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/embeddings/llama-index-embeddings-sagemaker-endpoint/tests/test_embeddings_sagemaker_endpoint.py | llama-index-integrations/embeddings/llama-index-embeddings-sagemaker-endpoint/tests/test_embeddings_sagemaker_endpoint.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.sagemaker_endpoint import SageMakerEmbedding
def test_text_inference_embedding_class():
names_of_base_classes = [b.__name__ for b in SageMakerEmbedding.__mro__]
assert BaseEmbedding.__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/embeddings/llama-index-embeddings-sagemaker-endpoint/llama_index/embeddings/sagemaker_endpoint/utils.py | llama-index-integrations/embeddings/llama-index-embeddings-sagemaker-endpoint/llama_index/embeddings/sagemaker_endpoint/utils.py | import abc
import json
from typing import TYPE_CHECKING, List
if TYPE_CHECKING:
from botocore.response import StreamingBody
from llama_index.core.bridge.pydantic import Field
class BaseIOHandler(metaclass=abc.ABCMeta):
content_type: str = Field(
description="The MIME type of the input data in the re... | 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/embeddings/llama-index-embeddings-sagemaker-endpoint/llama_index/embeddings/sagemaker_endpoint/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-sagemaker-endpoint/llama_index/embeddings/sagemaker_endpoint/__init__.py | from llama_index.embeddings.sagemaker_endpoint.base import SageMakerEmbedding
__all__ = ["SageMakerEmbedding"]
| 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/embeddings/llama-index-embeddings-sagemaker-endpoint/llama_index/embeddings/sagemaker_endpoint/base.py | llama-index-integrations/embeddings/llama-index-embeddings-sagemaker-endpoint/llama_index/embeddings/sagemaker_endpoint/base.py | from typing import Any, Dict, List, Optional
from llama_index.core.base.embeddings.base import BaseEmbedding, Embedding
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.constants import DEFAULT_EMBED_BATCH_SIZE
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/embeddings/llama-index-embeddings-oci-data-science/tests/test_embeddings_oci_data_science.py | llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/tests/test_embeddings_oci_data_science.py | from unittest.mock import AsyncMock, Mock
import pytest
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.callbacks.base import CallbackManager
from llama_index.embeddings.oci_data_science import OCIDataScienceEmbedding
from llama_index.embeddings.oci_data_science.client import Asyn... | 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/embeddings/llama-index-embeddings-oci-data-science/tests/conftest.py | llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/tests/conftest.py | # pants requires this import to recognize the dep
import pytest_asyncio # noqa: F401
| 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/embeddings/llama-index-embeddings-oci-data-science/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/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/embeddings/llama-index-embeddings-oci-data-science/tests/test_oci_data_science_client.py | llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/tests/test_oci_data_science_client.py | from unittest.mock import AsyncMock, MagicMock, Mock, patch
import httpx
import pytest
from llama_index.embeddings.oci_data_science.client import (
AsyncClient,
BaseClient,
Client,
ExtendedRequestException,
OCIAuth,
_create_retry_decorator,
_retry_decorator,
_should_retry_exception,
)
... | 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/embeddings/llama-index-embeddings-oci-data-science/llama_index/embeddings/oci_data_science/client.py | llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/llama_index/embeddings/oci_data_science/client.py | import asyncio
import functools
import logging
from abc import ABC
from types import TracebackType
from typing import (
Any,
AnyStr,
Callable,
Dict,
Iterator,
Mapping,
Optional,
Sequence,
Tuple,
TypeVar,
Union,
)
import httpx
import oci
import requests
from tenacity 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/embeddings/llama-index-embeddings-oci-data-science/llama_index/embeddings/oci_data_science/utils.py | llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/llama_index/embeddings/oci_data_science/utils.py | import logging
from functools import wraps
from typing import Any, Callable
from packaging import version
MIN_ADS_VERSION = "2.12.9"
logger = logging.getLogger(__name__)
class UnsupportedOracleAdsVersionError(Exception):
"""
Custom exception for unsupported `oracle-ads` versions.
