tests/datasets/GEMMLowpFusedOffsetOutputDataset.h

/*
 * Copyright (c) 2019-2024 Arm Limited.
 *
 * SPDX-License-Identifier: MIT
 *
 * 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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#ifndef ACL_TESTS_DATASETS_GEMMLOWPFUSEDOFFSETOUTPUTDATASET_H
#define ACL_TESTS_DATASETS_GEMMLOWPFUSEDOFFSETOUTPUTDATASET_H

#include "utils/TypePrinter.h"

#include "arm_compute/core/TensorShape.h"
#include "arm_compute/core/Utils.h"

using namespace arm_compute;

namespace arm_compute
{
namespace test
{
namespace datasets
{
class GEMMLowpFusedOffsetOutputDataset
{
public:
    using type = std::tuple<TensorShape, TensorShape, TensorShape, GEMMLowpOutputStageType>;

    struct iterator
    {
        iterator(std::vector<TensorShape>::const_iterator             a_it,
                 std::vector<TensorShape>::const_iterator             b_it,
                 std::vector<TensorShape>::const_iterator             c_it,
                 std::vector<GEMMLowpOutputStageType>::const_iterator output_stage_it)
            : _a_it{ std::move(a_it) },
              _b_it{ std::move(b_it) },
              _c_it{ std::move(c_it) },
              _output_stage_it{ std::move(output_stage_it) }
        {
        }

        std::string description() const
        {
            std::stringstream description;
            description << "A=" << *_a_it << ":";
            description << "B=" << *_b_it << ":";
            description << "C=" << *_c_it << ":";
            description << "output_type=" << string_from_gemmlowp_output_stage(*_output_stage_it) << ":";

            return description.str();
        }

        GEMMLowpFusedOffsetOutputDataset::type operator*() const
        {
            return std::make_tuple(*_a_it, *_b_it, *_c_it, *_output_stage_it);
        }

        iterator &operator++()
        {
            ++_a_it;
            ++_b_it;
            ++_c_it;
            ++_output_stage_it;

            return *this;
        }

    private:
        std::vector<TensorShape>::const_iterator             _a_it;
        std::vector<TensorShape>::const_iterator             _b_it;
        std::vector<TensorShape>::const_iterator             _c_it;
        std::vector<GEMMLowpOutputStageType>::const_iterator _output_stage_it;
    };

    iterator begin() const
    {
        return iterator(_a_shapes.begin(), _b_shapes.begin(), _c_shapes.begin(), _output_stage.begin());
    }

    int size() const
    {
        return std::min(_a_shapes.size(), std::min(_b_shapes.size(), std::min(_c_shapes.size(), _output_stage.size())));
    }

    void add_config(TensorShape a, TensorShape b, TensorShape c, GEMMLowpOutputStageType output_stage)
    {
        _a_shapes.emplace_back(std::move(a));
        _b_shapes.emplace_back(std::move(b));
        _c_shapes.emplace_back(std::move(c));
        _output_stage.emplace_back(std::move(output_stage));
    }

protected:
    GEMMLowpFusedOffsetOutputDataset()                                    = default;
    GEMMLowpFusedOffsetOutputDataset(GEMMLowpFusedOffsetOutputDataset &&) = default;

private:
    std::vector<TensorShape>             _a_shapes{};
    std::vector<TensorShape>             _b_shapes{};
    std::vector<TensorShape>             _c_shapes{};
    std::vector<GEMMLowpOutputStageType> _output_stage{};
};

class SmallGEMMLowpFusedOffsetOutputUint8Dataset final : public GEMMLowpFusedOffsetOutputDataset
{
public:
    SmallGEMMLowpFusedOffsetOutputUint8Dataset()
    {
        add_config(TensorShape(21U, 13U), TensorShape(1U, 21U), TensorShape(1U, 13U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(52U, 13U), TensorShape(33U, 52U), TensorShape(33U, 13U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(31U, 27U), TensorShape(23U, 31U), TensorShape(23U, 27U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(32U, 72U), TensorShape(16U, 32U), TensorShape(16U, 72U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(21U, 1U), TensorShape(43U, 21U), TensorShape(43U, 1U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(31U, 3U), TensorShape(72U, 31U), TensorShape(72U, 3U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(32U, 72U), TensorShape(17U, 32U), TensorShape(17U, 72U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
    }
};

class SmallGEMMLowpFusedBatchedMatMulDataset final : public GEMMLowpFusedOffsetOutputDataset
{
public:
    SmallGEMMLowpFusedBatchedMatMulDataset()
    {
        add_config(TensorShape(4U, 3U), TensorShape(2U, 4U), TensorShape(2U, 3U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(12U, 15U), TensorShape(7U, 12U), TensorShape(7U, 15U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(59U, 17U), TensorShape(36U, 59U), TensorShape(36U, 17U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(2U, 4U, 3U), TensorShape(5U, 2U, 3U), TensorShape(5U, 4U, 3U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(15U, 7U, 3U), TensorShape(29U, 15U, 3U), TensorShape(29U, 7U, 3U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(56U, 17U, 32U), TensorShape(5U, 56U, 32U), TensorShape(5U, 17U, 32U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(13U, 256U, 32U), TensorShape(19U, 13U, 32U), TensorShape(19U, 256U, 32U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
    }
};

