repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/base_tool_adapter.py | lib/crewai/src/crewai/agents/agent_adapters/base_tool_adapter.py | from __future__ import annotations
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from crewai.tools.base_tool import BaseTool
class BaseToolAdapter(ABC):
"""Base class for all tool adapters in CrewAI.
This abstract class defines the common interface that al... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/base_converter_adapter.py | lib/crewai/src/crewai/agents/agent_adapters/base_converter_adapter.py | """Base converter adapter for structured output conversion."""
from __future__ import annotations
from abc import ABC, abstractmethod
import json
import re
from typing import TYPE_CHECKING, Any, Final, Literal
from crewai.utilities.pydantic_schema_utils import generate_model_description
if TYPE_CHECKING:
from ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/__init__.py | lib/crewai/src/crewai/agents/agent_adapters/__init__.py | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false | |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/openai_agents/openai_agent_tool_adapter.py | lib/crewai/src/crewai/agents/agent_adapters/openai_agents/openai_agent_tool_adapter.py | """OpenAI agent tool adapter for CrewAI tool integration.
This module contains the OpenAIAgentToolAdapter class that converts CrewAI tools
to OpenAI Assistant-compatible format using the agents library.
"""
from collections.abc import Awaitable
import inspect
import json
import re
from typing import Any, cast
from c... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/openai_agents/structured_output_converter.py | lib/crewai/src/crewai/agents/agent_adapters/openai_agents/structured_output_converter.py | """OpenAI structured output converter for CrewAI task integration.
This module contains the OpenAIConverterAdapter class that handles structured
output conversion for OpenAI agents, supporting JSON and Pydantic model formats.
"""
import json
from typing import Any
from crewai.agents.agent_adapters.base_converter_ada... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/openai_agents/openai_adapter.py | lib/crewai/src/crewai/agents/agent_adapters/openai_agents/openai_adapter.py | """OpenAI agents adapter for CrewAI integration.
This module contains the OpenAIAgentAdapter class that integrates OpenAI Assistants
with CrewAI's agent system, providing tool integration and structured output support.
"""
from typing import Any, cast
from pydantic import ConfigDict, Field, PrivateAttr
from typing_e... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/openai_agents/protocols.py | lib/crewai/src/crewai/agents/agent_adapters/openai_agents/protocols.py | """Type protocols for OpenAI agents modules."""
from collections.abc import Callable
from typing import Any, Protocol, TypedDict, runtime_checkable
from crewai.tools.base_tool import BaseTool
class AgentKwargs(TypedDict, total=False):
"""Typed dict for agent initialization kwargs."""
role: str
goal: st... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/openai_agents/__init__.py | lib/crewai/src/crewai/agents/agent_adapters/openai_agents/__init__.py | """OpenAI agent adapters for crewAI."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/langgraph/langgraph_adapter.py | lib/crewai/src/crewai/agents/agent_adapters/langgraph/langgraph_adapter.py | """LangGraph agent adapter for CrewAI integration.
This module contains the LangGraphAgentAdapter class that integrates LangGraph ReAct agents
with CrewAI's agent system. Provides memory persistence, tool integration, and structured
output functionality.
"""
from collections.abc import Callable
from typing import Any... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/langgraph/structured_output_converter.py | lib/crewai/src/crewai/agents/agent_adapters/langgraph/structured_output_converter.py | """LangGraph structured output converter for CrewAI task integration.
This module contains the LangGraphConverterAdapter class that handles structured
output conversion for LangGraph agents, supporting JSON and Pydantic model formats.
"""
from typing import Any
from crewai.agents.agent_adapters.base_converter_adapte... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/langgraph/protocols.py | lib/crewai/src/crewai/agents/agent_adapters/langgraph/protocols.py | """Type protocols for LangGraph modules."""
from typing import Any, Protocol, runtime_checkable
@runtime_checkable
class LangGraphMemorySaver(Protocol):
"""Protocol for LangGraph MemorySaver.
Defines the interface for LangGraph's memory persistence mechanism.
"""
def __init__(self) -> None:
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/langgraph/__init__.py | lib/crewai/src/crewai/agents/agent_adapters/langgraph/__init__.py | """LangGraph adapter for crewAI."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/agents/agent_adapters/langgraph/langgraph_tool_adapter.py | lib/crewai/src/crewai/agents/agent_adapters/langgraph/langgraph_tool_adapter.py | """LangGraph tool adapter for CrewAI tool integration.
