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 |
|---|---|---|---|---|---|---|---|---|
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/node_parser/text/sentence.py | llama-index-core/llama_index/core/node_parser/text/sentence.py | """Sentence splitter."""
from dataclasses import dataclass
from typing import Callable, List, Optional, Tuple
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_i... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/node_parser/text/token.py | llama-index-core/llama_index/core/node_parser/text/token.py | """Token splitter."""
import logging
from typing import Callable, List, Optional
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.constants import DE... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/node_parser/text/code.py | llama-index-core/llama_index/core/node_parser/text/code.py | """Code splitter."""
from typing import Any, Callable, List, Optional
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.node_parser.interface import T... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/node_parser/text/utils.py | llama-index-core/llama_index/core/node_parser/text/utils.py | import logging
from typing import Any, Callable, List
from llama_index.core.node_parser.interface import TextSplitter
from llama_index.core.utils import globals_helper
logger = logging.getLogger(__name__)
def truncate_text(text: str, text_splitter: TextSplitter) -> str:
"""
Truncate text to fit within the c... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/node_parser/text/semantic_double_merging_splitter.py | llama-index-core/llama_index/core/node_parser/text/semantic_double_merging_splitter.py | import re
import string
from typing import Any, Callable, Dict, List, Optional, Sequence
from llama_index.core.node_parser.interface import NodeParser
from llama_index.core.bridge.pydantic import Field
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.node_parser import NodeParser
from ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/node_parser/text/__init__.py | llama-index-core/llama_index/core/node_parser/text/__init__.py | from llama_index.core.node_parser.text.code import CodeSplitter
from llama_index.core.node_parser.text.langchain import LangchainNodeParser
from llama_index.core.node_parser.text.semantic_splitter import (
SemanticSplitterNodeParser,
)
from llama_index.core.node_parser.text.sentence import SentenceSplitter
from lla... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/node_parser/text/langchain.py | llama-index-core/llama_index/core/node_parser/text/langchain.py | from typing import TYPE_CHECKING, Callable, List, Optional
from llama_index.core.bridge.pydantic import PrivateAttr
from llama_index.core.callbacks import CallbackManager
from llama_index.core.node_parser.interface import TextSplitter
from llama_index.core.node_parser.node_utils import default_id_func
from llama_index... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/node_parser/text/sentence_window.py | llama-index-core/llama_index/core/node_parser/text/sentence_window.py | """Simple node parser."""
from typing import Any, Callable, List, Optional, Sequence
from llama_index.core.bridge.pydantic import Field
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.node_parser.interface import NodeParser
from llama_index.core.node_parser.node_utils import (
bu... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/storage_context.py | llama-index-core/llama_index/core/storage/storage_context.py | import os
from dataclasses import dataclass
from pathlib import Path
from typing import Dict, Optional, Union
import fsspec
from llama_index.core.constants import (
DOC_STORE_KEY,
GRAPH_STORE_KEY,
INDEX_STORE_KEY,
VECTOR_STORE_KEY,
PG_STORE_KEY,
)
from llama_index.core.graph_stores.simple import (
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/__init__.py | llama-index-core/llama_index/core/storage/__init__.py | """Storage classes."""
from llama_index.core.storage.storage_context import StorageContext
__all__ = [
"StorageContext",
]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/kvstore/__init__.py | llama-index-core/llama_index/core/storage/kvstore/__init__.py | from llama_index.core.storage.kvstore.simple_kvstore import SimpleKVStore
__all__ = ["FirestoreKVStore", "SimpleKVStore", "MongoDBKVStore", "RedisKVStore"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/kvstore/types.py | llama-index-core/llama_index/core/storage/kvstore/types.py | from abc import ABC, abstractmethod
from collections.abc import MutableMapping, Callable
from typing import Dict, List, Optional, Tuple, TypeVar, Generic
import fsspec
DEFAULT_COLLECTION = "data"
DEFAULT_BATCH_SIZE = 1
class BaseKVStore(ABC):
"""Base key-value store."""