class SmallGEMMLowpFusedOffsetOutputOutput3DUint8Dataset final : public GEMMLowpFusedOffsetOutputDataset
{
public:
    SmallGEMMLowpFusedOffsetOutputOutput3DUint8Dataset()
    {
        add_config(TensorShape(21U, 1421U, 33U), TensorShape(34U, 21U), TensorShape(34U, 7U, 203U, 33U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(31U, 102U, 55U), TensorShape(23U, 31U), TensorShape(23U, 1U, 102U, 55U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(38U, 1200U, 77U), TensorShape(21U, 38U), TensorShape(21U, 4U, 300U, 77U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(32U, 103U, 99U), TensorShape(17U, 32U), TensorShape(17U, 1U, 103U, 99U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(16U, 1600U, 111U), TensorShape(8U, 16U), TensorShape(8U, 8U, 200U, 111U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(16U, 1600U, 113U), TensorShape(8U, 16U), TensorShape(8U, 8U, 200U, 113U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
    }
};

class SmallGEMMLowpFusedOffsetOutputInputOutput3DUint8Dataset final : public GEMMLowpFusedOffsetOutputDataset
{
public:
    SmallGEMMLowpFusedOffsetOutputInputOutput3DUint8Dataset()
    {
        add_config(TensorShape(21U, 7U, 203U, 33U), TensorShape(34U, 21U), TensorShape(34U, 7U, 203U, 33U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(31U, 1U, 102U, 55U), TensorShape(23U, 31U), TensorShape(23U, 1U, 102U, 55U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(38U, 4U, 300U, 77U), TensorShape(21U, 38U), TensorShape(21U, 4U, 300U, 77U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(32U, 1U, 103U, 99U), TensorShape(17U, 32U), TensorShape(17U, 1U, 103U, 99U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(16U, 8U, 200U, 111U), TensorShape(8U, 16U), TensorShape(8U, 8U, 200U, 111U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(16U, 8U, 200U, 113U), TensorShape(8U, 16U), TensorShape(8U, 8U, 200U, 113U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
    }
};

class SmallGEMMLowpFusedOffsetOutputInt8Dataset final : public GEMMLowpFusedOffsetOutputDataset
{
public:
    SmallGEMMLowpFusedOffsetOutputInt8Dataset()
    {
        add_config(TensorShape(21U, 1U), TensorShape(1U, 21U), TensorShape(1U, 1U), GEMMLowpOutputStageType::QUANTIZE_DOWN);
        add_config(TensorShape(31U, 3U), TensorShape(72U, 31U), TensorShape(72U, 3U), GEMMLowpOutputStageType::QUANTIZE_DOWN);
        add_config(TensorShape(52U, 26U), TensorShape(33U, 52U), TensorShape(33U, 26U), GEMMLowpOutputStageType::QUANTIZE_DOWN);
        add_config(TensorShape(38U, 43U), TensorShape(21U, 38U), TensorShape(21U, 43U), GEMMLowpOutputStageType::QUANTIZE_DOWN);
        add_config(TensorShape(21U, 13U), TensorShape(33U, 21U), TensorShape(33U, 13U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(52U, 26U), TensorShape(33U, 52U), TensorShape(33U, 26U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(38U, 43U), TensorShape(21U, 38U), TensorShape(21U, 43U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(32U, 72U), TensorShape(17U, 32U), TensorShape(17U, 72U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
    }
};

class LargeGEMMLowpFusedOffsetOutputUint8Dataset final : public GEMMLowpFusedOffsetOutputDataset
{
public:
    LargeGEMMLowpFusedOffsetOutputUint8Dataset()
    {
        add_config(TensorShape(923U, 429U), TensorShape(871U, 923U), TensorShape(871U, 429U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(873U, 513U), TensorShape(784U, 873U), TensorShape(784U, 513U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(1021U, 973U), TensorShape(783U, 1021U), TensorShape(783U, 973U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(941U, 1011U), TensorShape(623U, 941U), TensorShape(623U, 1011U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(681U, 1023U), TensorShape(213U, 681U), TensorShape(213U, 1023U),GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);

    }
};

class LargeGEMMLowpFusedOffsetOutputInt8Dataset final : public GEMMLowpFusedOffsetOutputDataset
{
public:
    LargeGEMMLowpFusedOffsetOutputInt8Dataset()
    {
        add_config(TensorShape(923U, 1U, 15U), TensorShape(871U, 923U, 15U), TensorShape(871U, 1U, 15U), GEMMLowpOutputStageType::QUANTIZE_DOWN);
        add_config(TensorShape(873U, 7U), TensorShape(784U, 873U), TensorShape(784U, 7U), GEMMLowpOutputStageType::QUANTIZE_DOWN);
        add_config(TensorShape(697U, 872U), TensorShape(563U, 697U), TensorShape(563U, 872U), GEMMLowpOutputStageType::QUANTIZE_DOWN);
        add_config(TensorShape(681U, 1023U), TensorShape(213U, 681U), TensorShape(213U, 1023U), GEMMLowpOutputStageType::QUANTIZE_DOWN);
        add_config(TensorShape(923U, 1U), TensorShape(871U, 923U), TensorShape(871U, 1U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(873U, 7U), TensorShape(784U, 873U), TensorShape(784U, 7U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(697U, 872U), TensorShape(563U, 697U), TensorShape(563U, 872U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
        add_config(TensorShape(1021U, 973U), TensorShape(783U, 1021U), TensorShape(783U, 973U), GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT);
    }
};
} // namespace datasets
} // namespace test
} // namespace arm_compute
#endif // ACL_TESTS_DATASETS_GEMMLOWPFUSEDOFFSETOUTPUTDATASET_H