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https://github.com/huggingface/candle.git
synced 2025-06-16 02:38:10 +00:00
Add a basic implementation for slice-assign. (#1377)
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@ -2503,6 +2503,64 @@ impl Tensor {
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t.transpose(dim, last)
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}
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}
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/// Returns a copy of `self` where the values within `ranges` have been replaced with the
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/// content of `src`.
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pub fn slice_assign<D: std::ops::RangeBounds<usize>>(
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&self,
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ranges: &[D],
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src: &Tensor,
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) -> Result<Self> {
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let src_dims = src.dims();
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let self_dims = self.dims();
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if self_dims.len() != src_dims.len() {
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crate::bail!(
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"slice-assign requires input with the same rank {} <> {}",
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self_dims.len(),
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src_dims.len()
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)
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}
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if self_dims.len() != ranges.len() {
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crate::bail!(
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"slice-assign requires input with the same rank as there are ranges {} <> {}",
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self_dims.len(),
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ranges.len()
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)
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}
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let mut src = src.clone();
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let mut mask = Self::ones(src.shape(), DType::U8, src.device())?;
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for (i, range) in ranges.iter().enumerate() {
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let start_included = match range.start_bound() {
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std::ops::Bound::Unbounded => 0,
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std::ops::Bound::Included(v) => *v,
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std::ops::Bound::Excluded(v) => *v + 1,
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};
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let end_excluded = match range.end_bound() {
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std::ops::Bound::Unbounded => self_dims[i],
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std::ops::Bound::Included(v) => *v + 1,
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std::ops::Bound::Excluded(v) => *v,
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};
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if end_excluded <= start_included {
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crate::bail!(
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"slice-assign: empty range for dim {i}, {start_included} {end_excluded}"
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)
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}
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if self_dims[i] < end_excluded {
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crate::bail!(
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"slice-assign: upper bound is out of range for dim {i}, {end_excluded} {}",
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self_dims[i]
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)
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}
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if end_excluded - start_included != src_dims[i] {
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crate::bail!(
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"slice-assign: the range for dim {i} ({start_included}..{end_excluded}) does not match the size of src {}", src_dims[i]
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)
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}
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src = src.pad_with_zeros(i, start_included, self_dims[i] - end_excluded)?;
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mask = mask.pad_with_zeros(i, start_included, self_dims[i] - end_excluded)?
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}
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mask.where_cond(/* on_true= */ &src, /* on_false= */ self)
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}
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}
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macro_rules! bin_trait {
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@ -91,3 +91,32 @@ fn index_3d() -> Result<()> {
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assert_eq!(tensor.i((1, .., 3))?.to_vec1::<u32>()?, &[15, 19, 23]);
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Ok(())
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}
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#[test]
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fn slice_assign() -> Result<()> {
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let dev = Device::Cpu;
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let tensor = Tensor::arange(0u32, 4 * 5, &dev)?.reshape((4, 5))?;
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let src = Tensor::arange(0u32, 2 * 3, &dev)?.reshape((3, 2))?;
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let out = tensor.slice_assign(&[1..4, 3..5], &src)?;
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assert_eq!(
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out.to_vec2::<u32>()?,
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&[
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[0, 1, 2, 3, 4],
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[5, 6, 7, 0, 1],
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[10, 11, 12, 2, 3],
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[15, 16, 17, 4, 5]
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]
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);
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let out = tensor.slice_assign(&[0..3, 0..2], &src)?;
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assert_eq!(
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out.to_vec2::<u32>()?,
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&[
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[0, 1, 2, 3, 4],
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[2, 3, 7, 8, 9],
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[4, 5, 12, 13, 14],
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[15, 16, 17, 18, 19]
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]
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);
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Ok(())
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}
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