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-fireworks/llama_index/embeddings/fireworks/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-fireworks/llama_index/embeddings/fireworks/__init__.py | from llama_index.embeddings.fireworks.base import FireworksEmbedding
__all__ = ["FireworksEmbedding"]
| python | 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-fireworks/llama_index/embeddings/fireworks/base.py | llama-index-integrations/embeddings/llama-index-embeddings-fireworks/llama_index/embeddings/fireworks/base.py | from typing import Any, Dict, Optional
import httpx
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
)
from llama_index.core.bridge.pydantic import Field
from llama_index.core.callbacks import CallbackManager
from llama_index.embeddings.fireworks.utils import (
resolve_fireworks_cr... | python | 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-clarifai/llama_index/embeddings/clarifai/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-clarifai/llama_index/embeddings/clarifai/__init__.py | from llama_index.embeddings.clarifai.base import ClarifaiEmbedding
__all__ = ["ClarifaiEmbedding"]
| python | 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-clarifai/llama_index/embeddings/clarifai/base.py | llama-index-integrations/embeddings/llama-index-embeddings-clarifai/llama_index/embeddings/clarifai/base.py | import logging
import os
from typing import Any, List, Optional
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks import CallbackManager
from llama_index.core.constants import DEFAULT_EMBED_BATCH_SIZE
from cl... | python | 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-databricks/tests/test_embeddings_databricks.py | llama-index-integrations/embeddings/llama-index-embeddings-databricks/tests/test_embeddings_databricks.py | import pytest
from llama_index.core.base.embeddings.base import BaseEmbedding
# TODO: Pants, for whatever reason, always breaks on tests that depend on openai embeddings
# It fails to resolve dependencies properly during testing, so this import will fail in CICD
try:
from llama_index.embeddings.databricks import D... | python | 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-databricks/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-databricks/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-databricks/tests/test_integration_databricks.py | llama-index-integrations/embeddings/llama-index-embeddings-databricks/tests/test_integration_databricks.py | import os
import pytest
# TODO: Pants, for whatever reason, always breaks on tests that depend on openai embeddings
# It fails to resolve dependencies properly during testing, so this import will fail in CICD
try:
from llama_index.embeddings.databricks import DatabricksEmbedding
except ImportError:
DatabricksE... | python | 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-databricks/llama_index/embeddings/databricks/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-databricks/llama_index/embeddings/databricks/__init__.py | from llama_index.embeddings.databricks.base import DatabricksEmbedding
__all__ = ["DatabricksEmbedding"]
| python | 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-databricks/llama_index/embeddings/databricks/base.py | llama-index-integrations/embeddings/llama-index-embeddings-databricks/llama_index/embeddings/databricks/base.py | """Databricks embeddings file."""
from typing import Optional, Any, Dict, List
import httpx
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks.base import CallbackManager
from llama_index.embeddings.openai.base import (
get_embedding,
aget_embedding,
get_embeddi... | python | 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-openvino-genai/llama_index/embeddings/openvino_genai/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-openvino-genai/llama_index/embeddings/openvino_genai/__init__.py | from llama_index.embeddings.openvino_genai.base import (
OpenVINOGENAIEmbedding,
)
__all__ = ["OpenVINOGENAIEmbedding"]
| python | 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-openvino-genai/llama_index/embeddings/openvino_genai/base.py | llama-index-integrations/embeddings/llama-index-embeddings-openvino-genai/llama_index/embeddings/openvino_genai/base.py | from typing import Any, List, Optional
from pathlib import Path
import numpy as np
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_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/embeddings/llama-index-embeddings-zhipuai/tests/test_embeddings_zhipuai.py | llama-index-integrations/embeddings/llama-index-embeddings-zhipuai/tests/test_embeddings_zhipuai.py | import asyncio
import os
import pytest
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.zhipuai import ZhipuAIEmbedding
def test_embedding_class():
emb = ZhipuAIEmbedding(model="", api_key="")
assert isinstance(emb, BaseEmbedding)
@pytest.mark.skipif(
