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-integrations/indices/llama-index-indices-managed-colbert/tests/test_indices_managed_colbert.py | llama-index-integrations/indices/llama-index-indices-managed-colbert/tests/test_indices_managed_colbert.py | from llama_index.core.indices.base import BaseIndex
from llama_index.indices.managed.colbert import ColbertIndex
def test_class():
names_of_base_classes = [b.__name__ for b in ColbertIndex.__mro__]
assert BaseIndex.__name__ in names_of_base_classes
| 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-integrations/indices/llama-index-indices-managed-colbert/llama_index/indices/managed/colbert/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-colbert/llama_index/indices/managed/colbert/__init__.py | from llama_index.indices.managed.colbert.base import ColbertIndex
__all__ = ["ColbertIndex"]
| 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-integrations/indices/llama-index-indices-managed-colbert/llama_index/indices/managed/colbert/retriever.py | llama-index-integrations/indices/llama-index-indices-managed-colbert/llama_index/indices/managed/colbert/retriever.py | from typing import Any, Dict, List, Optional
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.constants import DEFAULT_SIMILARITY_TOP_K
from llama_index.core.schema import NodeWithScore, QueryBundle
from llama_index.core.se... | 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-integrations/indices/llama-index-indices-managed-colbert/llama_index/indices/managed/colbert/base.py | llama-index-integrations/indices/llama-index-indices-managed-colbert/llama_index/indices/managed/colbert/base.py | import os
import shutil
from pathlib import Path
from typing import Any, Dict, List, Optional, Sequence
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.data_structs.data_structs import IndexDict
from llama_index.core.indices.base import BaseIndex, IndexNode
from llama_index.core.sc... | 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-integrations/indices/llama-index-indices-managed-postgresml/tests/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-postgresml/tests/__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-integrations/indices/llama-index-indices-managed-postgresml/tests/test_indices_managed_postgresml.py | llama-index-integrations/indices/llama-index-indices-managed-postgresml/tests/test_indices_managed_postgresml.py | from llama_index.core.indices.managed.base import BaseManagedIndex
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.indices.managed.postgresml import PostgresMLIndex
from llama_index.indices.managed.postgresml import PostgresMLRetriever
def test_class():
names_of_base_classes = [b._... | 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-integrations/indices/llama-index-indices-managed-postgresml/llama_index/indices/managed/postgresml/query.py | llama-index-integrations/indices/llama-index-indices-managed-postgresml/llama_index/indices/managed/postgresml/query.py | from typing import Any, Optional, Dict, Generator, AsyncGenerator
from copy import deepcopy
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,
Response,
AsyncStreaming... | 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-integrations/indices/llama-index-indices-managed-postgresml/llama_index/indices/managed/postgresml/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-postgresml/llama_index/indices/managed/postgresml/__init__.py | from llama_index.indices.managed.postgresml.base import PostgresMLIndex
from llama_index.indices.managed.postgresml.retriever import PostgresMLRetriever
__all__ = ["PostgresMLIndex", "PostgresMLRetriever"]
| 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-integrations/indices/llama-index-indices-managed-postgresml/llama_index/indices/managed/postgresml/retriever.py | llama-index-integrations/indices/llama-index-indices-managed-postgresml/llama_index/indices/managed/postgresml/retriever.py | """
PostgresML index.
An index that is built on top of PostgresML.
"""
import logging
from typing import Any, List, Optional, Dict
from llama_index.core.async_utils import run_async_tasks
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
from ll... | 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-integrations/indices/llama-index-indices-managed-postgresml/llama_index/indices/managed/postgresml/base.py | llama-index-integrations/indices/llama-index-indices-managed-postgresml/llama_index/indices/managed/postgresml/base.py | """
Managed index.
A managed Index - where the index is accessible via some API that
interfaces a managed service.
"""
import logging
from llama_index.core.async_utils import run_async_tasks
from typing import Any, Dict, Optional, Sequence, Type
from llama_index.core.base.base_query_engine import BaseQueryEngine
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-integrations/indices/llama-index-indices-managed-dashscope/tests/test_indices_managed_dashscope.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/tests/test_indices_managed_dashscope.py | from llama_index.indices.managed.dashscope import DashScopeCloudIndex
from llama_index.core.indices.managed.base import BaseManagedIndex
def test_class():
names_of_base_classes = [b.__name__ for b in DashScopeCloudIndex.__mro__]
assert BaseManagedIndex.__name__ in names_of_base_classes
| 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-integrations/indices/llama-index-indices-managed-dashscope/tests/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/tests/__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-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/constants.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/constants.py | DASHSCOPE_DEFAULT_BASE_URL = "https://dashscope.aliyuncs.com"
UPSERT_PIPELINE_ENDPOINT = "/api/v1/indices/pipeline"
START_PIPELINE_ENDPOINT = "/api/v1/indices/pipeline/{pipeline_id}/managed_ingest"
CHECK_INGESTION_ENDPOINT = (
"/api/v1/indices/pipeline/{pipeline_id}/managed_ingest/{ingestion_id}/status"
)
RETRIEVE_... | 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-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/utils.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/utils.py | import requests
import time
def post(base_url: str, headers: dict, params: dict):
response = requests.post(base_url, headers=headers, json=params)
if response.status_code != 200:
raise RuntimeError(response.text)
response_dict = response.json()
if response_dict["code"] != "Success":
ra... | 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-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/transformations.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/transformations.py | """
This module maintains the list of transformations that are supported by dashscope.
