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Add the index-select op. (#209)
* Add the index-select op. * Cpu implementation of index-select. * Add the cpu implementation for index-select.
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@ -301,6 +301,39 @@ fn embeddings(device: &Device) -> Result<()> {
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Ok(())
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}
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#[test]
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fn index_select() -> Result<()> {
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// TODO: Test on cuda once the kernel is available.
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let device = &Device::Cpu;
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let ids = Tensor::new(&[0u32, 2u32, 1u32], device)?;
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let t = Tensor::arange(0f32, 12f32, device)?.reshape((4, 3))?;
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assert_eq!(
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t.to_vec2::<f32>()?,
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&[
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[0.0, 1.0, 2.0],
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[3.0, 4.0, 5.0],
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[6.0, 7.0, 8.0],
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[9.0, 10.0, 11.0]
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]
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);
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let hs = t.index_select(&ids, 1)?;
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assert_eq!(
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hs.to_vec2::<f32>()?,
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&[
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[0.0, 2.0, 1.0],
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[3.0, 5.0, 4.0],
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[6.0, 8.0, 7.0],
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[9.0, 11.0, 10.0]
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]
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);
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let hs = t.index_select(&ids, 0)?;
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assert_eq!(
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hs.to_vec2::<f32>()?,
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&[[0.0, 1.0, 2.0], [6.0, 7.0, 8.0], [3.0, 4.0, 5.0]]
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);
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Ok(())
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}
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fn matmul(device: &Device) -> Result<()> {
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let data = vec![1.0f32, 2.0, 3.0, 4.0];
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let a = Tensor::from_slice(&data, (2, 2), device)?;
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