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-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)

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.toml file:

[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 gdb on 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.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

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SHA256	`1a345f59b9f6b91ab625dcc733f83c187b68d918b61adac28323a5aa6f4f89d5`
MD5	`95d95cbfeca0e202ee2d505880338baa`
BLAKE2b-256	`c869607dd39ca36864b403f81b44952014120cd1b1addad1d676a86047ce41fc`

Algorithm	Hash digest
SHA256	`9a598f6771cadce826dc8c6c28bb5bd9774c3695bdf04d61721c4f4ed9ea05fe`
MD5	`586fffda4bd64e208e384a5c4aa5b185`
BLAKE2b-256	`bed9bc5d59736680077c7a5ed45f413abad7723e0169f22fc8cd102d4e9a3045`

Algorithm	Hash digest
SHA256	`99e3e60d9b92dff245bd130b290d2473844ed25d2fd458a1ab0d10b6afb5d857`
MD5	`e8e82cbbdec3cd03e76778031bc13910`
BLAKE2b-256	`53474995e3976f673cb8372b13c45f2d020ed246a0196987d475d7542c6f5fb5`

Algorithm	Hash digest
SHA256	`cc36ad1073c62c2b6cbb484857ecd9ad50cc75eb050316d8ab0dbe54ef73ca70`
MD5	`f09311e01559c747ef9f89fde41b59e5`
BLAKE2b-256	`9c3e3508610380343ce10762ca19fdc5b29530e8f77b71b6b0b7011d662ee84a`

Algorithm	Hash digest
SHA256	`b375a42d14991fb450d75e44369167feda90cb604813a2ab289bab6cb4213adc`
MD5	`67286018d7acf7836951db8ff205544d`
BLAKE2b-256	`011d98448c10d2ee30800576d0ed27a72787a94eb3b2739913d1cda0782acd29`

Algorithm	Hash digest
SHA256	`40b13d3b48135e5fb88872bab6bbc93c27564dbf1856d3abb643026234f96f19`
MD5	`64ed89479a71fce3b9956610b8f25b7b`
BLAKE2b-256	`2fb79ab17e2e7a721e02f63d6be8584b4bded39f65c28c2d6b3311282fb6aa37`

Algorithm	Hash digest
SHA256	`b0e0bdef4ad903338cc26a8047f57f42c1774848d2e89cecf3a55611d270c8ae`
MD5	`65fff67deb7cae9fe4a2eb28c3a43be3`
BLAKE2b-256	`3d93efc05163907770003673d0efd4b1138d69e722187cdb90d7b3fcb70dba5d`

Algorithm	Hash digest
SHA256	`73866fdc8bca8884d5e4b0c7c2e6a83057ad2ba6bdbe3647bb27c8c42ff1bad4`
MD5	`b1f453b57f4449ea2a7c1f1e61218f19`
BLAKE2b-256	`9fba9589a6d7c5f6ea9b52811e608cb65989ba65be59c91164a6abd8a37c04a3`

Algorithm	Hash digest
SHA256	`8b4f073b4530577a4bf15d382995237611dc59e305d8ac053089872b5a32291a`
MD5	`d0e1567e17ef9dcb976c1bee7a1e6e4e`
BLAKE2b-256	`dffdf555bb350a622e6a89e2532129d6cfb040716d77fccadd1485adb091fff3`

Algorithm	Hash digest
SHA256	`e0c8f1254147e2730ea86dcfc75caa8ea6ca5efad73bf4132f8f7a0a2d4e0528`
MD5	`9e5d88ff2a6dd164e8f0cd9142a0d8a1`
BLAKE2b-256	`49d09170e77a21a76c69a248fba98be9934e5c3f41dcdf3a4522593d765ecf34`

Algorithm	Hash digest
SHA256	`22443edf62723943b727cfaf8a808b610ac4743835014c846c5e687d4467b748`
MD5	`6579657dead7825004e9451e16558f6d`
BLAKE2b-256	`447f3d034068d48edd99144729bc69818846d6306661bee016210997e2c26de4`

Algorithm	Hash digest
SHA256	`97d4621a8233ecff1e826a68211c77ca359a364a56606566d5879c9921795255`
MD5	`53c01c3c5f55f4e5e8aecfd61399ad1c`
BLAKE2b-256	`aa57a8130d82c5ed322703aec6a5c74ae06db62dd330f2fea4715e3130cc46af`

Algorithm	Hash digest
SHA256	`31b65963dcfc84ecd2d68dc6a8f50beb3c29b61f1fe288988165bb298b3fa6d0`
MD5	`20c92feb60bc806f9b01ad236f213270`
BLAKE2b-256	`a24dbc9783577e28633911898e0cd3bb3a2528c78880cfaf0ccb055b6cdda421`

Algorithm	Hash digest
SHA256	`66d3895265ce8456c21062666b8b6164ba266355551f4b54f5ab028296e9f287`
MD5	`273d4de3c40a2cc65d5bc8965bd243f0`
BLAKE2b-256	`0fb8a864d26dce9a6714e403e0b825f5e5b59fdb353556d86039aed26bb159bf`