os.enviro... | python | 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-zhipuai/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-zhipuai/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-zhipuai/llama_index/embeddings/zhipuai/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-zhipuai/llama_index/embeddings/zhipuai/__init__.py | from llama_index.embeddings.zhipuai.base import ZhipuAIEmbedding
__all__ = ["ZhipuAIEmbedding"]
| python | 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-zhipuai/llama_index/embeddings/zhipuai/base.py | llama-index-integrations/embeddings/llama-index-embeddings-zhipuai/llama_index/embeddings/zhipuai/base.py | import asyncio
from typing import Any, List, Optional
from zhipuai import ZhipuAI as ZhipuAIClient
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks import CallbackManager
class ZhipuAIEmbedding(BaseEmbedding... | python | 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-cohere/tests/conftest.py | llama-index-integrations/embeddings/llama-index-embeddings-cohere/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-cohere/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-cohere/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-cohere/tests/test_embeddings.py | llama-index-integrations/embeddings/llama-index-embeddings-cohere/tests/test_embeddings.py | import os
import tempfile
import httpx
import pytest
from PIL import Image
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.cohere import CohereEmbedding
from llama_index.embeddings.cohere.base import VALID_MODEL_INPUT_TYPES
def test_embedding_class():
emb = CohereEmbed... | python | 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-cohere/llama_index/embeddings/cohere/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-cohere/llama_index/embeddings/cohere/__init__.py | from llama_index.embeddings.cohere.base import CohereEmbedding
__all__ = ["CohereEmbedding"]
| python | 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-cohere/llama_index/embeddings/cohere/base.py | llama-index-integrations/embeddings/llama-index-embeddings-cohere/llama_index/embeddings/cohere/base.py | from enum import Enum
from typing import Any, List, Optional, Union
from llama_index.core.base.embeddings.base import DEFAULT_EMBED_BATCH_SIZE, Embedding
from llama_index.core.embeddings import MultiModalEmbedding
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks import Ca... | python | 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-xinference/tests/test_embeddings_xinference.py | llama-index-integrations/embeddings/llama-index-embeddings-xinference/tests/test_embeddings_xinference.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.xinference import XinferenceEmbedding
def test_embedding_class():
emb = XinferenceEmbedding(model_uid="")
assert isinstance(emb, BaseEmbedding)
| python | 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-xinference/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-xinference/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-xinference/llama_index/embeddings/xinference/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-xinference/llama_index/embeddings/xinference/__init__.py | from llama_index.embeddings.xinference.base import XinferenceEmbedding
__all__ = ["XinferenceEmbedding"]
| python | 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-xinference/llama_index/embeddings/xinference/base.py | llama-index-integrations/embeddings/llama-index-embeddings-xinference/llama_index/embeddings/xinference/base.py | import aiohttp
import asyncio
import requests
from typing import Any, List
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.bridge.pydantic import Field
class XinferenceEmbedding(BaseEmbedding):
"""Class for Xinference embeddings."""
model_uid: str = Field(
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-textembed/tests/test_embeddings_textembed.py | llama-index-integrations/embeddings/llama-index-embeddings-textembed/tests/test_embeddings_textembed.py | """Test the TextEmbed class."""
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.textembed import TextEmbedEmbedding
def test_textembed_class():
"""Check if BaseEmbedding is one of the base classes of TextEmbedEmbedding."""
assert issubclass(TextEmbedEmbedding, Base... | python | 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-textembed/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-textembed/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-textembed/llama_index/embeddings/textembed/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-textembed/llama_index/embeddings/textembed/__init__.py | from llama_index.embeddings.textembed.base import TextEmbedEmbedding
__all__ = ["TextEmbedEmbedding"]
| python | 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-textembed/llama_index/embeddings/textembed/base.py | llama-index-integrations/embeddings/llama-index-embeddings-textembed/llama_index/embeddings/textembed/base.py | """
TextEmbed: Embedding Inference Server.
TextEmbed offers a high-throughput, low-latency service for generating embeddings using various sentence-transformer models.
It now also supports image embedding models, providing flexibility and scalability for diverse applications.
