ui/node_setup.py
.py
import os import platform import subprocess import tempfile from pathlib import Path import requests from cognee.shared.logging_utils import get_logger logger = get_logger() def get_nvm_dir() -> Path: """ Get the nvm directory path following standard nvm installation logic. Uses XDG_CONFIG_HOME if set,...
361
13,714
cognee
cognee/api/v1/ui/ui.py
.py
import os import platform import signal import socket import subprocess import threading import time import webbrowser import zipfile import requests from pathlib import Path from typing import Callable, Optional, Tuple, List import tempfile import shutil from cognee.shared.logging_utils import get_logger from cognee....
771
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cognee
cognee/api/v1/ui/npm_utils.py
.py
import platform import subprocess from pathlib import Path from typing import List from cognee.shared.logging_utils import get_logger from .node_setup import get_nvm_sh_path logger = get_logger() def run_npm_command(cmd: List[str], cwd: Path, timeout: int = 300) -> subprocess.CompletedProcess: """ Run an np...
51
1,616
cognee
cognee/api/v1/responses/models.py
.py
import time import uuid from typing import Any, Dict, List, Optional, Union from pydantic import BaseModel, Field from enum import Enum from cognee.api.DTO import InDTO, OutDTO class CogneeModel(str, Enum): """Enum for supported model types""" COGNEEV1 = "cognee-v1" class FunctionParameters(BaseModel): ...
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cognee
cognee/api/v1/responses/default_tools.py
.py
DEFAULT_TOOLS = [ { "type": "function", "name": "search", "description": "Search for information within the knowledge graph", "parameters": { "type": "object", "properties": { "search_query": { "type": "string", ...
109
4,366
cognee
cognee/api/v1/responses/dispatch_function.py
.py
import json import logging from typing import Any, Dict, Union from cognee.api.v1.responses.models import ToolCall from cognee.modules.search.types import SearchType from cognee.api.v1.add import add from cognee.api.v1.search import search from cognee.api.v1.cognify import cognify from cognee.api.v1.prune import prune...
114
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cognee
cognee/api/v1/responses/__init__.py
.py
from cognee.api.v1.responses.routers import get_responses_router __all__ = ["get_responses_router"]
4
101
cognee
cognee/api/v1/responses/routers/default_tools.py
.py
DEFAULT_TOOLS = [ { "type": "function", "name": "search", "description": "Search for information within the knowledge graph", "parameters": { "type": "object", "properties": { "search_query": { "type": "string", ...
128
5,061
cognee
cognee/api/v1/responses/routers/get_responses_router.py
.py
""" Get router for the OpenAI-compatible responses API. """ import logging import uuid from typing import Dict, List, Optional, Any import openai from fastapi import APIRouter, Depends from cognee.api.v1.responses.models import ( ResponseRequest, ResponseBody, ResponseToolCall, ChatUsage, FunctionC...
174
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cognee
cognee/api/v1/responses/routers/__init__.py
.py
from cognee.api.v1.responses.routers.get_responses_router import get_responses_router __all__ = ["get_responses_router"]
4
122
cognee
cognee/api/v1/integrations/routers/__init__.py
.py
from .get_integrations_router import get_integrations_router __all__ = ["get_integrations_router"]
4
100
cognee
cognee/api/v1/integrations/routers/get_integrations_router.py
.py
"""Integrations router: OAuth install flow and connection state for every registered provider, dispatched generically on ``{provider}``. Route roles differ sharply in their auth model, which is the point: * ``POST /{provider}/authorize`` — authenticated. Minting the signed OAuth state is the permission gate for the...
211
9,847
cognee
cognee/api/v1/agents/__init__.py
.py
from cognee.api.v1.agents.routers import get_agents_router __all__ = ["get_agents_router"]
4
92
cognee
cognee/api/v1/agents/agents.py
.py
from __future__ import annotations from typing import Optional, Union from uuid import UUID from cognee.modules.users.models import User from cognee.modules.users.methods import get_default_user from cognee.modules.users.exceptions import PermissionDeniedError from cognee.modules.users.permissions.methods import give...