"""
from enum import Enum
from typing import Generic, TypeVar
from llama_index.core.bridge.pydantic import (
Field,
BaseModel,
ValidationError,
)
from llama_index.core.schema import BaseComponent
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-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/__init__.py | from llama_index.indices.managed.dashscope.base import DashScopeCloudIndex
from llama_index.indices.managed.dashscope.retriever import DashScopeCloudRetriever
__all__ = ["DashScopeCloudIndex", "DashScopeCloudRetriever"]
| 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-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/retriever.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/retriever.py | import logging
from typing import List, Dict, Optional
import os
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.schema import NodeWithScore, QueryBun... | 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-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/base.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/base.py | """
Managed index.
A managed Index - where the index is accessible via some API that
interfaces a managed service.
"""
import os
from typing import Any, List, Optional, Type, Union
from enum import Enum
import requests
import json
from llama_index.core.base.base_query_engine import BaseQueryEngine
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-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/api_utils.py | llama-index-integrations/indices/llama-index-indices-managed-dashscope/llama_index/indices/managed/dashscope/api_utils.py | import json
from typing import List, Optional
from llama_index.indices.managed.dashscope.transformations import (
DashScopeConfiguredTransformation,
)
from llama_index.core.schema import BaseNode, TransformComponent
def default_transformations() -> List[TransformComponent]:
"""Default 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-integrations/indices/llama-index-indices-managed-vertexai/tests/test_indices_managed_vertexai.py | llama-index-integrations/indices/llama-index-indices-managed-vertexai/tests/test_indices_managed_vertexai.py | from llama_index.core.indices.managed.base import BaseManagedIndex
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.indices.managed.vertexai import VertexAIIndex
from llama_index.indices.managed.vertexai import VertexAIRetriever
def test_class():
names_of_base_classes = [b.__name__ ... | 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-integrations/indices/llama-index-indices-managed-vertexai/tests/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-vertexai/tests/__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-integrations/indices/llama-index-indices-managed-vertexai/llama_index/indices/managed/vertexai/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-vertexai/llama_index/indices/managed/vertexai/__init__.py | from llama_index.indices.managed.vertexai.base import VertexAIIndex
from llama_index.indices.managed.vertexai.retriever import VertexAIRetriever
__all__ = ["VertexAIIndex", "VertexAIRetriever"]
| 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-integrations/indices/llama-index-indices-managed-vertexai/llama_index/indices/managed/vertexai/retriever.py | llama-index-integrations/indices/llama-index-indices-managed-vertexai/llama_index/indices/managed/vertexai/retriever.py | from typing import Any, List, Optional
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.schema import NodeWithScore, QueryBundle, TextNode
from google.cloud.aiplatform import telemetry
from vertexai.preview import rag
class VertexAIRetriever(BaseRetriever):
def __init__(
... | 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-integrations/indices/llama-index-indices-managed-vertexai/llama_index/indices/managed/vertexai/base.py | llama-index-integrations/indices/llama-index-indices-managed-vertexai/llama_index/indices/managed/vertexai/base.py | """
Vertex AI Managed index.
A managed Index - where the index is accessible via some API that
interfaces a managed service.
