Add back simd column algo
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@ -283,6 +283,7 @@ pub(crate) fn diff_op_2d_fallback<const M: usize, const N: usize, const D: usize
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#[inline(always)]
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#[inline(always)]
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/// 2D diff when first axis is contiguous
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/// 2D diff when first axis is contiguous
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#[allow(unused)]
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pub(crate) fn diff_op_2d_sliceable_y<const M: usize, const N: usize, const D: usize>(
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pub(crate) fn diff_op_2d_sliceable_y<const M: usize, const N: usize, const D: usize>(
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matrix: &BlockMatrix<Float, M, N, D>,
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matrix: &BlockMatrix<Float, M, N, D>,
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optype: OperatorType,
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optype: OperatorType,
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@ -380,6 +381,174 @@ pub(crate) fn diff_op_2d_sliceable_y<const M: usize, const N: usize, const D: us
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}
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}
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}
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}
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#[inline(always)]
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pub(crate) fn diff_op_2d_sliceable_y_simd<const M: usize, const N: usize, const D: usize>(
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matrix: &BlockMatrix<Float, M, N, D>,
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optype: OperatorType,
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prev: ArrayView2<Float>,
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mut fut: ArrayViewMut2<Float>,
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) {
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assert_eq!(prev.shape(), fut.shape());
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let nx = prev.shape()[1];
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assert!(nx >= 2 * M);
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assert_eq!(prev.strides()[0], 1);
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assert_eq!(fut.strides()[0], 1);
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let dx = if optype == OperatorType::H2 {
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1.0 / (nx - 2) as Float
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} else {
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1.0 / (nx - 1) as Float
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};
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let idx = 1.0 / dx;
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#[cfg(not(feature = "f32"))]
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type SimdT = packed_simd::f64x8;
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#[cfg(feature = "f32")]
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type SimdT = packed_simd::f32x16;
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let ny = prev.shape()[0];
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// How many elements that can be simdified
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let simdified = SimdT::lanes() * (ny / SimdT::lanes());
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let half_diag_width = (D - 1) / 2;
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assert!(half_diag_width <= M);
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let fut_base_ptr = fut.as_mut_ptr();
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let fut_stride = fut.strides()[1];
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let fut_ptr = |j, i| {
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debug_assert!(j < ny && i < nx);
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unsafe { fut_base_ptr.offset(fut_stride * i as isize + j as isize) }
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};
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let prev_base_ptr = prev.as_ptr();
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let prev_stride = prev.strides()[1];
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let prev_ptr = |j, i| {
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debug_assert!(j < ny && i < nx);
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unsafe { prev_base_ptr.offset(prev_stride * i as isize + j as isize) }
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};
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// Not algo necessary, but gives performance increase
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assert_eq!(fut_stride, prev_stride);
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// First block
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{
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for (ifut, &bl) in matrix.start.iter_rows().enumerate() {
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for j in (0..simdified).step_by(SimdT::lanes()) {
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let index_to_simd = |i| unsafe {
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// j never moves past end of slice due to step_by and
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// rounding down
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SimdT::from_slice_unaligned(std::slice::from_raw_parts(
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prev_ptr(j, i),
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SimdT::lanes(),
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))
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};
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let mut f = SimdT::splat(0.0);
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for (iprev, &bl) in bl.iter().enumerate() {
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f = index_to_simd(iprev).mul_adde(SimdT::splat(bl), f);
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}
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f *= idx;
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unsafe {
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f.write_to_slice_unaligned(std::slice::from_raw_parts_mut(
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fut_ptr(j, ifut),
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SimdT::lanes(),
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));
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}
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}
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for j in simdified..ny {
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unsafe {
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let mut f = 0.0;
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for (iprev, bl) in bl.iter().enumerate() {
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f += bl * *prev_ptr(j, iprev);
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}
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*fut_ptr(j, ifut) = f * idx;
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}
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}
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}
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}
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// Diagonal elements
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{