Algorithm	Hash digest
SHA256	`5c75c5f22bbaa870b51ee7c762c966aab8bbd3bc76c01231e7543450b9359aaf`
MD5	`ae4b815d387a55cdedb95b9ae5db3b92`
BLAKE2b-256	`c7f618cb2a7ec3cbb02f73837f929dc01d1f92d2bf60f0298df064c70a7caeca`

Algorithm	Hash digest
SHA256	`4540ea76f48bc9b59322a62e886d0a3a8482c0164209ffb682bb8c25a5316cc3`
MD5	`8bb4cf1877b33bba821407dd14426ab2`
BLAKE2b-256	`aea341151a88a74b6c143c07443232243219d353b490e43169a1b846acd4525e`

Algorithm	Hash digest
SHA256	`a10098908208544e1d9e86001b268be22882828d820546734393575b4d4a5204`
MD5	`392168b189895285edbd606c5ba4f49a`
BLAKE2b-256	`3174613393bc29fa22e7b379777aba72a7c0f6aaea02e71261522e3774ac8aac`

Algorithm	Hash digest
SHA256	`3fec4237c3a462bd1c82db3867c1a698b269a94b71111f4396f8b260532b9e34`
MD5	`97181baa7b546561bd9c9d70e5684155`
BLAKE2b-256	`04829478b99bec9ae49fe5f3780167b124d6067baa692f1350d3b1e1147e977c`

cohere-melody 0.14.0

melody

Dev Setup

Examples

Usage

Parsing

Parsing vision generations (unary)

Templating

Releasing

Building Python Bindings

Prerequisites (from pyo3)

Debugging

Project links

Key dates

2 maintainers

GitHub Statistics

License

Requires

Tags

Classifiers

Download files

Source Distribution

Built Distributions

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

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File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

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File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

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File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

Algorithm	Hash digest
SHA256	`8cd3f3f23680ac0c3af9f9167a031faebab2b418cd0cac819be8c04bc4c92134`
MD5	`cc6886c66e6e13416330108802a353d9`
BLAKE2b-256	`80856869d81866aa7ba74064fb7965fee30fe9396ea90d7d5ddefc31d7e0b833`

Algorithm	Hash digest
SHA256	`594c6aa3aab7c9e64c963e3e3ddcb4eff5f3395a09a5fcd197a1180e21390072`
MD5	`705f057f96bcd256209fb858307f9aeb`
BLAKE2b-256	`232fd6ce072a0d85ff2ac42e5b355effb33aff95abbceb21d334b392e12dcc91`

Algorithm	Hash digest
SHA256	`6a2df1feed140becba39feed6a0ab2a3d4c5abc868df81a9cd0328b52723c18e`
MD5	`765582976e266e069664db40c0d39c88`
BLAKE2b-256	`4f7ef016a30d97803bc2481a832211f61804014df20e5ff52dd9192f142bd1f8`

Algorithm	Hash digest
SHA256	`010a6be13fb1502d2a2cbf9666b3f87926f9e19255357e0a206aa85107f29f59`
MD5	`bfee473ad13dbcdd26a5f580b2f41167`
BLAKE2b-256	`31b19f7154884f473ce6c145b7ab4fd964a9a1638ce62589b2c882e4e389486a`

Algorithm	Hash digest
SHA256	`1b3eaa243c7be212d051f361893a8f3bde33a3d52c10d62ff7278fd2b9dc1ae1`
MD5	`609934ba0cc751bb2117cf846f709825`
BLAKE2b-256	`e36617ef16a77ef21f398c6f0e5b39813508f524cbb825386081accd5588649a`

Algorithm	Hash digest
SHA256	`64183d2b54d939cb8a49933d4461e7a2f50abef453d41da26f376bfb077c9cdf`
MD5	`454616a408b60aa1b686b3c6a1a10a36`
BLAKE2b-256	`74f084bb0fe878a44d1e3dad3be59faea8d23f534f6222aefd7fa099886b3546`

Algorithm	Hash digest
SHA256	`021dfbcc8263d5d7460cb7c11a95590ca7a1ad9302690eff6612fea0bbd4d983`
MD5	`1e9f7d13c7df1b7c4cb0e4eb2d790699`
BLAKE2b-256	`ea20a0b6542d838e54e610f435fa96a7d7c964d76857dbd4655594688eb4424a`

Algorithm	Hash digest
SHA256	`214c19b45f66182a8611ddfbb9e0749d98180fde5864ac1c36402c3c26b261a2`
MD5	`bb08eb3f22ece4191d5a1ee309ddfe80`
BLAKE2b-256	`f08d2a91b1a0e18d22cb7a36a0d30932ce12ec5bbd6072e6635138e7653d06f7`

Algorithm	Hash digest
SHA256	`0fd2cc3ed8ded411dd7ac85db1ab608c1c050ba3286c506bc50d417ead5c7b24`
MD5	`60d06222f6bf2f3eb24af5b8085187d1`
BLAKE2b-256	`1ef310e0853866ca94ecedad37c8b58ddac53baf36fe581d4d46c3f573a8462f`

Algorithm	Hash digest
SHA256	`80d55fc4c11772b02b8af3ad2412a74e7529e820c559124bb84d3e88691b6b56`
MD5	`9e693723108a71b1e511f3545651f374`
BLAKE2b-256	`b20e6b4227f85cbb9431fb6f850e6ab8d88c6c96e19916300965b991a7029554`