@abstractmethod
def put(self, ke... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/kvstore/simple_kvstore.py | llama-index-core/llama_index/core/storage/kvstore/simple_kvstore.py | import json
import logging
import os
from typing import Dict, Optional
import fsspec
from llama_index.core.storage.kvstore.types import (
MutableMappingKVStore,
)
logger = logging.getLogger(__name__)
DATA_TYPE = Dict[str, Dict[str, dict]]
class SimpleKVStore(MutableMappingKVStore[dict]):
"""
Simple in-... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/index_store/keyval_index_store.py | llama-index-core/llama_index/core/storage/index_store/keyval_index_store.py | from typing import List, Optional
from llama_index.core.data_structs.data_structs import IndexStruct
from llama_index.core.storage.index_store.types import BaseIndexStore
from llama_index.core.storage.index_store.utils import (
index_struct_to_json,
json_to_index_struct,
)
from llama_index.core.storage.kvstore... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/index_store/utils.py | llama-index-core/llama_index/core/storage/index_store/utils.py | from llama_index.core.constants import DATA_KEY, TYPE_KEY
from llama_index.core.data_structs.data_structs import IndexStruct
from llama_index.core.data_structs.registry import (
INDEX_STRUCT_TYPE_TO_INDEX_STRUCT_CLASS,
)
def index_struct_to_json(index_struct: IndexStruct) -> dict:
return {
TYPE_KEY: i... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/index_store/__init__.py | llama-index-core/llama_index/core/storage/index_store/__init__.py | from llama_index.core.storage.index_store.simple_index_store import (
SimpleIndexStore,
)
__all__ = [
"SimpleIndexStore",
]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/index_store/types.py | llama-index-core/llama_index/core/storage/index_store/types.py | import os
from abc import ABC, abstractmethod
from typing import List, Optional
import fsspec
from llama_index.core.data_structs.data_structs import IndexStruct
DEFAULT_PERSIST_DIR = "./storage"
DEFAULT_PERSIST_FNAME = "index_store.json"
DEFAULT_PERSIST_PATH = os.path.join(DEFAULT_PERSIST_DIR, DEFAULT_PERSIST_FNAME)
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/index_store/simple_index_store.py | llama-index-core/llama_index/core/storage/index_store/simple_index_store.py | import os
from typing import Optional
import fsspec
from llama_index.core.storage.index_store.keyval_index_store import KVIndexStore
from llama_index.core.storage.index_store.types import (
DEFAULT_PERSIST_DIR,
DEFAULT_PERSIST_FNAME,
DEFAULT_PERSIST_PATH,
)
from llama_index.core.storage.kvstore.simple_kvst... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/chat_store/sql.py | llama-index-core/llama_index/core/storage/chat_store/sql.py | import time
from typing import Any, Dict, List, Optional, Tuple
from sqlalchemy import (
JSON,
Column,
BigInteger,
Integer,
MetaData,
String,
Table,
delete,
select,
insert,
update,
text,
)
from sqlalchemy.ext.asyncio import (
AsyncEngine,
AsyncSession,
create... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/chat_store/base_db.py | llama-index-core/llama_index/core/storage/chat_store/base_db.py | from abc import abstractmethod
from typing import List, Optional
from enum import Enum
from llama_index.core.base.llms.types import ChatMessage
from llama_index.core.bridge.pydantic import BaseModel
class MessageStatus(str, Enum):
"""Status of a message in the chat store."""
# Message is in the active FIFO ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/chat_store/simple_chat_store.py | llama-index-core/llama_index/core/storage/chat_store/simple_chat_store.py | import json
import os
from typing import Any, Dict, List, Optional
from typing_extensions import Annotated
import fsspec
from llama_index.core.bridge.pydantic import Field, WrapSerializer
from llama_index.core.llms import ChatMessage
from llama_index.core.storage.chat_store.base import BaseChatStore
def chat_message... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/chat_store/loading.py | llama-index-core/llama_index/core/storage/chat_store/loading.py | from llama_index.core.storage.chat_store.base import BaseChatStore
from llama_index.core.storage.chat_store.simple_chat_store import SimpleChatStore
RECOGNIZED_CHAT_STORES = {
SimpleChatStore.class_name(): SimpleChatStore,
}
def load_chat_store(data: dict) -> BaseChatStore:
"""Load a chat store from a dict."... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/chat_store/__init__.py | llama-index-core/llama_index/core/storage/chat_store/__init__.py | from llama_index.core.storage.chat_store.base import BaseChatStore
from llama_index.core.storage.chat_store.simple_chat_store import SimpleChatStore
__all__ = ["BaseChatStore", "SimpleChatStore"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/chat_store/base.py | llama-index-core/llama_index/core/storage/chat_store/base.py | """Base interface class for storing chat history per user."""
