diff options
| -rw-r--r-- | Android.bp | 4 | ||||
| -rw-r--r-- | arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h | 59 | ||||
| -rw-r--r-- | arm_compute/dynamic_fusion/sketch/gpu/operators/GpuCast.h | 99 | ||||
| -rw-r--r-- | filelist.json | 6 | ||||
| -rw-r--r-- | src/dynamic_fusion/sketch/attributes/CastAttributes.cpp | 56 | ||||
| -rw-r--r-- | src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.cpp | 82 | ||||
| -rw-r--r-- | src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.h | 133 | ||||
| -rw-r--r-- | src/dynamic_fusion/sketch/gpu/operators/GpuCast.cpp | 167 | ||||
| -rw-r--r-- | src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.cpp | 201 | ||||
| -rw-r--r-- | src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.h | 103 | ||||
| -rw-r--r-- | tests/validation/dynamic_fusion/gpu/cl/Cast.cpp | 235 | ||||
| -rw-r--r-- | tests/validation/fixtures/dynamic_fusion/operators/CastFixture.h | 175 | ||||
| -rw-r--r-- | utils/TypePrinter.h | 30 |
13 files changed, 1349 insertions, 1 deletions
diff --git a/Android.bp b/Android.bp index 8094c8a660..77ca59536b 100644 --- a/Android.bp +++ b/Android.bp @@ -588,6 +588,7 @@ cc_library_static { "src/dynamic_fusion/runtime/gpu/cl/ClKernelRuntime.cpp", "src/dynamic_fusion/runtime/gpu/cl/ClWorkloadRuntime.cpp", "src/dynamic_fusion/sketch/OperatorAttributes.cpp", + "src/dynamic_fusion/sketch/attributes/CastAttributes.cpp", "src/dynamic_fusion/sketch/attributes/DepthwiseConv2dAttributes.cpp", "src/dynamic_fusion/sketch/gpu/GpuKernelArgument.cpp", "src/dynamic_fusion/sketch/gpu/GpuKernelComponentGraph.cpp", @@ -597,15 +598,18 @@ cc_library_static { "src/dynamic_fusion/sketch/gpu/GpuOperatorGroup.cpp", "src/dynamic_fusion/sketch/gpu/GpuWorkloadContext.cpp", "src/dynamic_fusion/sketch/gpu/GpuWorkloadSketch.cpp", + "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.cpp", "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentDepthwiseConv2d.cpp", "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentDirectConv2d.cpp", "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentElementwiseBinary.cpp", "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentStore.cpp", "src/dynamic_fusion/sketch/gpu/operators/GpuAdd.cpp", + "src/dynamic_fusion/sketch/gpu/operators/GpuCast.cpp", "src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp", "src/dynamic_fusion/sketch/gpu/operators/GpuDepthwiseConv2d.cpp", "src/dynamic_fusion/sketch/gpu/operators/internal/GpuElementwiseBinaryCommon.cpp", "src/dynamic_fusion/sketch/gpu/template_writer/GpuKernelVariableTable.cpp", + "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.cpp", "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateDepthwiseConv2d.cpp", "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateDirectConv2d.cpp", "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateElementwiseBinary.cpp", diff --git a/arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h b/arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h new file mode 100644 index 0000000000..59efc8bd5d --- /dev/null +++ b/arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h @@ -0,0 +1,59 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#ifndef ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_CASTATTRIBUTES +#define ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_CASTATTRIBUTES + +#include "arm_compute/core/Types.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +/** Attributes are backend-agnostic parameters (in addition to the input/output tensors) of an operator. + */ + +/** Cast attributes */ +class CastAttributes +{ +public: + /** Set Data Type to be casted to */ + CastAttributes &data_type(const DataType &data_type); + /** Get Data Type to be casted to */ + DataType data_type() const; + /** Set Policy */ + CastAttributes &convert_policy(const ConvertPolicy &policy); + /** Get Policy */ + ConvertPolicy convert_policy() const; + +private: + DataType _data_type{}; /**< Data Type to be casted to */ + ConvertPolicy _convert_policy{ ConvertPolicy::SATURATE }; /**< Convert Policy */ +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute + +#endif /* ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_CASTATTRIBUTES */ diff --git a/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuCast.h b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuCast.h new file mode 100644 index 0000000000..4b427be06a --- /dev/null +++ b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuCast.h @@ -0,0 +1,99 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#ifndef ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUCAST +#define ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUCAST + +#include "arm_compute/core/ITensorInfo.h" +#include "arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +/** Forward declaration */ +class GpuWorkloadContext; +class GpuWorkloadSketch; + +/** Operator interface. */ +class GpuCast final +{ +public: + /** Attributes are a set of backend-agnostic parameters that define what an operator does */ + using Attributes = CastAttributes; + /** Create an operator and fuse it into the workload sketch. + * @note If @ref validate_op() fails, the creation also fails and may throw an error. + * @note If @ref validate_op() fails, @p sketch remains unchanged and valid. + * + * Valid data type configurations: + * |src |dst | + * |:--------------|:--------------------------------------| + * |U8 | S8, U16, S16, U32, S32, F16, F32 | + * |U16 | U8, S8, S16, U32, S32, F16, F32 | + * |S16 | U8, S8, U16, U32, S32, F16, F32 | + * |U32 | U8, S8, U16, S16, S32, F16, F32 | + * |S32 | U8, S8, U16, S16, U32, F16, F32 | + * |F16 | U8, S8, U16, S16, U32, S32, F32 | + * |F32 | U8, S8, U16, S16, U32, S32, F16 | + * + * Input data type must be different than output data type. + * + * Valid data layouts: + * - Any + * + * @param[in,out] sketch Workload sketch into which the operator will be fused + * @param[in] src Left hand side tensor info. Data types supported: U8/S8/U16/S16/U32/S32/F16/F32. + * @param[out] dst Destination tensor info. Data types supported: U8/S8/U16/S16/U32/S32/F16/F32. + * If an uninitialized ITensorInfo is passed in, it will be auto-initialized + * @param[in] attributes Operator attributes + */ + static void create_op(GpuWorkloadSketch &sketch, + ITensorInfo *src, + ITensorInfo *dst, + const Attributes &attributes); + /** Check if the operator configuration is supported, irrespective of fusion + * + * @param[in] context Workload context