IVGCVSW-3320 Add reference workload support for TransposeConvolution2dLayer

Signed-off-by: Aron Virginas-Tar <Aron.Virginas-Tar@arm.com>
Change-Id: Icc64f8148c9d8a0d14d772e6e4e7865e70585cd9

1 files changed, 407 insertions, 0 deletions

diff --git a/src/backends/backendsCommon/test/LayerTests.cpp b/src/backends/backendsCommon/test/LayerTests.cpp
index a625097fdb..ca39438fbf 100644
--- a/src/backends/backendsCommon/test/LayerTests.cpp
+++ b/src/backends/backendsCommon/test/LayerTests.cpp
@@ -45,6 +45,7 @@
 #include "DebugTestImpl.hpp"
 #include "DequantizeTestImpl.hpp"
 #include "QuantizeTestImpl.hpp"
+#include "TransposeConvolution2dTestImpl.hpp"
 
 // 3-channel 16x8 image used as common input data for a number of Conv2d tests.
 static std::vector<float> ConvInput3x8x16({
@@ -9643,3 +9644,409 @@ LayerTestResult<int16_t, 4> QuantizeClampInt16Test(
 {
     return QuantizeClampTest<armnn::DataType::QuantisedSymm16>(workloadFactory, memoryManager);
 }
+
+//
+// TransposeConvolution2d
+//
+
+// Simple biased
+LayerTestResult<float, 4> SimpleTransposeConvolution2dFloatNchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<float, 4> SimpleTransposeConvolution2dFloatNhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<uint8_t, 4> SimpleTransposeConvolution2dUint8NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<uint8_t, 4> SimpleTransposeConvolution2dUint8NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<int16_t, 4> SimpleTransposeConvolution2dInt16NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<int16_t, 4> SimpleTransposeConvolution2dInt16NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+// Simple unbiased
+LayerTestResult<float, 4> UnbiasedSimpleTransposeConvolution2dFloatNchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<float, 4> UnbiasedSimpleTransposeConvolution2dFloatNhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<uint8_t, 4> UnbiasedSimpleTransposeConvolution2dUint8NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<uint8_t, 4> UnbiasedSimpleTransposeConvolution2dUint8NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<int16_t, 4> UnbiasedSimpleTransposeConvolution2dInt16NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<int16_t, 4> UnbiasedSimpleTransposeConvolution2dInt16NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return SimpleTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
+
+// Padded biased
+LayerTestResult<float, 4> PaddedTransposeConvolution2dFloatNchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<float, 4> PaddedTransposeConvolution2dFloatNhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<uint8_t, 4> PaddedTransposeConvolution2dUint8NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<uint8_t, 4> PaddedTransposeConvolution2dUint8NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<int16_t, 4> PaddedTransposeConvolution2dInt16NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<int16_t, 4> PaddedTransposeConvolution2dInt16NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+// Padded unbiased
+LayerTestResult<float, 4> UnbiasedPaddedTransposeConvolution2dFloatNchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<float, 4> UnbiasedPaddedTransposeConvolution2dFloatNhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<uint8_t, 4> UnbiasedPaddedTransposeConvolution2dUint8NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<uint8_t, 4> UnbiasedPaddedTransposeConvolution2dUint8NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<int16_t, 4> UnbiasedPaddedTransposeConvolution2dInt16NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<int16_t, 4> UnbiasedPaddedTransposeConvolution2dInt16NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return PaddedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
+
+// Strided biased
+LayerTestResult<float, 4> StridedTransposeConvolution2dFloatNchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<float, 4> StridedTransposeConvolution2dFloatNhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<uint8_t, 4> StridedTransposeConvolution2dUint8NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<uint8_t, 4> StridedTransposeConvolution2dUint8NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<int16_t, 4> StridedTransposeConvolution2dInt16NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<int16_t, 4> StridedTransposeConvolution2dInt16NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        true,
+        armnn::DataLayout::NHWC);
+}
+
+// Strided unbiased
+LayerTestResult<float, 4> UnbiasedStridedTransposeConvolution2dFloatNchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<float, 4> UnbiasedStridedTransposeConvolution2dFloatNhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::Float32, armnn::DataType::Float32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<uint8_t, 4> UnbiasedStridedTransposeConvolution2dUint8NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<uint8_t, 4> UnbiasedStridedTransposeConvolution2dUint8NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
+
+LayerTestResult<int16_t, 4> UnbiasedStridedTransposeConvolution2dInt16NchwTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NCHW);
+}
+
+LayerTestResult<int16_t, 4> UnbiasedStridedTransposeConvolution2dInt16NhwcTest(
+    armnn::IWorkloadFactory& workloadFactory,
+    const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+    return StridedTransposeConvolution2dTestImpl<armnn::DataType::QuantisedSymm16, armnn::DataType::Signed32>(
+        workloadFactory,
+        memoryManager,
+        false,
+        armnn::DataLayout::NHWC);
+}
\ No newline at end of file