Maintained by Keval Dekivadiya, TextEmbed... | python | 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-dashscope/tests/test_embeddings_dashscope.py | llama-index-integrations/embeddings/llama-index-embeddings-dashscope/tests/test_embeddings_dashscope.py | from llama_index.core.embeddings.multi_modal_base import MultiModalEmbedding
from llama_index.embeddings.dashscope import DashScopeEmbedding
def test_dashscope_embedding_class():
names_of_base_classes = [b.__name__ for b in DashScopeEmbedding.__mro__]
assert MultiModalEmbedding.__name__ in names_of_base_class... | python | 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-dashscope/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-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/embeddings/llama-index-embeddings-dashscope/llama_index/embeddings/dashscope/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-dashscope/llama_index/embeddings/dashscope/__init__.py | from llama_index.embeddings.dashscope.base import (
DashScopeEmbedding,
DashScopeBatchTextEmbeddingModels,
DashScopeMultiModalEmbeddingModels,
DashScopeTextEmbeddingModels,
DashScopeTextEmbeddingType,
)
__all__ = [
DashScopeTextEmbeddingType,
DashScopeTextEmbeddingModels,
DashScopeBatc... | python | 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-dashscope/llama_index/embeddings/dashscope/base.py | llama-index-integrations/embeddings/llama-index-embeddings-dashscope/llama_index/embeddings/dashscope/base.py | """DashScope embeddings file."""
import logging
from enum import Enum
from http import HTTPStatus
from typing import Any, Dict, List, Optional, Union
from llama_index.core.bridge.pydantic import PrivateAttr
from llama_index.core.embeddings.multi_modal_base import MultiModalEmbedding
from llama_index.core.schema impor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-integrations/embeddings/llama-index-embeddings-clip/tests/test_embeddings_clip.py | llama-index-integrations/embeddings/llama-index-embeddings-clip/tests/test_embeddings_clip.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.clip import ClipEmbedding
def test_azure_openai_embedding_class():
names_of_base_classes = [b.__name__ for b in ClipEmbedding.__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-clip/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-clip/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-clip/llama_index/embeddings/clip/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-clip/llama_index/embeddings/clip/__init__.py | from llama_index.embeddings.clip.base import ClipEmbedding
__all__ = ["ClipEmbedding"]
| python | 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-clip/llama_index/embeddings/clip/base.py | llama-index-integrations/embeddings/llama-index-embeddings-clip/llama_index/embeddings/clip/base.py | import logging
from typing import Any, List
from llama_index.core.base.embeddings.base import Embedding
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.constants import DEFAULT_EMBED_BATCH_SIZE
from llama_index.core.embeddings.multi_modal_base import MultiModalEmbedding
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-autoembeddings/tests/test_autoembeddings.py | llama-index-integrations/embeddings/llama-index-embeddings-autoembeddings/tests/test_autoembeddings.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.autoembeddings import ChonkieAutoEmbedding
def test_class_init() -> None:
emb = ChonkieAutoEmbedding(model_name="all-MiniLM-L6-v2")
assert isinstance(emb, BaseEmbedding)
| python | 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-autoembeddings/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-autoembeddings/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-autoembeddings/llama_index/embeddings/autoembeddings/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-autoembeddings/llama_index/embeddings/autoembeddings/__init__.py | from llama_index.embeddings.autoembeddings.base import ChonkieAutoEmbedding
__all__ = ["ChonkieAutoEmbedding"]
| python | 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-autoembeddings/llama_index/embeddings/autoembeddings/base.py | llama-index-integrations/embeddings/llama-index-embeddings-autoembeddings/llama_index/embeddings/autoembeddings/base.py | from typing import List
from llama_index.core.base.embeddings.base import BaseEmbedding
from typing import Optional
try:
import chonkie
from chonkie import AutoEmbeddings
except ImportError:
raise ImportError(
"Could not import Autembeddings from chonkie. "
"Please install it with `pip ins... | python | 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-gaudi/examples/basic.py | llama-index-integrations/embeddings/llama-index-embeddings-gaudi/examples/basic.py | from llama_index.embeddings.gaudi import GaudiEmbedding
if __name__ == "__main__":
embed_model = GaudiEmbedding(
embedding_input_size=-1,
model_name="thenlper/gte-large",
)
# Basic embedding example
embeddings = embed_model.get_text_embedding("It is raining cats and dogs here!")