import asyncio
from abc import abstractmethod
from typing import List, Optional
from llama_index.core.llms import ChatMessage
from llama_index.core.schema import BaseComponent
class BaseChatStore(BaseComponent):
@classmethod
def class_name(cls) -... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/docstore/registry.py | llama-index-core/llama_index/core/storage/docstore/registry.py | from enum import Enum
from typing import Dict, Type
from llama_index.core.storage.docstore.simple_docstore import SimpleDocumentStore
from llama_index.core.storage.docstore.types import BaseDocumentStore
class DocumentStoreType(str, Enum):
MONGO = "mongo"
SIMPLE = "simple"
DOCSTORE_TYPE_TO_CLASS: Dict[Docu... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/docstore/keyval_docstore.py | llama-index-core/llama_index/core/storage/docstore/keyval_docstore.py | """Document store."""
import asyncio
from typing import Any, Dict, List, Optional, Sequence, Tuple
from llama_index.core.schema import BaseNode
from llama_index.core.storage.docstore.types import BaseDocumentStore, RefDocInfo
from llama_index.core.storage.docstore.utils import doc_to_json, json_to_doc
from llama_inde... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/docstore/utils.py | llama-index-core/llama_index/core/storage/docstore/utils.py | from llama_index.core.constants import DATA_KEY, TYPE_KEY
from llama_index.core.schema import (
BaseNode,
Document,
ImageDocument,
ImageNode,
IndexNode,
Node,
NodeRelationship,
RelatedNodeInfo,
TextNode,
)
def doc_to_json(doc: BaseNode) -> dict:
return {
DATA_KEY: doc.t... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/docstore/__init__.py | llama-index-core/llama_index/core/storage/docstore/__init__.py | # alias for backwards compatibility
from llama_index.core.storage.docstore.simple_docstore import (
DocumentStore,
SimpleDocumentStore,
)
from llama_index.core.storage.docstore.types import BaseDocumentStore
__all__ = [
"BaseDocumentStore",
"DocumentStore",
"SimpleDocumentStore",
]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/docstore/types.py | llama-index-core/llama_index/core/storage/docstore/types.py | import os
from abc import ABC, abstractmethod
from dataclasses import dataclass, field
from typing import Any, Dict, List, Literal, Optional, Sequence, overload
import fsspec
from dataclasses_json import DataClassJsonMixin
from llama_index.core.schema import BaseNode
from llama_index.core.storage.kvstore.types import ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/storage/docstore/simple_docstore.py | llama-index-core/llama_index/core/storage/docstore/simple_docstore.py | import os
from typing import Optional
import fsspec
from llama_index.core.storage.docstore.keyval_docstore import KVDocumentStore
from llama_index.core.storage.docstore.types import (
DEFAULT_BATCH_SIZE,
DEFAULT_PERSIST_DIR,
DEFAULT_PERSIST_FNAME,
DEFAULT_PERSIST_PATH,
)
from llama_index.core.storage.k... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/sub_question_query_engine.py | llama-index-core/llama_index/core/query_engine/sub_question_query_engine.py | import asyncio
import logging
from typing import List, Optional, Sequence, cast
from llama_index.core.async_utils import run_async_tasks
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.bridge.pydantic import BaseM... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/knowledge_graph_query_engine.py | llama-index-core/llama_index/core/query_engine/knowledge_graph_query_engine.py | """Knowledge Graph Query Engine."""
import deprecated
import logging
from typing import Any, Dict, List, Optional, Sequence
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.callbacks.schema import CBEventType, Eve... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/retry_source_query_engine.py | llama-index-core/llama_index/core/query_engine/retry_source_query_engine.py | import logging
from typing import Optional
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import (
AsyncStreamingResponse,
RESPONSE_TYPE,
Response,
)
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.evaluation ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/graph_query_engine.py | llama-index-core/llama_index/core/query_engine/graph_query_engine.py | from typing import Any, Dict, List, Optional, Tuple
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.indices.composability.graph import Compos... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/sql_join_query_engine.py | llama-index-core/llama_index/core/query_engine/sql_join_query_engine.py | """SQL Join query engine."""
