quantize_fp16.cpp

/*
 * 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
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 * 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.
 *
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 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
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#include <migraphx/float_equal.hpp>
#include <migraphx/instruction_ref.hpp>
#include <migraphx/quantize_fp16.hpp>
#include <migraphx/program.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/iterator_for.hpp>
#include <migraphx/stringutils.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/target.hpp>
#include <migraphx/make_op.hpp>

namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {

static void quantize_module(module& m, const std::vector<std::string>& ins_names)
{
    for(auto ins : iterator_for(m))
    {
        // instructions are not in the set to be quantized
        if(not(contains(ins_names, ins->name()) or contains(ins_names, "all")))
            continue;

        // skip return and convert instructions
        if(contains({"@return", "convert"}, ins->name()))
            continue;

        if(ins->inputs().empty())
            continue;

        auto mod_inputs = ins->module_inputs();
        auto s          = ins->get_shape();
        // Convert each of the inputs that are floating point to fp16
        auto inputs = ins->inputs();
        std::transform(inputs.begin(), inputs.end(), inputs.begin(), [&](auto input) {
            auto input_type = input->get_shape().type();
            if(input_type != shape::float_type and input_type != shape::double_type)
                return input;
            return m.insert_instruction(
                ins, make_op("convert", {{"target_type", shape::half_type}}), input);
        });

        // Insert quantized ins
        auto converted_ins = m.insert_instruction(ins, ins->get_operator(), inputs, mod_inputs);

        // Convert back to original type after quantizing
        if(mod_inputs.empty())
        {
            converted_ins = m.insert_instruction(
                ins, make_op("convert", {{"target_type", s.type()}}), converted_ins);
        }
        // Replace original instruction
        m.replace_instruction(ins, converted_ins);
    }
}

void quantize_fp16_pass::apply(module& m) const { quantize_module(m, ins_names); }

} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx