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https://github.com/devstopfix/ex_aws_bedrock

Elixir library for AWS Bedrock
https://github.com/devstopfix/ex_aws_bedrock

Last synced: 16 days ago
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Elixir library for AWS Bedrock

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README

        

# ExAws.Bedrock

> The easiest way to build and scale generative AI applications with foundation models
> -- https://aws.amazon.com/bedrock/

Service module for [Elixir AWS](https://github.com/ex-aws/ex_aws).

This library supports listing and invoking models of text and images and streaming of responses. Agents are not yet supported.

[![ci](https://github.com/devstopfix/ex_aws_bedrock/actions/workflows/ci.yml/badge.svg)](https://github.com/devstopfix/ex_aws_bedrock/actions/workflows/ci.yml)
[![Hex.pm](https://img.shields.io/hexpm/v/ex_aws_bedrock.svg?style=flat-square)](https://hex.pm/packages/ex_aws_bedrock)
[![API Docs](https://img.shields.io/badge/api-docs-MediumOrange.svg?style=flat)](https://hexdocs.pm/ex_aws_bedrock/ExAws.Bedrock.html)

## Installation

The package can be installed by adding `:ex_aws_bedrock` to your list of dependencies in `mix.exs`
along with `:ex_aws`, and your preferred HTTP client and JSON codec.

```elixir
def deps do
[
{:ex_aws, ">= 2.5.1"},
{:ex_aws_bedrock, "~> 2.5"},
{:hackney, "~> 1.9"},
{:jason, "~> 1.1"},
{:poison, "~> 3.0"}
]
end
```

***NOTE***:

* this requires a minimum `ex_aws` version of 2.5.1.
* if you wish to stream responses, please include `hackney` and `jason`.

## Unit tests

The default suite of unit tests verify the requests generated by this library.
If you wish to test against AWS with live requests then you need to
configure `ExAws` in the standard way as described in it's README.

For example you could create an `.env` file:

export AWS_ACCESS_KEY_ID="AK..."
export AWS_SECRET_ACCESS_KEY="..."
export AWS_REGION="us-east-1"

Then set the variables and run the tests with:

source .env && mix test --only aws

## Usage

The AWS bedrock actions and operations are defined in [ExAws.Bedrock module][mod].

Each model takes their inference parameters as JSON documents which are defined
in the [model parameters section of the AWS user guide][models]. You can pass
plain Elixir maps which are then JSON encoded, or define structs which implement
the encoder protocol of your chosen JSON codec. This library has an example
under [ExAws.Bedrock.Titan.TextModel](lib/ex_aws/bedrock/titan/text_model.ex).

The Meta models can be invoked with a pure map input:

```elixir
%{
"prompt" => "What is the best AWS client library for the Elixir programming language?",
"temperature" => 0.5,
"top_p" => 0.9,
"max_gen_len" => 80
}
```

## Example

Run the example script to sample the models and their quality of responses:

source .env && mix run examples.exs

Outputs:

Asking meta.llama2-70b-chat-v1 "Complete this riddle. Ruby is to Yukihiro Matsumoto as Elixir is to" with temperature=0.8

Answer: José Valim.
Explanation:
Ruby is a programming language created by Yukihiro Matsumoto, also known as Matz.
Elixir is a programming language created by José Valim, also known as José.

Therefore, the answer to the riddle is "José Valim".

Asking meta.llama2-70b-chat-v1 "What is the best AWS client library for the Elixir programming language?" with temperature=0.8

Answer: The best AWS client library for the Elixir programming language is the `ex_aws` library. It is a lightweight, idiomatic Elixir client for AWS services, providing a simple and intuitive API for interacting with AWS.

## License

The MIT License (MIT).

[json]: https://hexdocs.pm/jason/Jason.Encoder.html
[mod]: https://hexdocs.pm/ex_aws_bedrock/ExAws.Bedrock.html
[models]: https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters.html