"""
import re
from importlib import metadata
from typing import Any, Optional, Sequence
from google.cloud.aiplatform_v1beta1 import ImportRagFilesResponse
from google.cloud.aiplatform 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-integrations/indices/llama-index-indices-managed-bge-m3/llama_index/indices/managed/bge_m3/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-bge-m3/llama_index/indices/managed/bge_m3/__init__.py | from llama_index.indices.managed.bge_m3.base import BGEM3Index
__all__ = ["BGEM3Index"]
| 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-integrations/indices/llama-index-indices-managed-bge-m3/llama_index/indices/managed/bge_m3/retriever.py | llama-index-integrations/indices/llama-index-indices-managed-bge-m3/llama_index/indices/managed/bge_m3/retriever.py | from typing import Any, Dict, List, Optional
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.constants import DEFAULT_SIMILARITY_TOP_K
from llama_index.core.schema import NodeWithScore, QueryBundle
from llama_index.core.se... | 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-integrations/indices/llama-index-indices-managed-bge-m3/llama_index/indices/managed/bge_m3/base.py | llama-index-integrations/indices/llama-index-indices-managed-bge-m3/llama_index/indices/managed/bge_m3/base.py | import os
import shutil
import pickle
import numpy as np
from pathlib import Path
from typing import Any, Dict, List, Optional, Sequence
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.data_structs.data_structs import IndexDict
from llama_index.core.indices.base import BaseIndex, 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-integrations/indices/llama-index-indices-managed-lancedb/tests/test_index.py | llama-index-integrations/indices/llama-index-indices-managed-lancedb/tests/test_index.py | import pytest
import shutil
import os
import requests
import uuid
from lancedb import AsyncConnection, DBConnection
from lancedb.table import AsyncTable, Table
from typing import Generator
import pandas as pd
from llama_index.indices.managed.lancedb.retriever import LanceDBRetriever
from llama_index.indices.managed.la... | 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-integrations/indices/llama-index-indices-managed-lancedb/tests/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-lancedb/tests/__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-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/utils.py | llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/utils.py | from lancedb.embeddings import get_registry, EmbeddingFunction
from lancedb.table import Table, AsyncTable
from lancedb.index import IvfPq, IvfFlat, HnswPq, HnswSq, BTree, Bitmap, LabelList, FTS
import httpx
from PIL import Image
import io
import os
from llama_index.core.bridge.pydantic import BaseModel, Field, model_... | 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-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/__init__.py | from llama_index.indices.managed.lancedb.base import LanceDBMultiModalIndex
from llama_index.indices.managed.lancedb.query_engine import LanceDBRetrieverQueryEngine
from llama_index.indices.managed.lancedb.retriever import LanceDBRetriever
__all__ = ["LanceDBMultiModalIndex", "LanceDBRetrieverQueryEngine", "LanceDBRet... | 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-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/retriever.py | llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/retriever.py | import os
from lancedb.table import Table, AsyncTable
from PIL import Image
from dataclasses import dataclass
from .utils import query_multimodal, query_text, aquery_multimodal, aquery_text
from llama_index.core.llms import ImageBlock
from llama_index.core.schema import ImageDocument
from llama_index.core.retrievers 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-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/base.py | llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/base.py | import lancedb
import json
import polars as pl
import pandas as pd
import pyarrow as pa
import warnings
import httpx
from lancedb.pydantic import LanceModel, Vector
from pydantic import Field
from lancedb import DBConnection, AsyncConnection
from lancedb.table import Table, AsyncTable
from lancedb.rerankers import Rer... | 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-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/query_engine.py | llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/indices/managed/lancedb/query_engine.py | import os
from PIL import Image
from llama_index.core.query_engine.retriever_query_engine import (
RetrieverQueryEngine,
)
from llama_index.core.response_synthesizers import BaseSynthesizer
from llama_index.core.postprocessor.types import BaseNodePostprocessor
from llama_index.core.callbacks.schema import CBEvent... | 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-integrations/indices/llama-index-indices-managed-vectara/tests/test_indices_managed_vectara.py | llama-index-integrations/indices/llama-index-indices-managed-vectara/tests/test_indices_managed_vectara.py | from typing import List
from llama_index.core.schema import Document, Node, MediaResource
from llama_index.core.indices.managed.base import BaseManagedIndex
from llama_index.indices.managed.vectara import VectaraIndex
import pytest
import re
#
# For this test to run properly, please setup as follows:
# 1. Create a Vec... | 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-integrations/indices/llama-index-indices-managed-vectara/tests/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-vectara/tests/__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-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/prompts.py | llama-index-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/prompts.py | """Autoretriever prompts."""
from llama_index.core.prompts.base import PromptTemplate
from llama_index.core.prompts.prompt_type import PromptType
from llama_index.core.vector_stores.types import (
FilterOperator,
MetadataFilter,
MetadataInfo,
VectorStoreInfo,
VectorStoreQuerySpec,
)
# NOTE: these ... | 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-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/query.py | llama-index-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/query.py | from typing import Any, List, Dict, Optional
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
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-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/__init__.py | from llama_index.indices.managed.vectara.base import VectaraIndex
from llama_index.indices.managed.vectara.retriever import (
VectaraAutoRetriever,
VectaraRetriever,
)
from llama_index.indices.managed.vectara.query import VectaraQueryEngine
__all__ = [
"VectaraIndex",
"VectaraRetriever",
"VectaraAu... | 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-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/retriever.py | llama-index-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/retriever.py | """
Vectara index.
An index that is built on top of Vectara.
