From fcf6f4e5a94ff8a16efe3171bf36ca69840cd3c5 Mon Sep 17 00:00:00 2001 From: Sheri Zhang Date: Thu, 25 Jun 2020 20:01:00 +0100 Subject: COMPMID-3477: Remove padding from NEPixelWiseMultiplicationKernel Remove padding from all NEPixelWiseMultiplicationKernel functions. Add test case for U8_U8_S16(input1,input2,output). Add reference code for U8_U8_S16(input1,input2,output). Remove window shrink test from NormalizationLayer. Signed-off-by: Sheri Zhang Change-Id: I28d89790c5527a42f918814a0ee3d6ec4c273532 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3468 Comments-Addressed: Arm Jenkins Tested-by: Arm Jenkins Reviewed-by: Michele Di Giorgio --- tests/validation/NEON/NormalizationLayer.cpp | 9 +-- tests/validation/NEON/PixelWiseMultiplication.cpp | 74 ++++++++++++++++------ .../fixtures/PixelWiseMultiplicationFixture.h | 21 +++--- .../reference/PixelWiseMultiplication.cpp | 29 +++++++++ 4 files changed, 96 insertions(+), 37 deletions(-) (limited to 'tests') diff --git a/tests/validation/NEON/NormalizationLayer.cpp b/tests/validation/NEON/NormalizationLayer.cpp index f72d156e9f..e4f7207943 100644 --- a/tests/validation/NEON/NormalizationLayer.cpp +++ b/tests/validation/NEON/NormalizationLayer.cpp @@ -68,24 +68,21 @@ DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Even normalization TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Non implemented IN_MAP_2D - TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), }), framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16), TensorInfo(TensorShape(27U, 11U, 2U), 1, DataType::F32), TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), - TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), })), framework::dataset::make("NormInfo", { NormalizationLayerInfo(NormType::IN_MAP_1D, 5), NormalizationLayerInfo(NormType::IN_MAP_1D, 5), NormalizationLayerInfo(NormType::IN_MAP_1D, 4), NormalizationLayerInfo(NormType::IN_MAP_2D, 5), - NormalizationLayerInfo(NormType::IN_MAP_1D, 5), NormalizationLayerInfo(NormType::CROSS_MAP, 1), })), - framework::dataset::make("Expected", { false, false, false, false, false, true })), + framework::dataset::make("Expected", { false, false, false, true, true })), input_info, output_info, norm_info, expected) { bool is_valid = bool(NENormalizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), norm_info)); @@ -110,9 +107,7 @@ DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::Sma NENormalizationLayer norm; norm.configure(&src, &dst, info); - // To enable check on src as soon as NEPixelWiseMultiplicationKernel stops using padding anymore: COMPMID-3477 - //validate(src.info()->padding(), PaddingSize(0,0,0,0)); - validate(dst.info()->padding(), PaddingSize()); + validate(src.info()->padding(), PaddingSize(0, 0, 0, 0)); } template diff --git a/tests/validation/NEON/PixelWiseMultiplication.cpp b/tests/validation/NEON/PixelWiseMultiplication.cpp index 9c0417b9ea..29eaf0cfc9 100644 --- a/tests/validation/NEON/PixelWiseMultiplication.cpp +++ b/tests/validation/NEON/PixelWiseMultiplication.cpp @@ -83,16 +83,17 @@ const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true }) // *INDENT-OFF* // clang-format off -#define PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(TEST_NAME, FIXTURE, MODE, SHAPES, DT1, DT2, SCALE, RP, INPLACE_DATASET, VALIDATE) \ - FIXTURE_DATA_TEST_CASE(TEST_NAME, NEPixelWiseMultiplication##FIXTURE, framework::DatasetMode::MODE, \ - combine(combine(combine(combine(combine(combine( \ +#define PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(TEST_NAME, FIXTURE, MODE, SHAPES, DT1, DT2, DT3, SCALE, RP, INPLACE_DATASET, VALIDATE) \ + FIXTURE_DATA_TEST_CASE(TEST_NAME, NEPixelWiseMultiplication##FIXTURE, framework::DatasetMode::MODE, \ + combine(combine(combine(combine(combine(combine(combine( \ datasets::SHAPES, \ framework::dataset::make("DataType1", DataType::DT1)), \ framework::dataset::make("DataType2", DataType::DT2)), \ + framework::dataset::make("DataType3", DataType::DT3)), \ framework::dataset::make("Scale", std::move(SCALE))), \ datasets::ConvertPolicies()), \ - framework::dataset::make("RoundingPolicy", RoundingPolicy::RP)), \ - (INPLACE_DATASET))) \ + framework::dataset::make("RoundingPolicy", RoundingPolicy::RP)), \ + (INPLACE_DATASET))) \ { \ VALIDATE \ } @@ -115,6 +116,7 @@ template using NEPixelWiseMultiplicationToF32Fixture = PixelWiseMultiplicationValidationFixture; template using NEPixelWiseMultiplicationBroadcastFixture = PixelWiseMultiplicationBroadcastValidationFixture; +using NEPixelWiseMultiplicationU8U8ToS16Fixture = PixelWiseMultiplicationValidationFixture; TEST_SUITE(NEON) TEST_SUITE(PixelWiseMultiplication) @@ -193,7 +195,7 @@ DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip( ConvertPolicy::WRAP, })), - framework::dataset::make("Expected", { true, true, false, false, false, false, false, false, true , false, false, true, false })), + framework::dataset::make("Expected", { true, true, true, false, false, false, false, false, true , false, false, true, false })), input1_info, input2_info, output_info, scale, policy, expected) { bool has_error = bool(NEPixelWiseMultiplication::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), scale, policy, RoundingPolicy::TO_ZERO)); @@ -376,18 +378,48 @@ FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16ToS32Fixture, f TEST_SUITE_END() // QSYMM16toS32 TEST_SUITE_END() // Quantized +TEST_SUITE(U8U8toS16) + +FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationU8U8ToS16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), + framework::dataset::make("DataTypeIn1", DataType::U8)), + framework::dataset::make("DataTypeIn2", DataType::U8)), + framework::dataset::make("DataTypeOut", DataType::S16)), + framework::dataset::make("Scale", { scale_255 })), + datasets::ConvertPolicies()), + framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_UP)), + framework::dataset::make("InPlace", { false }))) +{ + // Validate output + validate_wrap(Accessor(_target), _reference, AbsoluteTolerance(1), 0.f); +} + +FIXTURE_DATA_TEST_CASE(RunSmall1, NEPixelWiseMultiplicationU8U8ToS16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), + framework::dataset::make("DataTypeIn1", DataType::U8)), + framework::dataset::make("DataTypeIn2", DataType::U8)), + framework::dataset::make("DataTypeOut", DataType::S16)), + framework::dataset::make("Scale", { scale_other })), + datasets::ConvertPolicies()), + framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_ZERO)), + framework::dataset::make("InPlace", { false }))) +{ + // Validate output + validate(Accessor(_target), _reference); +} + +TEST_SUITE_END() // U8U8toS16 + TEST_SUITE(U8toU8) TEST_SUITE(Scale255) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture, ALL, SmallShapes(), U8, U8, scale_255, TO_NEAREST_UP, InPlaceDataSet, WRAP_VALIDATE(uint8_t, 1)) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture, ALL, SmallShapes(), U8, U8, U8, scale_255, TO_NEAREST_UP, InPlaceDataSet, WRAP_VALIDATE(uint8_t, 1)) TEST_SUITE_END() // Scale255 TEST_SUITE(ScaleUnity) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture, ALL, SmallShapes(), U8, U8, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture, ALL, SmallShapes(), U8, U8, U8, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleUnity TEST_SUITE(ScaleOther) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture, ALL, SmallShapes(), U8, U8, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture, ALL, SmallShapes(), U8, U8, U8, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleOther TEST_SUITE_END() // U8toU8 @@ -395,16 +427,18 @@ TEST_SUITE_END() // U8toU8 TEST_SUITE(U8toS16) TEST_SUITE(Scale255) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), U8, S16, scale_255, TO_NEAREST_UP, framework::dataset::make("InPlace", { false }), +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), U8, S16, S16, scale_255, TO_NEAREST_UP, framework::dataset::make("InPlace", { false }), WRAP_VALIDATE(int16_t, 2)) TEST_SUITE_END() // Scale255 TEST_SUITE(ScaleUnity) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), U8, S16, scale_unity, TO_ZERO, framework::dataset::make("InPlace", { false }), DEFAULT_VALIDATE) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), U8, S16, S16, scale_unity, TO_ZERO, framework::dataset::make("InPlace", { false }), + DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleUnity TEST_SUITE(ScaleOther) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), U8, S16, scale_other, TO_ZERO, framework::dataset::make("InPlace", { false }), DEFAULT_VALIDATE) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), U8, S16, S16, scale_other, TO_ZERO, framework::dataset::make("InPlace", { false }), + DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleOther TEST_SUITE_END() // U8toS16 @@ -412,15 +446,15 @@ TEST_SUITE_END() // U8toS16 TEST_SUITE(S16toS16) TEST_SUITE(Scale255) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), S16, S16, scale_255, TO_NEAREST_UP, InPlaceDataSet, WRAP_VALIDATE(int16_t, 2)) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), S16, S16, S16, scale_255, TO_NEAREST_UP, InPlaceDataSet, WRAP_VALIDATE(int16_t, 2)) TEST_SUITE_END() // Scale255 TEST_SUITE(ScaleUnity) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), S16, S16, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), S16, S16, S16, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleUnity TEST_SUITE(ScaleOther) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), S16, S16, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), S16, S16, S16, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleOther TEST_SUITE_END() // S16toS16 @@ -429,7 +463,7 @@ TEST_SUITE_END() // S16toS16 TEST_SUITE(F16toF16) TEST_SUITE(Scale255) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF16Fixture, ALL, SmallShapes(), F16, F16, scale_255, TO_NEAREST_UP, InPlaceDataSet, VALIDATE(float, 1.f)) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF16Fixture, ALL, SmallShapes(), F16, F16, F16, scale_255, TO_NEAREST_UP, InPlaceDataSet, VALIDATE(float, 1.f)) TEST_SUITE_END() // Scale255 TEST_SUITE_END() // F16toF16 @@ -438,21 +472,21 @@ TEST_SUITE_END() // F16toF16 TEST_SUITE(F32toF32) TEST_SUITE(Scale255) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture, ALL, SmallShapes(), F32, F32, scale_255, TO_NEAREST_UP, InPlaceDataSet, VALIDATE(float, 1.f)) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture, ALL, SmallShapes(), F32, F32, F32, scale_255, TO_NEAREST_UP, InPlaceDataSet, VALIDATE(float, 1.f)) TEST_SUITE_END() // Scale255 TEST_SUITE(ScaleUnity) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture, ALL, SmallShapes(), F32, F32, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture, ALL, SmallShapes(), F32, F32, F32, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleUnity TEST_SUITE(ScaleOther) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture, ALL, SmallShapes(), F32, F32, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture, ALL, SmallShapes(), F32, F32, F32, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleOther TEST_SUITE_END() // F32toF32 TEST_SUITE(Broadcast) -PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, BroadcastFixture, ALL, SmallShapesBroadcast(), F32, F32, scale_255, TO_NEAREST_UP, framework::dataset::make("InPlace", { false }), +PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, BroadcastFixture, ALL, SmallShapesBroadcast(), F32, F32, F32, scale_255, TO_NEAREST_UP, framework::dataset::make("InPlace", { false }), VALIDATE(float, 1.f)) TEST_SUITE_END() // Broadcast diff --git a/tests/validation/fixtures/PixelWiseMultiplicationFixture.h b/tests/validation/fixtures/PixelWiseMultiplicationFixture.h index 315c8403b2..3869c35246 100644 --- a/tests/validation/fixtures/PixelWiseMultiplicationFixture.h +++ b/tests/validation/fixtures/PixelWiseMultiplicationFixture.h @@ -139,27 +139,28 @@ protected: bool _is_inplace{ false }; }; -template -class PixelWiseMultiplicationValidationFixture : public PixelWiseMultiplicationGenericValidationFixture +template +class PixelWiseMultiplicationValidationFixture : public PixelWiseMultiplicationGenericValidationFixture { public: template - void setup(const TensorShape &shape, DataType dt_in1, DataType dt_in2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, bool is_inplace) + void setup(const