diff options
Diffstat (limited to 'delegate/src/test/DepthwiseConvolution2dTest.cpp')
| -rw-r--r-- | delegate/src/test/DepthwiseConvolution2dTest.cpp | 114 |
1 files changed, 108 insertions, 6 deletions
diff --git a/delegate/src/test/DepthwiseConvolution2dTest.cpp b/delegate/src/test/DepthwiseConvolution2dTest.cpp index 6ca456982b..ca10f2c0cb 100644 --- a/delegate/src/test/DepthwiseConvolution2dTest.cpp +++ b/delegate/src/test/DepthwiseConvolution2dTest.cpp @@ -70,12 +70,14 @@ void DepthwiseConv2dValidReluFp32Test(std::vector<armnn::BackendId>& backends) expectedOutputValues, biasShape, biasValues, - 1.0f, // filterScale - 0, // filterOffset - 2.0f, // outputQuantScale - 0, // outputQuantOffset - 1.0f, // quantScale - 0, // quantOffset + {1.0f}, // biasScale + {0}, // biasOffset + {1.0f}, // filterScale + {0}, // filterOffsets + 2.0f, // outputQuantScale + 0, // outputQuantOffset + 1.0f, // quantScale + 0, // quantOffset depth_multiplier); } @@ -126,6 +128,100 @@ void DepthwiseConv2dSameUint8Test(std::vector<armnn::BackendId>& backends) biasValues); } +void DepthwiseConv2dSameInt8PerChannelTest(std::vector<armnn::BackendId>& backends) +{ + // Set input data + std::vector<int32_t> inputShape { 1, 4, 4, 4 }; + std::vector<int32_t> filterShape { 1, 2, 2, 16 }; + std::vector<int32_t> biasShape {16} ; + std::vector<int32_t> outputShape { 1, 4, 4, 16 }; + + static std::vector<int8_t> inputValues = + { + 3,3,3,4, 4,4,0,0, 0,3,4,3, 0,2,2,3, + 3,0,3,0, 0,3,2,1, 4,1,2,2, 0,0,0,4, + 3,2,2,2, 2,1,0,4, 4,3,2,4, 3,2,0,0, + 4,1,4,4, 1,0,4,3, 3,2,0,3, 1,1,0,2 + }; + + std::vector<int8_t> filterValues = { 12,20,10, 3, 2,24, 9,10, 5,16,30,12, 3,10, 4,32, + 8, 0,30, 3, 0,16,12,15,20,12, 0, 3, 9,20, 8, 8, + 12,15,20, 0, 0, 0, 3,15,15, 8,40,12, 9, 5, 2,24, + 4, 0, 0, 6, 6, 0, 3, 5,20, 8,20, 3, 6,15, 4, 0 }; + std::vector<float> filterScales = { 0.25, 0.2, 0.1, 0.3333333333, + 0.5, 0.125, 0.33333333, 0.2, + 0.2, 0.25, 0.1, 0.333333333, + 0.3333333333, 0.2, 0.5, 0.125 }; + + int32_t filterQuantizationDim = 3; + + int32_t depth_multiplier = 4; + + std::vector<int32_t> biasValues = { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 }; + + float inputScale = 1.0f; + std::vector<float> biasScales {}; + std::vector<int64_t> biasOffsets {}; + std::vector<int64_t> filterOffsets {}; + for (const auto& filterScale: filterScales) + { + biasScales.push_back(inputScale * filterScale); + // filter and bias offset always needs to be zero for per channel. We don't support anything else + biasOffsets.push_back(0); + filterOffsets.push_back(0); + } + + std::vector<int8_t> expectedOutputValues = + { + 26,21,21, 7,12,17,28,21,20,22,25,26, 6,11,10,16, + 16,16, 4,12, 7,18,28,27,30,20,12,14,16,19,17, 6, + 12,12, 8, 0, 3,13,18,15,18,26,20,26,26,32,28,21, + 0, 0, 0, 0, 2, 6, 6, 4, 2, 8, 6, 8,15,10,10,24, + 20,21, 9, 7, 3, 6,15,16,17,22,17,22,17,18,14, 7, + 18, 6,16,12,12,11,17,15,18,18,10,12,27,26,22,18, + 27,28,12,10, 7, 3, 8,13, 8,12,14,16,26,24,24,24, + 9, 9, 6, 0, 0, 0, 2, 6, 0, 0, 0, 0, 4, 8, 8,16, + 26,24,17, 7, 2, 8,11,10,30,24,30,28,32,33,30,24, + 20,11,16,12, 7, 9,17,13,20,14,16,18,31,36,33,29, + 28,25,19, 9, 6,13,20,19, 2, 8, 6, 8,17,17,15,25, + 12,15, 5, 3, 2, 6, 7, 7, 0, 0, 0, 0, 6, 2, 2, 6, + 14,16, 7, 5, 1, 3, 3, 2,20,28,12,20,13,20,20,19, + 9, 4,10, 4, 0, 4, 8, 6, 4,16,12,16,12,18,18,15, + 11,12, 6, 4, 2, 8,10, 7, 0, 0, 0, 0, 9,14,14,14, + 3, 4, 1, 1, 1, 3, 3, 2, 0, 0, 0, 0, 2, 4, 4, 8 + }; + + tflite::Padding padding = tflite::Padding_SAME; + + ConvolutionTest<int8_t, int32_t>(tflite::BuiltinOperator_DEPTHWISE_CONV_2D, + ::tflite::TensorType_INT8, + 1, // strideX + 1, // strideY + 1, // dilationX + 1, // dilationY + padding, + tflite::ActivationFunctionType_NONE, + backends, + inputShape, + filterShape, + outputShape, + inputValues, + filterValues, + expectedOutputValues, + biasShape, + biasValues, + biasScales, + biasOffsets, + filterScales, + filterOffsets, + 1.0f, + 0, + inputScale, + 0, + depth_multiplier, + filterQuantizationDim); +} + TEST_SUITE("DepthwiseConv2d_CpuRef_Tests") { @@ -141,6 +237,12 @@ TEST_CASE ("DepthwiseConv2d_Same_Uint8_CpuRef_Test") DepthwiseConv2dSameUint8Test(backends); } +TEST_CASE ("DepthwiseConv2d_Same_Int8_PerChannelQuantization_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; + DepthwiseConv2dSameInt8PerChannelTest(backends); +} + }//End of TEST_SUITE("DepthwiseConv2d_CpuRef_Tests") TEST_SUITE("DepthwiseConv2d_CpuAcc_Tests") |