within which the operator is running + * @param[in] src Left hand side tensor info. Data types supported: All. + * @param[out] dst Destination tensor info. Data types supported: All. + * If an uninitialized ITensorInfo is passed in, it will be auto-initialized + * @param[in] attributes Operator attributes + */ + static Status is_supported_op(const GpuWorkloadContext &context, + const ITensorInfo *src, + const ITensorInfo *dst, + const Attributes &attributes); + /** Validate the operator and check if the its configuration is supported and if it can be fused into the workload sketch. + * Similar to @ref GpuCast::create_op() + */ + static Status validate_op(const GpuWorkloadSketch &sketch, + const ITensorInfo *src, + const ITensorInfo *dst, + const Attributes &attributes); +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute +#endif /* ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUCAST */ diff --git a/filelist.json b/filelist.json index 2db128791f..9b1db9b424 100644 --- a/filelist.json +++ b/filelist.json @@ -2199,6 +2199,7 @@ "dynamic_fusion": [ "src/dynamic_fusion/runtime/gpu/cl/ClKernelRuntime.cpp", "src/dynamic_fusion/runtime/gpu/cl/ClWorkloadRuntime.cpp", + "src/dynamic_fusion/sketch/attributes/CastAttributes.cpp", "src/dynamic_fusion/sketch/attributes/DepthwiseConv2dAttributes.cpp", "src/dynamic_fusion/sketch/OperatorAttributes.cpp", "src/dynamic_fusion/sketch/gpu/GpuKernelArgument.cpp", @@ -2209,14 +2210,17 @@ "src/dynamic_fusion/sketch/gpu/GpuOperatorGroup.cpp", "src/dynamic_fusion/sketch/gpu/GpuWorkloadContext.cpp", "src/dynamic_fusion/sketch/gpu/GpuWorkloadSketch.cpp", + "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.cpp", "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentDepthwiseConv2d.cpp", "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentDirectConv2d.cpp", "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentElementwiseBinary.cpp", "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentStore.cpp", - "src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp", "src/dynamic_fusion/sketch/gpu/operators/GpuAdd.cpp", + "src/dynamic_fusion/sketch/gpu/operators/GpuCast.cpp", + "src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp", "src/dynamic_fusion/sketch/gpu/operators/internal/GpuElementwiseBinaryCommon.cpp", "src/dynamic_fusion/sketch/gpu/operators/GpuDepthwiseConv2d.cpp", + "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.cpp", "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateDepthwiseConv2d.cpp", "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateDirectConv2d.cpp", "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateElementwiseBinary.cpp", diff --git a/src/dynamic_fusion/sketch/attributes/CastAttributes.cpp b/src/dynamic_fusion/sketch/attributes/CastAttributes.cpp new file mode 100644 index 0000000000..4ad94268f4 --- /dev/null +++ b/src/dynamic_fusion/sketch/attributes/CastAttributes.cpp @@ -0,0 +1,56 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ + +#include "arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +CastAttributes &CastAttributes::data_type(const DataType &data_type) +{ + _data_type = data_type; + return *this; +} + +DataType CastAttributes::data_type() const +{ + return _data_type; +} + +CastAttributes &CastAttributes::convert_policy(const ConvertPolicy &convert_policy) +{ + _convert_policy = convert_policy; + return *this; +} + +ConvertPolicy CastAttributes::convert_policy() const +{ + return _convert_policy; +} +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute diff --git a/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.cpp b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.cpp new file mode 100644 index 0000000000..007ba6380c --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.cpp @@ -0,0 +1,82 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#include "ClComponentCast.h" + +#include "arm_compute/core/Error.h" +#include "src/core/CL/CLValidate.h" +#include "src/dynamic_fusion/sketch/ArgumentPack.h" +#include "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +Status ClComponentCast::validate( + const Properties &properties, + const ArgumentPack<ITensorInfo> &tensors, + const Attributes &attributes, + const Settings &settings) +{ + ARM_COMPUTE_UNUSED(properties, attributes, settings); + + const ITensorInfo *src = tensors.get_const_tensor(TensorType::ACL_SRC_0); + const ITensorInfo *dst = tensors.get_const_tensor(TensorType::ACL_DST_0); + + ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src); + ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(dst); + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); + ARM_COMPUTE_RETURN_ERROR_ON(src == dst); + ARM_COMPUTE_RETURN_ERROR_ON_MSG(src->data_type() == attributes.data_type(), "input and target data types should be different"); + + // Validate in case of configured dst + if(dst->total_size() > 0) + { + ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(src, dst); + ARM_COMPUTE_RETURN_ERROR_ON_MSG(dst->data_type() != attributes.data_type(), "dst and target data types should be same"); + } + + return Status{}; +} +ClComponentCast::ClComponentCast(ComponentId id, + const Properties &properties, + const ArgumentPack<ITensorInfo> &tensors, + const Attributes &attributes, + const Settings &settings) + : IGpuKernelComponent{ id, properties, tensors }, + _component_writer{ std::make_unique<ClTemplateCast>(id, tensors, attributes) } +{ + ARM_COMPUTE_UNUSED(attributes, settings); +} +ClComponentCast::~ClComponentCast() +{ +} +const IGpuTemplateComponentWriter *ClComponentCast::template_writer() const +{ + return _component_writer.get(); +} +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute diff --git a/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.h b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.h new file mode 100644 index 0000000000..d0f75b1062 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.h @@ -0,0 +1,133 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#ifndef SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTCAST +#define SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTCAST + +#include "arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h" +#include "src/dynamic_fusion/sketch/gpu/components/IGpuKernelComponent.h" + +namespace arm_compute +{ +/** Forward declaration */ +class ITensorInfo; +namespace experimental +{ +namespace dynamic_fusion +{ +/** Forward declaration */ +template <typename T> +class ArgumentPack; + +/** Component