"""
import json
import logging
from typing import Any, List, Optional, Tuple, Dict, Callable, Union
from enum import Enum
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
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-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/base.py | llama-index-integrations/indices/llama-index-indices-managed-vectara/llama_index/indices/managed/vectara/base.py | """
Managed index.
A managed Index - where the index is accessible via some API that
interfaces a managed service.
"""
import json
import logging
import os
from concurrent.futures import ThreadPoolExecutor
from typing import Any, List, Optional, Sequence, Type, Dict
from functools import lru_cache
import requests
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-integrations/indices/llama-index-indices-managed-google/tests/test_indices_managed_google.py | llama-index-integrations/indices/llama-index-indices-managed-google/tests/test_indices_managed_google.py | from llama_index.core.indices.managed.base import BaseManagedIndex
from llama_index.indices.managed.google import GoogleIndex
def test_class():
names_of_base_classes = [b.__name__ for b in GoogleIndex.__mro__]
assert BaseManagedIndex.__name__ in names_of_base_classes
| 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-integrations/indices/llama-index-indices-managed-google/tests/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-google/tests/__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-integrations/indices/llama-index-indices-managed-google/llama_index/indices/managed/google/__init__.py | llama-index-integrations/indices/llama-index-indices-managed-google/llama_index/indices/managed/google/__init__.py | from llama_index.indices.managed.google.base import GoogleIndex
__all__ = ["GoogleIndex"]
| 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-integrations/indices/llama-index-indices-managed-google/llama_index/indices/managed/google/base.py | llama-index-integrations/indices/llama-index-indices-managed-google/llama_index/indices/managed/google/base.py | """
Google GenerativeAI Semantic Vector Store & Attributed Question and Answering.
Google Generative AI Semantic Retriever API is a managed end to end service that
allows developers to create a corpus of documents to perform semantic search on
related passages given a user query.
Google Generative AI Attributed Quest... | 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-integrations/memory/llama-index-memory-bedrock-agentcore/tests/__init__.py | llama-index-integrations/memory/llama-index-memory-bedrock-agentcore/tests/__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-integrations/memory/llama-index-memory-bedrock-agentcore/tests/test_agentcore_memory.py | llama-index-integrations/memory/llama-index-memory-bedrock-agentcore/tests/test_agentcore_memory.py | import pytest
from unittest.mock import MagicMock, patch
import json
from llama_index.core.base.llms.types import ChatMessage, MessageRole
from llama_index.core.memory.memory import InsertMethod
from llama_index.memory.bedrock_agentcore.base import (
AgentCoreMemory,
AgentCoreMemoryContext,
)
@pytest.fixture... | 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-integrations/memory/llama-index-memory-bedrock-agentcore/llama_index/memory/bedrock_agentcore/utils.py | llama-index-integrations/memory/llama-index-memory-bedrock-agentcore/llama_index/memory/bedrock_agentcore/utils.py | import logging
import json
from typing import Any, Dict, List, Optional
from llama_index.core.base.llms.types import ChatMessage, MessageRole
logger = logging.getLogger(__name__)
DEFAULT_INTRO_PREFERENCES = "Below are a set of relevant preferences retrieved from potentially several memory sources:"
DEFAULT_OUTRO_PREF... | 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-integrations/memory/llama-index-memory-bedrock-agentcore/llama_index/memory/bedrock_agentcore/__init__.py | llama-index-integrations/memory/llama-index-memory-bedrock-agentcore/llama_index/memory/bedrock_agentcore/__init__.py | from llama_index.memory.bedrock_agentcore.base import (
AgentCoreMemory,
AgentCoreMemoryContext,
)
__all__ = ["AgentCoreMemory", "AgentCoreMemoryContext"]
| 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-integrations/memory/llama-index-memory-bedrock-agentcore/llama_index/memory/bedrock_agentcore/base.py | llama-index-integrations/memory/llama-index-memory-bedrock-agentcore/llama_index/memory/bedrock_agentcore/base.py | from datetime import datetime, timezone
from typing import Any, Dict, List, Optional, Union
from pydantic import BaseModel, Field, model_serializer
import boto3
from botocore.config import Config
from llama_index.core.async_utils import asyncio_run
from llama_index.core.memory.memory import InsertMethod
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-integrations/memory/llama-index-memory-mem0/tests/test_mem0.py | llama-index-integrations/memory/llama-index-memory-mem0/tests/test_mem0.py | from unittest.mock import patch, MagicMock
import json
from typing import Optional
from llama_index.memory.mem0.base import Mem0Memory, Mem0Context
from workflows.context.serializers import JsonSerializer
from llama_index.core.memory.chat_memory_buffer import ChatMessage, MessageRole
from llama_index.memory.mem0.utils... | 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-integrations/memory/llama-index-memory-mem0/tests/__init__.py | llama-index-integrations/memory/llama-index-memory-mem0/tests/__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-integrations/memory/llama-index-memory-mem0/llama_index/memory/mem0/utils.py | llama-index-integrations/memory/llama-index-memory-mem0/llama_index/memory/mem0/utils.py | from typing import Any, Dict, List, Optional
from llama_index.core.base.llms.types import ChatMessage, MessageRole
DEFAULT_INTRO_PREFERENCES = "Below are a set of relevant preferences retrieved from potentially several memory sources:"
DEFAULT_OUTRO_PREFERENCES = "This is the end of the retrieved preferences."
