quantize_fp16.cpp

#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 back to original type before quantizing the inputs
        if(mod_inputs.empty())
        {
            auto r = m.insert_instruction(
                std::next(ins), make_op("convert", {{"target_type", s.type()}}), ins);
            m.replace_instruction(ins, r);
        }

        // 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);
        });

        // Replace inputs
        m.replace_instruction(ins, ins->get_operator(), inputs, mod_inputs);
    }
}

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

} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx