diff options
Diffstat (limited to 'tests/datasets/DepthwiseConvolutionLayerDataset.h')
| -rw-r--r-- | tests/datasets/DepthwiseConvolutionLayerDataset.h | 133 |
1 files changed, 98 insertions, 35 deletions
diff --git a/tests/datasets/DepthwiseConvolutionLayerDataset.h b/tests/datasets/DepthwiseConvolutionLayerDataset.h index 4fd461dd9d..17e03368ac 100644 --- a/tests/datasets/DepthwiseConvolutionLayerDataset.h +++ b/tests/datasets/DepthwiseConvolutionLayerDataset.h @@ -1,5 +1,5 @@ /* - * Copyright (c) 2017-2021 Arm Limited. + * Copyright (c) 2017-2021, 2023 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -21,8 +21,8 @@ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ -#ifndef ARM_COMPUTE_TEST_DEPTHWISE_CONVOLUTION_DATASET -#define ARM_COMPUTE_TEST_DEPTHWISE_CONVOLUTION_DATASET +#ifndef ACL_TESTS_DATASETS_DEPTHWISECONVOLUTIONLAYERDATASET_H +#define ACL_TESTS_DATASETS_DEPTHWISECONVOLUTIONLAYERDATASET_H #include "utils/TypePrinter.h" @@ -121,13 +121,13 @@ public: SmallDepthwiseConvolutionLayerDataset() { add_config(TensorShape(7U, 7U, 1U), Size2D(1U, 1U), PadStrideInfo(1, 1, 0, 0)); - add_config(TensorShape(23U, 27U, 5U), Size2D(3U, 5U), PadStrideInfo(2, 1, 0, 0)); + add_config(TensorShape(3U, 3U, 2U), Size2D(2U, 2U), PadStrideInfo(1, 1, 0, 0)); add_config(TensorShape(33U, 27U, 7U), Size2D(7U, 3U), PadStrideInfo(3, 2, 1, 0)); // Asymmetric padding add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 1, 2, 0, DimensionRoundingType::FLOOR)); add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 1, 0, 2, DimensionRoundingType::FLOOR)); // Ceil rounding - add_config(TensorShape(7U, 8U, 5U, 9U), Size2D(8U, 6U), PadStrideInfo(2, 3, 1, 1, 1, 3, DimensionRoundingType::CEIL), Size2D(1U, 2U)); + add_config(TensorShape(7U, 8U, 5U, 9U), Size2D(8U, 6U), PadStrideInfo(2, 3, 1, 1, 1, 3, DimensionRoundingType::CEIL)); } }; @@ -138,20 +138,50 @@ public: LargeDepthwiseConvolutionLayerDataset() { add_config(TensorShape(33U, 27U, 11U), Size2D(3U, 4U), PadStrideInfo(1, 2, 0, 1)); - add_config(TensorShape(17U, 31U, 2U), Size2D(5U, 9U), PadStrideInfo(1, 2, 1, 1)); + add_config(TensorShape(17U, 31U, 2U), Size2D(13U, 9U), PadStrideInfo(1, 2, 1, 1)); add_config(TensorShape(23U, 27U, 5U), Size2D(11U, 3U), PadStrideInfo(1, 2, 0, 0)); add_config(TensorShape(17U, 31U, 2U, 3U), Size2D(5U, 9U), PadStrideInfo(1, 2, 1, 1)); - add_config(TensorShape(233U, 277U, 55U), Size2D(1U, 1U), PadStrideInfo(2, 1, 0, 0)); - add_config(TensorShape(333U, 277U, 77U), Size2D(1U, 1U), PadStrideInfo(3, 2, 1, 0)); - add_config(TensorShape(177U, 311U, 22U), Size2D(3U, 4U), PadStrideInfo(1, 2, 1, 1)); - add_config(TensorShape(233U, 277U, 55U), Size2D(3U, 4U), PadStrideInfo(1, 2, 0, 0)); - add_config(TensorShape(333U, 277U, 77U), Size2D(3U, 4U), PadStrideInfo(2, 3, 0, 1)); - add_config(TensorShape(177U, 311U, 22U), Size2D(3U, 4U), PadStrideInfo(2, 1, 1, 1)); + add_config(TensorShape(133U, 127U, 55U), Size2D(1U, 1U), PadStrideInfo(2, 1, 0, 0)); + add_config(TensorShape(233U, 109U, 77U), Size2D(1U, 1U), PadStrideInfo(3, 2, 1, 0)); + add_config(TensorShape(177U, 111U, 22U), Size2D(3U, 4U), PadStrideInfo(1, 2, 1, 1)); + add_config(TensorShape(233U, 87U, 55U), Size2D(3U, 4U), PadStrideInfo(1, 2, 0, 0)); + add_config(TensorShape(333U, 79U, 77U), Size2D(3U, 4U), PadStrideInfo(2, 3, 0, 1)); + add_config(TensorShape(67U, 211U, 22U), Size2D(3U, 4U), PadStrideInfo(2, 1, 1, 1)); // Asymmetric padding add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 2, 1, 2, 0, DimensionRoundingType::FLOOR)); add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 3, 0, 2, DimensionRoundingType::FLOOR)); add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 0, 1, 0, DimensionRoundingType::FLOOR)); add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 0, 1, 0, 1, DimensionRoundingType::FLOOR)); + // Padding greater than kernel size. + add_config(TensorShape(128, 56, 56), Size2D(4, 4), PadStrideInfo(2, 2, 0, 10, 0, 10, DimensionRoundingType::FLOOR)); + } +}; + +class LargeDepthwiseConvolutionLayerDatasetFp16Subset final : public DepthwiseConvolutionLayerDataset +{ +public: + LargeDepthwiseConvolutionLayerDatasetFp16Subset() + { + add_config(TensorShape(33U, 27U, 11U), Size2D(3U, 4U), PadStrideInfo(1, 2, 0, 1)); + add_config(TensorShape(17U, 31U, 2U, 3U), Size2D(5U, 9U), PadStrideInfo(1, 2, 1, 1)); + add_config(TensorShape(233U, 109U, 77U), Size2D(1U, 1U), PadStrideInfo(3, 2, 1, 0)); + add_config(TensorShape(177U, 111U, 22U), Size2D(3U, 4U), PadStrideInfo(1, 2, 1, 1)); + add_config(TensorShape(67U, 211U, 22U), Size2D(3U, 4U), PadStrideInfo(2, 1, 1, 1)); + // Asymmetric padding + add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 3, 0, 2, DimensionRoundingType::FLOOR)); + add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 0, 1, 0, DimensionRoundingType::FLOOR)); + // Padding greater than kernel size. + add_config(TensorShape(128, 56, 56), Size2D(4, 4), PadStrideInfo(2, 2, 0, 10, 0, 10, DimensionRoundingType::FLOOR)); + } +}; + +/** Dataset containing large kernel size for generic depthwise convolution. */ +class LargeKernelSizeDepthwiseConvolutionLayerNHWCDataset final : public DepthwiseConvolutionLayerDataset +{ +public: + LargeKernelSizeDepthwiseConvolutionLayerNHWCDataset() + { + add_config(TensorShape(6U, 210U, 8U), Size2D(4U, 194U), PadStrideInfo(1, 1, 0, 0)); } }; @@ -186,21 +216,39 @@ class LargeDepthwiseConvolutionLayerDataset3x3 final : public DepthwiseConvoluti public: LargeDepthwiseConvolutionLayerDataset3x3() { - add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 1)); add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 0)); - add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 1)); - add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 1)); add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 0)); + add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 2)); + + add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 1)); + add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 2)); add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 1, 0, 1)); - add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 1)); - add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 0)); - add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 1)); - add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 1)); - add_config(TensorShape(177U, 311U, 22U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 1)); - add_config(TensorShape(233U, 277U, 55U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 0)); - add_config(TensorShape(333U, 277U, 77U), Size2D(3U, 3U), PadStrideInfo(2, 3, 0, 0)); - add_config(TensorShape(177U, 311U, 22U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 1)); - // Width and height are a multipile of the processing tile size + add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 2, 2, 1)); + + add_config(TensorShape(77U, 209U, 22U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 1)); + add_config(TensorShape(123U, 76U, 55U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 0)); + add_config(TensorShape(133U, 277U, 77U), Size2D(3U, 3U), PadStrideInfo(2, 3, 0, 0)); + add_config(TensorShape(77U, 95U, 22U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 1)); + + // Width and height are a multiple of the processing tile size + add_config(TensorShape(32U, 21U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 1)); + } +}; + +class LargeDepthwiseConvolutionLayerDataset3x3Fp16Subset final : public DepthwiseConvolutionLayerDataset +{ +public: + LargeDepthwiseConvolutionLayerDataset3x3Fp16Subset() + { + add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 2)); + + add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 2)); + add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 1, 0, 1)); + + add_config(TensorShape(123U, 76U, 55U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 0)); + add_config(TensorShape(77U, 95U, 22U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 1)); + + // Width and height are a multiple of the processing tile size add_config(TensorShape(32U, 21U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 1)); } }; @@ -220,8 +268,6 @@ public: add_config(TensorShape(9U, 9U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL)); add_config(TensorShape(9U, 