embeddings

Embedding models are wrappers around embedding models from different APIs and services.

Embedding models can be LLMs or not.

Class hierarchy:

Embeddings --> <name>Embeddings  # Examples: OpenAIEmbeddings, HuggingFaceEmbeddings

Classes

embeddings.aleph_alpha.AlephAlphaAsymmetricSemanticEmbedding	Aleph Alpha's asymmetric semantic embedding.
embeddings.aleph_alpha.AlephAlphaSymmetricSemanticEmbedding	Symmetric version of the Aleph Alpha's semantic embeddings.
embeddings.anyscale.AnyscaleEmbeddings	Anyscale Embeddings API.
embeddings.ascend.AscendEmbeddings	Ascend NPU accelerate Embedding model
embeddings.awa.AwaEmbeddings	Embedding documents and queries with Awa DB.
embeddings.baichuan.BaichuanTextEmbeddings	Baichuan Text Embedding models.
embeddings.baidu_qianfan_endpoint.QianfanEmbeddingsEndpoint	Baidu Qianfan Embeddings embedding models.
embeddings.bookend.BookendEmbeddings	Bookend AI sentence_transformers embedding models.
embeddings.clarifai.ClarifaiEmbeddings	Clarifai embedding models.
embeddings.cloudflare_workersai.CloudflareWorkersAIEmbeddings	Cloudflare Workers AI embedding model.
embeddings.dashscope.DashScopeEmbeddings	DashScope embedding models.
embeddings.deepinfra.DeepInfraEmbeddings	Deep Infra's embedding inference service.
embeddings.edenai.EdenAiEmbeddings	EdenAI embedding.
embeddings.embaas.EmbaasEmbeddings	Embaas's embedding service.
embeddings.embaas.EmbaasEmbeddingsPayload	Payload for the Embaas embeddings API.
embeddings.fake.DeterministicFakeEmbedding	Fake embedding model that always returns the same embedding vector for the same text.
embeddings.fake.FakeEmbeddings	Fake embedding model.
embeddings.fastembed.FastEmbedEmbeddings	Qdrant FastEmbedding models.
embeddings.google_palm.GooglePalmEmbeddings	Google's PaLM Embeddings APIs.
embeddings.gpt4all.GPT4AllEmbeddings	GPT4All embedding models.
embeddings.gradient_ai.GradientEmbeddings	Gradient.ai Embedding models.
embeddings.gradient_ai.TinyAsyncGradientEmbeddingClient(...)	Deprecated, TinyAsyncGradientEmbeddingClient was removed.
embeddings.huggingface.HuggingFaceInferenceAPIEmbeddings	Embed texts using the HuggingFace API.
embeddings.huggingface.HuggingFaceInstructEmbeddings	Wrapper around sentence_transformers embedding models.
embeddings.hunyuan.HunyuanEmbeddings	Tencent Hunyuan embedding models API by Tencent.
embeddings.infinity.InfinityEmbeddings	Self-hosted embedding models for infinity package.
embeddings.infinity.TinyAsyncOpenAIInfinityEmbeddingClient([...])	Helper tool to embed Infinity.
embeddings.infinity_local.InfinityEmbeddingsLocal	Optimized Infinity embedding models.
embeddings.ipex_llm.IpexLLMBgeEmbeddings	Wrapper around the BGE embedding model with IPEX-LLM optimizations on Intel CPUs and GPUs.
embeddings.itrex.QuantizedBgeEmbeddings	Leverage Itrex runtime to unlock the performance of compressed NLP models.
embeddings.javelin_ai_gateway.JavelinAIGatewayEmbeddings	Javelin AI Gateway embeddings.
embeddings.jina.JinaEmbeddings	Jina embedding models.
embeddings.johnsnowlabs.JohnSnowLabsEmbeddings	JohnSnowLabs embedding models
embeddings.laser.LaserEmbeddings	LASER Language-Agnostic SEntence Representations.
embeddings.llamacpp.LlamaCppEmbeddings	llama.cpp embedding models.
embeddings.llamafile.LlamafileEmbeddings	Llamafile lets you distribute and run large language models with a single file.
embeddings.llm_rails.LLMRailsEmbeddings	LLMRails embedding models.
embeddings.localai.LocalAIEmbeddings	LocalAI embedding models.
embeddings.minimax.MiniMaxEmbeddings	MiniMax embedding model integration.
embeddings.mlflow.MlflowCohereEmbeddings	Cohere embedding LLMs in MLflow.
embeddings.mlflow.MlflowEmbeddings	Embedding LLMs in MLflow.
embeddings.mlflow_gateway.MlflowAIGatewayEmbeddings	MLflow AI Gateway embeddings.
embeddings.model2vec.Model2vecEmbeddings(model)	Model2Vec embedding models.
embeddings.modelscope_hub.ModelScopeEmbeddings	ModelScopeHub embedding models.
embeddings.mosaicml.MosaicMLInstructorEmbeddings	MosaicML embedding service.
embeddings.naver.ClovaXEmbeddings	NCP ClovaStudio Embedding API.
embeddings.nlpcloud.NLPCloudEmbeddings	NLP Cloud embedding models.
embeddings.oci_generative_ai.OCIAuthType(value)	OCI authentication types as enumerator.
embeddings.oci_generative_ai.OCIGenAIEmbeddings	OCI embedding models.
embeddings.octoai_embeddings.OctoAIEmbeddings	OctoAI Compute Service embedding models.
embeddings.openvino.OpenVINOBgeEmbeddings	OpenVNO BGE embedding models.
embeddings.openvino.OpenVINOEmbeddings	OpenVINO embedding models.
embeddings.optimum_intel.QuantizedBiEncoderEmbeddings	Quantized bi-encoders embedding models.
embeddings.oracleai.OracleEmbeddings	Get Embeddings
embeddings.ovhcloud.OVHCloudEmbeddings	OVHcloud AI Endpoints Embeddings.
embeddings.premai.PremAIEmbeddings	Prem's Embedding APIs
embeddings.sagemaker_endpoint.EmbeddingsContentHandler()	Content handler for LLM class.
embeddings.sagemaker_endpoint.SagemakerEndpointEmbeddings	Custom Sagemaker Inference Endpoints.
embeddings.sambanova.SambaStudioEmbeddings	SambaNova embedding models.
embeddings.self_hosted.SelfHostedEmbeddings	Custom embedding models on self-hosted remote hardware.
embeddings.self_hosted_hugging_face.SelfHostedHuggingFaceEmbeddings	HuggingFace embedding models on self-hosted remote hardware.
embeddings.self_hosted_hugging_face.SelfHostedHuggingFaceInstructEmbeddings	HuggingFace InstructEmbedding models on self-hosted remote hardware.
embeddings.spacy_embeddings.SpacyEmbeddings	Embeddings by spaCy models.
embeddings.sparkllm.AssembleHeaderException(msg)	Exception raised for errors in the header assembly.
embeddings.sparkllm.SparkLLMTextEmbeddings	SparkLLM embedding model integration.
embeddings.sparkllm.Url(host, path, schema)	URL class for parsing the URL.
embeddings.tensorflow_hub.TensorflowHubEmbeddings	TensorflowHub embedding models.
embeddings.text2vec.Text2vecEmbeddings	text2vec embedding models.
embeddings.textembed.AsyncOpenAITextEmbedEmbeddingClient([...])	A client to handle synchronous and asynchronous requests to the TextEmbed API.
embeddings.textembed.TextEmbedEmbeddings	A class to handle embedding requests to the TextEmbed API.
embeddings.titan_takeoff.Device(value[, ...])	Device to use for inference, cuda or cpu.
embeddings.titan_takeoff.MissingConsumerGroup	Exception raised when no consumer group is provided on initialization of TitanTakeoffEmbed or in embed request.
embeddings.titan_takeoff.ReaderConfig	Configuration for the reader to be deployed in Takeoff.
embeddings.titan_takeoff.TakeoffEmbeddingException	Custom exception for interfacing with Takeoff Embedding class.
embeddings.titan_takeoff.TitanTakeoffEmbed([...])	Interface with Takeoff Inference API for embedding models.
embeddings.volcengine.VolcanoEmbeddings	Volcengine Embeddings embedding models.
embeddings.xinference.XinferenceEmbeddings([...])	Xinference embedding models.
embeddings.yandex.YandexGPTEmbeddings	YandexGPT Embeddings models.
embeddings.zhipuai.ZhipuAIEmbeddings	ZhipuAI embedding model integration.