specific settings + */ +class ClComponentCastSettings +{ +public: +private: +}; + +/** Forward declaration */ +class ClTemplateCast; + +class ClComponentCast final : public IGpuKernelComponent +{ +public: + /** Attributes are a set of backend-agnostic parameters that define what a component does */ + using Attributes = CastAttributes; + /** Settings are a set of backend-specific parameters that influence the implementation of a component */ + using Settings = ClComponentCastSettings; + + /** Validate the component + * + * @param[in] properties Component properties @ref Properties + * @param[in,out] tensors Tensor arguments to the component + * @param[in] attributes Component attributes @ref Attributes + * @param[in] settings Component settings @ref Settings + * + * @return Status Validation results + * + * Tensor argument names: + * - ACL_SRC_0: Input + * - ACL_DST_0: Output + * + * Tensor argument constness: + * - ACL_SRC_0: Const + * - ACL_DST_0: Const + * + * Valid data layouts: + * - All + * + ** Valid data type configurations: + * |ACL_SRC_0 |ACL_DST_0 | + * |:--------------|:--------------------------------------| + * |U8 | S8, U16, S16, U32, S32, F16, F32 | + * |U16 | U8, S8, S16, U32, S32, F16, F32 | + * |S16 | U8, S8, U16, U32, S32, F16, F32 | + * |U32 | U8, S8, U16, S16, S32, F16, F32 | + * |S32 | U8, S8, U16, S16, U32, F16, F32 | + * |F16 | U8, S8, U16, S16, U32, S32, F32 | + * |F32 | U8, S8, U16, S16, U32, S32, F16 | + */ + static Status validate( + const Properties &properties, + const ArgumentPack<ITensorInfo> &tensors, + const Attributes &attributes, + const Settings &settings); + + /** Constructor + * + * Similar to @ref ClComponentCast::validate() + */ + ClComponentCast(ComponentId id, + const Properties &properties, + const ArgumentPack<ITensorInfo> &tensors, + const Attributes &attributes, + const Settings &settings); + + /** Destructor */ + ~ClComponentCast() override; + /** Prevent instances of this class from being copy constructed */ + ClComponentCast(const ClComponentCast &component) = delete; + /** Prevent instances of this class from being copied */ + ClComponentCast &operator=(const ClComponentCast &component) = delete; + /** Allow instances of this class to be move constructed */ + ClComponentCast(ClComponentCast &&component) = default; + /** Allow instances of this class to be moved */ + ClComponentCast &operator=(ClComponentCast &&component) = default; + /** Get template writer for the component */ + const IGpuTemplateComponentWriter *template_writer() const override; + /** Get component type */ + GpuComponentType type() const override + { + return GpuComponentType::Complex; + } + +private: + std::unique_ptr<ClTemplateCast> _component_writer; +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute + +#endif /* SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTCAST */ diff --git a/src/dynamic_fusion/sketch/gpu/operators/GpuCast.cpp b/src/dynamic_fusion/sketch/gpu/operators/GpuCast.cpp new file mode 100644 index 0000000000..9e5e735c60 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/operators/GpuCast.cpp @@ -0,0 +1,167 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuCast.h" + +#include "src/core/helpers/AutoConfiguration.h" +#include "src/dynamic_fusion/sketch/ArgumentPack.h" +#include "src/dynamic_fusion/sketch/gpu/GpuWorkloadSketchImpl.h" +#include "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.h" + +#include "src/common/utils/Log.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +namespace +{ +constexpr GpuOperatorType operator_type = GpuOperatorType::Complex; +} +Status GpuCast::is_supported_op(const GpuWorkloadContext &context, + const ITensorInfo *src, + const ITensorInfo *dst, + const CastAttributes &attributes) +{ + ARM_COMPUTE_RETURN_ERROR_ON(src == dst); + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); + + // Auto initialize dst tensor info + TensorInfo dst_info_to_validate = *dst; + auto_init_if_empty(dst_info_to_validate, src->clone()->set_data_type(attributes.data_type())); + + // Check support level + // Data Type + ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, + 1, + DataType::U8, DataType::S8, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::QSYMM8_PER_CHANNEL, DataType::S16, + DataType::U16, DataType::U32, DataType::S32, DataType::F16, + DataType::F32); + ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&dst_info_to_validate, + 1, + DataType::U8, DataType::S8, DataType::QASYMM8, DataType::S16, + DataType::U16, DataType::U32, DataType::S32, DataType::F16, + DataType::F32); + + if(context.gpu_language() == GpuLanguage::OpenCL) + { + const auto cl_compile_ctx = context.cl_compile_context(); + ARM_COMPUTE_RETURN_ERROR_ON(cl_compile_ctx == nullptr); + // Validate Cast Component + { + const auto properties = IGpuKernelComponent::Properties().stage(UnitWorkloadStage{ UnitWorkloadStage::Stage::Run }); + auto settings = ClComponentCast::Settings(); + + ArgumentPack<ITensorInfo> arguments; + arguments.add_const_tensor(ACL_SRC_0, src); + arguments.add_const_tensor(ACL_DST_0, &dst_info_to_validate); + ARM_COMPUTE_RETURN_ON_ERROR(ClComponentCast::validate(properties, arguments, attributes, settings)); + } + } + else + { + ARM_COMPUTE_RETURN_ERROR_MSG("Unimplemented Gpu language"); + } + + return Status{}; +} + +Status GpuCast::validate_op(const GpuWorkloadSketch &sketch, + const ITensorInfo *src, + const ITensorInfo *dst, + const CastAttributes &attributes) +{ + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); + ARM_COMPUTE_RETURN_ERROR_ON(!src->has_valid_id() || !dst->has_valid_id()); + + // Auto initialize dst tensor info + TensorInfo dst_info_to_validate = *dst; + auto_init_if_empty(dst_info_to_validate, src->clone()->set_data_type(attributes.data_type())); + + // Perform fusion test + // Pack tensor infos + ArgumentPack<ITensorInfo> tensors; + tensors.add_const_tensor(ACL_SRC_0, src); + tensors.add_const_tensor(ACL_DST_0, &dst_info_to_validate); + const auto op = sketch.implementation().operator_group().new_operator(operator_type, tensors); + ARM_COMPUTE_RETURN_ERROR_ON_MSG(!sketch.implementation().operator_group().try_add_operator(op), + "Operator fusion test failed. This operator cannot be fused into the workload"); + + // Check if configuration is supported + return is_supported_op(*sketch.gpu_context(), src, &dst_info_to_validate, attributes); +} + +void GpuCast::create_op(GpuWorkloadSketch &sketch, + ITensorInfo *src, + ITensorInfo *dst, + const CastAttributes &attributes) +{ + // Assert validation + ARM_COMPUTE_ERROR_THROW_ON(GpuCast::validate_op(sketch, src, dst, attributes)); + ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); + ARM_COMPUTE_LOG_PARAMS(src, dst, attributes); + + // Auto initialize dst tensor info if empty + auto_init_if_empty(*dst, src->clone()->set_data_type(attributes.data_type())); + + // Translate into components and add to component graph + GpuKernelComponentGraph &comp_graph = sketch.implementation().component_graph(); + const auto *sketch_ctx = sketch.implementation().context(); + + if(sketch_ctx->gpu_language() == GpuLanguage::OpenCL) + { + ARM_COMPUTE_ERROR_ON(sketch_ctx->cl_compile_context() == nullptr); + + // Add Depthwise Conv2d Component + { + const auto properties = IGpuKernelComponent::Properties().stage(UnitWorkloadStage{ UnitWorkloadStage::Stage::Run }); + auto settings = ClComponentCast::Settings(); + + ArgumentPack<ITensorInfo> arguments; + arguments.add_const_tensor(ACL_SRC_0, src); + arguments.add_const_tensor(ACL_DST_0, dst); + comp_graph.add_new_component<ClComponentCast>(properties, arguments, attributes, settings); + } + } + else + { + ARM_COMPUTE_ERROR("Unimplemented Gpu language"); + } + + // Set up fusion test by adding to the Operator Group + // Note this has to be performed after all the components have been successfully added to the component graph + + // Pack tensor infos + ArgumentPack<ITensorInfo> tensors; + tensors.add_const_tensor(ACL_SRC_0, src); + tensors.add_const_tensor(ACL_DST_0, dst); + + const Operator op = sketch.implementation().operator_group().new_operator(operator_type, tensors); + sketch.implementation().operator_group().add_operator(op); +} + +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute diff --git a/src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.cpp b/src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.cpp new file mode 100644 index 0000000000..1ac49406a8 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.cpp @@ -0,0 +1,201 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#include "ClTemplateCast.h" + +#include "src/core/helpers/WindowHelpers.h" +#include "src/dynamic_fusion/sketch/gpu/GpuKernelComponentGroup.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +ClTemplateCast::ClTemplateCast(ComponentId id, const ArgumentPack<ITensorInfo> &tensors, const Attributes &attributes) + : IGpuTemplateComponentWriter{ id, tensors }, _src{}, _dst{}, _attributes{ attributes } +{ + _src = this->tensors().get_const_tensor(TensorType::ACL_SRC_0); + _dst = this->tensors().get_const_tensor(TensorType::ACL_DST_0); + + ARM_COMPUTE_ERROR_ON_NULLPTR(_src, _dst); +} + +std::string ClTemplateCast::get_name() const +{ + const size_t src_size = data_size_from_type(_src->data_type()); + const size_t dst_size = data_size_from_type(_dst->data_type()); + + return (src_size >= dst_size) ? "cast_down" : "cast_up"; +} + +std::string ClTemplateCast::get_component_code(const ComponentGroup &comp_group) const +{ + ARM_COMPUTE_UNUSED(comp_group); + + const std::string kernel_name = get_name(); + + std::string code = R"_( +//------------------ START KERNEL {{meta_kernel_id}} --------------------- +// IN_0(src) {{src}} +// OUT(dst, accum) {{dst}} + +TILE({{DATA_TYPE_OUT}}, M0, N0, {{dst}}); +TILE(uint, M0, 1, g_dst_indirect_y); +{ + {{src}}_offset_first_element_in_bytes += get_global_id(2) * {{src}}_stride_z; + + TILE({{DATA_TYPE_IN}}, M0, N0, in_data); + T_LOAD({{DATA_TYPE_IN}}, M0, N0, BUFFER, {{src}}, g_ind_0, g_ind_1, 1, {{src}}_stride_y, in_data); +)_"; + + code += R"_( + LOOP_UNROLLING(int, m0, 0, 1, M0, + { +)_"; + + if(kernel_name == "cast_down" && is_data_type_quantized(_src->data_type())) + { + code += R"_( + in_data[m0].v ^= (VEC_DATA_TYPE({{DATA_TYPE_IN}}, N0))0x80; +)_"; + } + + if(kernel_name == "cast_down" && (is_data_type_float(_src->data_type()) || _attributes.convert_policy() == ConvertPolicy::SATURATE)) + { + code += R"_( + {{dst}}[m0].v = CONVERT_SAT(in_data[m0].v, VEC_DATA_TYPE({{DATA_TYPE_OUT}}, N0)); +)_"; + } + else + { + code += R"_( + {{dst}}[m0].v = CONVERT(in_data[m0].v, VEC_DATA_TYPE({{DATA_TYPE_OUT}}, N0)); +)_"; + } + + code += R"_( + }) +)_"; + + code += R"_( + LOOP_UNROLLING(int, i, 0, 1, M0, + { + g_dst_indirect_y[i].v = (uint)min((int)(g_ind_1 + i), (int)({{arg_dst}}_w) - 1); + g_dst_indirect_y[i].v += (int)(g_ind_2 % {{arg_dst}}_h) * (int)({{arg_dst}}_w); + g_dst_indirect_y[i].v += (int)(g_ind_2 / {{arg_dst}}_h) * (int)({{arg_dst}}_w * {{arg_dst}}_h); + }) +} +//------------------ END KERNEL {{meta_kernel_id}} --------------------- +)_"; + + return code; +} + +void ClTemplateCast::declare_variables(GpuKernelVariableTable &vtable, const ComponentGroup &comp_group) const +{ + vtable.declare_variable( + _src, + GpuKernelArgumentInfo(GpuKernelArgumentInfo::Type::Tensor_4D_t_Buffer), + comp_group.is_intermediate_tensor(_src), + "src"); + + vtable.declare_variable( + _dst, + GpuKernelArgumentInfo(GpuKernelArgumentInfo::Type::Tensor_4D_t_Buffer), + comp_group.is_intermediate_tensor(_dst), + "dst"); +} + +TagLUT ClTemplateCast::get_tag_lut(const GpuKernelVariableTable &vtable, const ComponentGroup &comp_group) const +{ + ARM_COMPUTE_UNUSED(comp_group); + + TagLUT lut{}; + + // Arguments and global shared variables + lut["src"] = vtable.get_variable(_src); + lut["dst"] = vtable.get_variable(_dst); + + const auto dst_argument = vtable.get_variable(comp_group.get_dst_tensors()[0]); + lut["arg_dst"] = dst_argument.uniq_name; + + // Local build options + lut["meta_kernel_id"] = id(); + + lut["DATA_TYPE_IN"] = get_cl_type_from_data_type(_src->data_type()); + lut["DATA_TYPE_OUT"] = get_cl_type_from_data_type(_dst->data_type()); + + return lut; +} + +CLBuildOptions ClTemplateCast::get_build_options(const ComponentGroup &comp_group) const +{ + ARM_COMPUTE_UNUSED(comp_group); + + const auto root_window = comp_group.get_root_component()->template_writer()->get_window(); + const unsigned int n0 = root_window.x().step(); + const unsigned int m0 = root_window.y().step(); + + // Set build options + CLBuildOptions build_opts{}; + build_opts.add_option("-DN0=" + support::cpp11::to_string(n0)); + build_opts.add_option("-DPARTIAL_N0=" + support::cpp11::to_string(_src->dimension(0) % n0)); + build_opts.add_option("-DM0=" + support::cpp11::to_string(m0)); + + return build_opts; +} + +std::string ClTemplateCast::get_config_id() const +{ + std::string config_id{}; + + config_id += "_"; + config_id += lower_string(string_from_data_type(_src->data_type())); + config_id += "_"; + config_id += lower_string(string_from_data_type(_dst->data_type())); + config_id += "_"; + config_id += support::cpp11::to_string(_src->dimension(0)); + config_id += "_"; + config_id += support::cpp11::to_string(_src->dimension(1)); + + return config_id; +} + +std::set<std::string> ClTemplateCast::get_headers_list() const +{ + return std::set<std::string>{ "helpers.h", "tile_helpers.h" }; +} + +Window ClTemplateCast::get_window() const +{ + ARM_COMPUTE_ERROR_ON_MSG(_dst->tensor_shape().total_size() == 0U, "Destination tensor is not initialized"); + + const unsigned int n0 = adjust_vec_size(16 / _src->element_size(), _src->dimension(0)); + Window win = calculate_max_window(*_dst, Steps(n0)); + return win.collapse(win, Window::DimZ); +} + +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute diff --git a/src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.h b/src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.h new file mode 100644 index 0000000000..08255ca5af --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateCast.h @@ -0,0 +1,103 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#ifndef SRC_DYNAMIC_FUSION_SKETCH_GPU_TEMPLATE_WRITER_CL_CLTEMPLATECAST +#define SRC_DYNAMIC_FUSION_SKETCH_GPU_TEMPLATE_WRITER_CL_CLTEMPLATECAST + +#include "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentCast.h" +#include "src/dynamic_fusion/sketch/gpu/template_writer/GpuKernelVariableTable.h" +#include "src/dynamic_fusion/sketch/gpu/template_writer/IGpuTemplateComponentWriter.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +class ClTemplateCast final : public IGpuTemplateComponentWriter +{ +public: + using Attributes = ClComponentCast::Attributes; + + /** Constructor + * + * @param[in] id Component id + * @param[in] tensors Tensor arguments to the components + * @param[in] attributes Component attributes + */ + ClTemplateCast(ComponentId id, const ArgumentPack<ITensorInfo> &tensors, const Attributes &attributes); + /** Prevent instances of this class from being copy constructed */ + ClTemplateCast(const ClTemplateCast &cast) = delete; + /** Prevent instances of this class from being copied */ + ClTemplateCast &operator=(const ClTemplateCast &cast) = delete; + /** Allow instances of this class to be move constructed */ + ClTemplateCast(ClTemplateCast &&cast) = default; + /** Allow instances of this class to be moved */ + ClTemplateCast &operator=(ClTemplateCast &&cast) = default; + /** Generate kernel component name */ + std::string get_name() const override; + /** Generate kernel component code template + * + * @param[in] comp_group Component group of which the component is a part of + * + * @return std::string Component code + */ + std::string get_component_code(const ComponentGroup &comp_group) const override; + /** Declare all variables used by the component in the @p vtable + * + * @param[out] vtable Variable table + * @param[in] comp_group Component group of which the component is a part of + */ + void declare_variables(GpuKernelVariableTable &vtable, const ComponentGroup &comp_group) const override; + /** Generate the tag look-up table used to instantiate the component code. + * + * @param[in] vtable Variable table + * @param[in] comp_group Component group of which the component is a part of + * + * @return TagLUT Tag lookup table + */ + TagLUT get_tag_lut(const GpuKernelVariableTable &vtable, const ComponentGroup &comp_group) const override; + /** Generate the build options used in the component + * + * @param[in] comp_group Component group of which the component is a part of + * + * @return CLBuildOptions Build options + */ + CLBuildOptions get_build_options(const ComponentGroup &comp_group) const override; + /** Generate the component config id string used for tuning */ + std::string get_config_id() const override; + /** Generate the header list used in the component */ + std::set<std::string> get_headers_list() const override; + /** Generate the execution window for the component */ + Window get_window() const override; + +private: + const ITensorInfo *_src; + const ITensorInfo *_dst; + const Attributes _attributes; +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute + +#endif /* SRC_DYNAMIC_FUSION_SKETCH_GPU_TEMPLATE_WRITER_CL_CLTEMPLATECAST */ diff --git a/tests/validation/dynamic_fusion/gpu/cl/Cast.cpp b/tests/validation/dynamic_fusion/gpu/cl/Cast.cpp new file mode 100644 index 0000000000..cb6c8c52f6 --- /dev/null +++ b/tests/validation/dynamic_fusion/gpu/cl/Cast.cpp @@ -0,0 +1,235 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#include "arm_compute/core/Types.h" +#include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuCast.h" +#include "arm_compute/runtime/CL/CLTensor.h" + +#include "tests/CL/CLAccessor.h" +#include "tests/datasets/ConvertPolicyDataset.h" +#include "tests/datasets/ShapeDatasets.h" +#include "tests/framework/Macros.h" +#include "tests/framework/datasets/Datasets.h" +#include "tests/validation/Validation.h" +#include "tests/validation/fixtures/dynamic_fusion/operators/CastFixture.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace +{ +// Tolerance +constexpr AbsoluteTolerance<float> one_tolerance(1); +constexpr AbsoluteTolerance<float> zero_tolerance(0); + +/** Input data sets **/ +// QASYMM8 +const auto CastQASYMM8toF32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::F32)); + +// U8 +const auto CastU8toS8Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S8)); +const auto CastU8toU16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U16)); +const auto CastU8toS16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S16)); +const auto CastU8toU32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U32)); +const auto CastU8toS32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S32)); +const auto CastU8toF16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F16)); +const auto CastU8toF32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F32)); + +// S8 +const auto CastS8toU8Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U8)); +const auto CastS8toU16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U16)); +const auto CastS8toS16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::S16)); +const auto CastS8toU32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U32)); +const auto CastS8toS32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::S32)); +const auto CastS8toF16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::F16)); +const