9U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL), Size2D(2U, 2U)); add_config(TensorShape(9U, 9U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 1, DimensionRoundingType::CEIL)); - // TODO(COMPMID-2464): Enable once dilated conv with stride 2 is supported - // add_config(TensorShape(9U, 9U, 1U), Size2D(3U, 3U), PadStrideInfo(2, 2, 2, 2, DimensionRoundingType::CEIL), Size2D(2U, 2U)); } }; /** Dataset containing optimized, 3x3 depthwise convolution shapes. */ @@ -231,14 +277,14 @@ public: LargeOptimizedDepthwiseConvolutionLayerDataset3x3() { // Stride 1 - add_config(TensorShape(233U, 277U, 16U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 0, DimensionRoundingType::CEIL)); - add_config(TensorShape(233U, 7U, 16U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 1, DimensionRoundingType::CEIL)); + add_config(TensorShape(233U, 173U, 16U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 0, DimensionRoundingType::CEIL)); + add_config(TensorShape(133U, 7U, 16U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 1, DimensionRoundingType::CEIL)); add_config(TensorShape(7U, 7U, 21U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 1, DimensionRoundingType::CEIL)); add_config(TensorShape(28U, 28U, 16U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 0, DimensionRoundingType::CEIL)); add_config(TensorShape(28U, 28U, 16U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 1, DimensionRoundingType::CEIL)); // Stride 2 - add_config(TensorShape(233U, 277U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL)); - add_config(TensorShape(233U, 277U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 1, 1, 1, DimensionRoundingType::CEIL)); + add_config(TensorShape(133U, 97U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL)); + add_config(TensorShape(153U, 77U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 1, 1, 1, DimensionRoundingType::CEIL)); add_config(TensorShape(8U, 8U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::FLOOR)); add_config(TensorShape(8U, 8U, 32U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 1, 0, 1, DimensionRoundingType::CEIL)); add_config(TensorShape(8U, 8U, 33U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 1, 0, 1, DimensionRoundingType::CEIL)); @@ -259,14 +305,31 @@ public: add_config(TensorShape(7U, 7U, 16U), Size2D(5U, 5U), PadStrideInfo(1, 1, 4, 4, DimensionRoundingType::CEIL), Size2D(2U, 2U)); // Stride 2 add_config(TensorShape(9U, 9U, 32U), Size2D(5U, 5U), PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL)); - // TODO(COMPMID-2464): Enable once dilated conv with stride 2 is supported - // add_config(TensorShape(9U, 9U, 32U), Size2D(5U, 5U), PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL), Size2D(2U, 2U)); + add_config(TensorShape(9U, 9U, 32U), Size2D(5U, 5U), PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL), Size2D(2U, 2U)); add_config(TensorShape(9U, 9U, 32U), Size2D(5U, 5U), PadStrideInfo(2, 2, 2, 2, 2, 2, DimensionRoundingType::CEIL)); - // TODO(COMPMID-2464): Enable once dilated conv with stride 2 is supported - // add_config(TensorShape(9U, 9U, 32U), Size2D(5U, 5U), PadStrideInfo(2, 2, 4, 4, 4, 4, DimensionRoundingType::CEIL), Size2D(2U, 2U)); + add_config(TensorShape(9U, 9U, 32U), Size2D(5U, 5U), PadStrideInfo(2, 2, 4, 4, 4, 4, DimensionRoundingType::CEIL), Size2D(2U, 2U)); + } +}; + +/** Dataset containing in-place 1x1 depthwise convolution shapes. + * + * For a depthwise convolution op to be in-place: + * * Output has the same shape as the input; + * * 1x1 filter + * * stride == 1 + * * dilations == 1 + * * No paddings +*/ +class SmallInPlaceDepthwiseConvolutionLayerDataset final : public DepthwiseConvolutionLayerDataset +{ +public: + SmallInPlaceDepthwiseConvolutionLayerDataset() + { + add_config(TensorShape(7U, 7U, 1U), Size2D(1U, 1U), PadStrideInfo(1, 1, 0, 0)); + add_config(TensorShape(11U, 13U, 16U), Size2D(1U, 1U), PadStrideInfo(1, 1, 0, 0)); } }; } // namespace datasets } // namespace test } // namespace arm_compute -#endif /* ARM_COMPUTE_TEST_DEPTHWISE_CONVOLUTION_DATASET */
\ No newline at end of file +#endif // ACL_TESTS_DATASETS_DEPTHWISECONVOLUTIONLAYERDATASET_H |