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Training #202

Merged
merged 21 commits into from
Jul 6, 2024
Merged

Training #202

merged 21 commits into from
Jul 6, 2024

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decahedron1
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@decahedron1 decahedron1 commented May 20, 2024

Support for the Training API.

for (inputs, labels) in dataset {
	let outputs = trainer.step(ort::inputs![inputs]?, ort::inputs![labels]?)?;
	let loss: ArrayView0<f32> = outputs[0].try_extract_tensor::<f32>()?.into_dimensionality().unwrap();
	println!("{}", loss.into_scalar());
	optimizer.step()?;
	optimizer.reset_grad()?;
}

TODO

  • Documentation + examples
  • Complete API
  • HF-like Trainer API
  • Add build pipeline 🙃

@decahedron1 decahedron1 added enhancement New feature or request needs testing relevant feature is implemented but needs further testing/debugging v2 Issue with ort v2 labels May 20, 2024
@decahedron1 decahedron1 self-assigned this May 20, 2024
@decahedron1 decahedron1 mentioned this pull request Jun 19, 2024
@decahedron1 decahedron1 marked this pull request as ready for review June 30, 2024 18:20
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codecov bot commented Jul 1, 2024

Codecov Report

Attention: Patch coverage is 5.71429% with 132 lines in your changes missing coverage. Please review.

Project coverage is 44.45%. Comparing base (dc79ade) to head (8a0646c).

Files Patch % Lines
src/training/simple.rs 0.00% 84 Missing ⚠️
src/training/trainer.rs 0.00% 48 Missing ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main     #202      +/-   ##
==========================================
- Coverage   47.58%   44.45%   -3.14%     
==========================================
  Files          27       30       +3     
  Lines        1839     1973     +134     
==========================================
+ Hits          875      877       +2     
- Misses        964     1096     +132     

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@decahedron1 decahedron1 merged commit 0a43482 into main Jul 6, 2024
7 of 9 checks passed
@decahedron1 decahedron1 deleted the training branch October 19, 2024 17:00
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2 participants