fix list

2026-09-28 15:38:33 +02:00 · 2024-08-21 17:38:33 -07:00
parent 2a515dcb6f
commit 828979ab09
12 changed files with 7 additions and 66 deletions
@@ -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. |
@@ -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 
@@ -1,11 +1,6 @@
-
 ---
 title: Clip
 weight: 1300
-aliases:
-  - /documentation/examples/clip-search/
-  - /documentation/tutorials/clip-search/
-  - /documentation/integrations/clip/ 
 ---

 # Using Clip with Qdrant 
@@ -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
@@ -1,11 +1,6 @@
-
 ---
 title: GPT4All
 weight: 1700
-aliases:
-  - /documentation/examples/gpt4all-search/
-  - /documentation/tutorials/gpt4all-search/
-  - /documentation/integrations/gpt4all/ 
 ---

 # Using GPT4All with Qdrant 
@@ -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 
@@ -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
@@ -1,11 +1,6 @@
-
 ---
 title: MixedBread
 weight: 2200
-aliases:
-  - /documentation/examples/mixedbread-search/
-  - /documentation/tutorials/mixedbread-search/
-  - /documentation/integrations/mixedbread/ 
 ---

 # Using MixedBread with Qdrant 
@@ -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 
@@ -1,11 +1,6 @@
-
 ---
 title: Ollama
 weight: 2600
-aliases:
-  - /documentation/examples/ollama-search/
-  - /documentation/tutorials/ollama-search/
-  - /documentation/integrations/ollama/ 
 ---

 # Using Ollama with Qdrant 
@@ -1,11 +1,6 @@
-
 ---
 title: OpenCLIP
 weight: 2750
-aliases:
-  - /documentation/examples/openclip-search/
-  - /documentation/tutorials/openclip-search/
-  - /documentation/integrations/openclip/
 ---

 # Using OpenCLIP with Qdrant
@@ -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