fuse_concat.cpp

/*
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 * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
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 * Permission is hereby granted, free of charge, to any person obtaining a copy
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 * furnished to do so, subject to the following conditions:
 *
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#include <migraphx/fuse_concat.hpp>
#include <migraphx/dead_code_elimination.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/pass_manager.hpp>
#include <migraphx/program.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/functional.hpp>

#include <test.hpp>
#include <pointwise.hpp>

void run_pass(migraphx::program& p)
{
    migraphx::run_passes(p, {migraphx::fuse_concat{}, migraphx::dead_code_elimination{}});
}

template <class F>
struct concat_arg
{
    std::string name;
    std::vector<migraphx::instruction_ref> inputs;
    F f;
};

template <class F>
concat_arg<F> arg(std::string name, std::vector<migraphx::instruction_ref> inputs, F f)
{
    return {std::move(name), std::move(inputs), std::move(f)};
}

template <class Arg, class... Args>
migraphx::instruction_ref
add_concat(migraphx::program& p, std::size_t axis, Arg post_arg, Args... args)
{
    std::vector<migraphx::module_ref> module_inputs;
    std::vector<migraphx::instruction_ref> ins_inputs;
    migraphx::each_args(
        [&](auto arg) {
            module_inputs.push_back(create_pointwise_module(p, arg.name, arg.inputs, arg.f));
            ins_inputs.insert(ins_inputs.end(), arg.inputs.begin(), arg.inputs.end());
        },
        args...);
    module_inputs.push_back(create_pointwise_module(p, post_arg.name, {}, [&](auto* pm, auto&&) {
        std::vector<migraphx::instruction_ref> params;
        params.push_back(
            pm->add_parameter("!x0", migraphx::shape{ins_inputs.back()->get_shape().type()}));
        std::transform(post_arg.inputs.begin(),
                       post_arg.inputs.end(),
                       std::back_inserter(params),
                       [&](auto input) {
                           return pm->add_parameter("x" + std::to_string(params.size()),
                                                    migraphx::shape{input->get_shape().type()});
                       });
        return post_arg.f(pm, params);
    }));
    auto* mm = p.get_main_module();
    return mm->add_instruction(
        migraphx::make_op("fused_concat", {{"axis", axis}}), ins_inputs, module_inputs);
}

TEST_CASE(simple_pointwise_concat)
{
    migraphx::shape s{migraphx::shape::float_type, {2, 3}};
    migraphx::program p1;
    {
        auto* mm    = p1.get_main_module();
        auto x      = mm->add_parameter("x", s);
        auto y      = mm->add_parameter("y", s);
        auto add    = add_pointwise(p1, "main:pointwise0", {x, y}, single_pointwise("add"));
        auto sub    = add_pointwise(p1, "main:pointwise1", {x, y}, single_pointwise("sub"));
        auto concat = mm->add_instruction(migraphx::make_op("concat", {{"axis", 1}}), add, sub);
        auto relu   = add_pointwise(p1, "main:pointwise2", {concat}, single_pointwise("relu"));
        mm->add_return({relu});
    }
    run_pass(p1);
    migraphx::program p2;
    {
        auto* mm = p2.get_main_module();
        auto x   = mm->add_parameter("x", s);
        auto y   = mm->add_parameter("y", s);
        auto fused_concat =
            add_concat(p2,
                       1,
                       arg("main:pointwise2:concat", {}, single_pointwise("relu")),
                       arg("concat:main:pointwise0", {x, y}, single_pointwise("add")),
                       arg("concat:main:pointwise1", {x, y}, single_pointwise("sub")));
        mm->add_return({fused_concat});
    }
    EXPECT(p1 == p2);
}

TEST_CASE(partial_pointwise_concat)
{
    migraphx::shape s1{migraphx::shape::float_type, {1, 4, 8, 8}};
    migraphx::shape s2{migraphx::shape::float_type, {1, 4, 16, 16}};
    migraphx::program p1;
    {
        auto* mm     = p1.get_main_module();
        auto x       = mm->add_parameter("x", s1);
        auto y       = mm->add_parameter("y", s1);
        auto z       = mm->add_parameter("z", s2);
        auto pooling = mm->add_instruction(
            migraphx::make_op("pooling", {{"lengths", {2, 2}}, {"stride", {2, 2}}}), z);
        auto add    = add_pointwise(p1, "main:pointwise0", {x, y}, single_pointwise("add"));
        auto concat = mm->add_instruction(migraphx::make_op("concat", {{"axis", 1}}), add, pooling);
        auto relu   = add_pointwise(p1, "main:pointwise2", {concat}, single_pointwise("relu"));
        mm->add_return({relu});
    }
    run_pass(p1);
    migraphx::program p2;
    {
        auto* mm     = p2.get_main_module();
        auto x       = mm->add_parameter("x", s1);
        auto y       = mm->add_parameter("y", s1);
        auto z       = mm->add_parameter("z", s2);
        auto pooling = mm->add_instruction(
            migraphx::make_op("pooling", {{"lengths", {2, 2}}, {"stride", {2, 2}}}), z);
        auto fused_concat =
            add_concat(p2,
                       1,
                       arg("main:pointwise2:concat", {}, single_pointwise("relu")),
                       arg("concat:main:pointwise0", {x, y}, single_pointwise("add")),
                       arg("concat:identity0", {pooling}, single_pointwise("identity")));
        mm->add_return({fused_concat});
    }
    EXPECT(p1 == p2);
}

int main(int argc, const char* argv[]) { test::run(argc, argv); }