🚧 These docs are still under construction. Reach out on Discord if you’d like more information on anything about Agent Cloud.
In short, embedding is the process of turning data of any type into data that agents can process and understand. There are models specific for embedding and these should not be used for agents.
Model Components
Models don’t require much to set up, all that’s required is a valid api key for the selected model to allow the platform to access the selected LLM. The model you choose depends on a variety of factors including token budget, datasource size (for embedding), task complexity and more. maybe more info on model selection?Vendor
Select your vendor, we support a range of model vendors, select one and configure it accordingly. Different vendors require different configuration for their models. Below is our current list of supported vendors:OpenAI
OpenAI
Setup for an OpenAI model is very straightforward, all that’s required is a valid OpenAI
These are the following agent compatible models we support:
api key
.These are the following agent compatible models we support:
gpt-4o-mini
. Read more about it heregpt-4o
. Read more about it heregpt-4-turbo
. Read more about it heregpt-4
. Read more about it here
Azure OpenAI
Azure OpenAI
Need someone to explain to me how azure openai works
Anthropic
Anthropic
Similar to OpenAI, Anthropic setup only requires a valid Anthropic
These are the follwoing agent compatible models we support:
api key
.These are the follwoing agent compatible models we support:
Ollama
Ollama
Need someone to explain how Ollama locally works
FastEmbed
FastEmbed
FastEmbed is a library provided by Qdrant to allow for easy embedding of data, it requires no api key an you simply select the model to use.
You can read more about FastEmbed here
We support the following embedding models:
You can read more about FastEmbed here
We support the following embedding models:
fast-bge-small-en
fast-bge-base-en
fast-all-MiniLM-L6-v2
fast-multilingual-e5-large
Groq
Groq
Need someone to explain Groq to me
Google Vertex
Google Vertex
Google Vertex is an advanced platform and model to use, if you are new to Agent Cloud we reccomend using another model
Lean more about Google Vertex here
Google AI
Google AI