/* * The MIT License (MIT) * * Copyright (c) 2015-2022 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 #include #include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace gpu { namespace { std::string get_layout(const shape& s, std::string labels) { auto result = labels; auto p = find_permutation(s); std::transform(p.begin(), p.end(), result.begin(), [&](auto i) { return labels[i]; }); return "'" + result + "'"; } std::string get_type(const shape& s) { static const std::unordered_map m = { {shape::float_type, "'FP32'"}, {shape::half_type, "'FP16'"}, {shape::double_type, "'FP64'"}, {shape::int8_type, "'INT8'"}, {shape::int32_type, "'INT32'"}, }; auto it = m.find(s.type()); if(it == m.end()) return "UNKNOWN"; return it->second; } std::string generate_miopen_config(const problem_params& pp) { value v = pp.op.to_value(); auto input = pp.inputs[0].lens(); auto weights = pp.inputs[1].lens(); auto padding = v["padding"].to_vector(); auto stride = v["stride"].to_vector(); auto dilation = v["dilation"].to_vector(); if(padding.size() != stride.size()) padding.erase(padding.begin() + padding.size() / 2, padding.end()); return to_string_range({std::string{" C.in_channels="}, to_string(input[1]), std::string{" AND C.in_h="}, to_string(input[2]), std::string{" AND C.in_w="}, to_string(input[3]), std::string{" AND C.fil_h="}, to_string(weights[2]), std::string{" AND C.fil_w="}, to_string(weights[3]), std::string{" AND C.out_channels="}, to_string(weights[0]), std::string{" AND C.batchsize="}, to_string(input[0]), std::string{" AND C.pad_h="}, to_string(padding[0]), std::string{" AND C.pad_w="}, to_string(padding[2]), std::string{" AND C.dilation_h="}, to_string(dilation[0]), std::string{" AND C.dilation_w="}, to_string(dilation[1]), std::string{" AND C.conv_stride_h="}, to_string(stride[0]), std::string{" AND C.conv_stride_w="}, to_string(stride[1]), std::string{" AND C.layout="}, get_layout(pp.inputs[0], "NCHW"), std::string{" AND C.data_type="}, get_type(pp.inputs[0]), std::string{" AND C.direction="}, std::string{"'F'"}}, " "); } auto query_miopen_db(const std::string& query) { // TODO: Store db as a static variable const auto dbpath = fs::path{"/opt"} / "rocm" / "share" / "miopen" / "db" / "miopen.db"; // Check if db file exists. std::ifstream dbs(dbpath); if(dbs.is_open()) { dbs.close(); } else { std::vector> empty; return empty; } auto db = sqlite::read(dbpath); return db.execute(query); } } // namespace std::string get_mlir_perf_for_conv(const problem_params& pp, bool xdlops) { std::string solver = xdlops ? "ConvMlirIgemmFwdXdlops" : "ConvMlirIgemmFwd"; std::string query = "select P.* \ from perf_db P, config C \ where P.config = C.id AND \ P.solver = '${solver}' AND \ ${config}"; auto results = query_miopen_db( interpolate_string(query, {{"config", generate_miopen_config(pp)}, {"solver", solver}})); if(results.empty()) return ""; return results.front().at("params"); } } // namespace gpu } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx