mirror of
https://github.com/mii443/usls.git
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0adddd3bbd
- Added `Hub` for resource management - Updated `DataLoader` to support video and streaming - Updated `CI` - Replaced `println!` with `tracing` for logging
34 lines
1.3 KiB
Rust
34 lines
1.3 KiB
Rust
use usls::{models::Blip, DataLoader, Options};
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fn main() -> Result<(), Box<dyn std::error::Error>> {
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// visual
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let options_visual = Options::default()
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.with_model("blip/visual-base.onnx")?
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.with_i00((1, 1, 4).into())
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.with_profile(false);
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// textual
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let options_textual = Options::default()
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.with_model("blip/textual-base.onnx")?
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// .with_tokenizer("blip/tokenizer.json")?
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.with_i00((1, 1, 4).into()) // input_id: batch
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.with_i01((1, 1, 4).into()) // input_id: seq_len
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.with_i10((1, 1, 4).into()) // attention_mask: batch
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.with_i11((1, 1, 4).into()) // attention_mask: seq_len
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.with_i20((1, 1, 4).into()) // encoder_hidden_states: batch
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.with_i30((1, 1, 4).into()) // encoder_attention_mask: batch
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.with_profile(false);
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// build model
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let mut model = Blip::new(options_visual, options_textual)?;
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// image caption (this demo use batch_size=1)
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let xs = [DataLoader::try_read("images/bus.jpg")?];
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let image_embeddings = model.encode_images(&xs)?;
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let _y = model.caption(&image_embeddings, None, true)?; // unconditional
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let y = model.caption(&image_embeddings, Some("three man"), true)?; // conditional
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println!("{:?}", y[0].texts());
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Ok(())
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}
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