def 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-integrations/memory/llama-index-memory-mem0/llama_index/memory/mem0/__init__.py | llama-index-integrations/memory/llama-index-memory-mem0/llama_index/memory/mem0/__init__.py | from llama_index.memory.mem0.base import Mem0Memory
__all__ = ["Mem0Memory"]
| 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-integrations/memory/llama-index-memory-mem0/llama_index/memory/mem0/base.py | llama-index-integrations/memory/llama-index-memory-mem0/llama_index/memory/mem0/base.py | from typing import Dict, List, Optional, Union, Any
from llama_index.core.memory import BaseMemory, Memory as LlamaIndexMemory
from llama_index.memory.mem0.utils import (
convert_memory_to_system_message,
convert_chat_history_to_dict,
convert_messages_to_string,
)
from mem0 import MemoryClient, Memory
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-integrations/observability/llama-index-observability-otel/tests/test_initialization.py | llama-index-integrations/observability/llama-index-observability-otel/tests/test_initialization.py | from llama_index.observability.otel import LlamaIndexOpenTelemetry
from llama_index.observability.otel.base import (
Resource,
SERVICE_NAME,
ConsoleSpanExporter,
)
def test_initialization() -> None:
instrumentor = LlamaIndexOpenTelemetry()
assert instrumentor.service_name_or_resource == Resource(
... | 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-integrations/observability/llama-index-observability-otel/llama_index/observability/otel/utils.py | llama-index-integrations/observability/llama-index-observability-otel/llama_index/observability/otel/utils.py | from collections.abc import Sequence as ABCSequence
from typing import Any
BASE_TYPES = (int, str, bool, bytes, float)
def _is_otel_supported_type(obj: Any) -> bool:
# If it's one of the base types
if isinstance(obj, BASE_TYPES):
return True
# If it's a sequence (but not a string or bytes, which... | 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-integrations/observability/llama-index-observability-otel/llama_index/observability/otel/__init__.py | llama-index-integrations/observability/llama-index-observability-otel/llama_index/observability/otel/__init__.py | from llama_index.observability.otel.base import LlamaIndexOpenTelemetry
__all__ = [
"LlamaIndexOpenTelemetry",
]
| 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-integrations/observability/llama-index-observability-otel/llama_index/observability/otel/base.py | llama-index-integrations/observability/llama-index-observability-otel/llama_index/observability/otel/base.py | import inspect
from datetime import datetime
from opentelemetry import trace, context
from opentelemetry.trace import set_span_in_context
from opentelemetry.sdk.trace import TracerProvider, _Span
from opentelemetry.sdk.resources import SERVICE_NAME, Resource
from opentelemetry.sdk.trace.export import (
BatchSpanPro... | 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-integrations/selectors/llama-index-selectors-notdiamond/llama_index/selectors/notdiamond/__init__.py | llama-index-integrations/selectors/llama-index-selectors-notdiamond/llama_index/selectors/notdiamond/__init__.py | from llama_index.selectors.notdiamond.base import NotDiamondSelector
__all__ = ["NotDiamondSelector"]
| 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-integrations/selectors/llama-index-selectors-notdiamond/llama_index/selectors/notdiamond/base.py | llama-index-integrations/selectors/llama-index-selectors-notdiamond/llama_index/selectors/notdiamond/base.py | import logging
import os
from typing import Sequence
from llama_index.core.llms import LLM, MockLLM
from llama_index.core.schema import QueryBundle
from llama_index.core.tools.types import ToolMetadata
from llama_index.core.base.base_selector import SelectorResult
from llama_index.core.selectors import LLMSingleSelect... | 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-integrations/callbacks/llama-index-callbacks-langfuse/llama_index/callbacks/langfuse/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-langfuse/llama_index/callbacks/langfuse/__init__.py | from llama_index.callbacks.langfuse.base import langfuse_callback_handler
__all__ = ["langfuse_callback_handler"]
| 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-integrations/callbacks/llama-index-callbacks-langfuse/llama_index/callbacks/langfuse/base.py | llama-index-integrations/callbacks/llama-index-callbacks-langfuse/llama_index/callbacks/langfuse/base.py | from typing import Any
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
from langfuse.llama_index import LlamaIndexCallbackHandler
def langfuse_callback_handler(**eval_params: Any) -> BaseCallbackHandler:
return LlamaIndexCallbackHandler(
