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Diffstat (limited to 'tests/validation/CL/DepthwiseConvolutionLayer.cpp')
-rw-r--r--tests/validation/CL/DepthwiseConvolutionLayer.cpp248
1 files changed, 162 insertions, 86 deletions
diff --git a/tests/validation/CL/DepthwiseConvolutionLayer.cpp b/tests/validation/CL/DepthwiseConvolutionLayer.cpp
index 04612a689d..d4dbcec9d9 100644
--- a/tests/validation/CL/DepthwiseConvolutionLayer.cpp
+++ b/tests/validation/CL/DepthwiseConvolutionLayer.cpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2017-2023 Arm Limited.
+ * Copyright (c) 2017-2024 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -54,7 +54,9 @@ constexpr float tolerance_num = 0.05f; /**<
const auto depth_multipliers = make("DepthMultiplier", { 1, 4 });
const auto large_depth_multipliers = make("DepthMultiplier", { 2, 5, 8 });
-//Activation Functions
+// Activation Functions
+const auto NoActivation = make("ActivationInfo", ActivationLayerInfo());
+
const auto ActivationFunctionsSmallDataset = make("ActivationInfo",
{
ActivationLayerInfo(),
@@ -77,11 +79,19 @@ const auto ActivationFunctionsDataset = make("ActivationInfo",
ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::GELU)
});
+const auto ActivationFunctionsQuantizedSmallDataset = make("ActivationInfo",
+{
+ ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 2.f, 0.f)
+});
+
const auto ActivationFunctionsQuantizedDataset = make("ActivationInfo",
{
ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU),
ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 2.3f, -1.5f),
});
+
+const auto IgnoredQuantizationInfo = make("IgnoredQuantizationInfo", QuantizationInfo());
+
} // namespace
TEST_SUITE(CL)
@@ -507,24 +517,35 @@ TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)
TEST_SUITE(Generic)
FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
- combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
- depth_multipliers),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 128), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(1.f, 128) })),
- make("DataLayout", { DataLayout::NHWC })), // NCHW is tested with int8
- ActivationFunctionsSmallDataset))
+ combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NHWC }), // NCHW is tested with int8
+ NoActivation))
+{
+ validate(CLAccessor(_target), _reference, tolerance_qasymm8);
+}
+FIXTURE_DATA_TEST_CASE_NEW(RunSmallWithActivation, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 128), QuantizationInfo(2.2f, 10) }),
+ make("DstQuantizationInfo", { QuantizationInfo(1.f, 128) }),
+ make("DataLayout", { DataLayout::NHWC }), // NCHW is tested with int8
+ ActivationFunctionsQuantizedSmallDataset))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
- large_depth_multipliers),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.7f, 2) })),
- make("DataLayout", { DataLayout::NHWC })),
- make("ActivationInfo", ActivationLayerInfo())))
+ combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
+ large_depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NHWC }),
+ NoActivation))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
@@ -545,24 +566,35 @@ FIXTURE_DATA_TEST_CASE_NEW(RunActivations, CLDepthwiseConvolutionLayerQuantizedF
}
TEST_SUITE(Dilation)
FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
- combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
- depth_multipliers),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.8, 1) })),
- make("DataLayout", { DataLayout::NHWC })), // NCHW is tested with int8
- ActivationFunctionsSmallDataset))
+ combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NHWC }), // NCHW is tested with int8
+ NoActivation))
+{
+ validate(CLAccessor(_target), _reference, tolerance_qasymm8);
+}
+FIXTURE_DATA_TEST_CASE_NEW(RunSmallWithActivation, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) }),
+ make("DstQuantizationInfo", { QuantizationInfo(0.8, 1) }),
+ make("DataLayout", { DataLayout::NHWC }), // NCHW is tested with int8
+ ActivationFunctionsQuantizedSmallDataset))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
- large_depth_multipliers),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(1.3f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.9f, 11) })),
- make("DataLayout", { DataLayout::NHWC })),
- make("ActivationInfo", ActivationLayerInfo())))
+ combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
+ large_depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NHWC }),
+ NoActivation))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
@@ -570,58 +602,80 @@ TEST_SUITE_END() // Dilation
TEST_SUITE_END() // Generic
TEST_SUITE(W3x3)
FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
- combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
- depth_multipliers),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
- make("DataLayout", { DataLayout::NHWC })),
- ActivationFunctionsSmallDataset))
+ combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NHWC }),
+ NoActivation))
+{
+ validate(CLAccessor(_target), _reference, tolerance_qasymm8);
+}
+FIXTURE_DATA_TEST_CASE_NEW(RunSmallWithActivation, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10), QuantizationInfo(2.2f, 10) }),
+ make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) }),
+ make("DataLayout", { DataLayout::NHWC }),
+ ActivationFunctionsQuantizedSmallDataset))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
