/*************************************************************************************************** * Copyright (c) 2017 - 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. * **************************************************************************************************/ #include #include #include // cute::composition #include // cute::Swizzle #include // cute::composition #include #include #include "cutlass_unit_test.h" using namespace cute; template void test_composition(LayoutA const& layoutA, LayoutB const& layoutB) { auto layoutR = composition(layoutA, layoutB); CUTLASS_TRACE_HOST("test_composition()"); CUTLASS_TRACE_HOST(layoutA << " o " << layoutB); CUTLASS_TRACE_HOST(" => "); CUTLASS_TRACE_HOST(layoutR); // Test that layout B is compatible with layout R EXPECT_TRUE(compatible(layoutB, layoutR)); // Test that R(c) = A(B(c)) for all coordinates c in layoutB for (int c = 0; c < size(layoutB); ++c) { EXPECT_EQ(layoutR(c), layoutA(layoutB(c))); } } TEST(CuTe_core, Composition) { CUTLASS_TRACE_HOST("-------------------------------"); CUTLASS_TRACE_HOST("COMPOSITION" ); CUTLASS_TRACE_HOST("-------------------------------"); CUTLASS_TRACE_HOST("-------------------------------"); CUTLASS_TRACE_HOST("Simple tests" ); CUTLASS_TRACE_HOST("-------------------------------"); { auto a = Layout<_1,_0>{}; auto b = Layout<_1,_0>{}; test_composition(a, b); } { auto a = Layout<_1,_0>{}; auto b = Layout<_1,_1>{}; test_composition(a, b); } { auto a = Layout<_1,_1>{}; auto b = Layout<_1,_0>{}; test_composition(a, b); } { auto a = Layout<_1,_1>{}; auto b = Layout<_1,_1>{}; test_composition(a, b); } { auto a = make_layout(Shape<_4>{}); auto b = make_layout(Shape<_4>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}, Stride<_2>{}); auto b = make_layout(Shape<_4>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}, Stride<_0>{}); auto b = make_layout(Shape<_4>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}); auto b = make_layout(Shape<_4>{}, Stride<_0>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}); auto b = make_layout(Shape<_1>{}, Stride<_0>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}); auto b = make_layout(Shape<_2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}, Stride<_2>{}); auto b = make_layout(Shape<_2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}); auto b = make_layout(Shape<_2>{}, Stride<_2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}, Stride<_2>{}); auto b = make_layout(Shape<_2>{}, Stride<_2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}); auto b = make_layout(Shape<_12>{}); test_composition(a, b); } { auto a = make_layout(Shape<_12>{}); auto b = make_layout(Shape<_4,_3>{}); test_composition(a, b); } { auto a = make_layout(Shape<_12>{}, Stride<_2>{}); auto b = make_layout(Shape<_4,_3>{}); test_composition(a, b); } { auto a = make_layout(Shape<_12>{}); auto b = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_12>{}, Stride<_2>{}); auto b = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_12>{}); auto b = make_layout(Shape<_2,_3>{}, Stride<_2,_4>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}); auto b = make_layout(Shape<_4,_3>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}); auto b = make_layout(Shape<_6>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}); auto b = make_layout(Shape<_6>{}, Stride<_2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}); auto b = make_layout(Shape<_6,_2>{}, Stride<_2,_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}); auto b = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); auto b = make_layout(Shape<_4,_3>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); auto b = make_layout(Shape<_12>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); auto b = make_layout(Shape<_6>{}, Stride<_2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); auto b = make_layout(Shape<_6,_2>{}, Stride<_2,_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_8,_8>{}); auto b = make_layout(Shape, Shape<_2,_2, _2>>{}, Stride, Stride<_8,_2,_32>>{}); test_composition(a, b); } { auto a = make_layout(Shape<_8,_8>{}, Stride<_8,_1>{}); auto b = make_layout(Shape, Shape<_2,_2, _2>>{}, Stride, Stride<_8,_2,_32>>{}); test_composition(a, b); } { auto a = make_layout(Shape>{}, Stride>{}); auto b = make_layout(Shape<_4,_2>{}, Stride<_2,_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_2,_2>{}, Stride<_2,_1>{}); auto b = make_layout(Shape<_2,_2>{}, Stride<_2,_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_8,_2>{}); auto b = make_layout(Shape<_2,_2,_2>{}, Stride<_2,_8,_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_8,_2>{}, Stride<_2,_8,_1>{}); auto