pr... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-integrations/embeddings/llama-index-embeddings-gaudi/examples/graphrag.py | llama-index-integrations/embeddings/llama-index-embeddings-gaudi/examples/graphrag.py | # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the ... | python | 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-gaudi/llama_index/embeddings/gaudi/utils.py | llama-index-integrations/embeddings/llama-index-embeddings-gaudi/llama_index/embeddings/gaudi/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-gaudi/llama_index/embeddings/gaudi/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-gaudi/llama_index/embeddings/gaudi/__init__.py | from llama_index.embeddings.gaudi.base import GaudiEmbedding
__all__ = ["GaudiEmbedding"]
| python | 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-gaudi/llama_index/embeddings/gaudi/base.py | llama-index-integrations/embeddings/llama-index-embeddings-gaudi/llama_index/embeddings/gaudi/base.py | # This file is adapted from
# https://github.com/HabanaAI/Gaudi-tutorials/blob/main/PyTorch/localGPT_inference/gaudi_utils/embeddings.py
#
import logging
from sentence_transformers import SentenceTransformer
from typing import Any, List, Optional
from llama_index.core.bridge.pydantic import Field, PrivateAttr
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-integrations/embeddings/llama-index-embeddings-opea/llama_index/embeddings/opea/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-opea/llama_index/embeddings/opea/__init__.py | from llama_index.embeddings.opea.base import OPEAEmbedding
__all__ = ["OPEAEmbedding"]
| python | 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-opea/llama_index/embeddings/opea/base.py | llama-index-integrations/embeddings/llama-index-embeddings-opea/llama_index/embeddings/opea/base.py | import httpx
from typing import Any, Dict, Optional
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
)
from llama_index.core.callbacks import CallbackManager
from llama_index.embeddings.openai import OpenAIEmbedding
class OPEAEmbedding(OpenAIEmbedding):
"""
OPEA class for emb... | python | 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-nebius/tests/test_embeddings_nebius.py | llama-index-integrations/embeddings/llama-index-embeddings-nebius/tests/test_embeddings_nebius.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.nebius import NebiusEmbedding
def test_embedding_class():
emb = NebiusEmbedding(model_name="per_aspera", api_key="ad_astra")
assert isinstance(emb, BaseEmbedding)
| python | 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-nebius/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-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/embeddings/llama-index-embeddings-nebius/llama_index/embeddings/nebius/utils.py | llama-index-integrations/embeddings/llama-index-embeddings-nebius/llama_index/embeddings/nebius/utils.py | from typing import Optional, Tuple
from llama_index.core.base.llms.generic_utils import get_from_param_or_env
DEFAULT_API_BASE = "https://api.studio.nebius.ai/v1"
DEFAULT_NEBIUS_API_VERSION = ""
def resolve_nebius_credentials(
api_key: Optional[str] = None,
api_base: Optional[str] = None,
api_version: O... | python | 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-nebius/llama_index/embeddings/nebius/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-nebius/llama_index/embeddings/nebius/__init__.py | from llama_index.embeddings.nebius.base import NebiusEmbedding
__all__ = ["NebiusEmbedding"]
| python | 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-nebius/llama_index/embeddings/nebius/base.py | llama-index-integrations/embeddings/llama-index-embeddings-nebius/llama_index/embeddings/nebius/base.py | from typing import Any, Dict, Optional
import httpx
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
)
from llama_index.core.bridge.pydantic import Field
from llama_index.core.callbacks import CallbackManager
from llama_index.embeddings.nebius.utils import (
resolve_nebius_credenti... | python | 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-voyageai/tests/test_embeddings_voyageai.py | llama-index-integrations/embeddings/llama-index-embeddings-voyageai/tests/test_embeddings_voyageai.py | from unittest.mock import Mock, patch
import pytest
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.voyageai import VoyageEmbedding
from llama_index.embeddings.voyageai.base import (
CONTEXT_MODELS,
MULTIMODAL_MODELS,
VIDEO_MODELS,
SUPPORTED_VIDEO_FORMATS,
... | python | 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-voyageai/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-voyageai/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-voyageai/tests/test_embeddings_voyageai_integration.py | llama-index-integrations/embeddings/llama-index-embeddings-voyageai/tests/test_embeddings_voyageai_integration.py | """
Integration tests for VoyageAI embeddings with batching.