This module contains the LangGraphToolAdapter class that converts CrewAI tools
to LangGraph-compatible format using langchain_core.tools.
"""
from collections.abc import Awaitable
import inspect
from typing import Any
from crewai.agents.agent_adapters.base_tool_... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/factory.py | lib/crewai/src/crewai/rag/factory.py | """Factory functions for creating RAG clients from configuration."""
from typing import cast
from crewai.rag.config.optional_imports.protocols import (
ChromaFactoryModule,
QdrantFactoryModule,
)
from crewai.rag.config.types import RagConfigType
from crewai.rag.core.base_client import BaseClient
from crewai.u... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/__init__.py | lib/crewai/src/crewai/rag/__init__.py | """RAG (Retrieval-Augmented Generation) infrastructure for CrewAI."""
import importlib
import sys
from types import ModuleType
from typing import Any
from crewai.rag.config.types import RagConfigType
from crewai.rag.config.utils import set_rag_config
_module_path = __path__
_module_file = __file__
class _RagModul... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/types.py | lib/crewai/src/crewai/rag/types.py | """Type definitions for RAG (Retrieval-Augmented Generation) systems."""
from collections.abc import Callable, Mapping
from typing import Any, TypeAlias
from typing_extensions import Required, TypedDict
class BaseRecord(TypedDict, total=False):
"""A typed dictionary representing a document record.
Attribut... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/storage/base_rag_storage.py | lib/crewai/src/crewai/rag/storage/base_rag_storage.py | from abc import ABC, abstractmethod
from typing import Any
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
from crewai.rag.embeddings.types import ProviderSpec
class BaseRAGStorage(ABC):
"""
Base class for RAG-based Storage implementations.
"""
app: Any | None = None
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/storage/__init__.py | lib/crewai/src/crewai/rag/storage/__init__.py | """Storage components for RAG infrastructure."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/qdrant/client.py | lib/crewai/src/crewai/rag/qdrant/client.py | """Qdrant client implementation."""
from typing import Any, cast
from typing_extensions import Unpack
from crewai.rag.core.base_client import (
BaseClient,
BaseCollectionAddParams,
BaseCollectionParams,
BaseCollectionSearchParams,
)
from crewai.rag.core.exceptions import ClientMethodMismatchError
fro... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/qdrant/constants.py | lib/crewai/src/crewai/rag/qdrant/constants.py | """Constants for Qdrant implementation."""
import os
from typing import Final
from qdrant_client.models import Distance, VectorParams
from crewai.utilities.paths import db_storage_path
DEFAULT_VECTOR_PARAMS: Final = VectorParams(size=384, distance=Distance.COSINE)
DEFAULT_EMBEDDING_MODEL: Final[str] = "sentence-tr... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/qdrant/utils.py | lib/crewai/src/crewai/rag/qdrant/utils.py | """Utility functions for Qdrant operations."""
import asyncio
from typing import TypeGuard
from uuid import uuid4
from qdrant_client import (
AsyncQdrantClient, # type: ignore[import-not-found]
QdrantClient as SyncQdrantClient, # type: ignore[import-not-found]
)
from qdrant_client.models import ( # type: i... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/qdrant/factory.py | lib/crewai/src/crewai/rag/qdrant/factory.py | """Factory functions for creating Qdrant clients from configuration."""
from qdrant_client import QdrantClient as SyncQdrantClientBase
from crewai.rag.qdrant.client import QdrantClient
from crewai.rag.qdrant.config import QdrantConfig
def create_client(config: QdrantConfig) -> QdrantClient:
"""Create a Qdrant c... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/qdrant/config.py | lib/crewai/src/crewai/rag/qdrant/config.py | """Qdrant configuration model."""
from __future__ import annotations
from dataclasses import field
from typing import TYPE_CHECKING, Any, Literal, cast
from pydantic.dataclasses import dataclass as pyd_dataclass
from crewai.rag.config.base import BaseRagConfig
from crewai.rag.qdrant.constants import DEFAULT_EMBEDDI... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/qdrant/__init__.py | lib/crewai/src/crewai/rag/qdrant/__init__.py | """Qdrant vector database client implementation."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/qdrant/types.py | lib/crewai/src/crewai/rag/qdrant/types.py | """Type definitions specific to Qdrant implementation."""
