reference_model/src/quant_util.h

// Copyright (c) 2020-2021, ARM Limited.
//
//    Licensed under the Apache License, Version 2.0 (the "License");
//    you may not use this file except in compliance with the License.
//    You may obtain a copy of the License at
//
//         http://www.apache.org/licenses/LICENSE-2.0
//
//    Unless required by applicable law or agreed to in writing, software
//    distributed under the License is distributed on an "AS IS" BASIS,
//    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
//    See the License for the specific language governing permissions and
//    limitations under the License.

#ifndef TOSA_REFERENCE_QUANT_UTIL_H
#define TOSA_REFERENCE_QUANT_UTIL_H

#include "arith_util.h"
#include "func_debug.h"
#include "ops/template_types.h"
#include "tosa_generated.h"

using namespace tosa;

namespace TosaReference
{

class QuantUtil
{
public:
    static void reciprocal_scale(int32_t value,
                                 // Output
                                 int32_t& multiplier,
                                 int32_t& shift)
    {
        ASSERT_MSG(value > 0, "AvgPool2d reciprocal_scale() error: # of elements should be > 1 but is %d", value);
        uint32_t value_u32 = (uint32_t)value;
        int32_t k          = 32 - LEADING_ZEROS_32(value_u32 - 1);    // (1<<k)/2 < value <= (1<<k)
        int64_t numerator  = ((1L << 30) + 1) << k;
        multiplier         = numerator / value;    // (1<<30) <= multiplier < (1<<31)
        shift              = 30 + k;
    }

    static int32_t apply_scale_32(int32_t value, int32_t multiplier, int32_t shift, bool double_round = true)
    {
        if (multiplier < 0)
        {
            std::string desc = "apply_scale_32() error: multiplier should >= 0 but is " + std::to_string(multiplier);
            throw desc;
        }
        if (shift < 2 || shift > 62)
        {
            std::string desc =
                "apply_scale_32(): shift value should stay within [2, 62] but is " + std::to_string(shift);
            throw desc;
        }
        int64_t low_val = -1L << (shift-2);
        int64_t high_val = 1L << (shift-2);
        if (value < low_val || value >= high_val)
        {
            std::string desc =
                "apply_scale_32(): value should stay within [" +
                std::to_string(low_val) + ", " + std::to_string(high_val-1) +
                "] but is " + std::to_string(value) + " using shift of " + std::to_string(shift);
            throw desc;
        }
        int64_t round = 1L << (shift - 1);
        if (double_round)
        {
            if (shift > 31 && value >= 0)
                round += (1L << 30);
            if (shift > 31 && value < 0)
                round -= (1L << 30);
        }
        int64_t result = (int64_t)value * multiplier + round;
        result         = result >> shift;
        if (result < -(1L << 31) || result >= (1L << 31))
        {
            std::string desc = "apply_scale_32() error: scaled result exceeds int32 numeric range";
            throw desc;
        }
        return static_cast<int32_t>(result);
    }

    static int32_t apply_scale_16(int64_t value, int16_t multiplier, int32_t shift)
    {
        if (multiplier < 0)
        {
            std::string desc = "apply_scale_16() error: multiplier should >= 0 but is " + std::to_string(multiplier);
            throw desc;
        }
        if (shift < 2 || shift > 62)
        {
            std::string desc =
                "apply_scale_16(): shift value should stay within [2, 62] but is " + std::to_string(shift);
            throw desc;
        }
        int64_t round  = 1L << (shift - 1);
        int64_t result = value * (int64_t)multiplier + round;
        result         = result >> shift;
        if (result < -(1L << 31) || result >= (1L << 31))
        {
            std::string desc = "apply_scale_16() error: scaled result exceeds int32 numeric range";
            throw desc;
        }
        return static_cast<int32_t>(result);
    }
};

class TypeChecker
{
public:
    static bool is_integer(DType dtype)
    {
        if (dtype == DType_INT4 || dtype == DType_INT8 || dtype == DType_UINT8 || dtype == DType_INT16 ||
            dtype == DType_INT32 || dtype == DType_INT48)
        {
            return true;
        }
        return false;
    }
};
};    // namespace TosaReference

#endif