use anyhow::Result; use usls::{ models::{SamKind, SamPrompt, SAM}, Annotator, DataLoader, Options, Scale, }; #[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, /// SAM kind #[argh(option, default = "String::from(\"sam\")")] kind: 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_encoder, options_decoder) = match args.kind.as_str().try_into()? { SamKind::Sam => ( Options::sam_v1_base_encoder(), Options::sam_v1_base_decoder(), ), SamKind::Sam2 => match args.scale.as_str().try_into()? { Scale::T => (Options::sam2_tiny_encoder(), Options::sam2_tiny_decoder()), Scale::S => (Options::sam2_small_encoder(), Options::sam2_small_decoder()), Scale::B => ( Options::sam2_base_plus_encoder(), Options::sam2_base_plus_decoder(), ), _ => unimplemented!("Unsupported model scale: {:?}. Try b, s, t.", args.scale), }, SamKind::MobileSam => ( Options::mobile_sam_tiny_encoder(), Options::mobile_sam_tiny_decoder(), ), SamKind::SamHq => ( Options::sam_hq_tiny_encoder(), Options::sam_hq_tiny_decoder(), ), SamKind::EdgeSam => ( Options::edge_sam_3x_encoder(), Options::edge_sam_3x_decoder(), ), }; let options_encoder = options_encoder .with_model_device(args.device.as_str().try_into()?) .commit()?; let options_decoder = options_decoder.commit()?; let mut model = SAM::new(options_encoder, options_decoder)?; // Load image let xs = DataLoader::try_read_n(&["images/truck.jpg"])?; // Prompt let prompts = vec![ SamPrompt::default() // .with_postive_point(500., 375.), // postive point // .with_negative_point(774., 366.), // negative point .with_bbox(215., 297., 643., 459.), // bbox ]; // Run & Annotate let ys = model.forward(&xs, &prompts)?; // annotate let annotator = Annotator::default(); 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(()) }