from collections.abc import Awaitable, Callable
from typing import Annotated, Any, Protocol, TypeAlias
import numpy as np
from pydantic import GetCoreSchemaHandler
from pydantic_core import CoreSchema, core_schema
from qdrant_client import (
AsyncQdrantCli... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/chromadb/client.py | lib/crewai/src/crewai/rag/chromadb/client.py | """ChromaDB client implementation."""
import logging
from typing import Any
from chromadb.api.types import (
EmbeddingFunction as ChromaEmbeddingFunction,
QueryResult,
)
from typing_extensions import Unpack
from crewai.rag.chromadb.types import (
ChromaDBClientType,
ChromaDBCollectionCreateParams,
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/chromadb/constants.py | lib/crewai/src/crewai/rag/chromadb/constants.py | """Constants for ChromaDB configuration."""
import re
from typing import Final
from crewai.utilities.paths import db_storage_path
DEFAULT_TENANT: Final[str] = "default_tenant"
DEFAULT_DATABASE: Final[str] = "default_database"
DEFAULT_STORAGE_PATH: Final[str] = db_storage_path()
MIN_COLLECTION_LENGTH: Final[int] = ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/chromadb/utils.py | lib/crewai/src/crewai/rag/chromadb/utils.py | """Utility functions for ChromaDB client implementation."""
from collections.abc import Mapping
import hashlib
import json
from typing import Literal, TypeGuard, cast
from chromadb.api import AsyncClientAPI, ClientAPI
from chromadb.api.models.AsyncCollection import AsyncCollection
from chromadb.api.models.Collection ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/chromadb/factory.py | lib/crewai/src/crewai/rag/chromadb/factory.py | """Factory functions for creating ChromaDB clients."""
from hashlib import md5
import os
from chromadb import PersistentClient
import portalocker
from crewai.rag.chromadb.client import ChromaDBClient
from crewai.rag.chromadb.config import ChromaDBConfig
def create_client(config: ChromaDBConfig) -> ChromaDBClient:
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/chromadb/config.py | lib/crewai/src/crewai/rag/chromadb/config.py | """ChromaDB configuration model."""
from dataclasses import field
import os
from typing import Literal, cast
import warnings
from chromadb.config import Settings
from pydantic.dataclasses import dataclass as pyd_dataclass
from crewai.rag.chromadb.constants import (
DEFAULT_DATABASE,
DEFAULT_STORAGE_PATH,
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/chromadb/__init__.py | lib/crewai/src/crewai/rag/chromadb/__init__.py | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false | |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/chromadb/types.py | lib/crewai/src/crewai/rag/chromadb/types.py | """Type definitions specific to ChromaDB implementation."""
from collections.abc import Mapping
from typing import Any, NamedTuple
from chromadb.api import AsyncClientAPI, ClientAPI
from chromadb.api.configuration import CollectionConfigurationInterface
from chromadb.api.types import (
CollectionMetadata,
Dat... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/core/base_embeddings_callable.py | lib/crewai/src/crewai/rag/core/base_embeddings_callable.py | """Base embeddings callable utilities for RAG systems."""
from typing import Protocol, TypeVar, runtime_checkable
import numpy as np
from crewai.rag.core.types import (
Embeddable,
Embedding,
Embeddings,
PyEmbedding,
)
T = TypeVar("T")
D = TypeVar("D", bound=Embeddable, contravariant=True)
def no... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/core/base_embeddings_provider.py | lib/crewai/src/crewai/rag/core/base_embeddings_provider.py | """Base class for embedding providers."""
from typing import Generic, TypeVar
from pydantic import Field
from pydantic_settings import BaseSettings, SettingsConfigDict
from crewai.rag.core.base_embeddings_callable import EmbeddingFunction
T = TypeVar("T", bound=EmbeddingFunction)
class BaseEmbeddingsProvider(Bas... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/core/exceptions.py | lib/crewai/src/crewai/rag/core/exceptions.py | """Core exceptions for RAG module."""
class ClientMethodMismatchError(TypeError):
"""Raised when a method is called with the wrong client type.
Typically used when a sync method is called with an async client,
or vice versa.
