frigate/docker/rocm/migraphx/fp8_ocp_to_fnuz.cpp

/*
 * The MIT License (MIT)
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 * Copyright (c) 2015-2024 Advanced Micro Devices, Inc. All rights reserved.
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
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 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
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#include <migraphx/fp8_ocp_to_fnuz.hpp>
#include <migraphx/matcher.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/dead_code_elimination.hpp>
#include <migraphx/pass_manager.hpp>
#include <migraphx/match/dq_helpers.hpp>

namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace {

using fp8::fp8e4m3fnuz;

std::unordered_set<std::string> get_quantizable_op_names()
{
    static std::unordered_set<std::string> s = {"convolution", "dot"};
    return s;
}

struct match_fp8ocp_convert_to_fp8fnuz
{
    auto matcher() const
    {
        auto dq1 = match::arg(0)(
            skip_post_dq_ops(match::dequantizelinear_op("scale1", "zp1").bind("dq1")));
        auto dq2 = match::arg(1)(
            skip_post_dq_ops(match::dequantizelinear_op("scale2", "zp2").bind("dq2")));
        return match::name(get_quantizable_op_names())(dq1, dq2);
    }

    static auto bit_cast_and_handle_specials(module& m,
                                             const instruction_ref dq,
                                             const instruction_ref x,
                                             const instruction_ref bits_0x80_lit,
                                             const instruction_ref bits_0x7f_lit,
                                             const instruction_ref bits_0xff_lit,
                                             const instruction_ref bits_0x00_lit)
    {
        auto x_lens     = x->get_shape().lens();
        auto cast_input = m.insert_instruction(
            dq, make_op("bit_cast", {{"target_type", shape::fp8e4m3fnuz_type}}), x);
        auto mb_bits_0x80_lit = m.insert_instruction(
            dq, make_op("multibroadcast", {{"out_lens", x_lens}}), bits_0x80_lit);
        auto mb_bits_0x7f_lit = m.insert_instruction(
            dq, make_op("multibroadcast", {{"out_lens", x_lens}}), bits_0x7f_lit);
        auto mb_bits_0xff_lit = m.insert_instruction(
            dq, make_op("multibroadcast", {{"out_lens", x_lens}}), bits_0xff_lit);
        auto mb_zero_lit = m.insert_instruction(
            dq, make_op("multibroadcast", {{"out_lens", x_lens}}), bits_0x00_lit);
        // negative zero in fp8e4m3fn to zero in fp8e4m3fnuz
        // a == 0x80 ? 0x0 : a
        auto is_neg_zero = m.insert_instruction(dq, make_op("equal"), cast_input, mb_bits_0x80_lit);
        auto ret = m.insert_instruction(dq, make_op("where"), is_neg_zero, mb_zero_lit, cast_input);

        // positive and negative NaN in fp8e4m3fn to NaN in fp8e4m3fnuz
        // (a == 0x7f or a == 0xff) ? 0x80 : a
        auto eq_0x7f = m.insert_instruction(dq, make_op("equal"), ret, mb_bits_0x7f_lit);

        auto eq_0xff = m.insert_instruction(dq, make_op("equal"), ret, mb_bits_0xff_lit);

        auto cond = m.insert_instruction(dq, make_op("logical_or"), eq_0x7f, eq_0xff);
        ret       = m.insert_instruction(dq, make_op("where"), cond, mb_bits_0x80_lit, ret);
        return ret;
    }

