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-rw-r--r--tests/validation/NEON/PoolingLayer.cpp148
1 files changed, 119 insertions, 29 deletions
diff --git a/tests/validation/NEON/PoolingLayer.cpp b/tests/validation/NEON/PoolingLayer.cpp
index 24e552ed0c..161fe627cc 100644
--- a/tests/validation/NEON/PoolingLayer.cpp
+++ b/tests/validation/NEON/PoolingLayer.cpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2017-2021 Arm Limited.
+ * Copyright (c) 2017-2021, 2023-2024 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -24,7 +24,6 @@
#include "arm_compute/core/Types.h"
#include "arm_compute/runtime/NEON/functions/NEPoolingLayer.h"
#include "arm_compute/runtime/Tensor.h"
-#include "arm_compute/runtime/TensorAllocator.h"
#include "tests/NEON/Accessor.h"
#include "tests/PaddingCalculator.h"
#include "tests/datasets/PoolingLayerDataset.h"
@@ -81,6 +80,14 @@ const auto qasymm8_signed_out_qinfo_dataset = framework::dataset::make("OutputQu
QuantizationInfo(.1f, -5), // Multiplier <= 1
QuantizationInfo(2.f, -3) // Multiplier > 1
});
+
+// Cases where pooling region is completely outside the input tensor (excluding global pooling)
+const auto pool_outside_input_dataset = zip(zip(zip(zip(
+ framework::dataset::make("Shape", { TensorShape{ 2U, 2U, 1U }, TensorShape{ 2U, 2U, 4U }, TensorShape{ 3U, 5U, 2U }, TensorShape{ 10U, 20U, 3U } }),
+ framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG, PoolingType::L2, PoolingType::MAX })),
+ framework::dataset::make("PoolingSize", { Size2D{ 2, 2 }, Size2D{ 3, 3 }, Size2D{ 2, 2 }, Size2D{ 3, 6 } })),
+ framework::dataset::make("PadStride", { PadStrideInfo{ 1, 1, 2, 2 }, PadStrideInfo{ 1, 1, 4, 4 }, PadStrideInfo{ 1, 1, 3, 3 }, PadStrideInfo{ 1, 1, 2, 5 } })),
+ framework::dataset::make("ExcludePadding", { false, false, false, false }));
} // namespace
TEST_SUITE(NEON)
@@ -97,7 +104,10 @@ DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32), // Invalid output Global Pooling
TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::QASYMM8), // Invalid exclude_padding = false with quantized type, no actual padding and NHWC
TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32),
- }),
+ TensorInfo(TensorShape(1U, 16U, 1U), 1, DataType::F32),
+ TensorInfo(TensorShape(112, 112, 64,1), 1, DataType::F32, DataLayout::NHWC), // Mismatching number of channels
+ TensorInfo(TensorShape(112, 112, 64,1), 1, DataType::F32, DataLayout::NHWC), // Mismatching width
+ }),
framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F16),
TensorInfo(TensorShape(25U, 10U, 2U), 1, DataType::F32),
TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32),
@@ -106,7 +116,11 @@ DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
TensorInfo(TensorShape(2U, 2U, 5U), 1, DataType::F32),
TensorInfo(TensorShape(12U, 12U, 5U), 1, DataType::QASYMM8),
TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
- })),
+ TensorInfo(TensorShape(1U, 15U, 1U), 1, DataType::F32),
+ TensorInfo(TensorShape(56, 56, 64,1), 1, DataType::F32, DataLayout::NHWC),
+ TensorInfo(TensorShape(56, 51, 64,1), 1, DataType::F32, DataLayout::NHWC),
+
+ })),
framework::dataset::make("PoolInfo", { PoolingLayerInfo(PoolingType::AVG, 3, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 0)),
PoolingLayerInfo(PoolingType::AVG, 3, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 0)),
PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NCHW, PadStrideInfo(1, 1, 2, 0)),
@@ -115,8 +129,12 @@ DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
PoolingLayerInfo(PoolingType::MAX, DataLayout::NCHW),
PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NHWC, PadStrideInfo(), false),
PoolingLayerInfo(PoolingType::AVG, DataLayout::NCHW),
+ PoolingLayerInfo(PoolingType::MAX, 2, DataLayout::NHWC, PadStrideInfo(1, 1, 0, 0), false),
+ PoolingLayerInfo(PoolingType::MAX,3,DataLayout::NHWC,PadStrideInfo(2,2,1,1)),
+ PoolingLayerInfo(PoolingType::MAX,3,DataLayout::NHWC,PadStrideInfo(2,2,1,1)),
+
})),
- framework::dataset::make("Expected", { false, false, false, false, true, false, false, false, true })),
+ framework::dataset::make("Expected", { false, false, false, false, true, false, true, false, false, false, false})),
input_info, output_info, pool_info, expected)
{
bool is_valid = bool(NEPoolingLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), pool_info));
@@ -130,6 +148,8 @@ using NEPoolingLayerIndicesFixture = PoolingLayerIndicesValidationFixture<Tensor
template <typename T>
using NEPoolingLayerFixture = PoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T>;
+template <typename T>
+using NEPoolingLayerMixedDataLayoutFixture = PoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T, true>;
template <typename T>