"""
def __init__(
self, method_name: str, expected_client: str,... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/core/__init__.py | lib/crewai/src/crewai/rag/core/__init__.py | """Core abstract base classes and protocols for RAG systems."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/core/types.py | lib/crewai/src/crewai/rag/core/types.py | """Core type definitions for RAG systems."""
from collections.abc import Sequence
from typing import TypeVar
import numpy as np
from numpy import floating, integer, number
from numpy.typing import NDArray
T = TypeVar("T")
PyEmbedding = Sequence[float] | Sequence[int]
PyEmbeddings = list[PyEmbedding]
Embedding = ND... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/core/base_client.py | lib/crewai/src/crewai/rag/core/base_client.py | """Protocol for vector database client implementations."""
from abc import abstractmethod
from typing import Annotated, Any, Protocol, runtime_checkable
from pydantic import GetCoreSchemaHandler
from pydantic_core import CoreSchema, core_schema
from typing_extensions import Required, TypedDict, Unpack
from crewai.ra... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/constants.py | lib/crewai/src/crewai/rag/config/constants.py | """Constants for RAG configuration."""
from typing import Final
DISCRIMINATOR: Final[str] = "provider"
DEFAULT_RAG_CONFIG_PATH: Final[str] = "crewai.rag.chromadb.config"
DEFAULT_RAG_CONFIG_CLASS: Final[str] = "ChromaDBConfig"
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/utils.py | lib/crewai/src/crewai/rag/config/utils.py | """RAG client configuration utilities."""
from contextvars import ContextVar
from pydantic import BaseModel, Field
from crewai.rag.config.constants import (
DEFAULT_RAG_CONFIG_CLASS,
DEFAULT_RAG_CONFIG_PATH,
)
from crewai.rag.config.types import RagConfigType
from crewai.rag.core.base_client import BaseClien... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/__init__.py | lib/crewai/src/crewai/rag/config/__init__.py | """RAG client configuration management using ContextVars for thread-safe provider switching."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/types.py | lib/crewai/src/crewai/rag/config/types.py | """Type definitions for RAG configuration."""
from typing import TYPE_CHECKING, Annotated, TypeAlias
from pydantic import Field
from crewai.rag.config.constants import DISCRIMINATOR
# Linter freaks out on conditional imports, assigning in the type checking fixes it
if TYPE_CHECKING:
from crewai.rag.chromadb.co... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/base.py | lib/crewai/src/crewai/rag/config/base.py | """Base configuration class for RAG providers."""
from dataclasses import field
from typing import Any
from pydantic.dataclasses import dataclass as pyd_dataclass
from crewai.rag.config.optional_imports.types import SupportedProvider
@pyd_dataclass(frozen=True)
class BaseRagConfig:
"""Base class for RAG config... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/optional_imports/providers.py | lib/crewai/src/crewai/rag/config/optional_imports/providers.py | """Provider-specific missing configuration classes."""
from dataclasses import field
from typing import Literal
from pydantic import ConfigDict
from pydantic.dataclasses import dataclass as pyd_dataclass
from crewai.rag.config.optional_imports.base import _MissingProvider
@pyd_dataclass(config=ConfigDict(extra="fo... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/optional_imports/protocols.py | lib/crewai/src/crewai/rag/config/optional_imports/protocols.py | """Protocol definitions for RAG factory modules."""
from __future__ import annotations
from typing import TYPE_CHECKING, Protocol
if TYPE_CHECKING:
from crewai.rag.chromadb.client import ChromaDBClient
from crewai.rag.chromadb.config import ChromaDBConfig
from crewai.rag.qdrant.client import QdrantClien... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/optional_imports/__init__.py | lib/crewai/src/crewai/rag/config/optional_imports/__init__.py | """Optional imports for RAG configuration providers."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/optional_imports/types.py | lib/crewai/src/crewai/rag/config/optional_imports/types.py | """Type definitions for optional imports."""
from typing import Annotated, Literal
SupportedProvider = Annotated[
Literal["chromadb", "qdrant"],
"Supported RAG provider types, add providers here as they become available",
]
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/config/optional_imports/base.py | lib/crewai/src/crewai/rag/config/optional_imports/base.py | """Base classes for missing provider configurations."""
from dataclasses import field
from typing import Literal
from pydantic import ConfigDict
from pydantic.dataclasses import dataclass as pyd_dataclass
@pyd_dataclass(config=ConfigDict(extra="forbid"))
class _MissingProvider:
"""Base class for missing provide... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/factory.py | lib/crewai/src/crewai/rag/embeddings/factory.py | """Factory functions for creating embedding providers and functions."""
from __future__ import annotations
from typing import TYPE_CHECKING, Any, TypeVar, overload
from crewai.rag.core.base_embeddings_callable import EmbeddingFunction
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
from c... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/__init__.py | lib/crewai/src/crewai/rag/embeddings/__init__.py | """Embedding components for RAG infrastructure."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/types.py | lib/crewai/src/crewai/rag/embeddings/types.py | """Type definitions for the embeddings module."""
from typing import Any, Literal, TypeAlias
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
from crewai.rag.embeddings.providers.aws.types import BedrockProviderSpec
from crewai.rag.embeddings.providers.cohere.types import CohereProviderSpec... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/__init__.py | """Embedding provider implementations."""