import logging
from typing import Callable, Dict, Optional, Union
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import (
RESPONSE_TYPE,
Response,
StreamingResponse,
)
from llama_index.core.callbacks.base import C... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/citation_query_engine.py | llama-index-core/llama_index/core/query_engine/citation_query_engine.py | from typing import Any, List, Optional, Sequence
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.callbacks.base import CallbackManager
from llama_inde... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/multistep_query_engine.py | llama-index-core/llama_index/core/query_engine/multistep_query_engine.py | from typing import Any, Callable, Dict, List, Optional, Tuple, cast
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.indices.query.query_trans... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/router_query_engine.py | llama-index-core/llama_index/core/query_engine/router_query_engine.py | import logging
from typing import Callable, Generator, List, Optional, Sequence, Any
from llama_index.core.async_utils import run_async_tasks
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.base.base_selector impor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/sql_vector_query_engine.py | llama-index-core/llama_index/core/query_engine/sql_vector_query_engine.py | """SQL Vector query engine."""
import logging
from typing import Any, Optional, Union
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.struct_store.sql_query import (
BaseSQLTableQueryEngine,
NLSQLTableQueryEngine,
)
from llama_index.core.indices.vector_store.retriever... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/retriever_query_engine.py | llama-index-core/llama_index/core/query_engine/retriever_query_engine.py | from typing import Any, List, Optional, Sequence, Type
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.bridge.pydantic import BaseModel
from llama_ind... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/__init__.py | llama-index-core/llama_index/core/query_engine/__init__.py | from llama_index.core.base.base_query_engine import BaseQueryEngine
# SQL
from llama_index.core.indices.struct_store.sql_query import (
NLSQLTableQueryEngine,
PGVectorSQLQueryEngine,
SQLTableRetrieverQueryEngine,
)
from llama_index.core.query_engine.citation_query_engine import CitationQueryEngine
from lla... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/retry_query_engine.py | llama-index-core/llama_index/core/query_engine/retry_query_engine.py | import logging
from typing import Optional
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import (
RESPONSE_TYPE,
Response,
AsyncStreamingResponse,
)
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.evaluation.... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/cogniswitch_query_engine.py | llama-index-core/llama_index/core/query_engine/cogniswitch_query_engine.py | from typing import Any, Dict
import requests
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import Response
from llama_index.core.schema import QueryBundle
class CogniswitchQueryEngine(BaseQueryEngine):
def __init__(self, cs_token: str, OAI_token: s... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/multi_modal.py | llama-index-core/llama_index/core/query_engine/multi_modal.py | from typing import TYPE_CHECKING, Any, Dict, List, Optional, Sequence, Tuple, Union
from llama_index.core.base.response.schema import RESPONSE_TYPE, Response
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.indices... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/custom.py | llama-index-core/llama_index/core/query_engine/custom.py | """Custom query engine."""
from abc import abstractmethod
from typing import Union
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import RESPONSE_TYPE, Response
from llama_index.core.bridge.pydantic import BaseModel, Field, ConfigDict
from llama_index.co... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/transform_query_engine.py | llama-index-core/llama_index/core/query_engine/transform_query_engine.py | from typing import List, Optional, Sequence
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.query.query_transform.base import BaseQueryTransform
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/jsonalyze/jsonalyze_query_engine.py | llama-index-core/llama_index/core/query_engine/jsonalyze/jsonalyze_query_engine.py | """
JSONalyze Query Engine.
WARNING: This tool executes a SQL prompt generated by the LLM with SQL Lite and
may lead to arbitrary file creation on the machine running this tool.
This tool is not recommended to be used in a production setting, and would
require heavy sandboxing or virtual machines.
DEPRECATED: Use `JS... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/jsonalyze/__init__.py | llama-index-core/llama_index/core/query_engine/jsonalyze/__init__.py | """Init file."""
from llama_index.core.query_engine.jsonalyze.jsonalyze_query_engine import (
JSONalyzeQueryEngine,
)
__all__ = ["JSONalyzeQueryEngine"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/pandas/output_parser.py | llama-index-core/llama_index/core/query_engine/pandas/output_parser.py | """
Pandas output parser.
DEPRECATED: This class has been moved to `llama-index-experimental`.
"""
from typing import Any
class PandasInstructionParser:
"""
Pandas instruction parser.
DEPRECATED: This class has been moved to `llama-index-experimental`.