Attributes:
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/embeddings/llama-index-embeddings-oci-data-science/llama_index/embeddings/oci_data_science/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/llama_index/embeddings/oci_data_science/__init__.py | from llama_index.embeddings.oci_data_science.base import OCIDataScienceEmbedding
__all__ = ["OCIDataScienceEmbedding"]
| 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/embeddings/llama-index-embeddings-oci-data-science/llama_index/embeddings/oci_data_science/base.py | llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/llama_index/embeddings/oci_data_science/base.py | from typing import Any, Dict, List, Optional, Union
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
)
from llama_index.core.bridge.pydantic import Field, PrivateAttr, model_validator
from llama_index.core.callbacks.base import CallbackManager
from llama_index.embedd... | 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/embeddings/llama-index-embeddings-modelscope/tests/test_modelscope.py | llama-index-integrations/embeddings/llama-index-embeddings-modelscope/tests/test_modelscope.py | import pytest
from llama_index.embeddings.modelscope.base import ModelScopeEmbedding
@pytest.fixture()
def modelscope_embedding():
return ModelScopeEmbedding()
@pytest.fixture()
def query():
return "吃完海鲜可以喝牛奶吗?"
@pytest.fixture()
def text():
return [
"不可以，早晨喝牛奶不科学",
"吃了海鲜后是不能再喝牛奶的，因为牛奶... | 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/embeddings/llama-index-embeddings-modelscope/tests/conftest.py | llama-index-integrations/embeddings/llama-index-embeddings-modelscope/tests/conftest.py | # pants requires this import to recognize the dep
import pytest_asyncio # noqa: F401
| 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/embeddings/llama-index-embeddings-modelscope/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-modelscope/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/embeddings/llama-index-embeddings-modelscope/llama_index/embeddings/modelscope/utils.py | llama-index-integrations/embeddings/llama-index-embeddings-modelscope/llama_index/embeddings/modelscope/utils.py | from typing import Dict, List
from llama_index.core.base.embeddings.base import Embedding
def sentence_to_input(sentence: str) -> Dict:
return {
"source_sentence": [sentence],
}
def sentences_to_input(sentences: List[str]) -> Dict:
return {
"source_sentence": sentences,
}
def outpu... | 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/embeddings/llama-index-embeddings-modelscope/llama_index/embeddings/modelscope/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-modelscope/llama_index/embeddings/modelscope/__init__.py | from llama_index.embeddings.modelscope.base import ModelScopeEmbedding
__all__ = ["ModelScopeEmbedding"]
| 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/embeddings/llama-index-embeddings-modelscope/llama_index/embeddings/modelscope/base.py | llama-index-integrations/embeddings/llama-index-embeddings-modelscope/llama_index/embeddings/modelscope/base.py | import logging
from typing import Any, Optional, List
from llama_index.core.base.embeddings.base import (
BaseEmbedding,
Embedding,
)
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.types import PydanticProgramMode
from llama_index.embeddings.modelscope.utils import (
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-integrations/embeddings/llama-index-embeddings-elasticsearch/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-elasticsearch/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/embeddings/llama-index-embeddings-elasticsearch/tests/test_embeddings_elasticsearch.py | llama-index-integrations/embeddings/llama-index-embeddings-elasticsearch/tests/test_embeddings_elasticsearch.py | import pytest
from llama_index.embeddings.elasticsearch import ElasticsearchEmbedding
try:
import elasticsearch
except ImportError:
elasticsearch = None # type: ignore
@pytest.fixture()
def model_id() -> str:
# Replace with your actual model_id
return "your_model_id"
@pytest.fixture()
def es_url()... | 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/embeddings/llama-index-embeddings-elasticsearch/llama_index/embeddings/elasticsearch/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-elasticsearch/llama_index/embeddings/elasticsearch/__init__.py | from llama_index.embeddings.elasticsearch.base import ElasticsearchEmbedding
__all__ = ["ElasticsearchEmbedding"]
| 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/embeddings/llama-index-embeddings-elasticsearch/llama_index/embeddings/elasticsearch/base.py | llama-index-integrations/embeddings/llama-index-embeddings-elasticsearch/llama_index/embeddings/elasticsearch/base.py | import asyncio
from typing import Any, List
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.bridge.pydantic import PrivateAttr
from elasticsearch import Elasticsearch
from elasticsearch.client import MlClient
class ElasticsearchEmbedding(BaseEmbedding):
"""
Elasticsearc... | 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/embeddings/llama-index-embeddings-ipex-llm/examples/basic.py | llama-index-integrations/embeddings/llama-index-embeddings-ipex-llm/examples/basic.py | import argparse
from llama_index.embeddings.ipex_llm import IpexLLMEmbedding
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="IpexLLMEmbedding Basic Usage Example")
parser.add_argument(
"--model-name",
"-m",
type=str,
default="BAAI/bge-large-en-v1.5",
