Supported Embedding Providers & Models
Qdrant supports all available text and multimodal dense vector embedding models as well as vector embedding services without any limitations.
Some of the Embeddings you can use with Qdrant:
SentenceTransformers, BERT, SBERT, Clip, OpenClip, Open AI, Vertex AI, Azure AI, AWS Bedrock, Jina AI, Upstage AI, Mistral AI, Cohere AI, Voyage AI, Aleph Alpha, Baidu Qianfan, BGE, Instruct, Watsonx Embeddings, Snowflake Embeddings, NVIDIA NeMo, Nomic, OCI Embeddings, Ollama Embeddings, MixedBread, Together AI, Clarifai, Databricks Embeddings, GPT4All Embeddings, John Snow Labs Embeddings.
Additionally, any open-source embeddings from HuggingFace can be used with Qdrant.
Code samples:
| Embeddings Providers | Description |
|---|---|
| Aleph Alpha | Multilingual embeddings focused on European languages. |
| Azure | Microsoft’s embedding model selection. |
| Bedrock | AWS managed service for foundation models and embeddings. |
| Clarifai | Embeddings for image and video recognition. |
| Clip | Aligns images and text, created by OpenAI. |
| Cohere | Language model embeddings for NLP tasks. |
| Databricks | Scalable embeddings integrated with Apache Spark. |
| Gemini | Google’s multimodal embeddings for text and vision. |
| GPT4All | Open-source, local embeddings for privacy-focused use. |
| GradientAI | AI Models for custom enterprise tasks. |
| Instruct | Embeddings tuned for following instructions. |
| Jina AI | Customizable embeddings for neural search. |
| John Snow Labs | Medical and clinical embeddings. |
| Mistral | Open-source, efficient language model embeddings. |
| MixedBread | Lightweight embeddings for constrained environments. |
| Mixpeek | Managed SDK for video chunking, embedding, and post-processing. |
| Nomic | Embeddings for data visualization. |
| Nvidia | GPU-optimized embeddings from Nvidia. |
| OCI | Oracle Cloud’s AI service with embeddings. |
| Ollama | Embeddings for conversational AI. |
| OpenAI | Industry-leading embeddings for NLP. |
| OpenCLIP | OS implementation of CLIP for image and text. |
| Prem AI | Precise language embeddings. |
| Snowflake | Scalable embeddings for big data. |
| Together AI | Community-driven, open-source embeddings. |
| Upstage | Embeddings for speech and language tasks. |
| Voyage AI | Navigation and spatial understanding embeddings. |
| Watsonx | IBM’s enterprise-grade embeddings. |