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authorAdnan AlSinan <adnan.alsinan@arm.com>2022-03-15 18:46:42 +0000
committerramelg01 <ramy.elgammal@arm.com>2022-04-01 16:00:07 +0100
commit171fc3d160736e10f859c6f2a24d1c7a59bcd9e3 (patch)
tree8dcfee70ac949cbbc555bc7d42b38e53aa49ca99 /arm_compute/runtime/NEON
parent892b70a8bb338f0c10c06112c41f6c8e8c3495f9 (diff)
downloadComputeLibrary-171fc3d160736e10f859c6f2a24d1c7a59bcd9e3.tar.gz
Add CPU Pool3d FP16/32 implementation
- Add implementation for the CPU pooling 3d layer. - NDHWC data layout support - Support FP32/FP16. - Add Pool3d to the operator list. - Fix CL Pool3d kernel comments to generate the operator list. Resolves: COMPMID-4671 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: I92478a154beb12541525b648ed3dd5a58c8f27fa Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7311 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> (cherry picked from commit 572659a0e5dd1086b1c7d16fe331ff73d2acd93a)
Diffstat (limited to 'arm_compute/runtime/NEON')
-rw-r--r--arm_compute/runtime/NEON/NEFunctions.h1
-rw-r--r--arm_compute/runtime/NEON/functions/NEPooling3dLayer.h94
2 files changed, 95 insertions, 0 deletions
diff --git a/arm_compute/runtime/NEON/NEFunctions.h b/arm_compute/runtime/NEON/NEFunctions.h
index 562ade1d5a..a679e8c04e 100644
--- a/arm_compute/runtime/NEON/NEFunctions.h
+++ b/arm_compute/runtime/NEON/NEFunctions.h
@@ -80,6 +80,7 @@
#include "arm_compute/runtime/NEON/functions/NEPadLayer.h"
#include "arm_compute/runtime/NEON/functions/NEPermute.h"
#include "arm_compute/runtime/NEON/functions/NEPixelWiseMultiplication.h"
+#include "arm_compute/runtime/NEON/functions/NEPooling3dLayer.h"
#include "arm_compute/runtime/NEON/functions/NEPoolingLayer.h"
#include "arm_compute/runtime/NEON/functions/NEPriorBoxLayer.h"
#include "arm_compute/runtime/NEON/functions/NEQLSTMLayer.h"
diff --git a/arm_compute/runtime/NEON/functions/NEPooling3dLayer.h b/arm_compute/runtime/NEON/functions/NEPooling3dLayer.h
new file mode 100644
index 0000000000..7b31f916f6
--- /dev/null
+++ b/arm_compute/runtime/NEON/functions/NEPooling3dLayer.h
@@ -0,0 +1,94 @@
+/*
+ * 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_NEPOOLING3DLAYER_H
+#define ARM_COMPUTE_NEPOOLING3DLAYER_H
+
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/IFunction.h"
+
+#include <memory>
+
+namespace arm_compute
+{
+// Forward declarations
+class ITensor;
+class ITensorInfo;
+class IMemoryManager;
+/** Basic function to simulate a pooling 3d layer with the specified pooling operation. This function calls the following kernels:
+ *
+ * -# @ref cpu::CpuPool3d
+ */
+class NEPooling3dLayer : public IFunction
+{
+public:
+ /** Constructor */
+ NEPooling3dLayer(std::shared_ptr<IMemoryManager> memory_manager = nullptr);
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ NEPooling3dLayer(const NEPooling3dLayer &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ NEPooling3dLayer &operator=(const NEPooling3dLayer &) = delete;
+ /** Prevent instances of this class from being moved (As this class contains non movable objects) */
+ NEPooling3dLayer(NEPooling3dLayer &&) = delete;
+ /** Prevent instances of this class from being moved (As this class contains non movable objects) */
+ NEPooling3dLayer &operator=(NEPooling3dLayer &&) = delete;
+ /** Default destructor */
+ ~NEPooling3dLayer();
+ /** Set the input and output tensors.
+ *
+ * Valid data layouts:
+ * - NDHWC
+ *
+ * Valid data type configurations:
+ * |src |dst |
+ * |:--------------|:--------------|
+ * |F16 |F16 |
+ * |F32 |F32 |
+ *
+ * @note Source tensor is padded with -inf for MAX pooling and 0 otherwise
+ *
+ * @param[in] input Source tensor. Data types supported: F16/F32.
+ * @param[out] output Destination tensor.
+ * @param[in] pool_info Contains pooling operation information described in @ref Pooling3dLayerInfo.
+ */
+ void configure(const ITensor *input, ITensor *output, const Pooling3dLayerInfo &pool_info);
+ /** Static function to check if given info will lead to a valid configuration of @ref NEPooling3dLayer
+ *
+ *
+ * @param[in] input Source tensor info. Data types supported: F16/F32.
+ * @param[in] output Destination tensor info.
+ * @param[in] pool_info Contains pooling operation information described in @ref Pooling3dLayerInfo.
+ *
+ * @return a status
+ */
+ static Status validate(const ITensorInfo *input, const ITensorInfo *output, const Pooling3dLayerInfo &pool_info);
+
+ // Inherited methods overridden:
+ void run() override;
+
+private:
+ struct Impl;
+ std::unique_ptr<Impl> _impl;
+};
+}
+#endif /* ARM_COMPUTE_NEPOOLING3DLAYER_H */