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for ifut in M..nx - M {
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for j in (0..simdified).step_by(SimdT::lanes()) {
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let index_to_simd = |i| unsafe {
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// j never moves past end of slice due to step_by and
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// rounding down
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SimdT::from_slice_unaligned(std::slice::from_raw_parts(
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prev_ptr(j, i),
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SimdT::lanes(),
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))
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};
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let mut f = SimdT::splat(0.0);
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for (id, &d) in matrix.diag.iter().enumerate() {
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let offset = ifut - half_diag_width + id;
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f = index_to_simd(offset).mul_adde(SimdT::splat(d), f);
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}
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f *= idx;
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unsafe {
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// puts simd along stride 1, j never goes past end of slice
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f.write_to_slice_unaligned(std::slice::from_raw_parts_mut(
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fut_ptr(j, ifut),
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SimdT::lanes(),
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));
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}
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}
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for j in simdified..ny {
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let mut f = 0.0;
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for (id, &d) in matrix.diag.iter().enumerate() {
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let offset = ifut - half_diag_width + id;
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unsafe {
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f += d * *prev_ptr(j, offset);
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}
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}
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unsafe {
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*fut_ptr(j, ifut) = idx * f;
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}
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}
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}
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}
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// End block
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{
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// Get blocks and corresponding offsets
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// (rev to iterate in ifut increasing order)
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for (bl, ifut) in matrix.end.iter_rows().zip(nx - M..) {
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for j in (0..simdified).step_by(SimdT::lanes()) {
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let index_to_simd = |i| unsafe {
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// j never moves past end of slice due to step_by and
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// rounding down
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SimdT::from_slice_unaligned(std::slice::from_raw_parts(
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prev_ptr(j, i),
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SimdT::lanes(),
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))
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};
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let mut f = SimdT::splat(0.0);
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for (&bl, iprev) in bl.iter().zip(nx - N..) {
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f = index_to_simd(iprev).mul_adde(SimdT::splat(bl), f);
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}
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f = f * idx;
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unsafe {
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f.write_to_slice_unaligned(std::slice::from_raw_parts_mut(
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fut_ptr(j, ifut),
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SimdT::lanes(),
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));
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}
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}
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for j in simdified..ny {
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unsafe {
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let mut f = 0.0;
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for (&bl, iprev) in bl.iter().zip(nx - N..) {
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f += bl * *prev_ptr(j, iprev);
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}
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*fut_ptr(j, ifut) = f * idx;
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}
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}
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}
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}
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}
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#[inline(always)]
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#[inline(always)]
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pub(crate) fn diff_op_2d_sliceable<const M: usize, const N: usize, const D: usize>(
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pub(crate) fn diff_op_2d_sliceable<const M: usize, const N: usize, const D: usize>(
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matrix: &BlockMatrix<Float, M, N, D>,
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matrix: &BlockMatrix<Float, M, N, D>,
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@ -407,7 +576,7 @@ pub(crate) fn diff_op_2d<const M: usize, const N: usize, const D: usize>(
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assert_eq!(prev.shape(), fut.shape());
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assert_eq!(prev.shape(), fut.shape());
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match (prev.strides(), fut.strides()) {
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match (prev.strides(), fut.strides()) {
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([_, 1], [_, 1]) => diff_op_2d_sliceable(matrix, optype, prev, fut),
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([_, 1], [_, 1]) => diff_op_2d_sliceable(matrix, optype, prev, fut),
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([1, _], [1, _]) => diff_op_2d_sliceable_y(matrix, optype, prev, fut),
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([1, _], [1, _]) => diff_op_2d_sliceable_y_simd(matrix, optype, prev, fut),
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_ => diff_op_2d_fallback(matrix, optype, prev, fut),
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_ => diff_op_2d_fallback(matrix, optype, prev, fut),
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}
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}
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}
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}
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