274
10,019
cognee
cognee/api/v1/agents/routers/get_agents_router.py
.py
from typing import Literal, Optional from uuid import UUID from cognee.api.DTO import OutDTO from cognee.modules.agents.agent_mode import register_agent, unregister_agent from cognee.modules.agents.models import RegisterAgentRequest, UnregisterAgentRequest from cognee.modules.agents.create_agent import create_agent fr...
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7,399
cognee
cognee/cli/_cognee.py
.py
import sys import os import argparse import logging import signal import subprocess import warnings from typing import Any, Sequence, Dict, Type, cast, List import click try: import rich_argparse from rich.markdown import Markdown HAS_RICH = True except ImportError: HAS_RICH = False from cognee.cli ...
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cognee
cognee/cli/minimal_cli.py
.py
#!/usr/bin/env python3 """ Minimal CLI entry point for cognee that avoids early initialization """ import sys import os from typing import Any, Sequence # CRITICAL: Prevent verbose logging initialization for CLI-only usage # This must be set before any cognee imports to be effective os.environ["COGNEE_MINIMAL_LOGGING...
98
3,112
cognee
cognee/cli/echo.py
.py
"""CLI output formatting utilities""" import sys import click from typing import Any def echo(message: str = "", color: str = None, err: bool = False) -> None: """Echo a message to stdout or stderr with optional color""" click.secho(message, fg=color, err=err) def note(message: str) -> None: """Print a...
46
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cognee
cognee/cli/exceptions.py
.py
from typing import Optional class CliCommandException(Exception): """Exception raised by CLI commands with additional context""" def __init__( self, message: str, error_code: int = -1, docs_url: Optional[str] = None, raiseable_exception: Optional[Exception] = None, ...
24
617
cognee
cognee/cli/reference.py
.py
from abc import abstractmethod from typing import Protocol, Optional import argparse class SupportsCliCommand(Protocol): """Protocol for defining one cognee cli command""" command_string: str """name of the command""" help_string: str """the help string for argparse""" description: Optional[s...
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cognee
cognee/cli/__init__.py
.py
from cognee.cli.reference import SupportsCliCommand from cognee.cli.exceptions import CliCommandException DEFAULT_DOCS_URL = "https://docs.cognee.ai" __all__ = [ "SupportsCliCommand", "CliCommandException", "DEFAULT_DOCS_URL", ]
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cognee
cognee/cli/hints.py
.py
"""Next-step hints printed after the primary CLI commands succeed. Each primary command (``remember``, ``recall``, ``cognify``, ``forget``) ends with a single ``Next: ...`` line naming the natural follow-up command, formatted so the user can copy-paste it. The copy lives here so it stays consistent across commands and...
34
1,300
cognee
cognee/cli/debug.py
.py
"""Provides a global debug setting for the CLI - following dlt patterns""" _DEBUG_FLAG = False def enable_debug() -> None: """Enable debug mode for CLI""" global _DEBUG_FLAG _DEBUG_FLAG = True def disable_debug() -> None: """Disable debug mode for CLI""" global _DEBUG_FLAG _DEBUG_FLAG = Fal...
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444
cognee
cognee/cli/api_client.py
.py
"""Thin HTTP client that delegates CLI commands to a running Cognee API server. When ``--api-url`` is supplied (e.g. ``--api-url http://localhost:8000``), every CLI command is forwarded as an HTTP request to the server instead of being executed in-process. This avoids file-based database locking issues (SQLite, Ladyb...
391
13,936
cognee
cognee/cli/remediation.py
.py
"""First-run error remediation table. The failure modes that show up most often on a clean install are: 1. **Invalid API key** — key is set but rejected upstream (401). 2. **Key rejected for permission / quota** — provider accepts the key but denies the request (403, or an exhausted-quota / billing error). 3. **Mi...
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cognee
cognee/cli/config.py
.py
""" CLI configuration and constants to avoid hardcoded values """ # CLI Constants CLI_DESCRIPTION = "Cognee CLI - Manage your knowledge graphs and cognitive processing pipelines." DEFAULT_DOCS_URL = "https://docs.cognee.ai" # Command descriptions - these should match the actual command implementations COMMAND_DESCRIP...
52
2,441
cognee
cognee/cli/api_dispatch.py
.py
"""Dispatch CLI commands via the Cognee HTTP API instead of in-process. When ``--api-url`` is set, this module intercepts the normal in-process execution and forwards the command to a running API server. This ensures a single process owns all file-based database connections. """ from __future__ import annotations i...
395
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cognee
cognee/cli/suppress_logging.py
.py
""" Module to suppress verbose logging before any cognee imports. This must be imported before any other cognee modules. """ import os # Set CLI mode to suppress verbose logging os.environ["COGNEE_CLI_MODE"] = "true" # Also set log level to ERROR for extra safety os.environ["LOG_LEVEL"] = "ERROR"
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301
cognee
cognee/cli/user_resolution.py
.py
"""Resolve a CLI --user-id flag into a User object.""" from typing import Optional from uuid import UUID import cognee.cli.echo as fmt async def resolve_cli_user(user_id: Optional[str] = None, strict: bool = False): """Return the User for the given --user-id, or the default user when omitted. Raises ValueE...
65
2,427
cognee
cognee/cli/samples/__init__.py
.py
"""Bundled sample fixtures for calm first-run demos. Kept as a package so ``importlib.resources`` can resolve the file path without depending on the source-tree layout. """
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cognee
cognee/cli/commands/feedback_command.py
.py
import argparse import asyncio from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException class FeedbackCommand(SupportsCliCommand): command_string = "feedback" help_string = "Add or remove fe...
94
3,428
cognee
cognee/cli/commands/eval_command.py
.py
import argparse import asyncio from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException class EvalCommand(SupportsCliCommand): command_string = "eval" help_string =...
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2,778
cognee
cognee/cli/commands/improve_command.py
.py
import argparse import asyncio from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException from cognee.modules.data.constants import DEFAULT_DATASET_NAME class ImproveCommand(...
97
3,483
cognee
cognee/cli/commands/add_command.py
.py
import argparse import asyncio from typing import Optional from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException from cognee.modules.data.constants import DEFAULT_DATASET_...
86
3,427
cognee
cognee/cli/commands/sessions_command.py
.py
import argparse import asyncio import json from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException class SessionsCommand(SupportsCliCommand): command_string = "sessions" help_string = "View...
97
3,262
cognee
cognee/cli/commands/cognify_command.py
.py
import argparse import asyncio import os from typing import Optional from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL from cognee.cli.config import CHUNKER_CHOICES import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException fr...
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8,492
cognee
cognee/cli/commands/migrate_command.py
.py
"""Alembic-style CLI commands for graph/vector database migrations. cognee upgrade [revision] apply migrations up to a revision (default: head) cognee downgrade <revision> revert migrations down to a revision ('base' = all) cognee history show the migration chains (newest first) co...
395
16,158
cognee
cognee/cli/commands/agents_command.py
.py
import argparse import asyncio import json from uuid import UUID from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException class AgentsCommand(SupportsCliCommand): command_string = "agents" h...
263
9,974
cognee
cognee/cli/commands/datasets_command.py
.py
import argparse import asyncio import json from uuid import UUID from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException class DatasetsCommand(SupportsCliCommand): command_string = "datasets" ...
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7,579
cognee
cognee/cli/commands/search_command.py
.py
import argparse import asyncio import json from typing import Optional from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL from cognee.cli.config import SEARCH_TYPE_CHOICES, OUTPUT_FORMAT_CHOICES import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException...