... | 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/embeddings/llama-index-embeddings-ipex-llm/llama_index/embeddings/ipex_llm/utils.py | llama-index-integrations/embeddings/llama-index-embeddings-ipex-llm/llama_index/embeddings/ipex_llm/utils.py | # This file is adapted from
# https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/embeddings/llama-index-embeddings-huggingface/llama_index/embeddings/huggingface/utils.py
from typing import Optional, List
from pathlib import Path
DEFAULT_HUGGINGFACE_EMBEDDING_MODEL = "BAAI/bge-small-en-v1.5"
... | 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/embeddings/llama-index-embeddings-ipex-llm/llama_index/embeddings/ipex_llm/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-ipex-llm/llama_index/embeddings/ipex_llm/__init__.py | from llama_index.embeddings.ipex_llm.base import IpexLLMEmbedding
__all__ = ["IpexLLMEmbedding"]
| 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/embeddings/llama-index-embeddings-ipex-llm/llama_index/embeddings/ipex_llm/base.py | llama-index-integrations/embeddings/llama-index-embeddings-ipex-llm/llama_index/embeddings/ipex_llm/base.py | # This file is adapted from
# https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/embeddings/llama-index-embeddings-huggingface/llama_index/embeddings/huggingface/base.py
import logging
from typing import Any, List, Optional
from ipex_llm.transformers.convert import _optimize_pre, _optimize_pos... | 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/embeddings/llama-index-embeddings-huggingface-optimum-intel/tests/test_embeddings_huggingface_optimum_intel.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum-intel/tests/test_embeddings_huggingface_optimum_intel.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.huggingface_optimum_intel import IntelEmbedding
def test_optimum_intel_embedding_class():
names_of_base_classes = [b.__name__ for b in IntelEmbedding.__mro__]
assert BaseEmbedding.__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/embeddings/llama-index-embeddings-huggingface-optimum-intel/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum-intel/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/embeddings/llama-index-embeddings-huggingface-optimum-intel/llama_index/embeddings/huggingface_optimum_intel/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum-intel/llama_index/embeddings/huggingface_optimum_intel/__init__.py | from llama_index.embeddings.huggingface_optimum_intel.base import IntelEmbedding
__all__ = ["IntelEmbedding"]
| 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/embeddings/llama-index-embeddings-huggingface-optimum-intel/llama_index/embeddings/huggingface_optimum_intel/base.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum-intel/llama_index/embeddings/huggingface_optimum_intel/base.py | from typing import Any, List, Optional
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
)
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks import CallbackManager
from llama_index.core.utils import infer_torch_device
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/embeddings/llama-index-embeddings-alibabacloud-aisearch/tests/test_embeddings_alibabacloud_aisearch.py | llama-index-integrations/embeddings/llama-index-embeddings-alibabacloud-aisearch/tests/test_embeddings_alibabacloud_aisearch.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.alibabacloud_aisearch import AlibabaCloudAISearchEmbedding
def test_class():
names_of_base_classes = [b.__name__ for b in AlibabaCloudAISearchEmbedding.__mro__]
assert BaseEmbedding.__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/embeddings/llama-index-embeddings-alibabacloud-aisearch/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-alibabacloud-aisearch/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/embeddings/llama-index-embeddings-alibabacloud-aisearch/llama_index/embeddings/alibabacloud_aisearch/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-alibabacloud-aisearch/llama_index/embeddings/alibabacloud_aisearch/__init__.py | from llama_index.embeddings.alibabacloud_aisearch.base import (
AlibabaCloudAISearchEmbedding,
)
__all__ = ["AlibabaCloudAISearchEmbedding"]
| 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/embeddings/llama-index-embeddings-alibabacloud-aisearch/llama_index/embeddings/alibabacloud_aisearch/base.py | llama-index-integrations/embeddings/llama-index-embeddings-alibabacloud-aisearch/llama_index/embeddings/alibabacloud_aisearch/base.py | import asyncio
import time
from typing import Any, List
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.base.llms.generic_utils import get_from_param_... | 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/embeddings/llama-index-embeddings-ollama/tests/test_embeddings_ollama.py | llama-index-integrations/embeddings/llama-index-embeddings-ollama/tests/test_embeddings_ollama.py | import os
import pytest
from unittest.mock import patch
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.ollama import OllamaEmbedding
from ollama import Client
# This section of code checks and actual integration with a local ollama server (if it exists)
# And the actual ... | 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/embeddings/llama-index-embeddings-ollama/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-ollama/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/embeddings/llama-index-embeddings-ollama/llama_index/embeddings/ollama/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-ollama/llama_index/embeddings/ollama/__init__.py | from llama_index.embeddings.ollama.base import OllamaEmbedding
__all__ = ["OllamaEmbedding"]
| 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/embeddings/llama-index-embeddings-ollama/llama_index/embeddings/ollama/base.py | llama-index-integrations/embeddings/llama-index-embeddings-ollama/llama_index/embeddings/ollama/base.py | import asyncio