using NESpecialPoolingLayerFixture = SpecialPoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T>;
@@ -137,27 +157,37 @@ using NESpecialPoolingLayerFixture = SpecialPoolingLayerValidationFixture<Tensor
const auto PoolingLayerIndicesDatasetFPSmall = combine(combine(combine(framework::dataset::make("PoolType", { PoolingType::MAX }), framework::dataset::make("PoolingSize", { Size2D(2, 2) })),
framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0) })),
framework::dataset::make("ExcludePadding", { true, false }));
-
+const auto PoolingLayerKernelIndicesDatasetFPSmall = combine(combine(combine(framework::dataset::make("PoolType", { PoolingType::MAX }), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(7, 7) })),
+ framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 1, 1, 1) })),
+ framework::dataset::make("ExcludePadding", { false }));
TEST_SUITE(Float)
TEST_SUITE(FP32)
-FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), combine(PoolingLayerIndicesDatasetFPSmall,
- framework::dataset::make("DataType",
- DataType::F32))),
- framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })
-
- ))
+FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallNoneUnitShapes(),
+ combine(PoolingLayerIndicesDatasetFPSmall,
+ framework::dataset::make("DataType", DataType::F32))),
+ framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+ framework::dataset::make("UseKernelIndices", { false })))
+{
+ // Validate output
+ validate(Accessor(_target), _reference, tolerance_f32);
+ validate(Accessor(_target_indices), _ref_indices);
+}
+FIXTURE_DATA_TEST_CASE(RunKernelIndices, NEPoolingLayerIndicesFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallNoneUnitShapes(),
+ combine(PoolingLayerKernelIndicesDatasetFPSmall,
+ framework::dataset::make("DataType", DataType::F32))),
+ framework::dataset::make("DataLayout", { DataLayout::NHWC })),
+ framework::dataset::make("UseKernelIndices", { true })))
{
// Validate output
validate(Accessor(_target), _reference, tolerance_f32);
validate(Accessor(_target_indices), _ref_indices);
}
-
FIXTURE_DATA_TEST_CASE(RunSpecial, NESpecialPoolingLayerFixture<float>, framework::DatasetMode::ALL, datasets::PoolingLayerDatasetSpecial() * framework::dataset::make("DataType", DataType::F32))
{
// Validate output
validate(Accessor(_target), _reference, tolerance_f32);
}
-FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFPSmall,
+FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(), combine(PoolingLayerDatasetFPSmall,
framework::dataset::make("DataType",
DataType::F32))),
pool_data_layout_dataset))
@@ -165,6 +195,17 @@ FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerFixture<float>, framework::Datase
// Validate output
validate(Accessor(_target), _reference, tolerance_f32);
}
+FIXTURE_DATA_TEST_CASE(RunMixedDataLayout, NEPoolingLayerMixedDataLayoutFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(),
+ combine(combine(combine(combine(datasets::PoolingTypes(),
+ framework::dataset::make("PoolingSize", { Size2D(2, 2) })),
+ framework::dataset::make("PadStride", { PadStrideInfo(2, 1, 0, 0) })),
+ framework::dataset::make("ExcludePadding", { false })),
+ framework::dataset::make("DataType", DataType::F32))),
+ pool_data_layout_dataset))
+{
+ // Validate output
+ validate(Accessor(_target), _reference, tolerance_f32);
+}
FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP,
framework::dataset::make("DataType",
DataType::F32))),
@@ -173,11 +214,32 @@ FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<float>, framework::Datase
// Validate output
validate(Accessor(_target), _reference, tolerance_f32);
}
+TEST_SUITE(CornerCases)
+FIXTURE_DATA_TEST_CASE(PoolRegionCompletelyOutsideInput, NEPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(pool_outside_input_dataset,
+ framework::dataset::make("DataType",
+ DataType::F32)),
+ pool_data_layout_dataset))
+{
+ // Validate output
+ validate(Accessor(_target), _reference, tolerance_f32);
+}
+TEST_SUITE_END() // CornerCases
TEST_SUITE_END() // FP32
#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)
-FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFPSmall,
+FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallNoneUnitShapes(),
+ combine(PoolingLayerIndicesDatasetFPSmall,
+ framework::dataset::make("DataType",
+ DataType::F16))),
+ framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+ framework::dataset::make("UseKernelIndices", { false })))
+{
+ // Validate output
+ validate(Accessor(_target), _reference, tolerance_f16);
+ validate(Accessor(_target_indices), _ref_indices);
+}
+FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(), combine(PoolingLayerDatasetFPSmall,
framework::dataset::make("DataType", DataType::F16))),