"""
def __init__(self, *args: Any, **kwa... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/pandas/__init__.py | llama-index-core/llama_index/core/query_engine/pandas/__init__.py | """Init file."""
from llama_index.core.query_engine.pandas.output_parser import (
PandasInstructionParser,
)
from llama_index.core.query_engine.pandas.pandas_query_engine import (
PandasQueryEngine,
)
__all__ = ["PandasInstructionParser", "PandasQueryEngine"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/pandas/pandas_query_engine.py | llama-index-core/llama_index/core/query_engine/pandas/pandas_query_engine.py | """
Default query for PandasIndex.
WARNING: This tool provides the LLM access to the `eval` function.
Arbitrary code execution is possible on the machine running this tool.
This tool is not recommended to be used in a production setting, and would
require heavy sandboxing or virtual machines.
DEPRECATED: Use `PandasQ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/flare/answer_inserter.py | llama-index-core/llama_index/core/query_engine/flare/answer_inserter.py | """Answer inserter."""
from abc import abstractmethod
from typing import Any, Dict, List, Optional
from llama_index.core.llms.llm import LLM
from llama_index.core.prompts.base import BasePromptTemplate, PromptTemplate
from llama_index.core.prompts.mixin import (
PromptDictType,
PromptMixin,
PromptMixinTyp... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/flare/schema.py | llama-index-core/llama_index/core/query_engine/flare/schema.py | """FLARE schema."""
from dataclasses import dataclass
@dataclass
class QueryTask:
"""Query task."""
query_str: str
start_idx: int
end_idx: int
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/flare/output_parser.py | llama-index-core/llama_index/core/query_engine/flare/output_parser.py | """FLARE output parsers."""
from typing import Any, Callable, Optional
from llama_index.core.query_engine.flare.schema import QueryTask
from llama_index.core.types import BaseOutputParser
def default_parse_is_done_fn(response: str) -> bool:
"""Default parse is done function."""
return "done" in response.low... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/flare/__init__.py | llama-index-core/llama_index/core/query_engine/flare/__init__.py | """Init params."""
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/query_engine/flare/base.py | llama-index-core/llama_index/core/query_engine/flare/base.py | """
Query engines based on the FLARE paper.
Active Retrieval Augmented Generation.
"""
from typing import Any, Dict, Optional, List
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.response.schema import RESPONSE_TYPE, Response
from llama_index.core.callbacks.base impor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/compact_and_accumulate.py | llama-index-core/llama_index/core/response_synthesizers/compact_and_accumulate.py | from typing import Any, Sequence
from llama_index.core.response_synthesizers import Accumulate
from llama_index.core.types import RESPONSE_TEXT_TYPE
from llama_index.core.utils import temp_set_attrs
class CompactAndAccumulate(Accumulate):
"""Accumulate responses across compact text chunks."""
async def aget... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/refine.py | llama-index-core/llama_index/core/response_synthesizers/refine.py | import logging
from typing import (
Any,
Callable,
Generator,
Optional,
Sequence,
Type,
cast,
AsyncGenerator,
)
from llama_index.core.bridge.pydantic import BaseModel, Field, ValidationError
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.prompt... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/context_only.py | llama-index-core/llama_index/core/response_synthesizers/context_only.py | from typing import Any, Sequence
from llama_index.core.prompts.mixin import PromptDictType
from llama_index.core.response_synthesizers.base import BaseSynthesizer
from llama_index.core.types import RESPONSE_TEXT_TYPE
class ContextOnly(BaseSynthesizer):
def _get_prompts(self) -> PromptDictType:
"""Get pro... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/type.py | llama-index-core/llama_index/core/response_synthesizers/type.py | from enum import Enum
class ResponseMode(str, Enum):
"""Response modes of the response builder (and synthesizer)."""
REFINE = "refine"
"""
Refine is an iterative way of generating a response.
We first use the context in the first node, along with the query, to generate an \
initial answer.
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/no_text.py | llama-index-core/llama_index/core/response_synthesizers/no_text.py | from typing import Any, Sequence
from llama_index.core.prompts.mixin import PromptDictType
from llama_index.core.response_synthesizers.base import BaseSynthesizer
from llama_index.core.types import RESPONSE_TEXT_TYPE
class NoText(BaseSynthesizer):
def _get_prompts(self) -> PromptDictType:
"""Get prompts.... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/compact_and_refine.py | llama-index-core/llama_index/core/response_synthesizers/compact_and_refine.py | from typing import Any, List, Optional, Sequence
from llama_index.core.prompts.prompt_utils import get_biggest_prompt
from llama_index.core.response_synthesizers.refine import Refine
from llama_index.core.types import RESPONSE_TEXT_TYPE
import llama_index.core.instrumentation as instrument
dispatcher = instrument.get... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/factory.py | llama-index-core/llama_index/core/response_synthesizers/factory.py | from typing import Callable, Optional, Type
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.prompt_helper import PromptHelper
from llama_index.core.prompts import BasePromptTemplate
from llama_index.core.prompts.default_pr... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/__init__.py | llama-index-core/llama_index/core/response_synthesizers/__init__.py | """Init file."""
