/* * The MIT License (MIT) * * Copyright (c) 2015-2023 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 "make_precompile_op.hpp" #include #include #include #include #include #include #include #include #include void run_pass(migraphx::program& p) { migraphx::run_passes(p, {migraphx::gpu::fuse_ops{}, migraphx::dead_code_elimination{}}); } TEST_CASE(layernorm_pointwise) { migraphx::shape s{migraphx::shape::float_type, {2, 3, 4}}; auto create_program = [=](bool first_arg_layernorm) { migraphx::program p; auto* mm = p.get_main_module(); auto x = mm->add_parameter("x", s); auto y = mm->add_parameter("y", s); auto z = mm->add_parameter("z", s); auto alloc = migraphx::make_op("allocate", {{"shape", to_value(s)}}); auto alloc_ins = mm->add_instruction(alloc); auto* pw_add1 = create_pointwise_module(p, "main:pointwise0", {x, y}, single_pointwise("add")); auto add1 = mm->add_instruction(make_precompile_op("pointwise"), {x, y, alloc_ins}, {pw_add1}); auto alloc_ins2 = mm->add_instruction(alloc); auto layernorm_ins = mm->add_instruction(make_precompile_op("gpu::prelayernorm"), add1, alloc_ins2); std::vector pw_inputs = {layernorm_ins, z}; if(not first_arg_layernorm) { pw_inputs = {z, layernorm_ins}; } auto* pw_add2 = create_pointwise_module(p, "main:pointwise1", pw_inputs, single_pointwise("add")); auto alloc_ins3 = mm->add_instruction(alloc); pw_inputs.push_back(alloc_ins3); auto add2 = mm->add_instruction(make_precompile_op("pointwise"), pw_inputs, {pw_add2}); mm->add_return({add2}); return p; }; auto create_fused_program = [=]() { migraphx::program p; auto* mm = p.get_main_module(); auto x = mm->add_parameter("x", s); auto y = mm->add_parameter("y", s); auto z = mm->add_parameter("z", s); auto alloc = migraphx::make_op("allocate", {{"shape", to_value(s)}}); auto alloc_ins = mm->add_instruction(alloc); auto* pw_add1 = create_pointwise_module(p, "main:pointwise0", {x, y}, single_pointwise("add")); auto add1 = mm->add_instruction(make_precompile_op("pointwise"), {x, y, alloc_ins}, {pw_add1}); auto alloc_ins2 = mm->add_instruction(alloc); auto* pw_add2 = create_pointwise_module(p, "main:pointwise1", {x, z}, single_pointwise("add")); auto layernorm_ins = mm->add_instruction( make_precompile_op("gpu::prelayernorm"), {add1, z, alloc_ins2}, {pw_add2}); mm->add_return({layernorm_ins}); return p; }; { migraphx::program p1 = create_program(true); run_pass(p1); migraphx::program p2 = create_fused_program(); EXPECT(p1 == p2); } { migraphx::program p1 = create_program(false); run_pass(p1); migraphx::program p2 = create_fused_program(); EXPECT(p1 == p2); } } int main(int argc, const char* argv[]) { test::run(argc, argv); }