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authorMohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com>2023-01-03 10:16:16 +0000
committerMohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com>2023-01-20 13:11:59 +0000
commita18d85c6d2c0025938c2dc10e553eb82c01922f2 (patch)
treee62ce3acdbe065bedba7355cdaba6cf32d7ce20e /arm_compute
parent11f7d7ed4aa6293c8ad115374b7bad9bbf5a8ae7 (diff)
downloadComputeLibrary-a18d85c6d2c0025938c2dc10e553eb82c01922f2.tar.gz
Dynamic Fusion Pooling Layer 2d
- Adds Dynamic fusion PoolingLayer2D as Unfusable Operator - Indices are not supported - Adds tests for F32/F16 Datatypes Resolves : [COMPMID-5520] Signed-off-by: Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: I0d112545eb9209c836bf9ea153069f8627531e0a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8893 Reviewed-by: Gunes Bayir <gunes.bayir@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')
-rw-r--r--arm_compute/dynamic_fusion/sketch/attributes/Pool2dAttributes.h82
-rw-r--r--arm_compute/dynamic_fusion/sketch/gpu/operators/GpuPool2d.h114
2 files changed, 196 insertions, 0 deletions
diff --git a/arm_compute/dynamic_fusion/sketch/attributes/Pool2dAttributes.h b/arm_compute/dynamic_fusion/sketch/attributes/Pool2dAttributes.h
new file mode 100644
index 0000000000..be30781d86
--- /dev/null
+++ b/arm_compute/dynamic_fusion/sketch/attributes/Pool2dAttributes.h
@@ -0,0 +1,82 @@
+/*
+ * Copyright (c) 2023 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_POOL2DATTRIBUTES
+#define ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_POOL2DATTRIBUTES
+
+#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.
+ */
+
+class Pool2dAttributes
+{
+public:
+ /* Get Pooling Type */
+ PoolingType pool_type() const;
+
+ /* Set Pooling Type */
+ Pool2dAttributes pool_type(PoolingType pool_type);
+
+ /* Get 2D Pool Size */
+ Size2D pool_size() const;
+
+ /* Set 2D Pool size */
+ Pool2dAttributes pool_size(const Size2D &pool_size);
+
+ /* Get Padding */
+ Padding2D pad() const;
+
+ /* Set Padding */
+ Pool2dAttributes pad(const Padding2D &padding);
+
+ /* Get Stride */
+ Size2D stride() const;
+
+ /* Set Stride */
+ Pool2dAttributes stride(const Size2D &stride);
+
+ /* Get exclude padding */
+ bool exclude_padding() const;
+
+ /* Set exclude padding */
+ Pool2dAttributes exclude_padding(bool exclude_padding);
+
+private:
+ PoolingType _pool_type{};
+ Padding2D _pad{};
+ Size2D _pool_size{};
+ Size2D _stride{ 1U, 1U };
+ bool _exclude_padding{ true };
+};
+
+} // namespace dynamic_fusion
+} // namespace experimental
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_POOL2DATTRIBUTES */
diff --git a/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuPool2d.h b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuPool2d.h
new file mode 100644
index 0000000000..16d88af570
--- /dev/null
+++ b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuPool2d.h
@@ -0,0 +1,114 @@
+/*
+ * Copyright (c) 2023 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_GPUPOOL2D
+#define ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUPOOL2D
+
+#include "arm_compute/core/Error.h"
+#include "arm_compute/dynamic_fusion/sketch/attributes/Pool2dAttributes.h"
+
+namespace arm_compute
+{
+namespace experimental
+{
+namespace dynamic_fusion
+{
+/** Forward declaration */
+class GpuWorkloadSketch;
+class GpuWorkloadContext;
+
+/** Operator backend specific settings
+*/
+class GpuPool2dSettings
+{
+public:
+ /* Get mixed_precision*/
+ bool mixed_precision() const;
+
+ /* Set mixed_precision */
+ GpuPool2dSettings &mixed_precision(bool mixed_precision);
+
+private:
+ bool _mixed_precision{ false };
+};
+
+/** Operator interface. */
+class GpuPool2d final
+{
+public:
+ /** Attributes are a set of backend-agnostic parameters that define what an operator does */
+ using Attributes = Pool2dAttributes;
+ /** Settings are a set of backend-specific parameters that influence the implementation of a operator */
+ using Settings = GpuPool2dSettings;
+
+ /** 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 |
+ * |:--------------|:--------------|
+ * |F16 |F16 |
+ * |F32 |F32 |
+ *
+ * Valid data layouts:
+ * - NHWC
+ *
+ * @param[in,out] sketch Workload sketch into which the operator will be fused
+ * @param[in] src Source tensor
+ * @param[out] dst Destination tensor
+ * @param[in] attributes Operator attributes
+ * @param[in] settings Operator settings
+ */
+ static void create_op(GpuWorkloadSketch &sketch,
+ ITensorInfo *src,
+ ITensorInfo *dst,
+ const Attributes &attributes,
+ const Settings &settings);
+ /** 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: F16/F32.
+ * @param[out] dst Destination tensor info. Data types supported: F16/F32.
+ * If an uninitialized ITensorInfo is passed in, it will be auto-initialized
+ * @param[in] attributes Operator attributes
+ * @param[in] settings Operator settings
+ */
+ static Status is_supported_op(const GpuWorkloadContext &context,
+ const ITensorInfo *src,
+ const ITensorInfo *dst,
+ const Attributes &attributes,
+ const Settings &settings);
+ /** Validate the operator and check if it can be fused into the workload sketch.
+ * Similar to @ref GpuPool2d::create_op()
+ */
+ static Status validate_op(const GpuWorkloadSketch &sketch,
+ const ITensorInfo *src,
+ const ITensorInfo *dst,
+ const Attributes &attributes,
+ const Settings &settings);
+};
+} // namespace dynamic_fusion
+} // namespace experimental
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUPOOL2D */