Embeddings
Embedding models create a vector representation of a piece of text.
This page documents integrations with various model providers that allow you to use embeddings in LangChain.
| Name | Description | 
|---|---|
| Alibaba Tongyi | The AlibabaTongyiEmbeddings class uses the Alibaba Tongyi API to gene... | 
| Azure OpenAI | [Azure | 
| Baidu Qianfan | The BaiduQianfanEmbeddings class uses the Baidu Qianfan API to genera... | 
| Amazon Bedrock | Amazon Bedrock is a fully managed | 
| Cloudflare Workers AI | This will help you get started with Cloudflare Workers AI [embedding | 
| Cohere | This will help you get started with CohereEmbeddings [embedding | 
| DeepInfra | The DeepInfraEmbeddings class utilizes the DeepInfra API to generate ... | 
| Fireworks | This will help you get started with FireworksEmbeddings [embedding | 
| Google Generative AI | This will help you get started with Google Generative AI [embedding | 
| Google Vertex AI | Google Vertex is a service that | 
| Gradient AI | The GradientEmbeddings class uses the Gradient AI API to generate emb... | 
| HuggingFace Inference | This Embeddings integration uses the HuggingFace Inference API to gen... | 
| Jina | The JinaEmbeddings class utilizes the Jina API to generate embeddings... | 
| Llama CPP | Only available on Node.js. | 
| Minimax | The MinimaxEmbeddings class uses the Minimax API to generate embeddin... | 
| MistralAI | This will help you get started with MistralAIEmbeddings [embedding | 
| Mixedbread AI | The MixedbreadAIEmbeddings class uses the Mixedbread AI API to genera... | 
| Nomic | The NomicEmbeddings class uses the Nomic AI API to generate embedding... | 
| Ollama | This will help you get started with Ollama [embedding | 
| OpenAI | This will help you get started with OpenAIEmbeddings [embedding | 
| Prem AI | The PremEmbeddings class uses the Prem AI API to generate embeddings ... | 
| Tencent Hunyuan | The TencentHunyuanEmbeddings class uses the Tencent Hunyuan API to ge... | 
| TensorFlow | This Embeddings integration runs the embeddings entirely in your brow... | 
| TogetherAI | This will help you get started with TogetherAIEmbeddings [embedding | 
| HuggingFace Transformers | The TransformerEmbeddings class uses the Transformers.js package to g... | 
| Voyage AI | The VoyageEmbeddings class uses the Voyage AI REST API to generate em... | 
| ZhipuAI | The ZhipuAIEmbeddings class uses the ZhipuAI API to generate embeddin... |