from typing import Any, Dict, List, Optional, Union
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.constants import DEFAULT_EMBED_BATCH_SIZE
... | 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/embeddings/llama-index-embeddings-vllm/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-vllm/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/embeddings/llama-index-embeddings-vllm/tests/test_embeddings_vllm.py | llama-index-integrations/embeddings/llama-index-embeddings-vllm/tests/test_embeddings_vllm.py | import pytest
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.vllm import VllmEmbedding
def test_vllmembedding_class():
names_of_base_classes = [b.__name__ for b in VllmEmbedding.__mro__]
assert BaseEmbedding.__name__ in names_of_base_classes
def test_embedding_re... | 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/embeddings/llama-index-embeddings-vllm/llama_index/embeddings/vllm/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-vllm/llama_index/embeddings/vllm/__init__.py | from llama_index.embeddings.vllm.base import VllmEmbedding
__all__ = ["VllmEmbedding"]
| 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/embeddings/llama-index-embeddings-vllm/llama_index/embeddings/vllm/base.py | llama-index-integrations/embeddings/llama-index-embeddings-vllm/llama_index/embeddings/vllm/base.py | from io import BytesIO
import logging
from typing import Any, Dict, List, Optional, Union
from llama_index.core.base.embeddings.base import DEFAULT_EMBED_BATCH_SIZE
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks import CallbackManager
from llama_index.core.embeddings.mu... | 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/embeddings/llama-index-embeddings-huggingface-openvino/llama_index/embeddings/huggingface_openvino/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-openvino/llama_index/embeddings/huggingface_openvino/__init__.py | from llama_index.embeddings.huggingface_openvino.base import (
OpenVINOEmbedding,
OpenVINOClipEmbedding,
)
__all__ = ["OpenVINOEmbedding", "OpenVINOClipEmbedding"]
| 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/embeddings/llama-index-embeddings-huggingface-openvino/llama_index/embeddings/huggingface_openvino/base.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-openvino/llama_index/embeddings/huggingface_openvino/base.py | from typing import Any, List, Optional, Dict
from pathlib import Path
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
Embedding,
)
from llama_index.core.schema import ImageType
from llama_index.core.bridge.pydantic import Field, PrivateAttr
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/embeddings/llama-index-embeddings-huggingface-optimum/tests/test_embeddings_huggingface_optimum.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum/tests/test_embeddings_huggingface_optimum.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.huggingface_optimum import OptimumEmbedding
def test_optimumembedding_class():
names_of_base_classes = [b.__name__ for b in OptimumEmbedding.__mro__]
assert BaseEmbedding.__name__ in names_of_base_classes
def test_op... | 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/embeddings/llama-index-embeddings-huggingface-optimum/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum/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/embeddings/llama-index-embeddings-huggingface-optimum/llama_index/embeddings/huggingface_optimum/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum/llama_index/embeddings/huggingface_optimum/__init__.py | from llama_index.embeddings.huggingface_optimum.base import OptimumEmbedding
__all__ = ["OptimumEmbedding"]
| 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/embeddings/llama-index-embeddings-huggingface-optimum/llama_index/embeddings/huggingface_optimum/base.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum/llama_index/embeddings/huggingface_optimum/base.py | from typing import Any, List, Optional
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
)
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks import CallbackManager
from llama_index.core.utils import infer_torch_device
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/embeddings/llama-index-embeddings-adapter/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-adapter/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/embeddings/llama-index-embeddings-adapter/tests/test_embeddings_adapter.py | llama-index-integrations/embeddings/llama-index-embeddings-adapter/tests/test_embeddings_adapter.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.adapter import AdapterEmbeddingModel
def test_class():
names_of_base_classes = [b.__name__ for b in AdapterEmbeddingModel.__mro__]
assert BaseEmbedding.__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/embeddings/llama-index-embeddings-adapter/llama_index/embeddings/adapter/utils.py | llama-index-integrations/embeddings/llama-index-embeddings-adapter/llama_index/embeddings/adapter/utils.py | """Adapter utils."""
import json
import logging
import os
from abc import abstractmethod
from typing import Callable, Dict
import torch
import torch.nn.functional as F
from torch import Tensor, nn
logger = logging.getLogger(__name__)
class BaseAdapter(nn.Module):
"""
Base adapter.
