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https://github.com/ROCm/composable_kernel.git
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Reorganize project folders (#6)
This commit is contained in:
Joseph Macaranas
288
profiler/src/profile_softmax.cpp
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288
profiler/src/profile_softmax.cpp
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// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
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#include <iostream>
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#include <vector>
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#include <unordered_map>
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#include "profiler/profile_softmax_impl.hpp"
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#include "profiler_operation_registry.hpp"
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using ck::index_t;
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using ck::profiler::SoftmaxDataType;
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struct ArgParser
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{
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std::unordered_map<std::string, std::vector<int>> long_opts = {
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{"length", {}}, {"stride", {}}, {"reduce", {}}, {"alpha", {}}, {"beta", {}}};
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bool parse_opt(int argc, char* argv[], const std::string& key, int i)
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{
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if(std::string("--") + key == argv[i])
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{
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int pos = i;
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while(++i < argc && argv[i][0] != '-') {}
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int end = i;
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for(int j = pos + 1; j < end; j++)
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{
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long_opts[key].push_back(std::stoi(argv[j]));
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}
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return true;
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}
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return false;
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}
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void operator()(int argc, char* argv[])
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{
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for(auto& kv : long_opts)
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{
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for(int i = 1; i < argc; i++)
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{
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if(parse_opt(argc, argv, kv.first, i))
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break;
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}
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}
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}
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};
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void print_help()
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{
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std::cout << "arg1: tensor operation (softmax)\n"
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<< "arg2: data type (0: fp32; 1: fp16; 2: bf16; 3: int8)\n"
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<< "arg3: verification (0: no; 1: yes)\n"
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<< "arg4: initialization (0: no init; 1: integer value; 2: decimal value)\n"
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<< "arg5: print tensor value (0: no; 1: yes)\n"
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<< "arg6: time kernel (0=n0, 1=yes)\n"
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<< "--length: tensor extents (e.g, --length 8 4 256) \n"
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<< "--stride: tensor strides (e.g, --stride 1024 256 1)\n"
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<< "--reduce: to-reduce dimensions (e.g, --reduce 2)\n"
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<< "--alpha: alpha scaling value\n"
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<< "--beta: beta scaling value\n"
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<< std::endl;
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}
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int profile_softmax(int argc, char* argv[])
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{
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if(argc <= 2)
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{
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print_help();
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return 0;
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}
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ArgParser arg_parser;
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// short unnamed options
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const SoftmaxDataType data_type = static_cast<SoftmaxDataType>(std::stoi(argv[2]));
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const bool do_verification = std::stoi(argv[3]);
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const int init_method = std::stoi(argv[4]);
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const bool do_log = std::stoi(argv[5]);
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const bool time_kernel = std::stoi(argv[6]);
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// parse the long options
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arg_parser(argc, argv);
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const std::vector<index_t> length = arg_parser.long_opts["length"];
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const std::vector<index_t> stride = arg_parser.long_opts["stride"];
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const std::vector<index_t> reduce = arg_parser.long_opts["reduce"];
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const index_t alpha =
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arg_parser.long_opts["alpha"].empty() ? 1 : arg_parser.long_opts["alpha"][0];
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const index_t beta = arg_parser.long_opts["beta"].empty() ? 0 : arg_parser.long_opts["beta"][0];
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// Rank 3
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if(length.size() == 3)
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{
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if(data_type == SoftmaxDataType::F16_F16)
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{
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if(reduce.size() == 1)
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ck::profiler::profile_softmax_impl<ck::half_t, float, ck::half_t, 3, 1>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 2)
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ck::profiler::profile_softmax_impl<ck::half_t, float, ck::half_t, 3, 2>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 3)
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ck::profiler::profile_softmax_impl<ck::half_t, float, ck::half_t, 3, 3>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else
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throw std::runtime_error("invalid number of dimensions to reduce");
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}
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else if(data_type == SoftmaxDataType::F32_F32)
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{
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if(reduce.size() == 1)
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ck::profiler::profile_softmax_impl<float, float, float, 3, 1>(do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 2)
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ck::profiler::profile_softmax_impl<float, float, float, 3, 2>(do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 3)
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ck::profiler::profile_softmax_impl<float, float, float, 3, 3>(do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else
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throw std::runtime_error("invalid number of dimensions to reduce");
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}
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else
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{
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throw std::runtime_error("not implemented yet");
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}
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}
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// Rank 4
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else if(length.size() == 4)
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{
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if(data_type == SoftmaxDataType::F16_F16)
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{
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if(reduce.size() == 1)
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ck::profiler::profile_softmax_impl<ck::half_t, float, ck::half_t, 4, 1>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 2)
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ck::profiler::profile_softmax_impl<ck::half_t, float, ck::half_t, 4, 2>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 3)
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ck::profiler::profile_softmax_impl<ck::half_t, float, ck::half_t, 4, 3>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 4)
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ck::profiler::profile_softmax_impl<ck::half_t, float, ck::half_t, 4, 4>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else
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throw std::runtime_error("invalid number of dimensions to reduce");
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}
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else if(data_type == SoftmaxDataType::F32_F32)
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{
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if(reduce.size() == 1)
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ck::profiler::profile_softmax_impl<float, float, float, 4, 1>(do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 2)
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ck::profiler::profile_softmax_impl<float, float, float, 4, 2>(do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 3)
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ck::profiler::profile_softmax_impl<float, float, float, 4, 3>(do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else if(reduce.size() == 4)
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ck::profiler::profile_softmax_impl<float, float, float, 4, 4>(do_verification,
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init_method,
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do_log,
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time_kernel,
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length,
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stride,
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reduce,
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double(alpha),
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double(beta));
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else
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throw std::runtime_error("invalid number of dimensions to reduce");
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}
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else
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{
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throw std::runtime_error("not implemented yet");
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}
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}
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else
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{
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throw std::runtime_error("not implemented yet");
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}
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return 0;
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}
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// hijack main() for quick debugging
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// int main(int argc, char* argv[])
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// {
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// profile_normalization(argc, argv);
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// return 0;
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// }
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REGISTER_PROFILER_OPERATION("softmax", "Softmax", profile_softmax);
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