/*************************************************************************************************** * Copyright (c) 2023 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. * SPDX-License-Identifier: BSD-3-Clause * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * 1. Redistributions of source code must retain the above copyright notice, this * list of conditions and the following disclaimer. * * 2. Redistributions in binary form must reproduce the above copyright notice, * this list of conditions and the following disclaimer in the documentation * and/or other materials provided with the distribution. * * 3. Neither the name of the copyright holder nor the names of its * contributors may be used to endorse or promote products derived from * this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ #pragma once #include "cute/layout.hpp" #include "cute/tensor.hpp" #include "cute/util/print.hpp" namespace example { using namespace cute; // Empty type used to disable gather/scatter for a GEMM argument struct NoGather { template NoGather(Ts...) {}; }; /// Function object that applies an index to its argument template struct IndexedGather { CUTE_HOST_DEVICE constexpr IndexedGather(Index const *indices = {}): indices_(indices) {} template CUTE_HOST_DEVICE constexpr Index operator()(I i) const { return indices_[i]; } CUTE_HOST_DEVICE friend void print(IndexedGather const &s) { cute::print("Indexed"); } Index const *indices_; }; /// Function object that applies a stride to its argument /// Example: StridedFunc gathers every other row/column template struct StridedGather { CUTE_HOST_DEVICE constexpr StridedGather(Stride stride = {}): stride_(stride) {} template CUTE_HOST_DEVICE constexpr auto operator()(I i) const { return i * stride_; } CUTE_HOST_DEVICE friend void print(StridedGather const &s) { cute::print("Strided{"); print(s.stride_); cute::print("}"); } Stride stride_; }; /// Custom stride object that applies a function followed by a stride template struct CustomStride { CUTE_HOST_DEVICE constexpr CustomStride(Func const &func, Stride const &stride): func_(func), stride_(stride) {} template CUTE_HOST_DEVICE constexpr friend auto operator*(I i, CustomStride const &s) { return s.func_(i) * s.stride_; } template CUTE_HOST_DEVICE constexpr friend auto operator*(CustomStride const &s, I i) { return s.func_(i) * s.stride_; } CUTE_HOST_DEVICE friend void print(CustomStride const & s) { cute::print("Custom{"); print(s.func_); cute::print(","); print(s.stride_); cute::print("}"); } template CUTE_HOST_DEVICE constexpr friend auto safe_div(CustomStride const &s, Div const &div) { return CustomStride(s.func_, safe_div(s.stride_, div)); } // Circumvent the requirement on make_layout that shape and stride are integral template CUTE_HOST_DEVICE constexpr friend auto make_layout(Shape const &shape, CustomStride const &stride) { return Layout(shape, stride); } Func func_; Stride stride_; }; template CUTLASS_HOST_DEVICE auto make_custom_stride_layout(Stride const &stride, Func&& func) { // Use a dummy shape and replace the first non-unit stride with a custom gather stride auto idx = find_if(stride, [](auto x){ return not is_constant<1, decltype(x)>{}; }); constexpr int I = decltype(idx)::value; return make_layout(repeat_like(stride, _1{}), replace(stride, CustomStride{static_cast(func), get(stride)})); } /// Helper function to optionally create a gather tensor template CUTLASS_HOST_DEVICE auto make_gather_tensor(Iterator iter, Shape const &shape, Stride const &stride, Func &&func) { if constexpr (not cutlass::platform::is_same, NoGather>::value) { Layout matrix_layout = make_identity_layout(shape); auto offset = as_arithmetic_tuple(repeat_like(shape, _0{})); Layout gather_layout = make_custom_stride_layout(stride, static_cast(func)); return make_tensor(iter, ComposedLayout{gather_layout, offset, matrix_layout}); } else { return make_tensor(iter, shape, stride); } } } // namespace example namespace cute { template CUTE_HOST_DEVICE constexpr auto upcast(Shape const& shape, Stride const& stride) { if constexpr (is_tuple::value) { return transform_layout(shape, stride, [](auto const& s, auto const& d) { return upcast(s,d); }); } else if constexpr (is_scaled_basis::value) { if constexpr (Stride::mode() == I) { return make_layout(shape_div(shape, Int{}), shape_div(stride, Int{})); } else { return make_layout(shape, stride); } } else { return upcast(shape, stride); } CUTE_GCC_UNREACHABLE; } template CUTE_HOST_DEVICE constexpr auto upcast(ComposedLayout,Offset,Layout> const& layout) { // Find index of the stride-1 mode - that is the only one that requires updating inner shape and offset auto idx = find_if(layout.layout_a().stride(), [](auto x){ return is_constant<1, decltype(x)>{}; }); constexpr int I = decltype(idx)::value; // Upcast the outer layout (works as expected) auto outer = upcast(layout.layout_a()); // Upcast the accumulated offset along stride-1 mode auto offset = as_arithmetic_tuple(replace(layout.offset(), upcast(get(layout.offset())))); // Upcast the inner layout's shape along stride-1 mode auto inner = upcast(layout.layout_b().shape(), layout.layout_b().stride()); return composition(outer, offset, inner); } } // namespace example