**eval_params, sdk_integration="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-integrations/callbacks/llama-index-callbacks-promptlayer/tests/test_promptlayer_callback.py | llama-index-integrations/callbacks/llama-index-callbacks-promptlayer/tests/test_promptlayer_callback.py | from llama_index.callbacks.promptlayer.base import PromptLayerHandler
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
def test_handler_callable():
names_of_base_classes = [b.__name__ for b in PromptLayerHandler.__mro__]
assert BaseCallbackHandler.__name__ in names_of_base_classes
| 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-integrations/callbacks/llama-index-callbacks-promptlayer/tests/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-promptlayer/tests/__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-integrations/callbacks/llama-index-callbacks-promptlayer/llama_index/callbacks/promptlayer/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-promptlayer/llama_index/callbacks/promptlayer/__init__.py | from llama_index.callbacks.promptlayer.base import PromptLayerHandler
__all__ = ["PromptLayerHandler"]
| 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-integrations/callbacks/llama-index-callbacks-promptlayer/llama_index/callbacks/promptlayer/base.py | llama-index-integrations/callbacks/llama-index-callbacks-promptlayer/llama_index/callbacks/promptlayer/base.py | import datetime
from typing import Any, Dict, List, Optional, Union, cast
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.llms import ChatMessage
... | 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-integrations/callbacks/llama-index-callbacks-argilla/llama_index/callbacks/argilla/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-argilla/llama_index/callbacks/argilla/__init__.py | from llama_index.callbacks.argilla.base import argilla_callback_handler
__all__ = ["argilla_callback_handler"]
| 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-integrations/callbacks/llama-index-callbacks-argilla/llama_index/callbacks/argilla/base.py | llama-index-integrations/callbacks/llama-index-callbacks-argilla/llama_index/callbacks/argilla/base.py | from typing import Any
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
def argilla_callback_handler(**kwargs: Any) -> BaseCallbackHandler:
try:
# lazy import
from argilla_llama_index import ArgillaCallbackHandler
except ImportError:
raise ImportError("Please 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-integrations/callbacks/llama-index-callbacks-honeyhive/llama_index/callbacks/honeyhive/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-honeyhive/llama_index/callbacks/honeyhive/__init__.py | from llama_index.callbacks.honeyhive.base import honeyhive_callback_handler
__all__ = ["honeyhive_callback_handler"]
| 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-integrations/callbacks/llama-index-callbacks-honeyhive/llama_index/callbacks/honeyhive/base.py | llama-index-integrations/callbacks/llama-index-callbacks-honeyhive/llama_index/callbacks/honeyhive/base.py | from typing import Any
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
from honeyhive.utils.llamaindex_tracer import HoneyHiveLlamaIndexTracer
def honeyhive_callback_handler(**kwargs: Any) -> BaseCallbackHandler:
return HoneyHiveLlamaIndexTracer(**kwargs)
| 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-integrations/callbacks/llama-index-callbacks-openinference/tests/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-openinference/tests/__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-integrations/callbacks/llama-index-callbacks-openinference/tests/test_openinference_callback.py | llama-index-integrations/callbacks/llama-index-callbacks-openinference/tests/test_openinference_callback.py | from llama_index.callbacks.openinference.base import OpenInferenceCallbackHandler
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
def test_handler_callable():
names_of_base_classes = [b.__name__ for b in OpenInferenceCallbackHandler.__mro__]
assert BaseCallbackHandler.__name__ in names... | 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-integrations/callbacks/llama-index-callbacks-openinference/llama_index/callbacks/openinference/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-openinference/llama_index/callbacks/openinference/__init__.py | from llama_index.callbacks.openinference.base import OpenInferenceCallbackHandler
__all__ = ["OpenInferenceCallbackHandler"]
| 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-integrations/callbacks/llama-index-callbacks-openinference/llama_index/callbacks/openinference/base.py | llama-index-integrations/callbacks/llama-index-callbacks-openinference/llama_index/callbacks/openinference/base.py | """
Callback handler for storing generation data in OpenInference format.
OpenInference is an open standard for capturing and storing AI model inferences.
It enables production LLMapp servers to seamlessly integrate with LLM
observability solutions such as Arize and Phoenix.
