/* * The MIT License (MIT) * * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN * THE SOFTWARE. */ #include "verify_program.hpp" #include #include #include struct ck_gemm_softmax_gemm : verify_program { migraphx::program create_program() const { // migraphx::program p; // auto* mm = p.get_main_module(); // migraphx::shape m1_shape{migraphx::shape::half_type, {16, 12, 384, 64}}; // migraphx::shape m2_shape{migraphx::shape::half_type, {16, 12, 384, 384}}; // auto m2_elements = 16 * 12 * 384 * 384; // auto a = mm->add_parameter("1", m1_shape); // auto b = mm->add_parameter("2", m1_shape); // auto b1 = mm->add_parameter("3", m1_shape); // auto c = mm->add_parameter("4", m1_shape); // std::vector eights(m2_elements, 0.125); // auto eight = mm->add_literal(migraphx::literal{m2_shape, eights}); // std::vector zeros(m2_elements, 0); // auto zero = mm->add_literal(migraphx::literal{m2_shape, zeros}); // std::vector ones(m2_elements, 1); // auto one = mm->add_literal(migraphx::literal{m2_shape, ones}); // // a = one; // // b = one; // // b1 = one; // b = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {0, 1, 3, 2}}}), // b); auto gemm1 = mm->add_instruction(migraphx::make_op("dot"), a, b); auto scale = // mm->add_instruction(migraphx::make_op("mul"), gemm1, eight); auto bias = // mm->add_instruction(migraphx::make_op("add"), scale, zero); auto softmax = // mm->add_instruction(migraphx::make_op("softmax", {{"axis", -1}}), bias); // mm->add_instruction(migraphx::make_op("dot"), softmax, b1); migraphx::program p; auto* mm = p.get_main_module(); size_t batch = 2; migraphx::shape m1_shape{migraphx::shape::half_type, {batch, 384, 2304}}; migraphx::shape m2_shape{migraphx::shape::half_type, {batch, 12, 384, 384}}; auto m2_elements = batch * 12 * 384 * 384; auto g = mm->add_parameter("1", m1_shape); std::vector eights(m2_elements, 0.125); auto eight = mm->add_literal(migraphx::literal{m2_shape, eights}); std::vector zeros(m2_elements, 0); auto zero = mm->add_literal(migraphx::literal{m2_shape, zeros}); std::vector ones(m2_elements, 1); auto one = mm->add_literal(migraphx::literal{m2_shape, ones}); g = mm->add_instruction(migraphx::make_op("reshape", {{"dims", {batch, 384, 36, 64}}}), g); g = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {0, 2, 1, 3}}}), g); auto a = mm->add_instruction( migraphx::make_op("slice", {{"axes", {1}}, {"starts", {0}}, {"ends", {12}}}), g); auto b = mm->add_instruction( migraphx::make_op("slice", {{"axes", {1}}, {"starts", {12}}, {"ends", {24}}}), g); auto b1 = mm->add_instruction( migraphx::make_op("slice", {{"axes", {1}}, {"starts", {24}}, {"ends", {36}}}), g); b = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {0, 1, 3, 2}}}), b); auto gemm1 = mm->add_instruction(migraphx::make_op("dot"), a, b); auto scale = mm->add_instruction(migraphx::make_op("mul"), gemm1, eight); auto bias = mm->add_instruction(migraphx::make_op("add"), scale, zero); auto softmax = mm->add_instruction(migraphx::make_op("softmax", {{"axis", -1}}), bias); mm->add_instruction(migraphx::make_op("dot"), softmax, b1); return p; } };