from llama_index.core.response_synthesizers.accumulate import Accumulate
from llama_index.core.response_synthesizers.base import BaseSynthesizer
from llama_index.core.response_synthesizers.compact_and_refine import (
CompactAndRefine,
)
from llama_index.core.response_synthesizers.factory import ge... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/accumulate.py | llama-index-core/llama_index/core/response_synthesizers/accumulate.py | import asyncio
from typing import Any, Callable, List, Optional, Sequence, Type
from llama_index.core.async_utils import run_async_tasks
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.prompt_helper import PromptHelper
fro... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/base.py | llama-index-core/llama_index/core/response_synthesizers/base.py | """
Response builder class.
This class provides general functions for taking in a set of text
and generating a response.
Will support different modes, from 1) stuffing chunks into prompt,
2) create and refine separately over each chunk, 3) tree summarization.
"""
import logging
from abc import abstractmethod
from t... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/simple_summarize.py | llama-index-core/llama_index/core/response_synthesizers/simple_summarize.py | from typing import Any, Generator, Optional, Sequence, cast
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.prompt_helper import PromptHelper
from llama_index.core.llms import LLM
from llama_index.core.prompts import BasePromptTemplate
from llama_index.core.prompts.default_pro... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/generation.py | llama-index-core/llama_index/core/response_synthesizers/generation.py | from typing import Any, List, Optional, Sequence
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.indices.prompt_helper import PromptHelper
from llama... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response_synthesizers/tree_summarize.py | llama-index-core/llama_index/core/response_synthesizers/tree_summarize.py | import asyncio
from typing import Any, Optional, Sequence, Type
from llama_index.core.async_utils import run_async_tasks
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.prompt_helper import PromptHelper
from llama_index.core.llms import LLM
from llama_index.core.prompts import... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/ingestion/data_sources.py | llama-index-core/llama_index/core/ingestion/data_sources.py | import uuid
from enum import Enum
from pathlib import Path
from typing import Any, Generic, Iterable, List, Optional, Type, TypeVar, cast
from llama_index.core.bridge.pydantic import (
BaseModel,
Field,
ValidationError,
)
from llama_index.core.readers.base import BasePydanticReader, ReaderConfig
from llama... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/ingestion/transformations.py | llama-index-core/llama_index/core/ingestion/transformations.py | """
This module maintains the list of transformations that are supported by the system.
"""
from enum import Enum
from typing import Generic, Sequence, Type, TypeVar
from llama_index.core.bridge.pydantic import (
BaseModel,
Field,
ValidationError,
SerializeAsAny,
)
from llama_index.core.node_parser im... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/ingestion/pipeline.py | llama-index-core/llama_index/core/ingestion/pipeline.py | import asyncio
import multiprocessing
import os
import re
import warnings
from concurrent.futures import ProcessPoolExecutor
from enum import Enum
from functools import partial, reduce
from hashlib import sha256
from itertools import repeat
from pathlib import Path
from typing import Any, Generator, List, Optional, Seq... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/ingestion/__init__.py | llama-index-core/llama_index/core/ingestion/__init__.py | from llama_index.core.ingestion.cache import IngestionCache
from llama_index.core.ingestion.pipeline import (
DocstoreStrategy,
IngestionPipeline,
arun_transformations,
run_transformations,
)
__all__ = [
"DocstoreStrategy",
"IngestionCache",
"IngestionPipeline",
"run_transformations",
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/ingestion/data_sinks.py | llama-index-core/llama_index/core/ingestion/data_sinks.py | from enum import Enum
from typing import Generic, Type, TypeVar
from llama_index.core.bridge.pydantic import (
BaseModel,
Field,
ValidationError,
)
from llama_index.core.vector_stores.types import BasePydanticVectorStore
class DataSink(BaseModel):
"""
A class containing metadata for a type of dat... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/ingestion/cache.py | llama-index-core/llama_index/core/ingestion/cache.py | from typing import Optional, Sequence
import fsspec
from llama_index.core.bridge.pydantic import BaseModel, Field, ConfigDict
from llama_index.core.schema import BaseNode
from llama_index.core.storage.docstore.utils import doc_to_json, json_to_doc
from llama_index.core.storage.kvstore import (
SimpleKVStore as Sim... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/ingestion/api_utils.py | llama-index-core/llama_index/core/ingestion/api_utils.py | import os
import httpx
from typing import Optional, TYPE_CHECKING
from llama_index.core.constants import (
DEFAULT_APP_URL,
DEFAULT_BASE_URL,
)
if TYPE_CHECKING:
from llama_cloud.client import AsyncLlamaCloud, LlamaCloud
def get_client(
api_key: Optional[str] = None,
base_url: Optional[str] = No... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/ondemand_loader_tool.py | llama-index-core/llama_index/core/tools/ondemand_loader_tool.py | """
Ad-hoc data loader tool.