Functions

embeddings.dashscope.embed_with_retry(...)	Use tenacity to retry the embedding call.
embeddings.google_palm.embed_with_retry(...)	Use tenacity to retry the completion call.
embeddings.jina.get_bytes_str(file_path)	Get the bytes string of a file.
embeddings.jina.is_local(url)	Check if a URL is a local file.
embeddings.localai.async_embed_with_retry(...)	Use tenacity to retry the embedding call.
embeddings.localai.embed_with_retry(...)	Use tenacity to retry the embedding call.
embeddings.minimax.embed_with_retry(...)	Use tenacity to retry the completion call.
embeddings.nemo.is_endpoint_live(url, ...)	Check if an endpoint is live by sending a GET request to the specified URL.
embeddings.openai.async_embed_with_retry(...)	Use tenacity to retry the embedding call.
embeddings.openai.embed_with_retry(...)	Use tenacity to retry the embedding call.
embeddings.premai.create_prem_retry_decorator(...)	Create a retry decorator for PremAIEmbeddings.
embeddings.premai.embed_with_retry(embedder, ...)	Using tenacity for retry in embedding calls
embeddings.self_hosted_hugging_face.load_embedding_model(...)	Load the embedding model.
embeddings.solar.embed_with_retry(...)	Use tenacity to retry the completion call.
embeddings.voyageai.embed_with_retry(...)	Use tenacity to retry the embedding call.

Deprecated classes

embeddings.azure_openai.AzureOpenAIEmbeddings
embeddings.bedrock.BedrockEmbeddings
embeddings.clova.ClovaEmbeddings
embeddings.cohere.CohereEmbeddings
embeddings.databricks.DatabricksEmbeddings
embeddings.elasticsearch.ElasticsearchEmbeddings(...)
embeddings.ernie.ErnieEmbeddings
embeddings.gigachat.GigaChatEmbeddings
embeddings.huggingface.HuggingFaceBgeEmbeddings
embeddings.huggingface.HuggingFaceEmbeddings
embeddings.huggingface_hub.HuggingFaceHubEmbeddings
embeddings.nemo.NeMoEmbeddings
embeddings.ollama.OllamaEmbeddings
embeddings.openai.OpenAIEmbeddings
embeddings.solar.SolarEmbeddings
embeddings.vertexai.VertexAIEmbeddings
embeddings.voyageai.VoyageEmbeddings