For more information on the specification, ... | 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-integrations/callbacks/llama-index-callbacks-opik/examples/opik_example.py | llama-index-integrations/callbacks/llama-index-callbacks-opik/examples/opik_example.py | from llama_index.core import Document, VectorStoreIndex, set_global_handler
# You should provide your OPIK API key and Workspace using the following environment variables:
# OPIK_API_KEY, OPIK_WORKSPACE
set_global_handler(
"opik",
)
# This example uses OpenAI by default so don't forget to set an OPENAI_API_KEY
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-integrations/callbacks/llama-index-callbacks-opik/llama_index/callbacks/opik/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-opik/llama_index/callbacks/opik/__init__.py | from llama_index.callbacks.opik.base import opik_callback_handler
__all__ = ["opik_callback_handler"]
| 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-integrations/callbacks/llama-index-callbacks-opik/llama_index/callbacks/opik/base.py | llama-index-integrations/callbacks/llama-index-callbacks-opik/llama_index/callbacks/opik/base.py | from typing import Any
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
def opik_callback_handler(**eval_params: Any) -> BaseCallbackHandler:
try:
from opik.integrations.llama_index import LlamaIndexCallbackHandler
return LlamaIndexCallbackHandler(**eval_params)
excep... | 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-integrations/callbacks/llama-index-callbacks-aim/llama_index/callbacks/aim/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-aim/llama_index/callbacks/aim/__init__.py | from llama_index.callbacks.aim.base import AimCallback
__all__ = ["AimCallback"]
| 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-integrations/callbacks/llama-index-callbacks-aim/llama_index/callbacks/aim/base.py | llama-index-integrations/callbacks/llama-index-callbacks-aim/llama_index/callbacks/aim/base.py | import logging
from typing import Any, Dict, List, Optional
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from aim import Run, Text # type: ignore[attr-defined]
logger = logging.getLogger(__name__)
logger.setLevel(logg... | 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-integrations/callbacks/llama-index-callbacks-wandb/tests/test_wandb_callback.py | llama-index-integrations/callbacks/llama-index-callbacks-wandb/tests/test_wandb_callback.py | from llama_index.callbacks.wandb.base import WandbCallbackHandler
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
def test_handler_callable():
names_of_base_classes = [b.__name__ for b in WandbCallbackHandler.__mro__]
assert BaseCallbackHandler.__name__ in names_of_base_classes
| 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-integrations/callbacks/llama-index-callbacks-wandb/tests/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-wandb/tests/__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-integrations/callbacks/llama-index-callbacks-wandb/llama_index/callbacks/wandb/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-wandb/llama_index/callbacks/wandb/__init__.py | from llama_index.callbacks.wandb.base import WandbCallbackHandler
__all__ = ["WandbCallbackHandler"]
| 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-integrations/callbacks/llama-index-callbacks-wandb/llama_index/callbacks/wandb/base.py | llama-index-integrations/callbacks/llama-index-callbacks-wandb/llama_index/callbacks/wandb/base.py | import os
import shutil
from collections import defaultdict
from datetime import datetime
from typing import (
TYPE_CHECKING,
Any,
Callable,
Dict,
List,
Optional,
Sequence,
Tuple,
TypedDict,
Union,
)
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
from ll... | 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-integrations/callbacks/llama-index-callbacks-arize-phoenix/llama_index/callbacks/arize_phoenix/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-arize-phoenix/llama_index/callbacks/arize_phoenix/__init__.py | from llama_index.callbacks.arize_phoenix.base import arize_phoenix_callback_handler
__all__ = ["arize_phoenix_callback_handler"]
| 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-integrations/callbacks/llama-index-callbacks-arize-phoenix/llama_index/callbacks/arize_phoenix/base.py | llama-index-integrations/callbacks/llama-index-callbacks-arize-phoenix/llama_index/callbacks/arize_phoenix/base.py | from typing import Any
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
def arize_phoenix_callback_handler(**kwargs: Any) -> BaseCallbackHandler:
# newer versions of arize, v2.x
try:
from openinference.instrumentation.llama_index import LlamaIndexInstrumentor
from opent... | 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-integrations/callbacks/llama-index-callbacks-literalai/examples/literalai_example.py | llama-index-integrations/callbacks/llama-index-callbacks-literalai/examples/literalai_example.py | from llama_index.core import Document, VectorStoreIndex, set_global_handler
# All configuration arguments are optional. However, if you don't have api_key and url you should
# provide their values as environment variables : LITERAL_API_KEY, LITERAL_API_URL
set_global_handler(
"literalai",
