use usls::{models::RMBG, Annotator, Config, DataLoader}; #[derive(argh::FromArgs)] /// Example struct Args { /// dtype #[argh(option, default = "String::from(\"fp16\")")] dtype: String, /// device #[argh(option, default = "String::from(\"cpu:0\")")] device: String, /// version #[argh(option, default = "1.4")] ver: f32, } fn main() -> anyhow::Result<()> { tracing_subscriber::fmt() .with_env_filter(tracing_subscriber::EnvFilter::from_default_env()) .with_timer(tracing_subscriber::fmt::time::ChronoLocal::rfc_3339()) .init(); let args: Args = argh::from_env(); let config = match args.ver { 1.4 => Config::rmbg1_4(), 2.0 => Config::rmbg2_0(), _ => unreachable!("Unsupported version"), }; // build model let config = config .with_model_dtype(args.dtype.parse()?) .with_model_device(args.device.parse()?) .commit()?; let mut model = RMBG::new(config)?; // load image let xs = DataLoader::try_read_n(&["./assets/cat.png"])?; // run let ys = model.forward(&xs)?; // annotate let annotator = Annotator::default().with_mask_style(usls::Style::mask().with_mask_cutout(true)); for (x, y) in xs.iter().zip(ys.iter()) { annotator.annotate(x, y)?.save(format!( "{}.jpg", usls::Dir::Current .base_dir_with_subs(&["runs", model.spec()])? .join(usls::timestamp(None)) .display(), ))?; } Ok(()) }