- large_depth_multipliers),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
- make("DataLayout", { DataLayout::NHWC })),
- make("ActivationInfo", ActivationLayerInfo())))
+ combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
+ large_depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NHWC }),
+ NoActivation))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
TEST_SUITE(Dilation)
FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
- combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
- depth_multipliers),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
- make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
- ActivationFunctionsSmallDataset))
+ combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }),
+ NoActivation))
+{
+ validate(CLAccessor(_target), _reference, tolerance_qasymm8);
+}
+FIXTURE_DATA_TEST_CASE_NEW(RunSmallWithActivation, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) }),
+ make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) }),
+ make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }),
+ ActivationFunctionsQuantizedSmallDataset))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
FIXTURE_DATA_TEST_CASE_NEW(RunMixedDataLayout, CLDepthwiseConvolutionLayerQuantizedMixedDataLayoutFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
- combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
- make("DepthMultiplier", { 2 })),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
- make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
- make("ActivationInfo", ActivationLayerInfo())))
+ combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
+ make("DepthMultiplier", { 2 }),
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }),
+ NoActivation))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
- large_depth_multipliers),
- make("DataType", DataType::QASYMM8)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
- make("DataLayout", { DataLayout::NHWC })),
- make("ActivationInfo", ActivationLayerInfo())))
+ combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
+ large_depth_multipliers,
+ make("DataType", DataType::QASYMM8),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NHWC }),
+ NoActivation))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
@@ -632,24 +686,35 @@ TEST_SUITE_END() // QASYMM8
TEST_SUITE(QASYMM8_SIGNED)
TEST_SUITE(Generic)
FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT,
- combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
- depth_multipliers),
- make("DataType", DataType::QASYMM8_SIGNED)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
- make("DataLayout", { DataLayout::NCHW })),
- ActivationFunctionsSmallDataset))
+ combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8_SIGNED),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NCHW }),
+ NoActivation))
+{
+ validate(CLAccessor(_target), _reference, tolerance_qasymm8);
+}
+FIXTURE_DATA_TEST_CASE_NEW(RunSmallWithActivation, CLDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8_SIGNED),
+ make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10), QuantizationInfo(2.2f, 10) }),
+ make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) }),
+ make("DataLayout", { DataLayout::NCHW }),
+ ActivationFunctionsQuantizedSmallDataset))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
FIXTURE_DATA_TEST_CASE_NEW(RunMixedDataLayout, CLDepthwiseConvolutionLayerQuantizedMixedDataLayoutFixture<int8_t>, framework::DatasetMode::PRECOMMIT,
- combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
- make("DepthMultiplier", { 2 })),
- make("DataType", DataType::QASYMM8_SIGNED)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
- make("DataLayout", { DataLayout::NCHW })),
- make("ActivationInfo", ActivationLayerInfo())))
+ combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
+ make("DepthMultiplier", { 2 }),
+ make("DataType", DataType::QASYMM8_SIGNED),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NCHW }),
+ NoActivation))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
@@ -670,13 +735,24 @@ FIXTURE_DATA_TEST_CASE_NEW(RunActivations, CLDepthwiseConvolutionLayerQuantizedF
}
TEST_SUITE(Dilation)
FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT,
- combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
- depth_multipliers),
- make("DataType", DataType::QASYMM8_SIGNED)),
- make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })),
- make("DstQuantizationInfo", { QuantizationInfo(0.8, 1) })),
- make("DataLayout", { DataLayout::NCHW })),
- ActivationFunctionsSmallDataset))
+ combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8_SIGNED),
+ IgnoredQuantizationInfo,
+ IgnoredQuantizationInfo,
+ make("DataLayout", { DataLayout::NCHW }),
+ NoActivation))
+{
+ validate(CLAccessor(_target), _reference, tolerance_qasymm8);
+}
+FIXTURE_DATA_TEST_CASE_NEW(RunSmallWithActivation, CLDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
+ depth_multipliers,
+ make("DataType", DataType::QASYMM8_SIGNED),
+ make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) }),
+ make("DstQuantizationInfo", { QuantizationInfo(0.8, 1) }),
+ make("DataLayout", { DataLayout::NCHW }),
+ ActivationFunctionsQuantizedSmallDataset))
{
validate(CLAccessor(_target), _reference, tolerance_qasymm8);
}
generated by cgit v1.2.1 (git 2.23.0) at 2024-05-16 03:43:16 +0000