Files
lightcraft/crates/denoise-core/src/known.rs
T

129 lines
5.5 KiB
Rust

//! The denoise models LightCraft knows about: what each one is, who may use it, and where to fetch it.
//!
//! None is part of LightCraft. A model with an address here can be downloaded when the user asks and has accepted
//! its terms; anything else is brought by the user as an `.onnx` file with a `denoise-model.json` beside it.
#[cfg(any(feature = "rawnind-model", test))]
use crate::licence::{Commercial, Licence};
use crate::manifest::DenoiserManifest;
#[cfg(any(feature = "rawnind-model", test))]
use crate::manifest::{Domain, Gain};
/// A known model, and how to get it.
pub struct Known {
pub manifest: DenoiserManifest,
/// What to fetch (an archive or the `.onnx` itself); `None` when the user must bring the file.
pub download: Option<Download>,
/// The `.onnx` inside the downloaded archive (`None`: the download is the `.onnx`).
pub entry: Option<&'static str>,
}
/// RawNIND's UtNet2 for Bayer sensors, as published for darktable (`rawdenoise-nind.dtmodel`, a zip with a Bayer and a
/// linear model). Its weights are GPL-3.0; the training pictures are CC BY 4.0 and CC0.
#[cfg(any(feature = "rawnind-model", test))]
fn rawnind_bayer() -> Known {
let manifest = DenoiserManifest {
id: "rawnind-bayer".into(),
name: "RawNIND UtNet2 (Bayer)".into(),
version: "1.0".into(),
licence: Licence {
name: "GPL-3.0".into(),
commercial: Commercial::Yes,
url: Some("https://www.gnu.org/licenses/gpl-3.0.html".into()),
notice: "The weights are published under the GNU General Public License v3. LightCraft does not include them: they \
are downloaded to your computer at your request and used by it only. If you pass the model file on, the \
GPL applies to that copy. Commercial use is subject to the GPL terms, including applicable source, licence and notice obligations on redistribution."
.into(),
},
source: Some("https://github.com/darktable-org/darktable-ai/tree/master/models/rawdenoise-nind".into()),
sha256: Some("da27509dab6a2915da67e988acd86cf71f9d5bbc8d1aa0ed32933578a887b901".into()),
size_bytes: Some(31_056_425),
provenance: "Trained on RawNIND, real photographs of the same scenes taken noisy and clean (images CC BY 4.0 and CC0, \
published on Wikimedia Commons and by the University of Louvain). Paper: arXiv 2501.08924."
.into(),
domain: Domain::BayerToRgb,
tile: 512,
overlap: 64,
gain: Gain::MatchMean { nominal: 1.0e6, max_deviation: 0.05 },
};
let download = Download {
id: manifest.id.clone(),
url: "https://github.com/darktable-org/darktable-ai/releases/download/release-5.6.0/rawdenoise-nind.dtmodel".into(),
file_name: "rawdenoise-nind.dtmodel".into(),
size_bytes: 57_700_134,
sha256: "d71b5f1e727c85a359e6f74dca9e2016c9d8fc3e2f7ac3e9b347d80ceca969af".into(),
};
Known { manifest, download: Some(download), entry: Some("model_bayer.onnx") }
}
/// Every model LightCraft knows.
pub fn all() -> Vec<Known> {
#[cfg(feature = "rawnind-model")]
{
vec![rawnind_bayer()]
}
#[cfg(not(feature = "rawnind-model"))]
{
Vec::new()
}
}
/// The known model with this id.
pub fn find(id: &str) -> Option<Known> {
all().into_iter().find(|k| k.manifest.id == id)
}
/// The known model whose `.onnx` has this SHA-256.
pub fn by_sha256(sha256: &str) -> Option<DenoiserManifest> {
all().into_iter().map(|k| k.manifest).find(|m| m.sha256.as_deref() == Some(sha256))
}
#[cfg(test)]
mod tests {
use super::*;
use crate::manifest::validate;
#[test]
fn known_models_are_valid_unique_and_downloaded_over_https() {
let all = all();
assert_eq!(all.is_empty(), !cfg!(feature = "rawnind-model"));
validate(&rawnind_bayer().manifest).unwrap();
for (i, k) in all.iter().enumerate() {
validate(&k.manifest).unwrap();
assert!(all.iter().skip(i + 1).all(|o| o.manifest.id != k.manifest.id), "unique ids");
assert!(!k.manifest.licence.name.is_empty() && !k.manifest.licence.notice.is_empty(), "terms are shown before use");
if let Some(d) = &k.download {
assert_eq!(d.id, k.manifest.id);
assert!(d.url.starts_with("https://") && d.sha256.len() == 64 && d.size_bytes > 0);
// a name that cannot leave the staging folder
assert!(!d.file_name.contains(['/', '\\']) && !d.file_name.starts_with('.'));
}
// a model that may not be used commercially is never offered for download
if k.manifest.licence.commercial == Commercial::No {
assert!(k.download.is_none(), "{}", k.manifest.id);
}
}
assert_eq!(find("rawnind-bayer").is_some(), cfg!(feature = "rawnind-model"));
assert!(find("nothing").is_none());
assert_eq!(
by_sha256("da27509dab6a2915da67e988acd86cf71f9d5bbc8d1aa0ed32933578a887b901").map(|m| m.id),
if cfg!(feature = "rawnind-model") { Some("rawnind-bayer".into()) } else { None }
);
}
}
#[derive(Clone, Debug, PartialEq)]
pub struct Download {
pub id: String,
pub url: String,
/// The name the file is kept under while it waits for the user to accept its terms.
pub file_name: String,
pub size_bytes: u64,
pub sha256: String,
}
pub fn host(url: &str) -> &str {
url.strip_prefix("https://").and_then(|r| r.split('/').next()).unwrap_or("")
}