Cloud Provider Embeddings

Cloud provider embedding components offer enterprise-grade embedding services from major cloud platforms with advanced features and integrations.

Amazon Bedrock Embeddings

This component is used to load embedding models from Amazon Bedrock.

Usage

Amazon Bedrock embedding features:

• Foundation model access

• Multi-modal embeddings

• Enterprise security

• Serverless scaling

• Cost optimization

Inputs

Name	Type	Description
credentials_profile_name	String	Name of the AWS credentials profile in ~/.aws/credentials or ~/.aws/config, which has access keys or role information
model_id	String	ID of the model to call, e.g., amazon.titan-embed-text-v1. This is equivalent to the modelId property in the list-foundation-models API
endpoint_url	String	URL to set a specific service endpoint other than the default AWS endpoint
region_name	String	AWS region to use, e.g., us-west-2. Falls back to AWS_DEFAULT_REGION environment variable or region specified in ~/.aws/config if not provided

Outputs

Name	Type	Description
embeddings	Embeddings	An instance for generating embeddings using Amazon Bedrock

IBM watsonx Embeddings

This component generates embeddings using IBM Watson AI models.

Usage

IBM watsonx embedding capabilities:

• Enterprise AI models

• Multilingual support

• Industry-specific models

• Compliance-ready deployment

• Advanced analytics integration

Inputs

Name	Display Name	Info
model_id	Model ID	IBM watsonx embedding model identifier
project_id	Project ID	Watson Studio project ID
api_key	API Key	IBM Cloud API key
url	Service URL	Watson Machine Learning service URL

Outputs

Name	Type	Description
embeddings	Embeddings	IBM watsonx embeddings instance

Cloudflare Workers AI Embeddings

This component generates embeddings using Cloudflare Workers AI models.

Usage

Cloudflare Workers AI features:

• Edge computing embeddings

• Global deployment

• Cost-effective processing

• Low-latency inference

• Serverless architecture

Inputs

Name	Display Name	Info
account_id	Account ID	Cloudflare account identifier
api_token	API Token	Cloudflare API token
model_name	Model Name	Workers AI embedding model name

Outputs

Name	Type	Description
embeddings	Embeddings	Cloudflare Workers AI embeddings instance

Available Models

Amazon Bedrock Models

• amazon.titan-embed-text-v1: General-purpose text embeddings

• amazon.titan-embed-text-v2: Advanced text embedding model

• cohere.embed-english-v3: English text embeddings

• cohere.embed-multilingual-v3: Multilingual embeddings

IBM watsonx Models

• ibm/slate-125m-english-rtrvr: English retrieval model

• ibm/slate-30m-english-rtrvr: Lightweight English model

• sentence-transformers/all-minilm-l12-v2: General-purpose embeddings

Cloudflare Workers AI Models

• @cf/baai/bge-small-en-v1.5: Compact English embeddings

• @cf/baai/bge-base-en-v1.5: Balanced performance embeddings

• @cf/baai/bge-large-en-v1.5: High-quality English embeddings

Usage Notes

• Enterprise Security: Cloud provider-grade security and compliance

• Global Availability: Multi-region deployment options

• Managed Infrastructure: Fully managed scaling and maintenance

• Cost Optimization: Pay-per-use pricing models

• Integration Ready: Native cloud ecosystem integration

• Performance Monitoring: Built-in metrics and monitoring capabilities