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Add BEN2 model (#91)
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5
examples/ben2/README.md
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5
examples/ben2/README.md
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## Quick Start
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```shell
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cargo run -r --example ben2
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```
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examples/ben2/main.rs
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examples/ben2/main.rs
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use usls::{models::RMBG, Annotator, DataLoader, Options};
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#[derive(argh::FromArgs)]
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/// Example
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struct Args {
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/// dtype
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#[argh(option, default = "String::from(\"auto\")")]
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dtype: String,
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/// device
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#[argh(option, default = "String::from(\"cpu:0\")")]
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device: String,
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}
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fn main() -> anyhow::Result<()> {
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tracing_subscriber::fmt()
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.with_env_filter(tracing_subscriber::EnvFilter::from_default_env())
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.with_timer(tracing_subscriber::fmt::time::ChronoLocal::rfc_3339())
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.init();
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let args: Args = argh::from_env();
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// build model
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let options = Options::ben2_base()
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.with_model_dtype(args.dtype.as_str().try_into()?)
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.with_model_device(args.device.as_str().try_into()?)
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.commit()?;
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let mut model = RMBG::new(options)?;
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// load image
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let xs = DataLoader::try_read_n(&["./assets/cat.png"])?;
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// run
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let ys = model.forward(&xs)?;
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// annotate
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let annotator = Annotator::default();
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for (x, y) in xs.iter().zip(ys.iter()) {
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annotator.annotate(x, y)?.save(format!(
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"{}.jpg",
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usls::Dir::Current
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.base_dir_with_subs(&["runs", model.spec()])?
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.join(usls::timestamp(None))
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.display(),
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))?;
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}
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Ok(())
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}
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src/models/ben2/README.md
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src/models/ben2/README.md
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# BEN2: Background Erase Network
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## Official Repository
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The official repository can be found on: [HuggingFace](https://huggingface.co/PramaLLC/BEN2)
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## Example
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Refer to the [example](../../../examples/ben2)
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src/models/ben2/config.rs
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src/models/ben2/config.rs
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/// Model configuration for `BEN2`
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impl crate::Options {
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pub fn ben2_base() -> Self {
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Self::rmbg().with_model_file("ben2-base.onnx")
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}
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}
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src/models/ben2/mod.rs
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src/models/ben2/mod.rs
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mod config;
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mod beit;
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mod ben2;
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mod blip;
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mod clip;
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mod convnext;
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/// Model configuration for `RMBG-2.0`
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/// Model configuration for `RMBG`
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impl crate::Options {
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pub fn rmbg() -> Self {
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Self::default()
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