These tests require VOYAGE_API_KEY environment variable to be set.
Run with: pytest tests/test_embeddings_voyageai_integration.py -v
"""
import os
import tempfile
import pytest
from llama_index.embeddings.voyageai import VoyageEmbedding
from llama_index.e... | python | 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-voyageai/llama_index/embeddings/voyageai/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-voyageai/llama_index/embeddings/voyageai/__init__.py | from llama_index.embeddings.voyageai.base import VoyageEmbedding
__all__ = ["VoyageEmbedding"]
| python | 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-voyageai/llama_index/embeddings/voyageai/base.py | llama-index-integrations/embeddings/llama-index-embeddings-voyageai/llama_index/embeddings/voyageai/base.py | """Voyage embeddings file."""
import logging
import os
from io import BytesIO
from pathlib import Path
from typing import Any, Generator, List, Optional, Tuple, Union
import voyageai
from PIL import Image
try:
from voyageai.video_utils import Video
VIDEO_SUPPORT = True
except ImportError:
Video = None ... | python | 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-openai/tests/test_embeddings_openai.py | llama-index-integrations/embeddings/llama-index-embeddings-openai/tests/test_embeddings_openai.py | import pytest
from unittest.mock import patch
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.openai import OpenAIEmbedding
def test_openai_embedding_class():
names_of_base_classes = [b.__name__ for b in OpenAIEmbedding.__mro__]
assert BaseEmbedding.__name__ in nam... | python | 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-openai/tests/test_utils.py | llama-index-integrations/embeddings/llama-index-embeddings-openai/tests/test_utils.py | import pytest
from llama_index.embeddings.openai.utils import (
DEFAULT_OPENAI_API_BASE,
DEFAULT_OPENAI_API_VERSION,
MISSING_API_KEY_ERROR_MESSAGE,
resolve_openai_credentials,
validate_openai_api_key,
)
def test_validate_openai_api_key_with_valid_key() -> None:
validate_openai_api_key("valid_a... | python | 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-openai/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-openai/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-openai/llama_index/embeddings/openai/utils.py | llama-index-integrations/embeddings/llama-index-embeddings-openai/llama_index/embeddings/openai/utils.py | import logging
import os
from typing import Any, Callable, Optional, Tuple, Union
from llama_index.core.base.llms.generic_utils import get_from_param_or_env
from tenacity import (
before_sleep_log,
retry,
retry_if_exception_type,
stop_after_attempt,
stop_after_delay,
wait_exponential,
wait_... | python | 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-openai/llama_index/embeddings/openai/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-openai/llama_index/embeddings/openai/__init__.py | from llama_index.embeddings.openai.base import (
OpenAIEmbedding,
OpenAIEmbeddingMode,
OpenAIEmbeddingModelType,
OpenAIEmbeddingModeModel,
)
__all__ = [
"OpenAIEmbedding",
"OpenAIEmbeddingMode",
"OpenAIEmbeddingModelType",
"OpenAIEmbeddingModeModel",
]
| python | 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-openai/llama_index/embeddings/openai/base.py | llama-index-integrations/embeddings/llama-index-embeddings-openai/llama_index/embeddings/openai/base.py | """OpenAI embeddings file."""
