diff --git a/qdrant-landing/content/documentation/embeddings/_index.md b/qdrant-landing/content/documentation/embeddings/_index.md index 6d957d97f..36fbb46c6 100644 --- a/qdrant-landing/content/documentation/embeddings/_index.md +++ b/qdrant-landing/content/documentation/embeddings/_index.md @@ -7,19 +7,14 @@ weight: 15 Qdrant supports all available text and multimodal dense vector embedding models as well as vector embedding services without any limitations. -## The following have been tested and verified: - -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](https://huggingface.co/spaces/mteb/leaderboard) can be used with Qdrant. -## Integration code samples: +## The following providers have been tested and verified: | Embeddings Providers | Description | | ----------------------------- | ----------- | | [Aleph Alpha](./aleph-alpha/) | Multilingual embeddings focused on European languages. | | [Bedrock](./bedrock/) | AWS managed service for foundation models and embeddings. | -| [BGE](./bge/) | Chinese embeddings for various NLP tasks. | | [Clarifai](./clarifai/) | Embeddings for image and video recognition. | | [Clip](./clip/) | Aligns images and text, created by OpenAI. | | [Cohere](./cohere/) | Language model embeddings for NLP tasks. | @@ -27,18 +22,19 @@ Additionally, [any open-source embeddings from HuggingFace](https://huggingface. | [Gemini](./gemini/) | Google’s multimodal embeddings for text and vision. | | [GPT4All](./gpt4all/) | Open-source, local embeddings for privacy-focused use. | | [Instruct](./instruct/) | Embeddings tuned for following instructions. | -| [Jina](./jina-emebddngs/) | Customizable embeddings for neural search. | +| [Jina AI](./jina-embeddings/) | Customizable embeddings for neural search. | | [John Snow Labs](./johnsnow/) | Medical and clinical embeddings. | | [Mistral](./mistral/) | Open-source, efficient language model embeddings. | | [MixedBread](./mixedbread/) | Lightweight embeddings for constrained environments. | | [Nomic](./nomic/) | Embeddings for data visualization. | -| [Nvidia](./nvidia_nemo/) | GPU-optimized embeddings from Nvidia. | +| [Nvidia](./nvidia/) | GPU-optimized embeddings from Nvidia. | | [OCI](./oci/) | Oracle Cloud’s AI service with embeddings. | | [Ollama](./ollama/) | Embeddings for conversational AI. | | [OpenAI](./openai/) | Industry-leading embeddings for NLP. | +| [OpenCLIP](./openclip/) | OS implementation of CLIP for image and text. | | [Prem AI](./premai/) | Precise language embeddings. | | [Snowflake](./snowflake/) | Scalable embeddings for big data. | -| [Together AI](./together_ai/) | Community-driven, open-source embeddings. | +| [Together AI](./togetherai/) | Community-driven, open-source embeddings. | | [Upstage](./upstage/) | Embeddings for speech and language tasks. | | [Voyage AI](./voyage/) | Navigation and spatial understanding embeddings. | | [Watsonx](./watsonx/) | IBM's enterprise-grade embeddings. | diff --git a/qdrant-landing/content/documentation/embeddings/clarifai.md b/qdrant-landing/content/documentation/embeddings/clarifai.md index e46d731f2..6a15107f7 100644 --- a/qdrant-landing/content/documentation/embeddings/clarifai.md +++ b/qdrant-landing/content/documentation/embeddings/clarifai.md @@ -1,11 +1,6 @@ - --- title: Clarifai weight: 1200 -aliases: - - /documentation/examples/clarifai-search/ - - /documentation/tutorials/clarifai-search/ - - /documentation/integrations/clarifai/ --- # Using Clarifai Embeddings with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/clip.md b/qdrant-landing/content/documentation/embeddings/clip.md index a907da24f..e5374ed92 100644 --- a/qdrant-landing/content/documentation/embeddings/clip.md +++ b/qdrant-landing/content/documentation/embeddings/clip.md @@ -1,11 +1,6 @@ - --- title: Clip weight: 1300 -aliases: - - /documentation/examples/clip-search/ - - /documentation/tutorials/clip-search/ - - /documentation/integrations/clip/ --- # Using Clip with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/databricks.md b/qdrant-landing/content/documentation/embeddings/databricks.md index 39d0e85ef..47f41efa6 100644 --- a/qdrant-landing/content/documentation/embeddings/databricks.md +++ b/qdrant-landing/content/documentation/embeddings/databricks.md @@ -1,11 +1,6 @@ - --- title: Databricks Embeddings weight: 1500 -aliases: - - /documentation/examples/databricks-embeddings-search/ - - /documentation/tutorials/databricks-embeddings-search/ - - /documentation/integrations/databricks-embeddings/ --- # Using Databricks Embeddings with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/gpt4all.md b/qdrant-landing/content/documentation/embeddings/gpt4all.md index 