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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 /arm_compute/dynamic_fusion
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 'arm_compute/dynamic_fusion')
-rw-r--r--arm_compute/dynamic_fusion/sketch/attributes/ResizeAttributes.h87
-rw-r--r--arm_compute/dynamic_fusion/sketch/gpu/operators/GpuResize.h99
2 files changed, 186 insertions, 0 deletions
diff --git a/arm_compute/dynamic_fusion/sketch/attributes/ResizeAttributes.h b/arm_compute/dynamic_fusion/sketch/attributes/ResizeAttributes.h
new file mode 100644
index 0000000000..8992693cd1
--- /dev/null
+++ b/arm_compute/dynamic_fusion/sketch/attributes/ResizeAttributes.h
@@ -0,0 +1,87 @@
+/*
+ * 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_RESIZEATTRIBUTES
+#define ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_RESIZEATTRIBUTES
+
+#include "arm_compute/core/PixelValue.h"
+#include "arm_compute/core/Types.h"
+#include <cstdint>
+
+namespace arm_compute
+{
+namespace experimental
+{
+namespace dynamic_fusion
+{
+/** Attributes are backend-agnostic parameters (in addition to the input/output tensors) of an operator.
+ */
+
+/** Resize attributes */
+class ResizeAttributes
+{
+public:
+ /** Set output width */
+ ResizeAttributes &output_width(int32_t output_width);
+
+ /** Get output width */
+ int32_t output_width() const;
+
+ /** Set output height */
+ ResizeAttributes &output_height(int32_t output_height);
+
+ /** Get output height */
+ int32_t output_height() const;
+
+ /** Set interpolation policy */
+ ResizeAttributes &interpolation_policy(InterpolationPolicy interpolation_policy);
+
+ /** Get interpolation policy */
+ InterpolationPolicy interpolation_policy() const;
+
+ /** Set sampling policy */
+ ResizeAttributes &sampling_policy(SamplingPolicy sampling_policy);
+
+ /** Get sampling policy */
+ SamplingPolicy sampling_policy() const;
+
+ /** Set align corners */
+ ResizeAttributes &align_corners(bool align_corners);
+
+ /** Get align corners */
+ bool align_corners() const;
+
+private:
+ int32_t _output_width{};
+ int32_t _output_height{};
+ InterpolationPolicy _interpolation_policy{ InterpolationPolicy::BILINEAR };
+ SamplingPolicy _sampling_policy{ SamplingPolicy::CENTER };
+ bool _align_corners{ false };
+};
+
+} // namespace dynamic_fusion
+} // namespace experimental
+} // namespace arm_compute
+
+#endif /* ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_RESIZEATTRIBUTES */
diff --git a/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuResize.h b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuResize.h
new file mode 100644
index 0000000000..1387bf1cf0
--- /dev/null
+++ b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuResize.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_GPURESIZE
+#define ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPURESIZE
+
+#include "arm_compute/core/ITensorInfo.h"
+#include "arm_compute/dynamic_fusion/sketch/attributes/ResizeAttributes.h"
+
+namespace arm_compute
+{
+namespace experimental
+{
+namespace dynamic_fusion
+{
+/** Forward declaration */
+class GpuWorkloadContext;
+class GpuWorkloadSketch;
+
+/** Operator interface. */
+class GpuResize final
+{
+public:
+ /** Attributes are a set of backend-agnostic parameters that define what an operator does */
+ using Attributes = ResizeAttributes;
+
+ /** 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 |
+ * |:--------------|:--------------|
+ * |QASYMM8 |QASYMM8 |
+ * |QASYMM8_SIGNED |QASYMM8_SIGNED |
+ * |F16 |F16 |
+ * |F32 |F32 |
+ * |U8 |U8 |
+ * |S16 |S16 |
+ *
+ * Valid data layouts:
+ * - NHWC
+ *
+ * @param[in,out] sketch Workload sketch into which the operator will be fused
+ * @param[in] src Left hand side tensor info.
+ * @param[out] dst Destination tensor info.
+ * 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.
+ * @param[out] dst Destination tensor info.
+ * 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 GpuResize::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_GPURESIZE */