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/custom/custom_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/custom/custom_provider.py | """Custom embeddings provider for user-defined embedding functions."""
from pydantic import Field
from pydantic_settings import SettingsConfigDict
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
from crewai.rag.embeddings.providers.custom.embedding_callable import (
CustomEmbeddingFunc... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/custom/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/custom/__init__.py | """Custom embedding providers."""
from crewai.rag.embeddings.providers.custom.custom_provider import CustomProvider
from crewai.rag.embeddings.providers.custom.types import (
CustomProviderConfig,
CustomProviderSpec,
)
__all__ = [
"CustomProvider",
"CustomProviderConfig",
"CustomProviderSpec",
]
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/custom/types.py | lib/crewai/src/crewai/rag/embeddings/providers/custom/types.py | """Type definitions for custom embedding providers."""
from typing import Literal
from chromadb.api.types import EmbeddingFunction
from typing_extensions import Required, TypedDict
class CustomProviderConfig(TypedDict, total=False):
"""Configuration for Custom provider."""
embedding_callable: type[Embeddin... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/custom/embedding_callable.py | lib/crewai/src/crewai/rag/embeddings/providers/custom/embedding_callable.py | """Custom embedding function base implementation."""
from crewai.rag.core.base_embeddings_callable import EmbeddingFunction
from crewai.rag.core.types import Documents, Embeddings
class CustomEmbeddingFunction(EmbeddingFunction[Documents]):
"""Base class for custom embedding functions.
This provides a concr... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/text2vec/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/text2vec/__init__.py | """Text2Vec embedding providers."""
from crewai.rag.embeddings.providers.text2vec.text2vec_provider import (
Text2VecProvider,
)
from crewai.rag.embeddings.providers.text2vec.types import (
Text2VecProviderConfig,
Text2VecProviderSpec,
)
__all__ = [
"Text2VecProvider",
"Text2VecProviderConfig",
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/text2vec/text2vec_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/text2vec/text2vec_provider.py | """Text2Vec embeddings provider."""
from chromadb.utils.embedding_functions.text2vec_embedding_function import (
Text2VecEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class Text2VecProvider(BaseEmbeddingsProvider[Text2Ve... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/text2vec/types.py | lib/crewai/src/crewai/rag/embeddings/providers/text2vec/types.py | """Type definitions for Text2Vec embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class Text2VecProviderConfig(TypedDict, total=False):
"""Configuration for Text2Vec provider."""
model_name: Annotated[str, "shibing624/text2vec-base-chinese"]
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/openai/openai_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/openai/openai_provider.py | """OpenAI embeddings provider."""
from typing import Any
from chromadb.utils.embedding_functions.openai_embedding_function import (
OpenAIEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class OpenAIProvider(BaseEmbeddings... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/openai/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/openai/__init__.py | """OpenAI embedding providers."""
from crewai.rag.embeddings.providers.openai.openai_provider import (
OpenAIProvider,
)
from crewai.rag.embeddings.providers.openai.types import (
OpenAIProviderConfig,
OpenAIProviderSpec,
)
__all__ = [
"OpenAIProvider",
"OpenAIProviderConfig",
"OpenAIProvider... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/openai/types.py | lib/crewai/src/crewai/rag/embeddings/providers/openai/types.py | """Type definitions for OpenAI embedding providers."""
from typing import Annotated, Any, Literal
from typing_extensions import Required, TypedDict
class OpenAIProviderConfig(TypedDict, total=False):
"""Configuration for OpenAI provider."""
api_key: str
model_name: Annotated[str, "text-embedding-ada-00... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/cohere/cohere_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/cohere/cohere_provider.py | """Cohere embeddings provider."""
from chromadb.utils.embedding_functions.cohere_embedding_function import (
CohereEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class CohereProvider(BaseEmbeddingsProvider[CohereEmbedding... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/cohere/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/cohere/__init__.py | """Cohere embedding providers."""
