melody
Templating rendering and generation parsing for Cohere models.
Dev Setup
- Install Rust from rustup.rs.
- Install rust-analyzer for IDE support.
make rust-test&&make rust-lintto 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:
cargo run --example basic
Usage
Parsing
use cohere_melody::parsing::Filter;
use cohere_melody::*;
// Create a filter with options
let options = parsing::FilterOptions::new().cmd3();
let mut filter = parsing::new_filter(options);
// Simulate text
let citation_text = "Hello <co: 1>world</co: 1>!";
// Write text — returns an aggregated result
let result = filter.write_decoded(citation_text);
if let Some(text) = &result.content {
println!(" Content: {text}");
}
for citation in &result.citations {
println!(
" Citation: {} (indices {}-{})",
citation.text, citation.start_index, citation.end_index
);
}
// Flush remaining tokens
let final_result = filter.flush_partials();
Parsing vision generations (unary)
Parse/OCR models emit markdown interleaved with [visual_element]…[/visual_element]
blocks. Use the unary helper (full generation text, not streaming):
use cohere_melody::parsing::parse_vision_generation;
let parsed = parse_vision_generation(model_output)?;
for segment in &parsed.segments {
match segment {
cohere_melody::parsing::VisionSegment::Text { text } => { /* markdown */ }
cohere_melody::parsing::VisionSegment::Element { element } => {
// element.type, bbox, description, html, ...
}
}
}
Go: gobindings.ParseVisionGeneration(text).
Python: cohere_melody.parse_vision_generation(text).
Templating
use cohere_melody::parsing::Filter;
use cohere_melody::*;
// Assemble inputs into the template (e.g. conversation history)
let options = 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
let prompt = 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)
- Recommended install uv
- From root directory, run:
make python-bindings - Test the bindings:
cd rust uv run python -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:
- Build the library in debug mode. You can do this by adding these lines to the
Cargo.tomlfile:
[profile.release]
debug = true
and then building the library normally: make rust-build-with-tokenizers.
- Create a binary to debug. In Golang, I create a binary from a test:
go test -count=1 ./gobindings/... -c
- Use
gdb(brew install gdbon macOS).
gdb ./gobindings.test
break melody_render_cmd3
run
- When it hits the breakpoint, you can step through the Rust code to see where things might be going wrong.
2 maintainers
Metadata
2 maintainers
Release files for cohere-melody 0.15.2
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Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| cohere_melody-0.15.2.tar.gz | 9.7 MB | Details |
Built distributions (wheels)
Total release size: 227.5 MB
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