Can be subclassed to... | 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/embeddings/llama-index-embeddings-adapter/llama_index/embeddings/adapter/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-adapter/llama_index/embeddings/adapter/__init__.py | from llama_index.embeddings.adapter.base import (
AdapterEmbeddingModel,
LinearAdapterEmbeddingModel,
)
from llama_index.embeddings.adapter.utils import BaseAdapter, LinearLayer
__all__ = [
"AdapterEmbeddingModel",
"LinearAdapterEmbeddingModel",
"BaseAdapter",
"LinearLayer",
]
| 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/embeddings/llama-index-embeddings-adapter/llama_index/embeddings/adapter/base.py | llama-index-integrations/embeddings/llama-index-embeddings-adapter/llama_index/embeddings/adapter/base.py | """Embedding adapter model."""
import logging
from typing import Any, List, Optional, Type, cast
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.bridge.pydantic import PrivateAttr
from llama_index.core.callbacks import CallbackManager
from llama_index.core.constants import 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-integrations/embeddings/llama-index-embeddings-langchain/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-langchain/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/embeddings/llama-index-embeddings-langchain/tests/test_embeddings_langchain.py | llama-index-integrations/embeddings/llama-index-embeddings-langchain/tests/test_embeddings_langchain.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.langchain import LangchainEmbedding
def test_langchain_embedding_class():
names_of_base_classes = [b.__name__ for b in LangchainEmbedding.__mro__]
assert BaseEmbedding.__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/embeddings/llama-index-embeddings-langchain/llama_index/embeddings/langchain/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-langchain/llama_index/embeddings/langchain/__init__.py | from llama_index.embeddings.langchain.base import LangchainEmbedding
__all__ = ["LangchainEmbedding"]
| 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/embeddings/llama-index-embeddings-langchain/llama_index/embeddings/langchain/base.py | llama-index-integrations/embeddings/llama-index-embeddings-langchain/llama_index/embeddings/langchain/base.py | """Langchain Embedding Wrapper Module."""
from typing import TYPE_CHECKING, List, Optional
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
)
from llama_index.core.bridge.pydantic import PrivateAttr
from llama_index.core.callbacks import CallbackManager
if TYPE_CHE... | 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/agent/llama-index-agent-azure/tests/test_azure_foundry_agent.py | llama-index-integrations/agent/llama-index-agent-azure/tests/test_azure_foundry_agent.py | import pytest
import tempfile
import json
from pathlib import Path
from types import SimpleNamespace
from unittest.mock import AsyncMock, MagicMock, patch
from azure.ai.agents.models import (
MessageInputTextBlock,
MessageInputImageFileBlock,
MessageInputImageUrlBlock,
)
from azure.ai.projects import AIPro... | 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/agent/llama-index-agent-azure/llama_index/agent/azure_foundry_agent/__init__.py | llama-index-integrations/agent/llama-index-agent-azure/llama_index/agent/azure_foundry_agent/__init__.py | from llama_index.agent.azure_foundry_agent.base import AzureFoundryAgent
__all__ = ["AzureFoundryAgent"]
| 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/agent/llama-index-agent-azure/llama_index/agent/azure_foundry_agent/base.py | llama-index-integrations/agent/llama-index-agent-azure/llama_index/agent/azure_foundry_agent/base.py | import asyncio
import json
from typing import List, Sequence, Optional
from azure.ai.agents.models import (
MessageInputContentBlock,
SubmitToolOutputsAction,
RequiredFunctionToolCall,
FunctionTool,
ToolSet,
)
from azure.ai.agents.models._models import ThreadRun
from azure.ai.projects.aio import AI... | 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-experimental/tests/test_polars.py | llama-index-experimental/tests/test_polars.py | """Test polars index."""
import sys
from pathlib import Path
from typing import Any, Dict, cast
import polars as pl
import pytest
from llama_index.core.base.response.schema import Response
from llama_index.core.indices.query.schema import QueryBundle
from llama_index.core.llms.mock import MockLLM
from llama_index.exp... | 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-experimental/tests/test_exec_utils.py | llama-index-experimental/tests/test_exec_utils.py | from llama_index.experimental.exec_utils import _contains_protected_access
def test_contains_protected_access() -> None:
assert not _contains_protected_access("def _a(b): pass"), (
"definition of dunder function"
)
assert _contains_protected_access("a = _b(c)"), "call to protected function"
as... | 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-experimental/tests/test_pandas.py | llama-index-experimental/tests/test_pandas.py | """Test pandas index."""