155
6,368
cognee
cognee/cli/commands/recall_command.py
.py
import argparse import asyncio import json from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL from cognee.cli.config import SEARCH_TYPE_CHOICES, OUTPUT_FORMAT_CHOICES import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException f...
176
7,291
cognee
cognee/cli/commands/memify_command.py
.py
import argparse import asyncio from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException class MemifyCommand(SupportsCliCommand): command_string = "memify" help_stri...
98
3,209
cognee
cognee/cli/commands/serve_command.py
.py
import argparse import asyncio from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt class ServeCommand(SupportsCliCommand): command_string = "serve" help_string = "Connect to a Cognee instance (cloud or local)" docs_url = DEFAULT_DOCS_U...
74
2,385
cognee
cognee/cli/commands/remember_command.py
.py
import argparse import asyncio from importlib import resources from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL from cognee.cli.config import CHUNKER_CHOICES import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException from cog...
172
6,658
cognee
cognee/cli/commands/forget_command.py
.py
import argparse import asyncio from uuid import UUID from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException from cognee.cli.hints import hint_remember class ForgetCommand...
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3,071
cognee
cognee/cli/commands/delete_command.py
.py
import argparse import asyncio from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException from cognee.api.v1.datasets.datasets import datasets as cognee_datasets from cognee.mo...
112
4,622
cognee
cognee/cli/commands/config_command.py
.py
import argparse import json from typing import Optional, Any from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException from cognee.api.v1.exceptions.exceptions import InvalidC...
221
9,205
cognee
cognee/cli/commands/push_command.py
.py
import argparse import asyncio from cognee.cli.reference import SupportsCliCommand from cognee.cli import DEFAULT_DOCS_URL import cognee.cli.echo as fmt from cognee.cli.exceptions import CliCommandException, CliCommandInnerException # Tiny constants-only import; the cognee package is already loaded by the CLI. from c...
129
5,077
cognee
cognee/cli/commands/report_command.py
.py
import argparse import asyncio from cognee.cli import DEFAULT_DOCS_URL from cognee.cli.exceptions import CliCommandException, CliCommandInnerException from cognee.cli.reference import SupportsCliCommand import cognee.cli.echo as fmt from cognee.modules.data.constants import DEFAULT_DATASET_NAME class ReportCommand(S...
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2,776
cognee
cognee/memify_pipelines/consolidate_entities.py
.py
"""Memify pipeline that merges near-duplicate ``Entity`` nodes into one. Mirrors the structure of the sibling graph-mutating enrichment pipelines (e.g. ``apply_feedback_weights``): it resolves the target dataset, enters that dataset's database context, and runs a single detect (extraction) task followed by a single me...
117
4,753
cognee
cognee/memify_pipelines/persist_agent_trace_feedbacks_in_knowledge_graph.py
.py
from typing import Optional from cognee import memify from cognee.context_global_variables import ( set_database_global_context_variables, set_session_user_context_variable, ) from cognee.exceptions import CogneeValidationError from cognee.modules.data.methods import get_authorized_existing_datasets from cogne...
102
3,712
cognee
cognee/memify_pipelines/apply_feedback_weights.py
.py
from typing import List from cognee import memify from cognee.context_global_variables import ( set_database_global_context_variables, set_session_user_context_variable, ) from cognee.exceptions import CogneeValidationError from cognee.modules.data.methods import get_authorized_existing_datasets from cognee.mo...
88
3,135
cognee
cognee/memify_pipelines/global_context_index.py
.py
from typing import Union from uuid import UUID from cognee import memify from cognee.modules.pipelines.tasks.task import Task from cognee.modules.users.models import User from cognee.tasks.memify.global_context_index import ( extract_global_context_index_input, update_global_context_index, ) from cognee.tasks....
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2,769
cognee
cognee/memify_pipelines/cross_connect_entities.py
.py
import cognee from cognee.modules.pipelines.tasks.task import Task from cognee.tasks.memify.cross_connect_entities import ( cross_connect_entities, get_entity_nodes, ) async def cross_connect_entities_pipeline( similarity_threshold: float = 0.5, overlap_threshold: float = 0.2, max_new_edges_per_no...
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cognee
cognee/memify_pipelines/memify_default_tasks.py
.py
from cognee.modules.pipelines.tasks.task import Task from cognee.tasks.memify.get_triplet_datapoints import get_triplet_datapoints from cognee.tasks.memify.extract_user_sessions import extract_user_sessions from cognee.tasks.memify.cognify_session import cognify_session from cognee.tasks.storage.index_data_points impor...
26
908
cognee
cognee/memify_pipelines/consolidate_entity_descriptions.py
.py
import asyncio import logging from uuid import UUID import cognee from typing import Any, Dict, List, Optional, Set import json from pydantic import BaseModel from cognee.infrastructure.databases.graph import get_graph_engine from cognee.infrastructure.engine.models.DataPoint import DataPoint from cognee.infrastructu...
225
7,605
cognee
cognee/memify_pipelines/create_triplet_embeddings.py
.py
from typing import Any from cognee import memify from cognee.context_global_variables import ( set_database_global_context_variables, ) from cognee.exceptions import CogneeValidationError from cognee.modules.data.methods import get_authorized_existing_datasets from cognee.shared.logging_utils import get_logger fro...
54
1,799
cognee
cognee/memify_pipelines/memify_task_registry.py
.py
"""Registry of memify tasks that can be selected by name. The memify HTTP endpoint (and ``cognee.memify()``) accept task names as plain strings. This module maps those names onto ready-to-run ``Task`` instances so the string-based contract advertised by the API actually works. Only tasks that are runnable without req...
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4,853
cognee
cognee/memify_pipelines/apply_frequency_weights.py
.py
from typing import List from cognee import memify from cognee.context_global_variables import ( set_database_global_context_variables, set_session_user_context_variable, ) from cognee.exceptions import CogneeValidationError from cognee.modules.data.methods import get_authorized_existing_datasets from cognee.mo...
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cognee
cognee/memify_pipelines/persist_sessions_in_knowledge_graph.py
.py
from typing import Optional, List from cognee import memify from cognee.context_global_variables import ( set_database_global_context_variables, set_session_user_context_variable, ) from cognee.exceptions import CogneeValidationError from cognee.modules.data.methods import get_authorized_existing_datasets from...
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cognee
cognee/memory/__init__.py
.py
from .entries import ( MemoryEntry, QAEntry, TraceEntry, FeedbackEntry, SkillRunEntry, RecallScope, normalize_scope, ) __all__ = [ "MemoryEntry", "QAEntry", "TraceEntry", "FeedbackEntry", "SkillRunEntry", "RecallScope", "normalize_scope", ]
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cognee
cognee/memory/entries.py
.py
"""Discriminated-union memory entries for remember()/recall(). Typed payloads let callers pass rich structured data to ``cognee.remember()`` — Q&A turns, agent trace steps, feedback attachments, and skill-run scores — in addition to the legacy "blob of text/files" shape. Each entry carries a literal ``type`` discrimin...
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cognee
cognee/infrastructure/entities/BaseEntityExtractor.py
.py
from abc import ABC, abstractmethod from cognee.modules.engine.models import Entity class BaseEntityExtractor(ABC): """ Base class for entity extraction strategies. This class defines the interface for entity extraction methods that derived classes must implement. It serves as a blueprint for entity...
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cognee
cognee/infrastructure/llm/pipeline_stage.py
.py
from contextlib import contextmanager from cognee.context_global_variables import ( llm_config as llm_config_ctx, current_pipeline_stage, ) from cognee.infrastructure.llm.config import get_llm_context_config @contextmanager def pipeline_stage(stage: str): """Route every LLM call made within this block to...
