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authorgiuros01 <giuseppe.rossini@arm.com>2018-09-13 09:31:40 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:55:19 +0000
commit188708170a51887868a7170c9ee963372bfb9ced (patch)
treefe8f1555022869d00a1c14a097fa58d013d9a8aa /arm_compute
parent4e0ac6fd6bc647e811cc12c1e3d392a6151ec576 (diff)
downloadComputeLibrary-188708170a51887868a7170c9ee963372bfb9ced.tar.gz
[COMPMID-1331] Add support for RoIAlign operator in CL
Change-Id: Ie215daacd10477309dbf8af1bb2b05b7a0a8f203 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150773 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
Diffstat (limited to 'arm_compute')
-rw-r--r--arm_compute/core/CL/CLKernels.h1
-rw-r--r--arm_compute/core/CL/kernels/CLROIAlignLayerKernel.h91
-rw-r--r--arm_compute/core/Types.h21
-rw-r--r--arm_compute/runtime/CL/CLFunctions.h1
-rw-r--r--arm_compute/runtime/CL/functions/CLROIAlignLayer.h74
5 files changed, 181 insertions, 7 deletions
diff --git a/arm_compute/core/CL/CLKernels.h b/arm_compute/core/CL/CLKernels.h
index f39d7b71f6..f6759b9f1e 100644
--- a/arm_compute/core/CL/CLKernels.h
+++ b/arm_compute/core/CL/CLKernels.h
@@ -102,6 +102,7 @@
#include "arm_compute/core/CL/kernels/CLPixelWiseMultiplicationKernel.h"
#include "arm_compute/core/CL/kernels/CLPoolingLayerKernel.h"
#include "arm_compute/core/CL/kernels/CLQuantizationLayerKernel.h"
+#include "arm_compute/core/CL/kernels/CLROIAlignLayerKernel.h"
#include "arm_compute/core/CL/kernels/CLROIPoolingLayerKernel.h"
#include "arm_compute/core/CL/kernels/CLReductionOperationKernel.h"
#include "arm_compute/core/CL/kernels/CLRemapKernel.h"
diff --git a/arm_compute/core/CL/kernels/CLROIAlignLayerKernel.h b/arm_compute/core/CL/kernels/CLROIAlignLayerKernel.h
new file mode 100644
index 0000000000..6908675ec1
--- /dev/null
+++ b/arm_compute/core/CL/kernels/CLROIAlignLayerKernel.h
@@ -0,0 +1,91 @@
+/*
+ * Copyright (c) 2018 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_CLROIALIGNLAYERKERNEL_H__
+#define __ARM_COMPUTE_CLROIALIGNLAYERKERNEL_H__
+
+#include "arm_compute/core/CL/ICLArray.h"
+#include "arm_compute/core/CL/ICLKernel.h"
+
+namespace arm_compute
+{
+class ICLTensor;
+
+/** Interface for the RoIAlign kernel.
+ */
+class CLROIAlignLayerKernel : public ICLKernel
+{
+public:
+ /** Constructor */
+ CLROIAlignLayerKernel();
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ CLROIAlignLayerKernel(const CLROIAlignLayerKernel &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ CLROIAlignLayerKernel &operator=(const CLROIAlignLayerKernel &) = delete;
+ /** Default Move Constructor. */
+ CLROIAlignLayerKernel(CLROIAlignLayerKernel &&) = default;
+ /** Default move assignment operator. */
+ CLROIAlignLayerKernel &operator=(CLROIAlignLayerKernel &&) = default;
+ /** Default destructor */
+ ~CLROIAlignLayerKernel() = default;
+
+ /** Set the input and output tensors.
+ *
+ * @param[in] input Source tensor. Data types supported: F16/F32.
+ * @param[in] rois Array containing @ref ROI.
+ * @param[out] output Destination tensor. Data types supported: Same as @p input.
+ * @param[in] pool_info Contains pooling operation information described in @ref ROIPoolingLayerInfo.
+ *
+ * @note The x and y dimensions of @p output tensor must be the same as @p pool_info 's pooled
+ * width and pooled height.
+ * @note The z dimensions of @p output tensor and @p input tensor must be the same.
+ * @note The fourth dimension of @p output tensor must be the same as the number of elements in @p rois array.
+ */
+ void configure(const ICLTensor *input, const ICLROIArray *rois, ICLTensor *output, const ROIPoolingLayerInfo &pool_info);
+ /** Static function to check if given info will lead to a valid configuration of @ref CLROIAlignLayerKernel
+ *
+ * @param[in] input Source tensor info. Data types supported: F16/F32.