Tool that wraps any data loader, and is able to load data on-demand.
"""
from typing import Any, Callable, Dict, List, Optional, Tuple, Type
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.indices.base import BaseIndex
from llama_index.core.indices.vector_st... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/retriever_tool.py | llama-index-core/llama_index/core/tools/retriever_tool.py | """Retriever tool."""
from typing import TYPE_CHECKING, Any, List, Optional
from llama_index.core.base.base_retriever import BaseRetriever
if TYPE_CHECKING:
from llama_index.core.langchain_helpers.agents.tools import LlamaIndexTool
from llama_index.core.schema import (
MetadataMode,
Node,
NodeWithSc... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/function_tool.py | llama-index-core/llama_index/core/tools/function_tool.py | import asyncio
import inspect
from typing import (
TYPE_CHECKING,
Any,
Awaitable,
Callable,
Dict,
List,
Optional,
Type,
Union,
Tuple,
get_origin,
)
import re
if TYPE_CHECKING:
from llama_index.core.bridge.langchain import StructuredTool, Tool
from llama_index.core.async... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/eval_query_engine.py | llama-index-core/llama_index/core/tools/eval_query_engine.py | from typing import Any, Optional
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.evaluation import (
AnswerRelevancyEvaluator,
BaseEvaluator,
EvaluationResult,
)
from llama_index.core.tools import QueryEngineTool
from llama_index.core.tools.types import ToolMetadat... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/query_plan.py | llama-index-core/llama_index/core/tools/query_plan.py | """Query plan tool."""
from typing import Any, Dict, List, Optional
from llama_index.core.bridge.pydantic import BaseModel, Field
from llama_index.core.response_synthesizers import (
BaseSynthesizer,
get_response_synthesizer,
)
from llama_index.core.schema import NodeWithScore, TextNode
from llama_index.core.... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/calling.py | llama-index-core/llama_index/core/tools/calling.py | from llama_index.core.tools.types import BaseTool, ToolOutput, adapt_to_async_tool
from typing import TYPE_CHECKING, Sequence
from llama_index.core.llms.llm import ToolSelection
import json
if TYPE_CHECKING:
from llama_index.core.tools.types import BaseTool
def call_tool(tool: BaseTool, arguments: dict) -> ToolO... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/utils.py | llama-index-core/llama_index/core/tools/utils.py | from inspect import signature
from typing import (
Any,
Awaitable,
Callable,
List,
Optional,
Tuple,
Type,
Union,
cast,
get_origin,
get_args,
)
import datetime
import typing
from llama_index.core.bridge.pydantic import BaseModel, FieldInfo, create_model
def create_schema_fr... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/download.py | llama-index-core/llama_index/core/tools/download.py | """Download tool from Llama Index. Deprecated."""
import json
import os
from typing import Optional, Type
from deprecated import deprecated
from llama_index.core.download.integration import download_integration
from llama_index.core.tools.tool_spec.base import BaseToolSpec
@deprecated(
"`download_tool()` is de... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/__init__.py | llama-index-core/llama_index/core/tools/__init__.py | """Tools."""