    // Add the same broadcast instructions after adjusted scales or
    // adjusted zero points from after the originals. Similar to
    // propagate_quantized_ins in simplify_qdq.
    static auto propagate_broadcasts(module& m,
                                     const instruction_ref adj,
                                     const instruction_ref ori,
                                     const instruction_ref start,
                                     const instruction_ref insert_pt)
    {
        auto prev_ins = start;
        std::vector<instruction_ref> ins_between;
        // matcher skips continguous, multi/broadcasts and transposes, collect all those
        // instructions
        while(prev_ins != ori)
        {
            ins_between.push_back(prev_ins);
            prev_ins = prev_ins->inputs().front();
        }
        auto ret = adj;
        for(auto ins : reverse_iterator_for(ins_between))
        {
            ret = m.insert_instruction(insert_pt, (*ins)->get_operator(), {ret});
        }
        return ret;
    }

    static auto cast_to_fnuz(module& m,
                             const instruction_ref dq,
                             const instruction_ref input,
                             const instruction_ref dq_scale,
                             const instruction_ref dq_zp)
    {
        auto x                             = input;
        std::vector<fp8e4m3fnuz> bits_0x80 = {fp8e4m3fnuz(0x80, fp8e4m3fnuz::from_bits())};
        auto bits_0x80_lit = m.add_literal(shape{shape::fp8e4m3fnuz_type, {1}, {0}}, bits_0x80);

        std::vector<fp8e4m3fnuz> bits_0x7f = {fp8e4m3fnuz(0x7f, fp8e4m3fnuz::from_bits())};
        auto bits_0x7f_lit = m.add_literal(shape{shape::fp8e4m3fnuz_type, {1}, {0}}, bits_0x7f);

        std::vector<fp8e4m3fnuz> bits_0xff = {fp8e4m3fnuz(0xff, fp8e4m3fnuz::from_bits())};
        auto bits_0xff_lit = m.add_literal(shape{shape::fp8e4m3fnuz_type, {1}, {0}}, bits_0xff);

        std::vector<fp8e4m3fnuz> bits_0x00 = {fp8e4m3fnuz(0x00, fp8e4m3fnuz::from_bits())};
        auto bits_0x00_lit = m.add_literal(shape{shape::fp8e4m3fnuz_type, {1}, {0}}, bits_0x00);

        x = bit_cast_and_handle_specials(
            m, dq, x, bits_0x80_lit, bits_0x7f_lit, bits_0xff_lit, bits_0x00_lit);
        auto adj_dq_zp = bit_cast_and_handle_specials(
            m, dq, dq_zp, bits_0x80_lit, bits_0x7f_lit, bits_0xff_lit, bits_0x00_lit);

        // adj_scale = 2 * scale
        auto two_lit = m.add_literal(literal{shape{dq_scale->get_shape().type()}, {2}});
        two_lit      = m.insert_instruction(
            dq, make_op("multibroadcast", {{"out_lens", dq_scale->get_shape().lens()}}), two_lit);
        auto adj_dq_scale = m.insert_instruction(dq, make_op("mul"), dq_scale, two_lit);

        adj_dq_scale = propagate_broadcasts(m, adj_dq_scale, dq_scale, dq->inputs().at(1), dq);
        adj_dq_zp    = propagate_broadcasts(m, adj_dq_zp, dq_zp, dq->inputs().at(2), dq);
        m.replace_instruction(dq, make_op("dequantizelinear"), x, adj_dq_scale, adj_dq_zp);
    }

    auto apply(module& m, const match::matcher_result& r) const
    {
        auto dq1    = r.instructions["dq1"];
        auto dq2    = r.instructions["dq2"];
        auto scale1 = r.instructions["scale1"];
        auto scale2 = r.instructions["scale2"];
        auto zp1    = r.instructions["zp1"];
        auto zp2    = r.instructions["zp2"];

        std::set<migraphx::shape::type_t> supported_types = {migraphx::shape::fp8e4m3fn_type};
        if(not contains(supported_types, dq1->inputs().front()->get_shape().type()) or
           not contains(supported_types, dq2->inputs().front()->get_shape().type()))
            return;

        cast_to_fnuz(m, dq1, dq1->inputs().front(), scale1, zp1);
        cast_to_fnuz(m, dq2, dq2->inputs().front(), scale2, zp2);
    }
};

} // namespace

void fp8_ocp_to_fnuz::apply(module_pass_manager& mpm) const
{
    module_ref mm = &mpm.get_module();
    match::find_matches(*mm, match_fp8ocp_convert_to_fp8fnuz{});
}

} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx