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fix order in layernorm matcher and add test for the same (#2189)
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/* | ||
* 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 <migraphx/dead_code_elimination.hpp> | ||
#include <migraphx/gpu/fuse_ops.hpp> | ||
#include <migraphx/pass_manager.hpp> | ||
#include <migraphx/instruction.hpp> | ||
#include <migraphx/program.hpp> | ||
#include <basic_ops.hpp> | ||
#include <migraphx/make_op.hpp> | ||
#include <test.hpp> | ||
#include <pointwise.hpp> | ||
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void run_pass(migraphx::program& p) | ||
{ | ||
migraphx::run_passes(p, {migraphx::gpu::fuse_ops{}, migraphx::dead_code_elimination{}}); | ||
} | ||
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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<migraphx::instruction_ref> 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; | ||
}; | ||
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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; | ||
}; | ||
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{ | ||
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); | ||
} | ||
} | ||
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int main(int argc, const char* argv[]) { test::run(argc, argv); } |
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