87a30f61a..0501568ba 100644 --- a/qdrant-landing/content/documentation/embeddings/gpt4all.md +++ b/qdrant-landing/content/documentation/embeddings/gpt4all.md @@ -1,11 +1,6 @@ - --- title: GPT4All weight: 1700 -aliases: - - /documentation/examples/gpt4all-search/ - - /documentation/tutorials/gpt4all-search/ - - /documentation/integrations/gpt4all/ --- # Using GPT4All with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/instruct.md b/qdrant-landing/content/documentation/embeddings/instruct.md index 632efece5..992a17d78 100644 --- a/qdrant-landing/content/documentation/embeddings/instruct.md +++ b/qdrant-landing/content/documentation/embeddings/instruct.md @@ -1,11 +1,6 @@ - --- title: Instruct -weight: 1800 -aliases: - - /documentation/examples/instruct-search/ - - /documentation/tutorials/instruct-search/ - - /documentation/integrations/instruct/ +weight: 1800 --- # Using Instruct with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/johnsnow.md b/qdrant-landing/content/documentation/embeddings/johnsnow.md index 4c8d9f0af..a799dcf5b 100644 --- a/qdrant-landing/content/documentation/embeddings/johnsnow.md +++ b/qdrant-landing/content/documentation/embeddings/johnsnow.md @@ -1,11 +1,6 @@ - --- title: John Snow Labs weight: 2000 -aliases: - - /documentation/examples/john-snow-labs-search/ - - /documentation/tutorials/john-snow-labs-search/ - - /documentation/integrations/john-snow-labs/ --- # Using John Snow Labs with Qdrant @@ -21,7 +16,7 @@ pip install johnsnowlabs ``` -Here is an example of how you mmight obtain embeddings using John Snow Labs's API and store them in a Qdrant collection: +Here is an example of how you might obtain embeddings using John Snow Labs's API and store them in a Qdrant collection: ```python import qdrant_client diff --git a/qdrant-landing/content/documentation/embeddings/mixedbread.md b/qdrant-landing/content/documentation/embeddings/mixedbread.md index 44333e4c7..c30d705ba 100644 --- a/qdrant-landing/content/documentation/embeddings/mixedbread.md +++ b/qdrant-landing/content/documentation/embeddings/mixedbread.md @@ -1,11 +1,6 @@ - --- title: MixedBread weight: 2200 -aliases: - - /documentation/examples/mixedbread-search/ - - /documentation/tutorials/mixedbread-search/ - - /documentation/integrations/mixedbread/ --- # Using MixedBread with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/oci.md b/qdrant-landing/content/documentation/embeddings/oci.md index 934904254..5e9c69ded 100644 --- a/qdrant-landing/content/documentation/embeddings/oci.md +++ b/qdrant-landing/content/documentation/embeddings/oci.md @@ -1,11 +1,6 @@ - --- title: OCI (Oracle Cloud Infrastructure) weight: 2500 -aliases: - - /documentation/examples/oci-(oracle-cloud-infrastructure)-search/ - - /documentation/tutorials/oci-(oracle-cloud-infrastructure)-search/ - - /documentation/integrations/oci-(oracle-cloud-infrastructure)/ --- # Using OCI (Oracle Cloud Infrastructure) with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/ollama.md b/qdrant-landing/content/documentation/embeddings/ollama.md index 5d329dc66..382054557 100644 --- a/qdrant-landing/content/documentation/embeddings/ollama.md +++ b/qdrant-landing/content/documentation/embeddings/ollama.md @@ -1,11 +1,6 @@ - --- title: Ollama weight: 2600 -aliases: - - /documentation/examples/ollama-search/ - - /documentation/tutorials/ollama-search/ - - /documentation/integrations/ollama/ --- # Using Ollama with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/openclip.md b/qdrant-landing/content/documentation/embeddings/openclip.md index 863419a29..b9ab44862 100644 --- a/qdrant-landing/content/documentation/embeddings/openclip.md +++ b/qdrant-landing/content/documentation/embeddings/openclip.md @@ -1,11 +1,6 @@ - --- title: OpenCLIP weight: 2750 -aliases: - - /documentation/examples/openclip-search/ - - /documentation/tutorials/openclip-search/ - - /documentation/integrations/openclip/ --- # Using OpenCLIP with Qdrant diff --git a/qdrant-landing/content/documentation/embeddings/together_ai.md b/qdrant-landing/content/documentation/embeddings/togetherai.md similarity index 86% rename from qdrant-landing/content/documentation/embeddings/together_ai.md rename to qdrant-landing/content/documentation/embeddings/togetherai.md index ba7f932b2..12fe1b622 100644 --- a/qdrant-landing/content/documentation/embeddings/together_ai.md +++ b/qdrant-landing/content/documentation/embeddings/togetherai.md @@ -1,11 +1,6 @@ - --- title: Together AI weight: 3000 -aliases: - - /documentation/examples/together-ai-search/ - - /documentation/tutorials/together-ai-search/ - - /documentation/integrations/together-ai/ --- # Using Together AI with Qdrant