from crewai.rag.embeddings.providers.cohere.cohere_provider import CohereProvider
from crewai.rag.embeddings.providers.cohere.types import (
CohereProviderConfig,
CohereProviderSpec,
)
__all__ = [
"CohereProvider",
"CohereProviderConfig",
"CohereProviderSpec",
]
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/cohere/types.py | lib/crewai/src/crewai/rag/embeddings/providers/cohere/types.py | """Type definitions for Cohere embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class CohereProviderConfig(TypedDict, total=False):
"""Configuration for Cohere provider."""
api_key: str
model_name: Annotated[str, "large"]
class CohereProv... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/instructor/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/instructor/__init__.py | """Instructor embedding providers."""
from crewai.rag.embeddings.providers.instructor.instructor_provider import (
InstructorProvider,
)
from crewai.rag.embeddings.providers.instructor.types import (
InstructorProviderConfig,
InstructorProviderSpec,
)
__all__ = [
"InstructorProvider",
"Instructor... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/instructor/types.py | lib/crewai/src/crewai/rag/embeddings/providers/instructor/types.py | """Type definitions for Instructor embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class InstructorProviderConfig(TypedDict, total=False):
"""Configuration for Instructor provider."""
model_name: Annotated[str, "hkunlp/instructor-base"]
de... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/instructor/instructor_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/instructor/instructor_provider.py | """Instructor embeddings provider."""
from chromadb.utils.embedding_functions.instructor_embedding_function import (
InstructorEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class InstructorProvider(BaseEmbeddingsProvider... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/huggingface/huggingface_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/huggingface/huggingface_provider.py | """HuggingFace embeddings provider."""
from chromadb.utils.embedding_functions.huggingface_embedding_function import (
HuggingFaceEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class HuggingFaceProvider(BaseEmbeddingsProv... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/huggingface/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/huggingface/__init__.py | """HuggingFace embedding providers."""
from crewai.rag.embeddings.providers.huggingface.huggingface_provider import (
HuggingFaceProvider,
)
from crewai.rag.embeddings.providers.huggingface.types import (
HuggingFaceProviderConfig,
HuggingFaceProviderSpec,
)
__all__ = [
"HuggingFaceProvider",
"Hu... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/huggingface/types.py | lib/crewai/src/crewai/rag/embeddings/providers/huggingface/types.py | """Type definitions for HuggingFace embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class HuggingFaceProviderConfig(TypedDict, total=False):
"""Configuration for HuggingFace provider."""
api_key: str
model: Annotated[
str, "sentenc... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/roboflow/roboflow_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/roboflow/roboflow_provider.py | """Roboflow embeddings provider."""
from chromadb.utils.embedding_functions.roboflow_embedding_function import (
RoboflowEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class RoboflowProvider(BaseEmbeddingsProvider[Roboflo... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/roboflow/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/roboflow/__init__.py | """Roboflow embedding providers."""
from crewai.rag.embeddings.providers.roboflow.roboflow_provider import (
RoboflowProvider,
)
from crewai.rag.embeddings.providers.roboflow.types import (
RoboflowProviderConfig,
RoboflowProviderSpec,
)
__all__ = [
"RoboflowProvider",
"RoboflowProviderConfig",
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/roboflow/types.py | lib/crewai/src/crewai/rag/embeddings/providers/roboflow/types.py | """Type definitions for Roboflow embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class RoboflowProviderConfig(TypedDict, total=False):
"""Configuration for Roboflow provider."""
api_key: Annotated[str, ""]
api_url: Annotated[str, "https://... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/microsoft/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/microsoft/__init__.py | """Microsoft embedding providers."""
from crewai.rag.embeddings.providers.microsoft.azure import (
AzureProvider,
)
from crewai.rag.embeddings.providers.microsoft.types import (
AzureProviderConfig,
AzureProviderSpec,
)
__all__ = [
"AzureProvider",
"AzureProviderConfig",
"AzureProviderSpec",
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/microsoft/azure.py | lib/crewai/src/crewai/rag/embeddings/providers/microsoft/azure.py | """Azure OpenAI embeddings provider."""
from typing import Any
from chromadb.utils.embedding_functions.openai_embedding_function import (
OpenAIEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class AzureProvider(BaseEmbed... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/microsoft/types.py | lib/crewai/src/crewai/rag/embeddings/providers/microsoft/types.py | """Type definitions for Microsoft Azure embedding providers."""