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cognee
cognee/infrastructure/llm/overload_policy.py
.py
"""Overload detection and reaction policy for LLM dispatch. Everything runs at full speed until there is evidence the provider cannot keep up; then dispatches are paced by the RPM limiter for a cooldown window that extends while evidence keeps arriving and lapses back to the configured state afterwards. The dispatch s...
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cognee
cognee/infrastructure/llm/utils.py
.py
import asyncio import os import litellm from cognee.infrastructure.llm.LLMGateway import LLMGateway from cognee.infrastructure.llm.structured_output_framework.litellm_instructor.llm.get_llm_client import ( get_llm_client, ) from cognee.shared.logging_utils import get_logger logger = get_logger() CONNECTION_TEST...
183
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cognee
cognee/infrastructure/llm/retry_config.py
.py
"""Shared tenacity retry policy for LLM structured-output calls. Used by every structured-output framework — the litellm/instructor adapters and the BAML integration alike. Each ``acreate_structured_output`` retries until BOTH floors are satisfied: at least ``LLM_MIN_RETRY_ATTEMPTS`` attempts AND at least ``LLM_MIN_RE...
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cognee
cognee/infrastructure/llm/exceptions.py
.py
from cognee.exceptions.exceptions import CogneeValidationError class ContentPolicyFilterError(CogneeValidationError): pass class LLMPaymentRequiredError(CogneeValidationError): """Raised when the LLM provider returns HTTP 402 (payment required / budget exhausted).""" def __init__( self, message...
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cognee
cognee/infrastructure/llm/ollama_support.py
.py
import re from typing import Optional from cognee.shared.logging_utils import get_logger logger = get_logger("ollama_support") # Isolated Ollama model support matrix OLLAMA_MODEL_CLASSIFICATIONS = { # Recommended models "llama3": "recommended", "llama3.1": "recommended", "llama3.2": "recommended", ...
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3,248
cognee
cognee/infrastructure/llm/__init__.py
.py
from cognee.infrastructure.llm.config import ( get_llm_config, ) from cognee.infrastructure.llm.LLMGateway import LLMGateway from cognee.infrastructure.llm.openai_type_cache import install as _install_openai_type_cache from cognee.infrastructure.llm.utils import ( determine_embedding_dimensions, get_max_chu...
17
629
cognee
cognee/infrastructure/llm/openai_type_cache.py
.py
"""Cache openai-python's per-response type-introspection helpers. On every HTTP response, the openai SDK rebuilds its ``ChatCompletion`` response tree, repeatedly calling ``get_origin`` / ``get_args`` / ``is_annotated_type`` / ``is_literal_type`` against the same static types. At cognify scale this introspection domin...
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cognee
cognee/infrastructure/llm/LLMGateway.py
.py
from collections.abc import Coroutine from typing import Any, TypeVar from pydantic import BaseModel from cognee.infrastructure.llm import get_llm_config from cognee.infrastructure.llm.config import get_llm_context_config from cognee.infrastructure.llm.retry_config import raise_if_quota_error from cognee.infrastructu...
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5,125
cognee
cognee/infrastructure/llm/config.py
.py
import json import os from functools import lru_cache from typing import Any, ClassVar from pydantic import model_validator from pydantic_settings import BaseSettings, SettingsConfigDict try: from baml_py import ClientRegistry # ty:ignore[unresolved-import] except ImportError: ClientRegistry = None # Module...
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cognee
cognee/infrastructure/llm/tokenizer/tokenizer_interface.py
.py
from abc import abstractmethod from typing import Any, Protocol class TokenizerInterface(Protocol): """ Defines an interface for tokenizers that provides methods for token extraction, counting, and decoding. """ @abstractmethod def extract_tokens(self, text: str) -> list[Any]: """ ...
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cognee
cognee/infrastructure/llm/tokenizer/resolver.py
.py
"""Resolve the tokenizer that best matches a configured embedding model. Chunk sizing counts tokens with a tokenizer. When that tokenizer does not match the embedding model, the counts are wrong: a BERT wordpiece model (BGE, MiniLM, E5, ...) counted with the OpenAI BPE tokenizer, for example, mis-sizes every chunk and...