from enum import Enum
from typing import Any, Dict, List, Optional, Tuple
import httpx
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_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/embeddings/llama-index-embeddings-text-embeddings-inference/tests/test_embeddings_text_embeddings_inference.py | llama-index-integrations/embeddings/llama-index-embeddings-text-embeddings-inference/tests/test_embeddings_text_embeddings_inference.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.text_embeddings_inference import TextEmbeddingsInference
def test_text_inference_embedding_class():
names_of_base_classes = [b.__name__ for b in TextEmbeddingsInference.__mro__]
assert BaseEmbedding.__name__ in names_o... | python | 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-text-embeddings-inference/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-text-embeddings-inference/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-text-embeddings-inference/llama_index/embeddings/text_embeddings_inference/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-text-embeddings-inference/llama_index/embeddings/text_embeddings_inference/__init__.py | from llama_index.embeddings.text_embeddings_inference.base import (
TextEmbeddingsInference,
)
__all__ = ["TextEmbeddingsInference"]
| python | 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-text-embeddings-inference/llama_index/embeddings/text_embeddings_inference/base.py | llama-index-integrations/embeddings/llama-index-embeddings-text-embeddings-inference/llama_index/embeddings/text_embeddings_inference/base.py | from typing import Callable, List, Optional, Union
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
Embedding,
)
from llama_index.core.bridge.pydantic import Field
from llama_index.core.callbacks import CallbackManager
from llama_index.utils.huggingface import fo... | python | 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-isaacus/tests/test_isaacus_embeddings.py | llama-index-integrations/embeddings/llama-index-embeddings-isaacus/tests/test_isaacus_embeddings.py | """Test Isaacus embeddings."""
import os
from unittest.mock import MagicMock, patch
import pytest
from llama_index.embeddings.isaacus.base import IsaacusEmbedding
STUB_MODEL = "kanon-2-embedder"
STUB_API_KEY = "test-api-key"
STUB_BASE_URL = "https://api.isaacus.com/v1"
@pytest.fixture(name="isaacus_embedding")
def... | python | 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-isaacus/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-isaacus/tests/__init__.py | # Tests for llama-index-embeddings-isaacus
| python | 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-isaacus/examples/basic_usage.py | llama-index-integrations/embeddings/llama-index-embeddings-isaacus/examples/basic_usage.py | """Basic usage example for Isaacus embeddings."""
import os
from llama_index.embeddings.isaacus import IsaacusEmbedding
from llama_index.core.base.embeddings.base import similarity
def main():
"""Demonstrate basic usage of Isaacus embeddings."""
# Initialize the embedding model. This assumes the presence of... | python | 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-isaacus/examples/async_usage.py | llama-index-integrations/embeddings/llama-index-embeddings-isaacus/examples/async_usage.py | """Async usage example for Isaacus embeddings."""
import asyncio
import os
from llama_index.embeddings.isaacus import IsaacusEmbedding
from llama_index.core.base.embeddings.base import similarity
async def main():
"""Demonstrate async usage of Isaacus embeddings."""
# Initialize the embedding model. This 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-integrations/embeddings/llama-index-embeddings-isaacus/llama_index/embeddings/isaacus/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-isaacus/llama_index/embeddings/isaacus/__init__.py | from llama_index.embeddings.isaacus.base import IsaacusEmbedding
__all__ = ["IsaacusEmbedding"]
| python | 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-isaacus/llama_index/embeddings/isaacus/base.py | llama-index-integrations/embeddings/llama-index-embeddings-isaacus/llama_index/embeddings/isaacus/base.py | """Isaacus embeddings file."""
import logging
from typing import Any, List, Literal, Optional
import isaacus
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
Embedding,
)
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.call... | python | 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-yandexgpt/tests/test_embeddings_yandexgpt.py | llama-index-integrations/embeddings/llama-index-embeddings-yandexgpt/tests/test_embeddings_yandexgpt.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.yandexgpt import YandexGPTEmbedding
def test_embedding_function():
names_of_base_classes = [b.__name__ for b in YandexGPTEmbedding.__mro__]
assert BaseEmbedding.__name__ in names_of_base_classes
def test_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/embeddings/llama-index-embeddings-yandexgpt/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-yandexgpt/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-yandexgpt/llama_index/embeddings/yandexgpt/util.py | llama-index-integrations/embeddings/llama-index-embeddings-yandexgpt/llama_index/embeddings/yandexgpt/util.py | import json
from typing import Optional, Dict
class YException(Exception):
"""Custom exception for YAuth related errors."""
class YAuth:
"""Class to handle authentication using folder ID and API key."""