from typing import Annotated, Any, Literal
from typing_extensions import Required, TypedDict
class AzureProviderConfig(TypedDict, total=False):
"""Configuration for Azure provider."""
api_key: str
api_base: str
api_type: Annotated[str,... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/aws/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/aws/__init__.py | """AWS embedding providers."""
from crewai.rag.embeddings.providers.aws.bedrock import BedrockProvider
from crewai.rag.embeddings.providers.aws.types import (
BedrockProviderConfig,
BedrockProviderSpec,
)
__all__ = [
"BedrockProvider",
"BedrockProviderConfig",
"BedrockProviderSpec",
]
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/aws/types.py | lib/crewai/src/crewai/rag/embeddings/providers/aws/types.py | """Type definitions for AWS embedding providers."""
from typing import Annotated, Any, Literal
from typing_extensions import Required, TypedDict
class BedrockProviderConfig(TypedDict, total=False):
"""Configuration for Bedrock provider."""
model_name: Annotated[str, "amazon.titan-embed-text-v1"]
sessio... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/aws/bedrock.py | lib/crewai/src/crewai/rag/embeddings/providers/aws/bedrock.py | """Amazon Bedrock embeddings provider."""
from typing import Any
from chromadb.utils.embedding_functions.amazon_bedrock_embedding_function import (
AmazonBedrockEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
def create_a... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/voyageai/voyageai_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/voyageai/voyageai_provider.py | """Voyage AI embeddings provider."""
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
from crewai.rag.embeddings.providers.voyageai.embedding_callable import (
VoyageAIEmbeddingFunction,
)
class VoyageAIProvider(BaseEmbeddingsProvider[VoyageAIE... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/voyageai/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/voyageai/__init__.py | """VoyageAI embedding providers."""
from crewai.rag.embeddings.providers.voyageai.types import (
VoyageAIProviderConfig,
VoyageAIProviderSpec,
)
from crewai.rag.embeddings.providers.voyageai.voyageai_provider import (
VoyageAIProvider,
)
__all__ = [
"VoyageAIProvider",
"VoyageAIProviderConfig",
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/voyageai/types.py | lib/crewai/src/crewai/rag/embeddings/providers/voyageai/types.py | """Type definitions for VoyageAI embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class VoyageAIProviderConfig(TypedDict, total=False):
"""Configuration for VoyageAI provider."""
api_key: str
model: Annotated[str, "voyage-2"]
input_type... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/voyageai/embedding_callable.py | lib/crewai/src/crewai/rag/embeddings/providers/voyageai/embedding_callable.py | """VoyageAI embedding function implementation."""
from typing import cast
from chromadb.api.types import Documents, EmbeddingFunction, Embeddings
from typing_extensions import Unpack
from crewai.rag.embeddings.providers.voyageai.types import VoyageAIProviderConfig
class VoyageAIEmbeddingFunction(EmbeddingFunction[... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/openclip/openclip_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/openclip/openclip_provider.py | """OpenCLIP embeddings provider."""
from chromadb.utils.embedding_functions.open_clip_embedding_function import (
OpenCLIPEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class OpenCLIPProvider(BaseEmbeddingsProvider[OpenCL... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/openclip/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/openclip/__init__.py | """OpenCLIP embedding providers."""
from crewai.rag.embeddings.providers.openclip.openclip_provider import (
OpenCLIPProvider,
)
from crewai.rag.embeddings.providers.openclip.types import (
OpenCLIPProviderConfig,
OpenCLIPProviderSpec,
)
__all__ = [
"OpenCLIPProvider",
"OpenCLIPProviderConfig",
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/openclip/types.py | lib/crewai/src/crewai/rag/embeddings/providers/openclip/types.py | """Type definitions for OpenCLIP embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class OpenCLIPProviderConfig(TypedDict, total=False):
"""Configuration for OpenCLIP provider."""
model_name: Annotated[str, "ViT-B-32"]
checkpoint: Annotated[... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/sentence_transformer/sentence_transformer_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/sentence_transformer/sentence_transformer_provider.py | """SentenceTransformer embeddings provider."""
from chromadb.utils.embedding_functions.sentence_transformer_embedding_function import (
SentenceTransformerEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class SentenceTrans... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/sentence_transformer/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/sentence_transformer/__init__.py | """SentenceTransformer embedding providers."""