import os
import sys
from pathlib import Path
from typing import Any, Dict, cast
import pandas as pd
import pytest
from llama_index.core.base.response.schema import Response
from llama_index.core.indices.query.schema import QueryBundle
from llama_index.core.llms.mock import MockLLM
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-experimental/tests/__init__.py | llama-index-experimental/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-experimental/llama_index/experimental/__init__.py | llama-index-experimental/llama_index/experimental/__init__.py | from llama_index.experimental.query_engine.pandas.pandas_query_engine import (
PandasQueryEngine,
)
from llama_index.experimental.query_engine.polars.polars_query_engine import (
PolarsQueryEngine,
)
from llama_index.experimental.param_tuner.base import ParamTuner
from llama_index.experimental.nudge.base 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-experimental/llama_index/experimental/exec_utils.py | llama-index-experimental/llama_index/experimental/exec_utils.py | import ast
import copy
from types import CodeType, ModuleType
from typing import Any, Dict, Mapping, Sequence, Union
ALLOWED_IMPORTS = {
"math",
"time",
"datetime",
"pandas",
"polars",
"scipy",
"numpy",
"matplotlib",
"plotly",
"seaborn",
}
def _restricted_import(
name: str... | 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-experimental/llama_index/experimental/query_engine/__init__.py | llama-index-experimental/llama_index/experimental/query_engine/__init__.py | from llama_index.experimental.query_engine.pandas.pandas_query_engine import (
PandasQueryEngine,
)
from llama_index.experimental.query_engine.pandas.output_parser import (
PandasInstructionParser,
)
from llama_index.experimental.query_engine.polars.polars_query_engine import (
PolarsQueryEngine,
)
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-experimental/llama_index/experimental/query_engine/polars/prompts.py | llama-index-experimental/llama_index/experimental/query_engine/polars/prompts.py | from llama_index.core.prompts import PromptTemplate, PromptType
############################################
# Polars
############################################
DEFAULT_POLARS_TMPL = (
"You are working with a polars dataframe in Python.\n"
"The name of the dataframe is `df`.\n"
"This is the result of `p... | 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-experimental/llama_index/experimental/query_engine/polars/polars_query_engine.py | llama-index-experimental/llama_index/experimental/query_engine/polars/polars_query_engine.py | """
Default query for PolarsIndex.
WARNING: This tool provides the LLM with 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
"""
import logging
... | 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-experimental/llama_index/experimental/query_engine/polars/output_parser.py | llama-index-experimental/llama_index/experimental/query_engine/polars/output_parser.py | """Polars output parser."""
import ast
import logging
import sys
import traceback
from typing import Any, Dict, Optional
import numpy as np
import polars as pl
from llama_index.core.output_parsers import BaseOutputParser
from llama_index.core.output_parsers.utils import parse_code_markdown
from llama_index.experiment... | 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-experimental/llama_index/experimental/query_engine/polars/__init__.py | llama-index-experimental/llama_index/experimental/query_engine/polars/__init__.py | """Init file."""
from llama_index.experimental.query_engine.polars.output_parser import (
PolarsInstructionParser,
)
from llama_index.experimental.query_engine.polars.polars_query_engine import (
PolarsQueryEngine,
)
__all__ = ["PolarsInstructionParser", "PolarsQueryEngine"]
| 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-experimental/llama_index/experimental/query_engine/jsonalyze/jsonalyze_query_engine.py | llama-index-experimental/llama_index/experimental/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-experimental/llama_index/experimental/query_engine/jsonalyze/__init__.py | llama-index-experimental/llama_index/experimental/query_engine/jsonalyze/__init__.py | """Init file."""
from llama_index.experimental.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-experimental/llama_index/experimental/query_engine/pandas/prompts.py | llama-index-experimental/llama_index/experimental/query_engine/pandas/prompts.py | from llama_index.core.prompts import PromptTemplate, PromptType
############################################
# Pandas
############################################
DEFAULT_PANDAS_TMPL = (
"You are working with a pandas dataframe in Python.\n"
"The name of the dataframe is `df`.\n"
"This is the result of `p... | 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-experimental/llama_index/experimental/query_engine/pandas/output_parser.py | llama-index-experimental/llama_index/experimental/query_engine/pandas/output_parser.py | """Pandas output parser."""
import ast
import logging
import sys
import traceback
from typing import Any, Dict, Optional
import numpy as np
import pandas as pd
from llama_index.experimental.exec_utils import safe_eval, safe_exec
from llama_index.core.output_parsers import BaseOutputParser
from llama_index.core.output... | 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-experimental/llama_index/experimental/query_engine/pandas/__init__.py | llama-index-experimental/llama_index/experimental/query_engine/pandas/__init__.py | """Init file."""
from llama_index.experimental.query_engine.pandas.output_parser import (
PandasInstructionParser,
)
from llama_index.experimental.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-experimental/llama_index/experimental/query_engine/pandas/pandas_query_engine.py | llama-index-experimental/llama_index/experimental/query_engine/pandas/pandas_query_engine.py | """
Default query for PandasIndex.