from llama_index.core.tools.download import download_tool
from llama_index.core.tools.function_tool import FunctionTool
from llama_index.core.tools.query_engine import QueryEngineTool
from llama_index.core.tools.query_plan import QueryPlanTool
from llama_index.core.tools.retriever_tool import RetrieverToo... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/types.py | llama-index-core/llama_index/core/tools/types.py | import asyncio
import json
import re
from abc import abstractmethod
from dataclasses import dataclass
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Type
from llama_index.core.base.llms.types import ContentBlock, TextBlock
from llama_index.core.instrumentation import DispatcherSpanMixin
if TYPE_CHECKING... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/query_engine.py | llama-index-core/llama_index/core/tools/query_engine.py | from typing import TYPE_CHECKING, Any, Optional
from llama_index.core.base.base_query_engine import BaseQueryEngine
if TYPE_CHECKING:
from llama_index.core.langchain_helpers.agents.tools import (
LlamaIndexTool,
)
from llama_index.core.tools.types import AsyncBaseTool, ToolMetadata, ToolOutput
DEFAUL... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/tool_spec/__init__.py | llama-index-core/llama_index/core/tools/tool_spec/__init__.py | """init params."""
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/tool_spec/base.py | llama-index-core/llama_index/core/tools/tool_spec/base.py | """Base tool spec class."""
import asyncio
from inspect import signature
from typing import Any, Awaitable, Callable, Dict, List, Optional, Tuple, Type, Union
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.tools.function_tool import FunctionTool
from llama_index.core.tools.types import T... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/tool_spec/load_and_search/__init__.py | llama-index-core/llama_index/core/tools/tool_spec/load_and_search/__init__.py | from llama_index.core.tools.tool_spec.load_and_search.base import (
LoadAndSearchToolSpec,
)
__all__ = ["LoadAndSearchToolSpec"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/tools/tool_spec/load_and_search/base.py | llama-index-core/llama_index/core/tools/tool_spec/load_and_search/base.py | """
Ad-hoc data loader tool.
Tool that wraps any data loader, and is able to load data on-demand.
"""
from typing import Any, Dict, List, Optional, Type
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.indices.base import BaseIndex
from llama_index.core.indices.vector_store import Vector... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/command_line/__init__.py | llama-index-core/llama_index/core/command_line/__init__.py | # Deprecated. CLI is now its own package llama-index-cli
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/command_line/upgrade.py | llama-index-core/llama_index/core/command_line/upgrade.py | import json
import os
import re
from pathlib import Path
from typing import Any, Dict, List, Tuple
mappings_path = os.path.join(os.path.dirname(__file__), "mappings.json")
def _parse_from_imports(
mappings: Dict[str, str],
installed_modules: List[str],
line_idx: int,
lines: List[str],
verbose: bo... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/sparse_embeddings/mock_sparse_embedding.py | llama-index-core/llama_index/core/sparse_embeddings/mock_sparse_embedding.py | from typing import Dict, Optional
from llama_index.core.base.embeddings.base_sparse import (
BaseSparseEmbedding,
SparseEmbedding,
)
from llama_index.core.bridge.pydantic import Field
class MockSparseEmbedding(BaseSparseEmbedding):
"""A mock sparse embedding model for testing."""
default_embedding: ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/sparse_embeddings/__init__.py | llama-index-core/llama_index/core/sparse_embeddings/__init__.py | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false | |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/base/base_query_engine.py | llama-index-core/llama_index/core/base/base_query_engine.py | """Base query engine."""
import logging
from abc import abstractmethod
from typing import Any, Dict, List, Optional, Sequence
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.prompts.mixin import PromptDictType, PromptMix... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/base/base_multi_modal_retriever.py | llama-index-core/llama_index/core/base/base_multi_modal_retriever.py | """base multi modal retriever."""
from abc import abstractmethod
from typing import List
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.image_retriever import BaseImageRetriever
from llama_index.core.indices.query.schema import QueryType
from llama_index.core.schema import NodeWi... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/base/base_auto_retriever.py | llama-index-core/llama_index/core/base/base_auto_retriever.py | from abc import abstractmethod
from typing import Any, List, Tuple
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.schema import NodeWithScore, QueryBundle
class BaseAutoRetriever(BaseRetriever):
"""Base auto retriever.""... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/base/base_selector.py | llama-index-core/llama_index/core/base/base_selector.py | from abc import abstractmethod
from typing import List, Sequence, Union
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.instrumentation import DispatcherSpanMixin
from llama_index.core.prompts.mixin import PromptMixin, PromptMixinType
from llama_index.core.schema import QueryBundle, QueryT... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/base/__init__.py | llama-index-core/llama_index/core/base/__init__.py | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
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