profile_avg_pool2d_fwd.cpp 4.23 KB
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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.

#include <iostream>
#include <vector>
#include <unordered_map>

#include "profiler/data_type_enum.hpp"
#include "profiler/profile_pool2d_fwd_impl.hpp"
#include "profiler_operation_registry.hpp"

using ck::index_t;

struct maxPoolFwdArgParser
{
    std::unordered_map<std::string, std::vector<int>> long_opts = {
        {"length", {}}, {"wsize", {}}, {"wstride", {}}, {"padding1", {}}, {"padding2", {}}};

    bool parse_opt(int argc, char* argv[], const std::string& key, int i)
    {
        if(std::string("--") + key == argv[i])
        {
            int pos = i;
            while(++i < argc && argv[i][0] != '-') {}
            int end = i;
            for(int j = pos + 1; j < end; j++)
            {
                long_opts[key].push_back(std::stoi(argv[j]));
            }
            return true;
        }
        return false;
    }

    void operator()(int argc, char* argv[])
    {
        for(auto& kv : long_opts)
        {
            for(int i = 1; i < argc; i++)
            {
                if(parse_opt(argc, argv, kv.first, i))
                    break;
            }
        }
    }
};

void print_help_avg_pool2d_fwd()
{
    std::cout << "arg1: data type (0: fp16; 1: fp32)\n"
              << "arg2: verification (0: no; 1: yes)\n"
              << "arg3: initialization (0: no init; 1: integer value; 2: decimal value)\n"
              << "arg4: print tensor value (0: no; 1: yes)\n"
              << "arg5: time kernel (0=no, 1=yes)\n"
              << "--length: input tensor length for NDHW(e.g, --length 2 32 30 30) \n"
              << "--wsize: window size for YX (e.g, --wsize 2 2) \n"
              << "--wstride: window stride for HW (e.g, --wstride 2 2) \n"
              << "--padding1: left side of padding in HW (e.g, --padding1 1 1) \n"
              << "--padding2: right side of padding in HW (e.g, --padding2 1 1) \n"
              << std::endl;
}

int profile_avg_pool2d_fwd(int argc, char* argv[])
{
    ck::DataTypeEnum data_type = ck::DataTypeEnum::Half;
    bool do_verification       = true;
    int init_method            = 0;
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    bool do_log                = false;
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    bool time_kernel           = true;

    std::vector<index_t> in_length = {2, 32, 30, 30};
    std::vector<index_t> wsize     = {2, 2};
    std::vector<index_t> wstride   = {2, 2};
    std::vector<index_t> padding1  = {1, 1};
    std::vector<index_t> padding2  = {1, 1};

    if(argc != 2 && argc != 24)
    {
        print_help_avg_pool2d_fwd();
        return 0;
    }
    else if(argc == 24)
    {
        data_type       = static_cast<ck::DataTypeEnum>(std::stoi(argv[2]));
        do_verification = std::stoi(argv[3]);
        init_method     = std::stoi(argv[4]);
        do_log          = std::stoi(argv[5]);
        time_kernel     = std::stoi(argv[6]);

        // parse the long options
        maxPoolFwdArgParser arg_parser;
        in_length = arg_parser.long_opts["length"];
        wsize     = arg_parser.long_opts["wsize"];
        wstride   = arg_parser.long_opts["wstride"];
        padding1  = arg_parser.long_opts["padding1"];
        padding2  = arg_parser.long_opts["padding2"];
    }

    using F16                 = ck::half_t;
    using F32                 = float;
    using I32                 = int32_t;
    constexpr auto ReduceOpId = ck::ReduceTensorOp::AVG;

    if(data_type == ck::DataTypeEnum::Half)
    {
        ck::profiler::profile_pool2d_fwd_impl<F16, F16, F32, I32, ReduceOpId, false, false>(
            do_verification,
            init_method,
            do_log,
            time_kernel,
            in_length,
            wsize,
            wstride,
            padding1,
            padding2);
    }
    else if(data_type == ck::DataTypeEnum::Float)
    {
        ck::profiler::profile_pool2d_fwd_impl<F32, F32, F32, I32, ReduceOpId, false, false>(
            do_verification,
            init_method,
            do_log,
            time_kernel,
            in_length,
            wsize,
            wstride,
            padding1,
            padding2);
    }
    else
    {
        throw std::runtime_error("not implemented yet");
    }

    return 0;
}

REGISTER_PROFILER_OPERATION("avg_pool2d_fwd", "avg_pool2d fwd", profile_avg_pool2d_fwd);