WARNING: This tool provides the LLM with 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
"""
import logging
... | 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-experimental/llama_index/experimental/retrievers/natural_language/nl_data_frame_retriever.py | llama-index-experimental/llama_index/experimental/retrievers/natural_language/nl_data_frame_retriever.py | from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.constants import DEFAULT_SIMILARITY_TOP_K
from llama_index.core.llms import llm
from llama_index.core.llms.utils import resolve_llm
from llama_index.core.utils import print_text
from llama_index.core.retrievers import BaseRetriever
from l... | 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-experimental/llama_index/experimental/retrievers/natural_language/__init__.py | llama-index-experimental/llama_index/experimental/retrievers/natural_language/__init__.py | from llama_index.experimental.retrievers.natural_language import (
nl_csv_retriever,
nl_data_frame_retriever,
nl_json_retriever,
)
__all__ = ["nl_data_frame_retriever", "nl_csv_retriever", "nl_json_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-experimental/llama_index/experimental/retrievers/natural_language/nl_csv_retriever.py | llama-index-experimental/llama_index/experimental/retrievers/natural_language/nl_csv_retriever.py | from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.constants import DEFAULT_SIMILARITY_TOP_K
from llama_index.core.llms import llm
from llama_index.core.prompts import BasePromptTemplate
from typing import Optional
import logging
import pandas as pd
from llama_index.experimental.retriev... | 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-experimental/llama_index/experimental/retrievers/natural_language/nl_json_retriever.py | llama-index-experimental/llama_index/experimental/retrievers/natural_language/nl_json_retriever.py | from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.constants import DEFAULT_SIMILARITY_TOP_K
from llama_index.core.llms import llm
from llama_index.core.prompts import BasePromptTemplate
from typing import Optional
import logging
import pandas as pd
import json
from llama_index.experime... | 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-experimental/llama_index/experimental/param_tuner/__init__.py | llama-index-experimental/llama_index/experimental/param_tuner/__init__.py | from llama_index.experimental.param_tuner.base import (
AsyncParamTuner,
BaseParamTuner,
ParamTuner,
RayTuneParamTuner,
)
__all__ = ["BaseParamTuner", "ParamTuner", "AsyncParamTuner", "RayTuneParamTuner"]
| 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-experimental/llama_index/experimental/param_tuner/base.py | llama-index-experimental/llama_index/experimental/param_tuner/base.py | """Param tuner."""
import asyncio
from abc import abstractmethod
from copy import deepcopy
from typing import Any, Awaitable, Callable, Dict, List, Optional
from llama_index.core.bridge.pydantic import BaseModel, Field, PrivateAttr
from llama_index.core.utils import get_tqdm_iterable
class RunResult(BaseModel):
... | 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-experimental/llama_index/experimental/nudge/__init__.py | llama-index-experimental/llama_index/experimental/nudge/__init__.py | from llama_index.experimental.nudge.base import (
Nudge,
)
__all__ = ["Nudge"]
| 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-experimental/llama_index/experimental/nudge/base.py | llama-index-experimental/llama_index/experimental/nudge/base.py | import logging
from typing import Dict, Optional
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.utils import infer_torch_device
from llama_index.finetuning.embeddings.common import EmbeddingQAFinetuneDataset
logger = logging.getLogger(__name__)
NUDGE_IMPORT_ERROR_MSG = "NUDGE 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-packs/llama-index-packs-vectara-rag/tests/test_packs_vectara_rag.py | llama-index-packs/llama-index-packs-vectara-rag/tests/test_packs_vectara_rag.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.vectara_rag import VectaraRagPack
def test_class():
names_of_base_classes = [b.__name__ for b in VectaraRagPack.__mro__]
assert BaseLlamaPack.__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-packs/llama-index-packs-vectara-rag/tests/__init__.py | llama-index-packs/llama-index-packs-vectara-rag/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-packs/llama-index-packs-vectara-rag/llama_index/packs/vectara_rag/__init__.py | llama-index-packs/llama-index-packs-vectara-rag/llama_index/packs/vectara_rag/__init__.py | from llama_index.packs.vectara_rag.base import VectaraRagPack
__all__ = ["VectaraRagPack"]
| 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-packs/llama-index-packs-vectara-rag/llama_index/packs/vectara_rag/base.py | llama-index-packs/llama-index-packs-vectara-rag/llama_index/packs/vectara_rag/base.py | """Vectara RAG Pack."""
from typing import Any, Dict, List, Optional
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.schema import TextNode
from llama_index.indices.managed.vectara import VectaraIndex
class VectaraRagPack(BaseLlamaPack):
"""Vectara RAG pack."""