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cognee
cognee/infrastructure/llm/tokenizer/Mistral/adapter.py
.py
from typing import Any from ..tokenizer_interface import TokenizerInterface class MistralTokenizer(TokenizerInterface): """ Tokenizes input text based on a specified model while adhering to a maximum token limit. The class implements the TokenizerInterface and provides methods to extract tokens, coun...
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cognee
cognee/infrastructure/llm/tokenizer/Gemini/adapter.py
.py
from typing import Any from ..tokenizer_interface import TokenizerInterface # NOTE: DEPRECATED as to count tokens you need to send an API request to Google it is too slow to use with Cognee class GeminiTokenizer(TokenizerInterface): """ Implements a tokenizer interface for the Gemini model, managing token ex...
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cognee
cognee/infrastructure/llm/tokenizer/HuggingFace/adapter.py
.py
from typing import Any from ..tokenizer_interface import TokenizerInterface class HuggingFaceTokenizer(TokenizerInterface): """ Implements a tokenizer using the Hugging Face Transformers library. Public methods include: - extract_tokens - count_tokens - decode_single_token Instance vari...
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cognee
cognee/infrastructure/llm/tokenizer/TikToken/adapter.py
.py
from typing import Any import tiktoken from ..tokenizer_interface import TokenizerInterface class TikTokenTokenizer(TokenizerInterface): """ Tokenizer adapter for OpenAI. Intended to be used as part of LLM Embedding and LLM Adapters classes. """ def __init__( self, model: str | ...
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cognee
cognee/infrastructure/llm/prompts/llm_judge_prompts.py
.py
# LLM-as-a-judge metrics as described here: https://arxiv.org/abs/2404.16130 llm_judge_prompts = { "correctness": "Determine whether the actual output is factually correct based on the expected output.", "comprehensiveness": "Determine how much detail the answer provides to cover all the aspects and details of...
10
690
cognee
cognee/infrastructure/llm/prompts/render_prompt.py
.py
from jinja2 import Environment, FileSystemLoader, select_autoescape from cognee.root_dir import get_absolute_path def render_prompt(filename: str, context: dict, base_directory: str | None = None) -> str: """ Render a Jinja2 template asynchronously. Set the base directory if not provided, initialize the...
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cognee
cognee/infrastructure/llm/prompts/show_prompt.py
.py
from cognee.infrastructure.llm.exceptions import MissingSystemPromptPathError from cognee.infrastructure.llm.prompts import read_query_prompt def show_prompt(text_input: str, system_prompt: str) -> str | None: """ Format and display the prompt for a user query. This method formats the prompt using the pr...
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cognee
cognee/infrastructure/llm/prompts/read_query_prompt.py
.py
from os import path from cognee.root_dir import get_absolute_path from cognee.shared.logging_utils import ERROR, get_logger def read_query_prompt(prompt_file_name: str, base_directory: str | None = None) -> str | None: """ Read a query prompt from a file. Retrieve the contents of a specified prompt file...
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cognee
cognee/infrastructure/llm/extraction/extract_summary.py
.py
import os from instructor.core import InstructorRetryException from pydantic import BaseModel from cognee.infrastructure.llm.LLMGateway import LLMGateway from cognee.infrastructure.llm.prompts import read_query_prompt from cognee.shared.data_models import SummarizedCode from cognee.shared.logging_utils import get_log...
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1,729
cognee
cognee/infrastructure/llm/extraction/extract_categories.py
.py
from pydantic import BaseModel from cognee.infrastructure.llm.LLMGateway import LLMGateway from cognee.infrastructure.llm.prompts import read_query_prompt async def extract_categories(content: str, response_model: type[BaseModel]): system_prompt = read_query_prompt("classify_content.txt") or "" llm_output =...
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