auto CastS8toF32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::F32)); + +// U16 +const auto CastU16toU8Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U8)); +const auto CastU16toS8Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S8)); +const auto CastU16toS16Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S16)); +const auto CastU16toU32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U32)); +const auto CastU16toS32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S32)); +const auto CastU16toF16Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::F16)); +const auto CastU16toF32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::F32)); + +// S16 +const auto CastS16toU8Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U8)); +const auto CastS16toS8Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::S8)); +const auto CastS16toU16Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U16)); +const auto CastS16toU32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U32)); +const auto CastS16toS32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::S32)); +const auto CastS16toF16Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::F16)); +const auto CastS16toF32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::F32)); + +// U32 +const auto CastU32toU8Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::U8)); +const auto CastU32toS8Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S8)); +const auto CastU32toU16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::U16)); +const auto CastU32toS16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S16)); +const auto CastU32toS32Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S32)); +const auto CastU32toF16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::F16)); +const auto CastU32toF32Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::F32)); + +// S32 +const auto CastS32toU8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U8)); +const auto CastS32toS8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::S8)); +const auto CastS32toU16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U16)); +const auto CastS32toS16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::S16)); +const auto CastS32toU32Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U32)); +const auto CastS32toF16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F16)); +const auto CastS32toF32Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F32)); + +// F16 +const auto CastF16toU8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U8)); +const auto CastF16toS8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S8)); +const auto CastF16toU16Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U16)); +const auto CastF16toS16Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S16)); +const auto CastF16toU32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U32)); +const auto CastF16toS32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S32)); +const auto CastF16toF32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F32)); + +// F32 +const auto CastF32toU8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U8)); +const auto CastF32toS8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S8)); +const auto CastF32toU16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U16)); +const auto CastF32toS16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S16)); +const auto CastF32toU32Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U32)); +const auto CastF32toS32Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S32)); +const auto CastF32toF16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F16)); +} // namespace + +TEST_SUITE(CL) +TEST_SUITE(DYNAMIC_FUSION) +TEST_SUITE(CAST) + +template <typename T> +using DynamicFusionCLCastToU8Fixture = DynamicFusionCastValidationFixture<CLTensor, CLAccessor, GpuCast, T, uint8_t>; +template <typename T> +using DynamicFusionCLCastToS8Fixture = DynamicFusionCastValidationFixture<CLTensor, CLAccessor, GpuCast, T, int8_t>; +template <typename T> +using DynamicFusionCLCastToU16Fixture = DynamicFusionCastValidationFixture<CLTensor, CLAccessor, GpuCast, T, uint16_t>; +template <typename T> +using DynamicFusionCLCastToS16Fixture = DynamicFusionCastValidationFixture<CLTensor, CLAccessor, GpuCast, T, int16_t>; +template <typename T> +using DynamicFusionCLCastToU32Fixture = DynamicFusionCastValidationFixture<CLTensor, CLAccessor, GpuCast, T, uint32_t>; +template <typename T> +using DynamicFusionCLCastToS32Fixture = DynamicFusionCastValidationFixture<CLTensor, CLAccessor, GpuCast, T, int32_t>; +template <typename T> +using DynamicFusionCLCastToF16Fixture = DynamicFusionCastValidationFixture<CLTensor, CLAccessor, GpuCast, T, half>; +template <typename T> +using DynamicFusionCLCastToF32Fixture = DynamicFusionCastValidationFixture<CLTensor, CLAccessor, GpuCast, T, float>; + +#define CAST_SUITE(NAME, idt, odt, type, dataset, tolerance) \ + TEST_SUITE(NAME) \ + FIXTURE_DATA_TEST_CASE(RunSmall, type, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), dataset), \ + datasets::ConvertPolicies())) \ + { \ + validate(CLAccessor(_target), _reference, tolerance); \ + } \ + TEST_SUITE_END() + +// QASYMM8 +CAST_SUITE(QASYMM8_to_F32, DataType::QASYMM8, DataType::F32, DynamicFusionCLCastToF32Fixture<uint8_t>, CastQASYMM8toF32Dataset, zero_tolerance) + +// U8 +CAST_SUITE(U8_to_S8, DataType::U8, DataType::S8, DynamicFusionCLCastToS8Fixture<uint8_t>, CastU8toS8Dataset, zero_tolerance) +CAST_SUITE(U8_to_U16, DataType::U8, DataType::U16, DynamicFusionCLCastToU16Fixture<uint8_t>, CastU8toU16Dataset, zero_tolerance) +CAST_SUITE(U8_to_S16, DataType::U8, DataType::S16, DynamicFusionCLCastToS16Fixture<uint8_t>, CastU8toS16Dataset, zero_tolerance) +CAST_SUITE(U8_to_U32, DataType::U8, DataType::U32, DynamicFusionCLCastToU32Fixture<uint8_t>, CastU8toU32Dataset, zero_tolerance) +CAST_SUITE(U8_to_S32, DataType::U8, DataType::S32, DynamicFusionCLCastToS32Fixture<uint8_t>, CastU8toS32Dataset, zero_tolerance) +CAST_SUITE(U8_to_F16, DataType::U8, DataType::F16, DynamicFusionCLCastToF16Fixture<uint8_t>, CastU8toF16Dataset, zero_tolerance) +CAST_SUITE(U8_to_F32, DataType::U8, DataType::F32, DynamicFusionCLCastToF32Fixture<uint8_t>, CastU8toF32Dataset, zero_tolerance) + +// S8 +CAST_SUITE(S8_to_U8, DataType::S8, DataType::U8, DynamicFusionCLCastToU8Fixture<int8_t>, CastS8toU8Dataset, zero_tolerance) +CAST_SUITE(S8_to_U16, DataType::S8, DataType::U16, DynamicFusionCLCastToU16Fixture<int8_t>, CastS8toU16Dataset, zero_tolerance) +CAST_SUITE(S8_to_S16, DataType::S8, DataType::S16, DynamicFusionCLCastToS16Fixture<int8_t>, CastS8toS16Dataset, zero_tolerance) +CAST_SUITE(S8_to_U32, DataType::S8, DataType::U32, DynamicFusionCLCastToU32Fixture<int8_t>, CastS8toU32Dataset, zero_tolerance) +CAST_SUITE(S8_to_S32, DataType::S8, DataType::S32, DynamicFusionCLCastToS32Fixture<int8_t>, CastS8toS32Dataset, zero_tolerance) +CAST_SUITE(S8_to_F16, DataType::S8, DataType::F16, DynamicFusionCLCastToF16Fixture<int8_t>, CastS8toF16Dataset, zero_tolerance) +CAST_SUITE(S8_to_F32, DataType::S8, DataType::F32, DynamicFusionCLCastToF32Fixture<int8_t>, CastS8toF32Dataset, zero_tolerance) + +// U16 +CAST_SUITE(U16_to_U8, DataType::U16, DataType::U8, DynamicFusionCLCastToU8Fixture<uint16_t>, CastU16toU8Dataset, zero_tolerance) +CAST_SUITE(U16_to_S8, DataType::U16, DataType::S8, DynamicFusionCLCastToS8Fixture<uint16_t>, CastU16toS8Dataset, zero_tolerance) +CAST_SUITE(U16_to_S16, DataType::U16, DataType::S16, DynamicFusionCLCastToS16Fixture<uint16_t>, CastU16toS16Dataset, zero_tolerance) +CAST_SUITE(U16_to_U32, DataType::U16, DataType::U32, DynamicFusionCLCastToU32Fixture<uint16_t>, CastU16toU32Dataset, zero_tolerance) +CAST_SUITE(U16_to_S32, DataType::U16, DataType::S32, DynamicFusionCLCastToS32Fixture<uint16_t>, CastU16toS32Dataset, zero_tolerance) +CAST_SUITE(U16_to_F16, DataType::U16, DataType::F16, DynamicFusionCLCastToF16Fixture<uint16_t>, CastU16toF16Dataset, zero_tolerance) +CAST_SUITE(U16_to_F32, DataType::U16, DataType::F32, DynamicFusionCLCastToF32Fixture<uint16_t>, CastU16toF32Dataset, zero_tolerance) + +// S16 +CAST_SUITE(S16_to_U8, DataType::S16, DataType::U8, DynamicFusionCLCastToU8Fixture<int16_t>, CastS16toU8Dataset, zero_tolerance) +CAST_SUITE(S16_to_S8, DataType::S16, DataType::S8, DynamicFusionCLCastToS8Fixture<int16_t>, CastS16toS8Dataset, zero_tolerance) +CAST_SUITE(S16_to_U16, DataType::S16, DataType::U16, DynamicFusionCLCastToU16Fixture<int16_t>, CastS16toU16Dataset, zero_tolerance) +CAST_SUITE(S16_to_U32, DataType::S16, DataType::U32, DynamicFusionCLCastToU32Fixture<int16_t>, CastS16toU32Dataset, zero_tolerance) +CAST_SUITE(S16_to_S32, DataType::S16, DataType::S32, DynamicFusionCLCastToS32Fixture<int16_t>, CastS16toS32Dataset, zero_tolerance) +CAST_SUITE(S16_to_F16, DataType::S16, DataType::F16, DynamicFusionCLCastToF16Fixture<int16_t>, CastS16toF16Dataset, zero_tolerance) +CAST_SUITE(S16_to_F32, DataType::S16, DataType::F32, DynamicFusionCLCastToF32Fixture<int16_t>, CastS16toF32Dataset, zero_tolerance) + +// U32 +CAST_SUITE(U32_to_U8, DataType::U32, DataType::U8, DynamicFusionCLCastToU8Fixture<uint32_t>, CastU32toU8Dataset, zero_tolerance) +CAST_SUITE(U32_to_S8, DataType::U32, DataType::S8, DynamicFusionCLCastToS8Fixture<uint32_t>, CastU32toS8Dataset, zero_tolerance) +CAST_SUITE(U32_to_U16, DataType::U32, DataType::U16, DynamicFusionCLCastToU16Fixture<uint32_t>, CastU32toU16Dataset, zero_tolerance) +CAST_SUITE(U32_to_S16, DataType::U32, DataType::S16, DynamicFusionCLCastToS16Fixture<uint32_t>, CastU32toS16Dataset, zero_tolerance) +CAST_SUITE(U32_to_S32, DataType::U32, DataType::S32, DynamicFusionCLCastToS32Fixture<uint32_t>, CastU32toS32Dataset, zero_tolerance) +CAST_SUITE(U32_to_F16, DataType::U32, DataType::F16, DynamicFusionCLCastToF16Fixture<uint32_t>, CastU32toF16Dataset, zero_tolerance) +CAST_SUITE(U32_to_F32, DataType::U32, DataType::F32, DynamicFusionCLCastToF32Fixture<uint32_t>, CastU32toF32Dataset, zero_tolerance) + +// S32 +CAST_SUITE(S32_to_U8, DataType::S32, DataType::U8, DynamicFusionCLCastToU8Fixture<int32_t>, CastS32toU8Dataset, zero_tolerance) +CAST_SUITE(S32_to_S8, DataType::S32, DataType::S8, DynamicFusionCLCastToS8Fixture<int32_t>, CastS32toS8Dataset, zero_tolerance) +CAST_SUITE(S32_to_U16, DataType::S32, DataType::U16, DynamicFusionCLCastToU16Fixture<int32_t>, CastS32toU16Dataset, zero_tolerance) +CAST_SUITE(S32_to_S16, DataType::S32, DataType::S16, DynamicFusionCLCastToS16Fixture<int32_t>, CastS32toS16Dataset, zero_tolerance) +CAST_SUITE(S32_to_U32, DataType::S32, DataType::U32, DynamicFusionCLCastToU32Fixture<int32_t>, CastS32toU32Dataset, zero_tolerance) +CAST_SUITE(S32_to_F16, DataType::S32, DataType::F16, DynamicFusionCLCastToF16Fixture<int32_t>, CastS32toF16Dataset, zero_tolerance) +CAST_SUITE(S32_to_F32, DataType::S32, DataType::F32, DynamicFusionCLCastToF32Fixture<int32_t>, CastS32toF32Dataset, zero_tolerance) + +// F16 +CAST_SUITE(F16_to_U8, DataType::F16, DataType::U8, DynamicFusionCLCastToU8Fixture<half>, CastF16toU8Dataset, one_tolerance) +CAST_SUITE(F16_to_S8, DataType::F16, DataType::S8, DynamicFusionCLCastToS8Fixture<half>, CastF16toS8Dataset, one_tolerance) +CAST_SUITE(F16_to_U16, DataType::F16, DataType::U16, DynamicFusionCLCastToU16Fixture<half>, CastF16toU16Dataset, one_tolerance) +CAST_SUITE(F16_to_S16, DataType::F16, DataType::S16, DynamicFusionCLCastToS16Fixture<half>, CastF16toS16Dataset, one_tolerance) +CAST_SUITE(F16_to_U32, DataType::F16, DataType::U32, DynamicFusionCLCastToU32Fixture<half>, CastF16toU32Dataset, one_tolerance) +CAST_SUITE(F16_to_S32, DataType::F16, DataType::S32, DynamicFusionCLCastToS32Fixture<half>, CastF16toS32Dataset, one_tolerance) +CAST_SUITE(F16_to_F32, DataType::F16, DataType::F32, DynamicFusionCLCastToF32Fixture<half>, CastF16toF32Dataset, zero_tolerance) + +// F32 +CAST_SUITE(F32_to_U8, DataType::F32, DataType::U8, DynamicFusionCLCastToU8Fixture<float>, CastF32toU8Dataset, one_tolerance) +CAST_SUITE(F32_to_S8, DataType::F32, DataType::S8, DynamicFusionCLCastToS8Fixture<float>, CastF32toS8Dataset, one_tolerance) +CAST_SUITE(F32_to_U16, DataType::F32, DataType::U16, DynamicFusionCLCastToU16Fixture<float>, CastF32toU16Dataset, one_tolerance) +CAST_SUITE(F32_to_S16, DataType::F32, DataType::S16, DynamicFusionCLCastToS16Fixture<float>, CastF32toS16Dataset, one_tolerance) +CAST_SUITE(F32_to_U32, DataType::F32, DataType::U32, DynamicFusionCLCastToU32Fixture<float>, CastF32toU32Dataset, one_tolerance) +CAST_SUITE(F32_to_S32, DataType::F32, DataType::S32, DynamicFusionCLCastToS32Fixture<float>, CastF32toS32Dataset, one_tolerance) +CAST_SUITE(F32_to_F16, DataType::F32, DataType::F16, DynamicFusionCLCastToF16Fixture<float>, CastF32toF16Dataset, zero_tolerance) + +TEST_SUITE_END() // CAST +TEST_SUITE_END() // DYNAMIC_FUSION +TEST_SUITE_END() // CL +} // namespace validation +} // namespace test +} // namespace arm_compute diff --git