diff --git a/platform/embedding.mdx b/platform/embedding.mdx index aa8cfb97..09cf0df9 100644 --- a/platform/embedding.mdx +++ b/platform/embedding.mdx @@ -59,11 +59,11 @@ on Hugging Face: ## Generate embeddings -To generate embeddings, choose one of the following embedding providers and models in the **Providers** section of an **Embedder** node in a workflow: +To generate embeddings, choose one of the following embedding providers and models in the **Select Embedding Model** section of an **Embedder** node in a workflow: You can change a workflow's preconfigured provider only through [Custom](/platform/workflows#create-a-custom-workflow) workflow settings. -- **Azure OpenAI**: Use [Azure OpenAI](https://azure.microsoft.com/products/ai-services/openai-service) to generate embeddings. Also, choose the model to use: +- **Azure OpenAI**: Use [Azure OpenAI](https://azure.microsoft.com/products/ai-services/openai-service) to generate embeddings with one of the following models: - **text-embedding-3-small**, with 1536 dimensions. - **text-embedding-3-large**, with 3072 dimensions. @@ -71,10 +71,18 @@ To generate embeddings, choose one of the following embedding providers and mode [Learn more](https://learn.microsoft.com/azure/ai-services/openai/concepts/models#embeddings). -- **TogetherAI**: Use [TogetherAI](https://www.together.ai/) to generate embeddings. Also, choose the model to use: +- **Amazon Bedrock**: Use [Amazon Bedrock](https://aws.amazon.com/bedrock) to generate embeddings with one of the following models: + + - **Titan Text Embeddings V2**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-embedding-models.html). + - **Titan Embeddings G1 - Text**, with 1536 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-embedding-models.html). + - **Titan Multimodal Embeddings G1**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-multiemb-models.html). + - **Cohere Embed English**, with 1024 embeddings. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-embed.html). + - **Cohere Embed Multilingual**, with 1024 embedding. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-embed.html). + +- **TogetherAI**: Use [TogetherAI](https://www.together.ai/) to generate embeddings with one of the following models: - **M2-BERT-80M-2K-Retrieval**, with 768 dimensions. - **M2-BERT-80M-8K-Retrieval**, with 768 dimensions. - **M2-BERT-80M-32K-Retrieval**, with 768 dimensions. - [Learn more](https://docs.together.ai/docs/serverless-models#embedding-models). \ No newline at end of file + [Learn more](https://docs.together.ai/docs/serverless-models#embedding-models). diff --git a/platform/workflows.mdx b/platform/workflows.mdx index 7622e42b..e83c6e47 100644 --- a/platform/workflows.mdx +++ b/platform/workflows.mdx @@ -332,9 +332,9 @@ To create an automatic workflow: [Learn more](/platform/summarizing). - For **Providers**, select one of the following: + For **Select Embedding Model**, select one of the following: - - **Azure OpenAI**: Use Azure OpenAI to generate embeddings. Also, choose the model to use: + - **Azure OpenAI**: Use Azure OpenAI to generate embeddings with one of the following models: - **text-embedding-3-small**, with 1536 dimensions. - **text-embedding-3-large**, with 3072 dimensions. @@ -342,7 +342,15 @@ To create an automatic workflow: [Learn more](https://learn.microsoft.com/azure/ai-services/openai/concepts/models#embeddings). - - **TogetherAI**: Use TogetherAI to generate embeddings. Also, choose the model to use: + - **Amazon Bedrock**: Use Amazon Bedrock to generate embeddings with one of the following models: + + - **Titan Text Embeddings V2**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-embedding-models.html). + - **Titan Embeddings G1 - Text**, with 1536 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-embedding-models.html). + - **Titan Multimodal Embeddings G1**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-multiemb-models.html). + - **Cohere Embed English**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-embed.html). + - **Cohere Embed Multilingual**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-embed.html). + + - **TogetherAI**: Use TogetherAI to generate embeddings with one of the following models: - **M2-BERT-80M-2K-Retrieval**, with 768 dimensions. - **M2-BERT-80M-8K-Retrieval**, with 768 dimensions.