def __init__(self, folder_id: str = None, api_key: str = None) -> None:
"""
Initiali... | python | 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-yandexgpt/llama_index/embeddings/yandexgpt/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-yandexgpt/llama_index/embeddings/yandexgpt/__init__.py | from llama_index.embeddings.yandexgpt.base import YandexGPTEmbedding
__all__ = ["YandexGPTEmbedding"]
| python | 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-yandexgpt/llama_index/embeddings/yandexgpt/base.py | llama-index-integrations/embeddings/llama-index-embeddings-yandexgpt/llama_index/embeddings/yandexgpt/base.py | """YandexGPT embeddings file."""
import time
import asyncio
import aiohttp
import requests
from typing import Any, List, Optional
from tenacity import Retrying, RetryError, stop_after_attempt, wait_fixed
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
)
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-google/tests/test_embeddings_google.py | llama-index-integrations/embeddings/llama-index-embeddings-google/tests/test_embeddings_google.py | import pytest
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.google import (
GeminiEmbedding,
GooglePaLMEmbedding,
GoogleUnivSentEncoderEmbedding,
)
try:
import tensorflow_hub
except ImportError:
tensorflow_hub = None # type: ignore
@pytest.mark.skipi... | python | 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-google/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-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/embeddings/llama-index-embeddings-google/llama_index/embeddings/google/univ_sent_encoder.py | llama-index-integrations/embeddings/llama-index-embeddings-google/llama_index/embeddings/google/univ_sent_encoder.py | """Google Universal Sentence Encoder Embedding Wrapper Module."""
import deprecated
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 PrivateAttr
from llama_index.core.callbacks imp... | python | 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-google/llama_index/embeddings/google/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-google/llama_index/embeddings/google/__init__.py | from llama_index.embeddings.google.gemini import GeminiEmbedding
from llama_index.embeddings.google.palm import GooglePaLMEmbedding
from llama_index.embeddings.google.univ_sent_encoder import (
GoogleUnivSentEncoderEmbedding,
)
__all__ = ["GeminiEmbedding", "GooglePaLMEmbedding", "GoogleUnivSentEncoderEmbedding"]
| python | 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-google/llama_index/embeddings/google/palm.py | llama-index-integrations/embeddings/llama-index-embeddings-google/llama_index/embeddings/google/palm.py | """Google PaLM embeddings file."""
import deprecated
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 PrivateAttr
from llama_index.core.callbacks.base import CallbackManager
impor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-integrations/embeddings/llama-index-embeddings-google/llama_index/embeddings/google/gemini.py | llama-index-integrations/embeddings/llama-index-embeddings-google/llama_index/embeddings/google/gemini.py | """Gemini embeddings file."""
import deprecated
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.base import CallbackManager
imp... | python | 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-jinaai/tests/test_embeddings_jinaai.py | llama-index-integrations/embeddings/llama-index-embeddings-jinaai/tests/test_embeddings_jinaai.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.embeddings import MultiModalEmbedding
from llama_index.embeddings.jinaai import JinaEmbedding
def test_embedding_class():
emb = JinaEmbedding()
assert isinstance(emb, BaseEmbedding)
assert isinstance(emb, MultiModalEmbed... | python | 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-jinaai/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-jinaai/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-jinaai/llama_index/embeddings/jinaai/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-jinaai/llama_index/embeddings/jinaai/__init__.py | from llama_index.embeddings.jinaai.base import JinaEmbedding
__all__ = ["JinaEmbedding"]
| python | 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-jinaai/llama_index/embeddings/jinaai/base.py | llama-index-integrations/embeddings/llama-index-embeddings-jinaai/llama_index/embeddings/jinaai/base.py | """Jina embeddings file."""
