aboutsummaryrefslogtreecommitdiff
path: root/src/dynamic_fusion/sketch/gpu/operators
diff options
context:
space:
mode:
authorJakub Sujak <jakub.sujak@arm.com>2022-12-02 16:09:06 +0000
committerGunes Bayir <gunes.bayir@arm.com>2022-12-28 11:01:09 +0000
commit8ae571454792327fc40641c72fe0b8de1e7d334f (patch)
tree928028fa30d52a87413db16ed3abc4044bf07eec /src/dynamic_fusion/sketch/gpu/operators
parent8468371b3e2ec42ee0b9b670d45d99eb1015574b (diff)
downloadComputeLibrary-8ae571454792327fc40641c72fe0b8de1e7d334f.tar.gz
Add Resize/Scale operator to Dynamic Fusion interface
Resolves: COMPMID-5521 Change-Id: Id38a4ce18f9ea8805a151acb064e72795535d1a0 Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8859 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/dynamic_fusion/sketch/gpu/operators')
-rw-r--r--src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp179
1 files changed, 179 insertions, 0 deletions
diff --git a/src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp b/src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp
new file mode 100644
index 0000000000..aa45f4c1a5
--- /dev/null
+++ b/src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp
@@ -0,0 +1,179 @@
+/*
+ * 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/GpuResize.h"
+
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/utils/misc/ShapeCalculator.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/ClComponentResize.h"
+
+#include "src/common/utils/Log.h"
+
+namespace arm_compute
+{
+namespace experimental
+{
+namespace dynamic_fusion
+{
+namespace
+{
+void calculate_and_init_dst_if_empty(ITensorInfo *dst, const ITensorInfo *src, const ResizeAttributes &attributes)
+{
+ if(dst->total_size() == 0U)
+ {
+ TensorShape out_shape = src->tensor_shape();
+
+ out_shape.set(1, attributes.output_width());
+ out_shape.set(2, attributes.output_height());
+
+ auto_init_if_empty(*dst, src->clone()->set_tensor_shape(out_shape));
+ }
+}
+
+constexpr GpuOperatorType operator_type = GpuOperatorType::Complex;
+}
+Status GpuResize::is_supported_op(const GpuWorkloadContext &context,
+ const ITensorInfo *src,
+ const ITensorInfo *dst,
+ const Attributes &attributes)
+{
+ ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst);
+
+ // Auto initialize dst tensor info
+ TensorInfo dst_info_to_validate = *dst;
+ calculate_and_init_dst_if_empty(&dst_info_to_validate, src, attributes);
+
+ // Check support level
+ // Data type
+ ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::U8, DataType::S16, DataType::F16, DataType::F32);
+ // Data layout
+ ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(src, DataLayout::NHWC);
+ // Interpolation policy
+ ARM_COMPUTE_RETURN_ERROR_ON_MSG(attributes.interpolation_policy() != InterpolationPolicy::NEAREST_NEIGHBOR && attributes.interpolation_policy() != InterpolationPolicy::BILINEAR,
+ "Interpolation policy must be NEAREST_NEIGHBOR or BILINEAR");
+
+ // Check components
+ 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 Activation Component
+ {
+ const KernelProperties properties = IGpuKernelComponent::Properties().stage(UnitWorkloadStage{ UnitWorkloadStage::Stage::Run });
+
+ 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(ClComponentResize::validate(properties, arguments, attributes));
+ }
+ }
+ else
+ {
+ ARM_COMPUTE_RETURN_ERROR_MSG("Unimplemented Gpu language");
+ }
+
+ return Status{};
+}
+
+Status GpuResize::validate_op(const GpuWorkloadSketch &sketch,
+ const ITensorInfo *src,
+ const ITensorInfo *dst,
+ const GpuResize::Attributes &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 if empty
+ TensorInfo dst_info_to_validate = *dst;
+ calculate_and_init_dst_if_empty(&dst_info_to_validate, src, attributes);
+
+ // 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 Operator 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 GpuResize::create_op(GpuWorkloadSketch &sketch,
+ ITensorInfo *src,
+ ITensorInfo *dst,
+ const GpuResize::Attributes &attributes)
+{
+ // Assert validation
+ ARM_COMPUTE_ERROR_THROW_ON(GpuResize::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
+ calculate_and_init_dst_if_empty(dst, src, attributes);
+
+ // 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_NULLPTR(sketch_ctx->cl_compile_context());
+
+ // Add Resize Component
+ {
+ const auto properties = IGpuKernelComponent::Properties().stage(UnitWorkloadStage{ UnitWorkloadStage::Stage::Run });
+
+ ArgumentPack<ITensorInfo> arguments;
+ arguments.add_const_tensor(ACL_SRC_0, src);
+ arguments.add_const_tensor(ACL_DST_0, dst);
+ comp_graph.add_new_component<ClComponentResize>(properties, arguments, attributes);
+ }
+ }
+ 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