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* Created Dev-portal pages * changed structure of documents for dev-portal section, renamed dev-portal to docs, related template changes * keeping learn section for future usage * update dev-portal and documents * added feedback and breadcrumbs components * used the docs-side menu partial on documentation pages, and added active state to the docs-header links * search console on docs * small fixes * assigned partitions, css fix * fix links on the core page * update links for cloud * update links for build * Reference -> API Reference * [WIP] Dev portal light theme (#1250) * light theme - docs side menu * background fix * wip: updating layout * layout update * light theme * card titles with a link * upd page-search package * simplified header * fixes * TOC scroll spy (#1259) * scroll spy on table of contents * packages versions fix * custom scroll spy for toc * make spy work again --------- Co-authored-by: generall <andrey@vasnetsov.com> * limit toc depth to 3 * thin scrollbar * No dev template (#1266) * divided the docs template into smaller partials, increased reusability * removed docs section, moved all to the documentation * review fixes * review fixes --------- Co-authored-by: generall <andrey@vasnetsov.com> * side panel more compact * toc margin bottom fix * Refactoring and renaming (#1277) * renamed and moved partials, fixed link * refactoring: docs-card * fix * fix urls * disable scrollbar on table of content * added scrollbar colors for light theme (#1280) * fix language * Dev portal fixes (#1285) * cards fixes * moved files, fixed paddings * fix for my fix * external header links * fix --------- Co-authored-by: trean <trean.mi@gmail.com> Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com> Co-authored-by: davidmyriel <davidmyriel@gmail.com>
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title: Embeddings weight: 19 partition: build
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. |
| Bedrock | AWS managed service for foundation models and embeddings. |
| Cohere | Language model embeddings for NLP tasks. |
| Gemini | Google’s multimodal embeddings for text and vision. |
| Jina AI | Customizable embeddings for neural search. |
| 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. |
| Ollama | Embeddings for conversational AI. |
| OpenAI | Industry-leading embeddings for NLP. |
| Prem AI | Precise language embeddings. |
| Snowflake | Scalable embeddings for big data. |
| Upstage | Embeddings for speech and language tasks. |
| Voyage AI | Navigation and spatial understanding embeddings. |