a/tests/validation/fixtures/dynamic_fusion/operators/CastFixture.h b/tests/validation/fixtures/dynamic_fusion/operators/CastFixture.h new file mode 100644 index 0000000000..8553472fb9 --- /dev/null +++ b/tests/validation/fixtures/dynamic_fusion/operators/CastFixture.h @@ -0,0 +1,175 @@ +/* + * Copyright (c) 2022 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#ifndef TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE +#define TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE + +#include "arm_compute/core/CL/CLKernelLibrary.h" +#include "arm_compute/core/TensorInfo.h" +#include "arm_compute/core/Types.h" +#include "arm_compute/dynamic_fusion/runtime/gpu/cl/ClWorkloadRuntime.h" +#include "arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h" +#include "arm_compute/dynamic_fusion/sketch/gpu/GpuWorkloadSketch.h" + +#include "tests/framework/Fixture.h" +#include "tests/validation/reference/DepthConvertLayer.h" + +using namespace arm_compute::experimental::dynamic_fusion; + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2> +class DynamicFusionCastValidationFixture : public framework::Fixture +{ +public: + template <typename...> + void setup(TensorShape shape, DataType dt_in, DataType dt_out, ConvertPolicy policy) + { + _target = compute_target(shape, dt_in, dt_out, policy); + _reference = compute_reference(shape, dt_in, dt_out, policy); + } + +protected: + template <typename U> + void fill(U &&tensor, int i, DataType dt_in, DataType dt_out) + { + // Restricting range to avoid inf values + if(dt_out == DataType::F16) + { + constexpr int signed_min = -32000; + constexpr int signed_max = 32000; + constexpr int unsigned_min = 0; + constexpr int unsigned_max = 65000; + + switch(dt_in) + { + case DataType::U8: + case DataType::QASYMM8: + case DataType::QASYMM8_SIGNED: + case DataType::S8: + case DataType::F32: + { + library->fill_tensor_uniform(tensor, i); + break; + } + case DataType::U16: + { + library->fill_tensor_uniform(tensor, i, static_cast<uint16_t>(unsigned_min), static_cast<uint16_t>(unsigned_max)); + break; + } + case DataType::S16: + { + library->fill_tensor_uniform(tensor, i, static_cast<int16_t>(signed_min), static_cast<int16_t>(signed_max)); + break; + } + case DataType::U32: + { + library->fill_tensor_uniform(tensor, i, static_cast<uint32_t>(unsigned_min), static_cast<uint32_t>(unsigned_max)); + break; + } + case DataType::S32: + { + library->fill_tensor_uniform(tensor, i, static_cast<int32_t>(signed_min), static_cast<int32_t>(signed_max)); + break; + } + default: + ARM_COMPUTE_ERROR("NOT SUPPORTED!"); + } + } + else + { + library->fill_tensor_uniform(tensor, i); + } + } + + // Given input is in nchw format + TensorType compute_target(const TensorShape &shape, const DataType dt_in, const DataType dt_out, const ConvertPolicy policy) + { + // Create a new workload sketch + auto cl_compile_ctx = CLKernelLibrary::get().get_compile_context(); + auto gpu_ctx = GpuWorkloadContext{ &cl_compile_ctx }; + GpuWorkloadSketch sketch{ &gpu_ctx }; + + // Create sketch tensors + TensorInfo src_info = sketch.create_tensor_info(TensorInfo(shape, 1, dt_in, DataLayout::NCHW)); // layout is not important + TensorInfo dst_info = sketch.create_tensor_info(); + + CastAttributes attributes; + attributes.convert_policy(policy).data_type(dt_out); + + FunctionType::create_op(sketch, &src_info, &dst_info, attributes); + + // Configure runtime + ClWorkloadRuntime runtime; + runtime.configure(sketch); + + // (Important) Allocate auxiliary tensor memory if there are any + for(auto &data : runtime.get_auxiliary_tensors()) + { + auto tensor = data.first; + const auto aux_mem_req = data.second; + tensor->allocator()->init(*data.first->info(), aux_mem_req.alignment); + tensor->allocator()->allocate(); + } + + // Construct user tensors + TensorType t_src{}; + TensorType t_dst{}; + + // Initialize user tensors + t_src.allocator()->init(src_info); + t_dst.allocator()->init(dst_info); + + // Allocate and fill user tensors + t_src.allocator()->allocate(); + t_dst.allocator()->allocate(); + + fill(AccessorType(t_src), 0, dt_in, dt_out); + + // Run runtime + runtime.run({ &t_src, &t_dst }); + return t_dst; + } + + SimpleTensor<T2> compute_reference(const TensorShape &shape, const DataType dt_in, const DataType dt_out, const ConvertPolicy policy) + { + // Create reference + SimpleTensor<T1> src{ shape, dt_in, 1 }; + + // Fill reference + fill(src, 0, dt_in, dt_out); + + return reference::depth_convert<T1, T2>(src, dt_out, policy, 0); + } + + TensorType _target{}; + SimpleTensor<T2> _reference{}; +}; +} // namespace validation +} // namespace test +} // namespace arm_compute +#endif /* TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE */ diff --git a/utils/TypePrinter.h b/utils/TypePrinter.h index 0122229ed2..515e568657 100644 --- a/utils/TypePrinter.h +++ b/utils/TypePrinter.h @@ -39,6 +39,7 @@ #include "arm_compute/core/experimental/IPostOp.h" #include "arm_compute/core/experimental/PostOps.h" #include "arm_compute/dynamic_fusion/sketch/OperatorAttributes.h" +#include "arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h" #include "arm_compute/dynamic_fusion/sketch/attributes/DepthwiseConv2dAttributes.h" #include "arm_compute/runtime/CL/CLTunerTypes.h" #include "arm_compute/runtime/CL/CLTypes.h" @@ -3433,6 +3434,35 @@ inline std::string to_string(const experimental::dynamic_fusion::Conv2dAttribute return str.str(); } +/** Formatted output of the arm_compute::experimental::dynamic_fusion::CastAttributes type. + * + * @param[out] os Output stream. + * @param[in] cast_attr arm_compute::experimental::dynamic_fusion::CastAttributes type to output. + * + * @return Modified output stream. + */ +inline ::std::ostream &operator<<(::std::ostream &os, const experimental::dynamic_fusion::CastAttributes &cast_attr) +{ + os << "CastAttributes=" + << "[" + << "Data Type=" << cast_attr.data_type() << ", " + << "Convert Policy=" << cast_attr.convert_policy() << "]"; + + return os; +} +/** Formatted output of the arm_compute::experimental::dynamic_fusion::CastAttributes type. + * + * @param[in] cast_attr arm_compute::experimental::dynamic_fusion::CastAttributes type to output. + * + * @return Formatted string. + */ +inline std::string to_string(const experimental::dynamic_fusion::CastAttributes &cast_attr) +{ + std::stringstream str; + str << cast_attr; + return str.str(); +} + /** Formatted output of the arm_compute::experimental::dynamic_fusion::DepthwiseConv2dAttributes type. * * @param[out] os Output stream. |