b = make_layout(Shape<_2,_2,_2>{}, Stride<_1,_8,_2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_8,_2>{}, Stride<_2,_8,_1>{}); auto b = make_layout(Shape<_4,_2,_2>{}, Stride<_2,_8,_1>{}); test_composition(a, b); } CUTLASS_TRACE_HOST("-------------------------------"); CUTLASS_TRACE_HOST("Dynamic shapes/strides" ); CUTLASS_TRACE_HOST("-------------------------------"); { auto a = make_layout(12, 1); auto b = make_layout(_4{}, _1{}); test_composition(a, b); } { auto a = make_layout(12, 1); auto b = make_layout(_4{}, 1); test_composition(a, b); } { auto a = make_layout(12, _1{}); auto b = make_layout(_4{}, 1); test_composition(a, b); } { auto a = make_layout(12, _1{}); auto b = make_layout(_4{}, _1{}); test_composition(a, b); } { auto a = make_layout(make_shape(12,3), make_stride(1,24)); auto b = make_layout(Shape<_4>{}, Stride<_1>{}); test_composition(a, b); } { auto a = make_layout(16, 2); auto b = make_layout(4, 2); test_composition(a, b); } { auto a = make_layout(make_shape(128,24,5), make_stride(1,128,3072)); auto b = make_layout(64, 2); test_composition(a, b); } { auto a = make_layout(make_shape(128,24,5), make_stride(1,128,3072)); auto b = make_layout(480, Int<32>{}); test_composition(a, b); } CUTLASS_TRACE_HOST("-------------------------------"); CUTLASS_TRACE_HOST("cosize(b) > size(a) and divisibility"); CUTLASS_TRACE_HOST("-------------------------------"); { auto a = make_layout(Shape<_1>{}, Stride<_0>{}); auto b = make_layout(Shape<_4>{}); test_composition(a, b); } { auto a = make_layout(Shape<_1>{}, Stride<_1>{}); auto b = make_layout(Shape<_4>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}); auto b = make_layout(Shape<_4>{}, Stride<_2>{}); test_composition(a, b); } // Last mode gets extended { auto a = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); auto b = make_layout(Shape<_24>{}); test_composition(a, b); } // Last mode extension even without last mode divisibility { auto a = make_layout(Shape<_4,_3>{}, Stride<_3,_1>{}); auto b = make_layout(Shape<_8>{}); test_composition(a, b); } // Capping a Layout with 1:0 forces divisibility and extends in stride-0 { auto a = make_layout(Shape<_4,_3,_1>{}, Stride<_3,_1,_0>{}); auto b = make_layout(Shape<_24>{}); test_composition(a, b); } { auto a = make_layout(3, _1{}); auto b = make_layout(_4{}, _1{}); test_composition(a, b); } { auto a = make_layout(make_shape(48,24,5), make_stride(_1{},128,3072)); auto b = make_layout(32, Int<1>{}); test_composition(a, b); } CUTLASS_TRACE_HOST("-------------------------------"); CUTLASS_TRACE_HOST("Swizzle composition" ); CUTLASS_TRACE_HOST("-------------------------------"); { auto a = Layout, Stride<_8,_1>>{}; auto b = composition(Swizzle<2,0,-3>{}, Layout, Stride<_8,_1>>{}); test_composition(a, b); } { auto a = composition(Swizzle<2,0, 3>{}, Layout, Stride<_8,_1>>{}); auto b = composition(Swizzle<2,0,-3>{}, Layout, Stride<_8,_1>>{}); test_composition(a, b); } CUTLASS_TRACE_HOST("-------------------------------"); CUTLASS_TRACE_HOST("BETA: Negative strides" ); CUTLASS_TRACE_HOST("-------------------------------"); { auto a = make_layout(Shape<_4>{}, Stride<_m1>{}); auto b = make_layout(Shape<_4>{}, Stride<_1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}, Stride<_1>{}); auto b = make_layout(Shape<_4>{}, Stride<_m1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}, Stride<_m1>{}); auto b = make_layout(Shape<_4>{}, Stride<_m1>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4>{}, Stride<_1>{}); auto b = make_layout(Shape<_4>{}, Stride<_m2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_4>{}, Stride<_m1,_1>{}); auto b = make_layout(Shape<_2,_4,_2>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,_4>{}, Stride<_m1,_1>{}); auto b = make_layout(Shape<_2,_4,_2>{}, Stride<_1,_4,_2>{}); test_composition(a, b); } // The SM80 fp64 MMA NT problem { auto a = make_layout(Shape<_1,Shape<_2,_4>>{}, Stride<_0,Stride<_m1,_512>>{}); auto b = make_layout(_2{}, _m1{}); test_composition(a, b); } { auto a = make_layout(Shape<_1,Shape<_2,_4>>{}, Stride<_0,Stride<_m1,_512>>{}); auto b = make_layout(_4{}, _m1{}); test_composition(a, b); } CUTLASS_TRACE_HOST("-------------------------------"); CUTLASS_TRACE_HOST("BETA: Tuple strides" ); CUTLASS_TRACE_HOST("-------------------------------"); { auto a = make_layout(Shape<_4,_4>{}, Stride<_4,_1>{}); auto b = make_layout(Shape<_4,_4>{}, Stride,E<0>>{}); test_composition(a, b); } { auto a = make_layout(Shape<_4,Shape<_2,_3>>{}, Stride<_6,Stride<_3,_1>>{}); auto b = make_layout(Shape<_2,_4>{}, Stride,E<0>>{}); test_composition(a, b); } }