from typing import Any, List, Optional
from urllib.parse import urlparse
from os.path import exists
import base64
import requests
import numpy as np
from llama_index.core.base.embeddings.base import DEFAULT_EMBED_BATCH_SIZE
from llama_index.core.bridge.pydantic import Field, PrivateAttr
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/embeddings/llama-index-embeddings-huggingface-api/tests/test_embeddings_huggingface.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/tests/test_embeddings_huggingface.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.embeddings.huggingface_api import (
HuggingFaceInferenceAPIEmbedding,
)
def test_huggingfaceapiembedding_class():
names_of_base_classes = [
b.__name__ for b in HuggingFaceInferenceAPIEmbedding.__mro__
]
assert Bas... | python | 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-api/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/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-api/tests/test_hf_inference.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/tests/test_hf_inference.py | from unittest.mock import AsyncMock, MagicMock, patch
import numpy as np
import pytest
from llama_index.embeddings.huggingface_api.base import HuggingFaceInferenceAPIEmbedding
from llama_index.embeddings.huggingface_api.pooling import Pooling
STUB_MODEL_NAME = "placeholder_model"
@pytest.fixture(name="hf_inference_... | python | 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-api/llama_index/embeddings/huggingface_api/pooling.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/llama_index/embeddings/huggingface_api/pooling.py | from enum import Enum
from typing import TYPE_CHECKING, Union, overload
import numpy as np
if TYPE_CHECKING:
import torch
class Pooling(str, Enum):
"""Enum of possible pooling choices with pooling behaviors."""
CLS = "cls"
MEAN = "mean"
LAST = "last" # last token pooling
def __call__(self... | python | 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-api/llama_index/embeddings/huggingface_api/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/llama_index/embeddings/huggingface_api/__init__.py | from llama_index.embeddings.huggingface_api.base import (
HuggingFaceInferenceAPIEmbedding,
)
__all__ = [
"HuggingFaceInferenceAPIEmbedding",
]
| python | 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-api/llama_index/embeddings/huggingface_api/base.py | llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/llama_index/embeddings/huggingface_api/base.py | import asyncio
import logging
from typing import Any, Callable, Dict, List, Optional, Sequence, Union
from huggingface_hub import (
AsyncInferenceClient,
InferenceClient,
model_info,
)
from huggingface_hub.hf_api import ModelInfo
from llama_index.core.base.embeddings.base import (
BaseEmbedding,
Em... | python | 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-heroku/tests/test_heroku_embeddings.py | llama-index-integrations/embeddings/llama-index-embeddings-heroku/tests/test_heroku_embeddings.py | """Test Heroku embeddings."""
import os
from unittest.mock import MagicMock, patch
import httpx
import pytest
from llama_index.embeddings.heroku.base import HerokuEmbedding
STUB_MODEL = "cohere-embed-multilingual-v3"
STUB_API_KEY = "test-api-key"
STUB_EMBEDDING_URL = "https://test-inference.heroku.com"
@pytest.fix... | python | 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-heroku/tests/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-heroku/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-heroku/examples/basic_usage.py | llama-index-integrations/embeddings/llama-index-embeddings-heroku/examples/basic_usage.py | """Basic usage example for Heroku embeddings."""
import os
from llama_index.embeddings.heroku import HerokuEmbedding
def main():
"""Demonstrate basic usage of Heroku embeddings."""
# Initialize the embedding model. This assumes the presence of EMBEDDING_MODEL_ID,
# EMBEDDING_KEY, and EMBEDDING_URL in th... | python | 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-heroku/examples/async_usage.py | llama-index-integrations/embeddings/llama-index-embeddings-heroku/examples/async_usage.py | """Async usage example for Heroku embeddings."""
import asyncio
import os
from llama_index.embeddings.heroku import HerokuEmbedding
async def main():
"""Demonstrate async usage of Heroku embeddings."""
# Initialize the embedding model. This assumes the presence of EMBEDDING_MODEL_ID,
# EMBEDDING_KEY, an... | python | 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-heroku/llama_index/embeddings/heroku/__init__.py | llama-index-integrations/embeddings/llama-index-embeddings-heroku/llama_index/embeddings/heroku/__init__.py | from llama_index.embeddings.heroku.base import HerokuEmbedding
__all__ = ["HerokuEmbedding"]
| python | 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-heroku/llama_index/embeddings/heroku/base.py | llama-index-integrations/embeddings/llama-index-embeddings-heroku/llama_index/embeddings/heroku/base.py | """Heroku embeddings file."""
import logging
from typing import Any, Optional
import httpx
from llama_index.core.base.embeddings.base import (
DEFAULT_EMBED_BATCH_SIZE,
BaseEmbedding,
Embedding,
)
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.callbacks.base import C... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
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