from crewai.rag.embeddings.providers.sentence_transformer.sentence_transformer_provider import (
SentenceTransformerProvider,
)
from crewai.rag.embeddings.providers.sentence_transformer.types import (
SentenceTransformerProviderConfig,
SentenceTransformerProvi... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/sentence_transformer/types.py | lib/crewai/src/crewai/rag/embeddings/providers/sentence_transformer/types.py | """Type definitions for SentenceTransformer embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class SentenceTransformerProviderConfig(TypedDict, total=False):
"""Configuration for SentenceTransformer provider."""
model_name: Annotated[str, "all-... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/ibm/watsonx.py | lib/crewai/src/crewai/rag/embeddings/providers/ibm/watsonx.py | """IBM WatsonX embeddings provider."""
from typing import Any
from pydantic import AliasChoices, Field, model_validator
from typing_extensions import Self
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
from crewai.rag.embeddings.providers.ibm.embedding_callable import (
WatsonXEmbedd... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/ibm/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/ibm/__init__.py | """IBM embedding providers."""
from crewai.rag.embeddings.providers.ibm.types import (
WatsonXProviderConfig,
WatsonXProviderSpec,
)
from crewai.rag.embeddings.providers.ibm.watsonx import (
WatsonXProvider,
)
__all__ = [
"WatsonXProvider",
"WatsonXProviderConfig",
"WatsonXProviderSpec",
]
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/ibm/types.py | lib/crewai/src/crewai/rag/embeddings/providers/ibm/types.py | """Type definitions for IBM WatsonX embedding providers."""
from typing import Annotated, Any, Literal
from typing_extensions import Required, TypedDict
class WatsonXProviderConfig(TypedDict, total=False):
"""Configuration for WatsonX provider."""
model_id: str
url: str
params: dict[str, str | dict... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/ibm/embedding_callable.py | lib/crewai/src/crewai/rag/embeddings/providers/ibm/embedding_callable.py | """IBM WatsonX embedding function implementation."""
from typing import cast
from chromadb.api.types import Documents, EmbeddingFunction, Embeddings
from typing_extensions import Unpack
from crewai.rag.embeddings.providers.ibm.types import WatsonXProviderConfig
from crewai.utilities.printer import Printer
_printer... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/onnx/onnx_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/onnx/onnx_provider.py | """ONNX embeddings provider."""
from chromadb.utils.embedding_functions.onnx_mini_lm_l6_v2 import ONNXMiniLM_L6_V2
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class ONNXProvider(BaseEmbeddingsProvider[ONNXMiniLM_L6_V2]):
"""ONNX embeddings... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/onnx/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/onnx/__init__.py | """ONNX embedding providers."""
from crewai.rag.embeddings.providers.onnx.onnx_provider import ONNXProvider
from crewai.rag.embeddings.providers.onnx.types import (
ONNXProviderConfig,
ONNXProviderSpec,
)
__all__ = [
"ONNXProvider",
"ONNXProviderConfig",
"ONNXProviderSpec",
]
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/onnx/types.py | lib/crewai/src/crewai/rag/embeddings/providers/onnx/types.py | """Type definitions for ONNX embedding providers."""
from typing import Literal
from typing_extensions import Required, TypedDict
class ONNXProviderConfig(TypedDict, total=False):
"""Configuration for ONNX provider."""
preferred_providers: list[str]
class ONNXProviderSpec(TypedDict, total=False):
"""... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/jina/jina_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/jina/jina_provider.py | """Jina embeddings provider."""
from chromadb.utils.embedding_functions.jina_embedding_function import (
JinaEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class JinaProvider(BaseEmbeddingsProvider[JinaEmbeddingFunction])... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/jina/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/jina/__init__.py | """Jina embedding providers."""
from crewai.rag.embeddings.providers.jina.jina_provider import JinaProvider
from crewai.rag.embeddings.providers.jina.types import (
JinaProviderConfig,
JinaProviderSpec,
)
__all__ = [
"JinaProvider",
"JinaProviderConfig",
"JinaProviderSpec",
]
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/jina/types.py | lib/crewai/src/crewai/rag/embeddings/providers/jina/types.py | """Type definitions for Jina embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class JinaProviderConfig(TypedDict, total=False):
"""Configuration for Jina provider."""
api_key: str
model_name: Annotated[str, "jina-embeddings-v2-base-en"]
c... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.