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cohere-melody 0.9.0

pip install cohere-melody

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Released:

Templating rendering and generation parsing for Cohere models

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👁 Avatar for cohere-ai from gravatar.com
 cohere-ai 👁 Avatar for walterbm-cohere from gravatar.com
 walterbm-cohere

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  • License: MIT
  • Tags cohere , llm , templating , parsing
  • Requires: Python >=3.10

Project description

melody

Templating rendering and generation parsing for Cohere models.

Dev Setup

  1. Install Rust from rustup.rs.
  2. Install rust-analyzer for IDE support.
  3. make rust-test && make rust-lint to ensure everything is working.

Examples

The examples/ directory contains several example programs demonstrating how to use the Melody parsing library in Rust. You can run them using:

cargorun--examplebasic

Usage

Parsing

usecohere_melody::parsing::Filter;
usecohere_melody::*;

// Create a filter with options
letoptions=parsing::FilterOptions::new().cmd3();

letmutfilter=parsing::new_filter(options);

// Simulate text
letcitation_text="Hello <co: 1>world</co: 1>!";

// Write text — returns an aggregated result
letresult=filter.write_decoded(citation_text);

ifletSome(text)=&result.content{
println!(" Content: {text}");
}
forcitationin&result.citations{
println!(
" Citation: {} (indices {}-{})",
citation.text,citation.start_index,citation.end_index
);
}

// Flush remaining tokens
letfinal_result=filter.flush_partials();

Templating

usecohere_melody::parsing::Filter;
usecohere_melody::*;

// Assemble inputs into the template (e.g. conversation history)
letoptions=templating::RenderCmd4Options{
messages:vec![
templating::types::Message{
role:templating::types::Role::System,
content:vec![templating::types::Content{
content_type:templating::types::ContentType::Text,
text:Some("You are a helpful assistant.".to_string()),
thinking:None,
image:None,
document:None,
}],
tool_calls:vec![],
tool_call_id:None,
citations:vec![],
},
templating::types::Message{
role:templating::types::Role::User,
content:vec![templating::types::Content{
content_type:templating::types::ContentType::Text,
text:Some("Hello Command!.".to_string()),
thinking:None,
image:None,
document:None,
}],
tool_calls:vec![],
tool_call_id:None,
citations:vec![],
},
],
..Default::default()
};

// Render prompt
letprompt=templating::render_cmd4(&options).unwrap();

Releasing

Bump the version in Cargo.toml and push to main. The CI will automatically create a GitHub release, build wheels for all platforms, and publish to PyPI.

Building Python Bindings

Prerequisites (from pyo3)

  1. Recommended install uv
  2. From root directory, run: 
    makepython-bindings
  3. Test the bindings: 
    cdrust
uvrunpython-c"import cohere_melody;"

Debugging

You may run into issues calling the Rust static library from other languages (e.g. Golang via CGO). One effective way to debug these issues is to:

  1. Build the library in debug mode. You can do this by adding these lines to the Cargo.toml file:
[profile.release]
debug=true

and then building the library normally: make rust-build-with-tokenizers.

  1. Create a binary to debug. In Golang, I create a binary from a test:
gotest-count=1./gobindings/...-c
  1. Use gdb (brew install gdb on macOS).
gdb./gobindings.test
breakmelody_render_cmd3
run
  1. When it hits the breakpoint, you can step through the Rust code to see where things might be going wrong.

Project details

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
👁 Avatar for cohere-ai from gravatar.com
 cohere-ai 👁 Avatar for walterbm-cohere from gravatar.com
 walterbm-cohere

Unverified details

These details have not been verified by PyPI
Meta
  • License: MIT
  • Tags cohere , llm , templating , parsing
  • Requires: Python >=3.10

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