TensorShape &shape, DataType dt_in1, DataType dt_in2, DataType dt_out, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, bool is_inplace) { - PixelWiseMultiplicationGenericValidationFixture::setup(shape, shape, dt_in1, dt_in2, dt_in2, scale, convert_policy, rounding_policy, - QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), ActivationLayerInfo(), is_inplace); + PixelWiseMultiplicationGenericValidationFixture::setup(shape, shape, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, + QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), ActivationLayerInfo(), is_inplace); } }; -template -class PixelWiseMultiplicationBroadcastValidationFixture : public PixelWiseMultiplicationGenericValidationFixture +template +class PixelWiseMultiplicationBroadcastValidationFixture : public PixelWiseMultiplicationGenericValidationFixture { public: template - void setup(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, bool is_inplace) + void setup(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, DataType dt_out, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, + bool is_inplace) { - PixelWiseMultiplicationGenericValidationFixture::setup(shape0, shape1, dt_in1, dt_in2, dt_in2, scale, convert_policy, rounding_policy, - QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), ActivationLayerInfo(), is_inplace); + PixelWiseMultiplicationGenericValidationFixture::setup(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, + QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), ActivationLayerInfo(), is_inplace); } }; diff --git a/tests/validation/reference/PixelWiseMultiplication.cpp b/tests/validation/reference/PixelWiseMultiplication.cpp index 3e21fca72a..0ee8dee808 100644 --- a/tests/validation/reference/PixelWiseMultiplication.cpp +++ b/tests/validation/reference/PixelWiseMultiplication.cpp @@ -177,6 +177,34 @@ SimpleTensor pixel_wise_multiplication(const SimpleTensor &src return dst; } +template <> +SimpleTensor pixel_wise_multiplication(const SimpleTensor &src1, const SimpleTensor &src2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, + DataType dt_out, const QuantizationInfo &qout) +{ + SimpleTensor dst(TensorShape::broadcast_shape(src1.shape(), src2.shape()), dt_out, 1, qout); + + if(src1.data_type() == DataType::QASYMM8 && src2.data_type() == DataType::QASYMM8) + { + SimpleTensor src1_tmp = convert_from_asymmetric(src1); + SimpleTensor src2_tmp = convert_from_asymmetric(src2); + SimpleTensor dst_tmp = pixel_wise_multiplication(src1_tmp, src2_tmp, scale, convert_policy, rounding_policy, DataType::F32, qout); + dst = convert_to_symmetric(dst_tmp, qout); + } + else + { + if(scale < 0) + { + ARM_COMPUTE_ERROR("Scale of pixel-wise multiplication must be non-negative"); + } + + Coordinates id_src1{}; + Coordinates id_src2{}; + Coordinates id_dst{}; + BroadcastUnroll::unroll(src1, src2, dst, scale, convert_policy, rounding_policy, id_src1, id_src2, id_dst); + } + return dst; +} + template <> SimpleTensor pixel_wise_multiplication(const SimpleTensor &src1, const SimpleTensor &src2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, DataType dt_out, const QuantizationInfo &qout) @@ -234,6 +262,7 @@ SimpleTensor pixel_wise_multiplication(const SimpleTensor &src } // *INDENT-OFF* // clang-format off +template SimpleTensor pixel_wise_multiplication(const SimpleTensor &src1, const SimpleTensor &src2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, DataType dt_out, const QuantizationInfo &qout); template SimpleTensor pixel_wise_multiplication(const SimpleTensor &src1, const SimpleTensor &src2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, DataType dt_out, const QuantizationInfo &qout); template SimpleTensor pixel_wise_multiplication(const SimpleTensor &src1, const SimpleTensor &src2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, DataType dt_out, const QuantizationInfo &qout); template SimpleTensor pixel_wise_multiplication(const SimpleTensor &src1, const SimpleTensor &src2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, DataType dt_out, const QuantizationInfo &qout); -- cgit v1.2.1