use anyhow::Result; use usls::{models::DB, Annotator, DataLoader, Options, Scale, Style}; #[derive(argh::FromArgs)] /// Example struct Args { /// device #[argh(option, default = "String::from(\"cpu:0\")")] device: String, /// scale #[argh(option, default = "String::from(\"t\")")] scale: String, /// dtype #[argh(option, default = "String::from(\"auto\")")] dtype: String, } fn main() -> 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(); // build model let options = match args.scale.as_str().try_into()? { Scale::T => Options::fast_tiny(), Scale::S => Options::fast_small(), Scale::B => Options::fast_base(), _ => unimplemented!("Unsupported model scale: {:?}. Try b, s, t.", args.scale), }; let mut model = DB::new( options .with_model_dtype(args.dtype.as_str().try_into()?) .with_model_device(args.device.as_str().try_into()?) .commit()?, )?; // load image let xs = DataLoader::try_read_n(&[ "images/db.png", "images/table.png", "images/table-ch.jpg", "images/street.jpg", "images/slanted-text-number.jpg", ])?; // run let ys = model.forward(&xs)?; // annotate let annotator = Annotator::default() .with_polygon_style( Style::polygon() .with_visible(true) .with_text_visible(false) .show_confidence(true) .show_id(true) .show_name(true) .with_color(usls::StyleColors::default().with_outline([255, 105, 180, 255].into())), ) .with_hbb_style( Style::hbb() .with_visible(false) .with_text_visible(false) .with_thickness(1) .show_confidence(false) .show_id(false) .show_name(false), ) .with_obb_style( Style::obb() .with_visible(false) .with_text_visible(false) .show_confidence(false) .show_id(false) .show_name(false), ); 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(()) }