pool_data_layout_dataset))
{
@@ -191,6 +253,16 @@ FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<half>, framework::Dataset
// Validate output
validate(Accessor(_target), _reference, tolerance_f16);
}
+TEST_SUITE(CornerCases)
+FIXTURE_DATA_TEST_CASE(PoolRegionCompletelyOutsideInput, NEPoolingLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(pool_outside_input_dataset,
+ framework::dataset::make("DataType",
+ DataType::F16)),
+ pool_data_layout_dataset))
+{
+ // Validate output
+ validate(Accessor(_target), _reference, tolerance_f16);
+}
+TEST_SUITE_END() // CornerCases
TEST_SUITE_END() // FP16
#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
TEST_SUITE_END() // Float
@@ -199,9 +271,11 @@ TEST_SUITE(Quantized)
template <typename T>
using NEPoolingLayerQuantizedFixture = PoolingLayerValidationQuantizedFixture<Tensor, Accessor, NEPoolingLayer, T>;
+template <typename T>
+using NEPoolingLayerQuantizedMixedDataLayoutFixture = PoolingLayerValidationQuantizedFixture<Tensor, Accessor, NEPoolingLayer, T, true>;
TEST_SUITE(QASYMM8)
-FIXTURE_DATA_TEST_CASE(RunSmallNCHW, NEPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
+FIXTURE_DATA_TEST_CASE(RunSmallNCHW, NEPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(),
combine(PoolingLayerDatasetQASYMM8Small,
framework::dataset::make("DataType", DataType::QASYMM8))),
framework::dataset::make("DataLayout", { DataLayout::NCHW })),
@@ -211,7 +285,7 @@ FIXTURE_DATA_TEST_CASE(RunSmallNCHW, NEPoolingLayerQuantizedFixture<uint8_t>, fr
// Validate output
validate(Accessor(_target), _reference, tolerance_qasymm8);
}
-FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
+FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(),
combine(PoolingLayerDatasetQASYMM8Small,
framework::dataset::make("DataType", DataType::QASYMM8))),
framework::dataset::make("DataLayout", { DataLayout::NHWC })),
@@ -221,24 +295,40 @@ FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerQuantizedFixture<uint8_t>, framew
// Validate output
validate(Accessor(_target), _reference, tolerance_qasymm8);
}
-TEST_SUITE_END() // QASYMM8
-TEST_SUITE(QASYMM8_SIGNED)
-FIXTURE_DATA_TEST_CASE(RunSmallNCHW, NEPoolingLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
- combine(PoolingLayerDatasetQASYMM8Small,
- framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))),
- framework::dataset::make("DataLayout", { DataLayout::NCHW })),
- qasymm8_signed_in_qinfo_dataset),
- qasymm8_signed_in_qinfo_dataset))
+FIXTURE_DATA_TEST_CASE(RunMixedDataLayout, NEPoolingLayerQuantizedMixedDataLayoutFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(),
+ combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }),
+ framework::dataset::make("PoolingSize", { Size2D(2, 2) })),
+ framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })),
+ framework::dataset::make("ExcludePadding", { true })),
+ framework::dataset::make("DataType", DataType::QASYMM8))),
+ framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW })),
+ framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 255.f, 10) })),
+ framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 255.f, 5) })))
{
// Validate output
- validate(Accessor(_target), _reference, tolerance_qasymm8_s);
+ validate(Accessor(_target), _reference, tolerance_qasymm8);
}
-FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
+TEST_SUITE_END() // QASYMM8
+TEST_SUITE(QASYMM8_SIGNED)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(),
combine(PoolingLayerDatasetQASYMM8Small,
framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))),
- framework::dataset::make("DataLayout", { DataLayout::NHWC })),
+ framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
qasymm8_signed_in_qinfo_dataset),
- qasymm8_signed_out_qinfo_dataset))
+ qasymm8_signed_in_qinfo_dataset))
+{
+ // Validate output
+ validate(Accessor(_target), _reference, tolerance_qasymm8_s);
+}
+FIXTURE_DATA_TEST_CASE(RunMixedDataLayout, NEPoolingLayerQuantizedMixedDataLayoutFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(),
+ combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }),
+ framework::dataset::make("PoolingSize", { Size2D(2, 2) })),
+ framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })),
+ framework::dataset::make("ExcludePadding", { true })),
+ framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))),
+ framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW })),
+ framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 127.f, -10) })),
+ framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 127.f, -10) })))
{
// Validate output
validate(Accessor(_target), _reference, tolerance_qasymm8_s);
generated by cgit v1.2.1 (git 2.23.0) at 2024-05-05 22:22:03 +0000