/* * 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. */ #ifndef MIGRAPHX_GUARD_OPERATORS_ARGMAX_HPP #define MIGRAPHX_GUARD_OPERATORS_ARGMAX_HPP #include #include #include #include #include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace op { struct argmax { int64_t axis = 0; bool select_last_index = false; template static auto reflect(Self& self, F f) { return pack(f(self.axis, "axis"), f(self.select_last_index, "select_last_index")); } value attributes() const { value normalize; normalize["axis"] = value::array{normalize_attribute::include_min}; return {{"normalize_axes", normalize}}; } std::string name() const { return "argmax"; } shape normalize_compute_shape(std::vector inputs) const { check_shapes{inputs, *this, true}.has(1); const auto& s0 = inputs[0]; if(s0.dynamic()) { auto dyn_dims = s0.dyn_dims(); dyn_dims[axis] = {1, 1}; return {shape::int64_type, dyn_dims}; } else { auto lens = s0.lens(); lens[axis] = 1; return {shape::int64_type, lens}; } } template int64_t calc_argmax(T& input, std::vector& indices, size_t item_num) const { auto max_val = input(indices.begin(), indices.end()); int64_t max_index = 0; for(std::size_t i = 1; i < item_num; ++i) { indices[axis] = i; auto cur_val = input(indices.begin(), indices.end()); if(max_val < cur_val) { max_val = cur_val; max_index = i; } else if(select_last_index and float_equal(max_val, cur_val)) { max_index = i; } } return max_index; } argument compute(const dyn_output& dyn_out, std::vector args) const { argument result{dyn_out.computed_shape}; auto batch_item_num = args.front().get_shape().lens()[axis]; result.visit([&](auto output) { args[0].visit([&](auto input) { par_for(dyn_out.computed_shape.elements(), [&](auto i) { auto data_idx = dyn_out.computed_shape.multi(i); output[i] = this->calc_argmax(input, data_idx, batch_item_num); }); }); }); return result; } }; } // namespace op } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx #endif