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-packs/llama-index-packs-amazon-product-extraction/tests/test_packs_amazon_product_extraction.py | llama-index-packs/llama-index-packs-amazon-product-extraction/tests/test_packs_amazon_product_extraction.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.amazon_product_extraction import AmazonProductExtractionPack
def test_class():
names_of_base_classes = [b.__name__ for b in AmazonProductExtractionPack.__mro__]
assert BaseLlamaPack.__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-packs/llama-index-packs-amazon-product-extraction/tests/__init__.py | llama-index-packs/llama-index-packs-amazon-product-extraction/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-packs/llama-index-packs-amazon-product-extraction/llama_index/packs/amazon_product_extraction/__init__.py | llama-index-packs/llama-index-packs-amazon-product-extraction/llama_index/packs/amazon_product_extraction/__init__.py | from llama_index.packs.amazon_product_extraction.base import (
AmazonProductExtractionPack,
)
__all__ = ["AmazonProductExtractionPack"]
| 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-packs/llama-index-packs-amazon-product-extraction/llama_index/packs/amazon_product_extraction/base.py | llama-index-packs/llama-index-packs-amazon-product-extraction/llama_index/packs/amazon_product_extraction/base.py | """Product extraction pack."""
import asyncio
from typing import Any, Dict
from llama_index.core import SimpleDirectoryReader
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.output_parsers import PydanticOutputParser
from llama_index.core.program.multi_modal_llm_program import (
M... | 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-packs/llama-index-packs-cohere-citation-chat/tests/__init__.py | llama-index-packs/llama-index-packs-cohere-citation-chat/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-packs/llama-index-packs-cohere-citation-chat/tests/test_packs_cohere_citation_chat.py | llama-index-packs/llama-index-packs-cohere-citation-chat/tests/test_packs_cohere_citation_chat.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.cohere_citation_chat import CohereCitationChatEnginePack
def test_class():
names_of_base_classes = [b.__name__ for b in CohereCitationChatEnginePack.__mro__]
assert BaseLlamaPack.__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-packs/llama-index-packs-cohere-citation-chat/examples/example.py | llama-index-packs/llama-index-packs-cohere-citation-chat/examples/example.py | from llama_index.packs.cohere_citation_chat import CohereCitationChatEnginePack
from llama_index.readers.web import SimpleWebPageReader
# load documents and create the pack
documents = SimpleWebPageReader().load_data(
[
"https://raw.githubusercontent.com/jerryjliu/llama_index/adb054429f642cc7bbfcb66d4c232e... | 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-packs/llama-index-packs-cohere-citation-chat/llama_index/packs/cohere_citation_chat/utils.py | llama-index-packs/llama-index-packs-cohere-citation-chat/llama_index/packs/cohere_citation_chat/utils.py | from dataclasses import asdict
from typing import List
from llama_index.core.base.llms.types import ChatResponse
from llama_index.core.schema import NodeWithScore
from .types import Document, Citation, CitationsSettings
def convert_nodes_to_documents_list(nodes: List[NodeWithScore]) -> List[Document]:
if nodes:... | 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-packs/llama-index-packs-cohere-citation-chat/llama_index/packs/cohere_citation_chat/__init__.py | llama-index-packs/llama-index-packs-cohere-citation-chat/llama_index/packs/cohere_citation_chat/__init__.py | from llama_index.packs.cohere_citation_chat.base import CohereCitationChatEnginePack
__all__ = ["CohereCitationChatEnginePack"]
| 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-packs/llama-index-packs-cohere-citation-chat/llama_index/packs/cohere_citation_chat/types.py | llama-index-packs/llama-index-packs-cohere-citation-chat/llama_index/packs/cohere_citation_chat/types.py | from typing import List
from dataclasses import dataclass, field, asdict
@dataclass
class Citation:
"""Citation object."""
text: str
start: int
end: int
document_ids: List[str]
dict = asdict
@dataclass
class Document:
"""Document object."""
id: str
text: str
dict = asdict... | 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-packs/llama-index-packs-cohere-citation-chat/llama_index/packs/cohere_citation_chat/base.py | llama-index-packs/llama-index-packs-cohere-citation-chat/llama_index/packs/cohere_citation_chat/base.py | import os
from typing import Any, Dict, List
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.chat_engine.types import BaseChatEngine
from llama_index.core.schema import Document
from .citations_context_chat_engine import VectorStoreIndexWithCitationsChat
class CohereCitationChatEngin... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
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