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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:

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)

  1. Recommended install uv
  2. From root directory, run:
    make python-bindings
    
  3. 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:

  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:
go test -count=1 ./gobindings/... -c
  1. Use gdb (brew install gdb on macOS).
gdb ./gobindings.test
break melody_render_cmd3
run
  1. When it hits the breakpoint, you can step through the Rust code to see where things might be going wrong.

Metadata

Release files for cohere-melody 0.15.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for cohere-melody 0.15.3
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cohere_melody-0.15.3.tar.gz 9.7 MB With provenance Details

Built distributions (wheels)

Table of built distributions (wheels) for cohere-melody 0.15.3
File
cohere_melody-0.15.3-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details
cohere_melody-0.15.3-pp311-pypy311_pp73-musllinux_1_2_i686.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details
cohere_melody-0.15.3-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARMv7l Details
cohere_melody-0.15.3-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details
cohere_melody-0.15.3-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details
cohere_melody-0.15.3-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ IBM System/390x Details
cohere_melody-0.15.3-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ PowerPC 64-le Details
cohere_melody-0.15.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARMv7l Details
cohere_melody-0.15.3-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARM64 Details
cohere_melody-0.15.3-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.5+ x86-32 Details
cohere_melody-0.15.3-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
cohere_melody-0.15.3-cp314-cp314t-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32 Details
cohere_melody-0.15.3-cp314-cp314t-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l Details
cohere_melody-0.15.3-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
cohere_melody-0.15.3-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details
cohere_melody-0.15.3-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x Details
cohere_melody-0.15.3-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le Details
cohere_melody-0.15.3-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l Details
cohere_melody-0.15.3-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details
cohere_melody-0.15.3-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-32 Details
cohere_melody-0.15.3-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
cohere_melody-0.15.3-cp314-cp314-win32.whl CPython 3.14 CPython 3.14 Windows x86-32 Details
cohere_melody-0.15.3-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
cohere_melody-0.15.3-cp314-cp314-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details
cohere_melody-0.15.3-cp314-cp314-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details
cohere_melody-0.15.3-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
cohere_melody-0.15.3-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
cohere_melody-0.15.3-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ IBM System/390x Details
cohere_melody-0.15.3-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details
cohere_melody-0.15.3-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details
cohere_melody-0.15.3-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
cohere_melody-0.15.3-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.14 CPython 3.14 Linux glibc 2.5+ x86-32 Details
cohere_melody-0.15.3-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
cohere_melody-0.15.3-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
cohere_melody-0.15.3-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
cohere_melody-0.15.3-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
cohere_melody-0.15.3-cp313-cp313-musllinux_1_2_i686.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
cohere_melody-0.15.3-cp313-cp313-musllinux_1_2_armv7l.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details
cohere_melody-0.15.3-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
cohere_melody-0.15.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
cohere_melody-0.15.3-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
cohere_melody-0.15.3-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
cohere_melody-0.15.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
cohere_melody-0.15.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
cohere_melody-0.15.3-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.13 CPython 3.13 Linux glibc 2.5+ x86-32 Details
cohere_melody-0.15.3-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
cohere_melody-0.15.3-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
cohere_melody-0.15.3-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
cohere_melody-0.15.3-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
cohere_melody-0.15.3-cp312-cp312-musllinux_1_2_i686.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
cohere_melody-0.15.3-cp312-cp312-musllinux_1_2_armv7l.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
cohere_melody-0.15.3-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
cohere_melody-0.15.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
cohere_melody-0.15.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
cohere_melody-0.15.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
cohere_melody-0.15.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
cohere_melody-0.15.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
cohere_melody-0.15.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.5+ x86-32 Details
cohere_melody-0.15.3-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
cohere_melody-0.15.3-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
cohere_melody-0.15.3-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
cohere_melody-0.15.3-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
cohere_melody-0.15.3-cp311-cp311-musllinux_1_2_i686.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
cohere_melody-0.15.3-cp311-cp311-musllinux_1_2_armv7l.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
cohere_melody-0.15.3-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
cohere_melody-0.15.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
cohere_melody-0.15.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
cohere_melody-0.15.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
cohere_melody-0.15.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
cohere_melody-0.15.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
cohere_melody-0.15.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-32 Details
cohere_melody-0.15.3-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
cohere_melody-0.15.3-cp311-cp311-macosx_10_12_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
cohere_melody-0.15.3-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
cohere_melody-0.15.3-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
cohere_melody-0.15.3-cp310-cp310-musllinux_1_2_i686.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
cohere_melody-0.15.3-cp310-cp310-musllinux_1_2_armv7l.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ ARMv7l Details
cohere_melody-0.15.3-cp310-cp310-musllinux_1_2_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
cohere_melody-0.15.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
cohere_melody-0.15.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
cohere_melody-0.15.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
cohere_melody-0.15.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
cohere_melody-0.15.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
cohere_melody-0.15.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.10 CPython 3.10 Linux glibc 2.5+ x86-32 Details

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