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Preliminary support for inplace ops. (#1921)
* Preliminary support for inplace ops. * Add a test.
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@ -112,3 +112,34 @@ fn custom_op1_with_backward() -> Result<()> {
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Ok(())
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}
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impl candle_core::InplaceOp1 for Elu {
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fn name(&self) -> &'static str {
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"elu"
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}
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fn cpu_fwd(&self, s: &mut CpuStorage, _l: &Layout) -> Result<()> {
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let alpha = self.alpha;
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match s {
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CpuStorage::BF16(s) => s.iter_mut().for_each(|v| *v = fwd(*v, alpha)),
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CpuStorage::F16(s) => s.iter_mut().for_each(|v| *v = fwd(*v, alpha)),
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CpuStorage::F32(s) => s.iter_mut().for_each(|v| *v = fwd(*v, alpha)),
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CpuStorage::F64(s) => s.iter_mut().for_each(|v| *v = fwd(*v, alpha)),
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_ => candle_core::bail!("unsupported dtype for inplace elu"),
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}
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Ok(())
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}
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}
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#[test]
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fn inplace_op1() -> Result<()> {
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let cpu = &Device::Cpu;
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let t = Tensor::arange(0u32, 12u32, cpu)?.to_dtype(DType::F32)?;
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let t = (t - 5.)?;
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t.inplace_op1(&Elu { alpha: 1. })?;
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assert_eq!(
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to_vec1_round(&t, 4)?,
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&[-0.9933, -0.9817, -0.9502, -0.8647, -0.6321, 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]
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);
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Ok(())
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}
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