# api_key="lsk_xxx",
... | 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-integrations/callbacks/llama-index-callbacks-literalai/llama_index/callbacks/literalai/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-literalai/llama_index/callbacks/literalai/__init__.py | from llama_index.callbacks.literalai.base import literalai_callback_handler
__all__ = ["literalai_callback_handler"]
| 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-integrations/callbacks/llama-index-callbacks-literalai/llama_index/callbacks/literalai/base.py | llama-index-integrations/callbacks/llama-index-callbacks-literalai/llama_index/callbacks/literalai/base.py | import logging
from typing import Optional, cast
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
from llama_index.core.instrumentation import get_dispatcher
from llama_index.core.instrumentation.event_handlers import BaseEventHandler
from llama_index.core.instrumentation.events import BaseEvent... | 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-integrations/callbacks/llama-index-callbacks-uptrain/tests/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-uptrain/tests/__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-integrations/callbacks/llama-index-callbacks-uptrain/tests/test_uptrain_callback.py | llama-index-integrations/callbacks/llama-index-callbacks-uptrain/tests/test_uptrain_callback.py | from llama_index.callbacks.uptrain.base import UpTrainCallbackHandler
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
def test_handler_callable():
names_of_base_classes = [b.__name__ for b in UpTrainCallbackHandler.__mro__]
assert BaseCallbackHandler.__name__ in names_of_base_classes
| 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-integrations/callbacks/llama-index-callbacks-uptrain/llama_index/callbacks/uptrain/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-uptrain/llama_index/callbacks/uptrain/__init__.py | from llama_index.callbacks.uptrain.base import UpTrainCallbackHandler
__all__ = ["UpTrainCallbackHandler"]
| 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-integrations/callbacks/llama-index-callbacks-uptrain/llama_index/callbacks/uptrain/base.py | llama-index-integrations/callbacks/llama-index-callbacks-uptrain/llama_index/callbacks/uptrain/base.py | from collections import defaultdict
from typing import Any, DefaultDict, Dict, List, Literal, Optional, Set
import nest_asyncio
from llama_index.core.callbacks.base_handler import BaseCallbackHandler
from llama_index.core.callbacks.schema import (
CBEvent,
CBEventType,
)
class UpTrainDataSchema:
"""UpTr... | 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-integrations/callbacks/llama-index-callbacks-agentops/llama_index/callbacks/agentops/__init__.py | llama-index-integrations/callbacks/llama-index-callbacks-agentops/llama_index/callbacks/agentops/__init__.py | from llama_index.callbacks.agentops.base import AgentOpsHandler
__all__ = ["AgentOpsHandler"]
| 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-integrations/callbacks/llama-index-callbacks-agentops/llama_index/callbacks/agentops/base.py | llama-index-integrations/callbacks/llama-index-callbacks-agentops/llama_index/callbacks/agentops/base.py | import json
from inspect import BoundArguments
from typing import Any, Dict, List, Optional, Set
from agentops import Client as AOClient
from agentops import LLMEvent, ToolEvent, ErrorEvent
import llama_index.core.instrumentation as instrument
from llama_index.core.instrumentation.base_handler import BaseInstrumentat... | 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-integrations/llms/llama-index-llms-nebius/tests/__init__.py | llama-index-integrations/llms/llama-index-llms-nebius/tests/__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-integrations/llms/llama-index-llms-nebius/tests/test_llms_nebius.py | llama-index-integrations/llms/llama-index-llms-nebius/tests/test_llms_nebius.py | from llama_index.core.base.llms.base import BaseLLM
from llama_index.llms.nebius import NebiusLLM
def test_llm_class():
names_of_base_classes = [b.__name__ for b in NebiusLLM.__mro__]
assert BaseLLM.__name__ in names_of_base_classes
| 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-integrations/llms/llama-index-llms-nebius/llama_index/llms/nebius/__init__.py | llama-index-integrations/llms/llama-index-llms-nebius/llama_index/llms/nebius/__init__.py | from llama_index.llms.nebius.base import NebiusLLM
__all__ = ["NebiusLLM"]
| 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-integrations/llms/llama-index-llms-nebius/llama_index/llms/nebius/base.py | llama-index-integrations/llms/llama-index-llms-nebius/llama_index/llms/nebius/base.py | import os
from typing import Any, Optional
from llama_index.llms.openai_like import OpenAILike
DEFAULT_API_BASE = "https://api.studio.nebius.ai/v1"
class NebiusLLM(OpenAILike):
"""
Nebius AI Studio LLM class.
Examples:
`pip install llama-index-llms-nebius`
```python
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-integrations/llms/llama-index-llms-alibabacloud-aisearch/tests/test_llms_alibabacloud_aisearch.py | llama-index-integrations/llms/llama-index-llms-alibabacloud-aisearch/tests/test_llms_alibabacloud_aisearch.py | from llama_index.core.base.llms.base import BaseLLM
from llama_index.llms.alibabacloud_aisearch import AlibabaCloudAISearchLLM
def test_class():
names_of_base_classes = [b.__name__ for b in AlibabaCloudAISearchLLM.__mro__]
assert BaseLLM.__name__ in names_of_base_classes
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
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