+ * @param[in] num_rois Length of the array containing @ref ROI.
+ * @param[out] output Destination tensor info. Data types supported: Same as @p input.
+ * @param[in] pool_info Contains pooling operation information described in @ref ROIPoolingLayerInfo.
+ *
+ * @note The x and y dimensions of @p output tensor must be the same as @p pool_info 's pooled
+ * width and pooled height.
+ * @note The z dimensions of @p output tensor and @p input tensor must be the same.
+ * @note The fourth dimension of @p output tensor must be the same as the number of elements in @p rois array.
+ *
+ * @return a Status
+ */
+ static Status validate(const ITensorInfo *input, size_t num_rois, ITensorInfo *output, const ROIPoolingLayerInfo &pool_info);
+
+ // Inherited methods overridden:
+ void run(const Window &window, cl::CommandQueue &queue);
+
+private:
+ const ICLTensor *_input;
+ ICLTensor *_output;
+ const ICLROIArray *_rois;
+ ROIPoolingLayerInfo _pool_info;
+};
+} // namespace arm_compute
+#endif /*__ARM_COMPUTE_CLROIALIGNLAYERKERNEL_H__*/
diff --git a/arm_compute/core/Types.h b/arm_compute/core/Types.h
index 4c81e1f700..9b81eccafb 100644
--- a/arm_compute/core/Types.h
+++ b/arm_compute/core/Types.h
@@ -808,17 +808,18 @@ private:
};
/** ROI Pooling Layer Information class */
-class ROIPoolingLayerInfo
+class ROIPoolingLayerInfo final
{
public:
- /** Default Constructor
+ /** Constructor
*
- * @param[in] pooled_width Pooled width of the layer.
- * @param[in] pooled_height Pooled height of the layer.
- * @param[in] spatial_scale Spatial scale to be applied to the ROI coordinates and dimensions.
+ * @param[in] pooled_width Pooled width of the layer.
+ * @param[in] pooled_height Pooled height of the layer.
+ * @param[in] spatial_scale Spatial scale to be applied to the ROI coordinates and dimensions.
+ * @param[in] sampling_ratio Number of samples to include in each pooling region (if set to zero, a ceil(roi_dims/pooling_dims))
*/
- ROIPoolingLayerInfo(unsigned int pooled_width, unsigned int pooled_height, float spatial_scale)
- : _pooled_width(pooled_width), _pooled_height(pooled_height), _spatial_scale(spatial_scale)
+ ROIPoolingLayerInfo(unsigned int pooled_width, unsigned int pooled_height, float spatial_scale, unsigned int sampling_ratio = 0)
+ : _pooled_width(pooled_width), _pooled_height(pooled_height), _spatial_scale(spatial_scale), _sampling_ratio(sampling_ratio)
{
}
/** Get the pooled width of the layer */
@@ -836,11 +837,17 @@ public:
{
return _spatial_scale;
}
+ /** Get sampling ratio */
+ unsigned int sampling_ratio() const
+ {
+ return _sampling_ratio;
+ }
private:
unsigned int _pooled_width;
unsigned int _pooled_height;
float _spatial_scale;
+ unsigned int _sampling_ratio;
};
/** Activation Layer Information class */
diff --git a/arm_compute/runtime/CL/CLFunctions.h b/arm_compute/runtime/CL/CLFunctions.h
index 8dadcc1e87..d87a8285f4 100644
--- a/arm_compute/runtime/CL/CLFunctions.h
+++ b/arm_compute/runtime/CL/CLFunctions.h
@@ -102,6 +102,7 @@
#include "arm_compute/runtime/CL/functions/CLPoolingLayer.h"
#include "arm_compute/runtime/CL/functions/CLQuantizationLayer.h"
#include "arm_compute/runtime/CL/functions/CLRNNLayer.h"
+#include "arm_compute/runtime/CL/functions/CLROIAlignLayer.h"
#include "arm_compute/runtime/CL/functions/CLROIPoolingLayer.h"
#include "arm_compute/runtime/CL/functions/CLReductionOperation.h"
#include "arm_compute/runtime/CL/functions/CLRemap.h"
diff --git a/arm_compute/runtime/CL/functions/CLROIAlignLayer.h b/arm_compute/runtime/CL/functions/CLROIAlignLayer.h
new file mode 100644
index 0000000000..6cf9bd2c29
--- /dev/null
+++ b/arm_compute/runtime/CL/functions/CLROIAlignLayer.h
@@ -0,0 +1,74 @@
+/*
+ * Copyright (c) 2018 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_CLROIALIGNLAYER_H__
+#define __ARM_COMPUTE_CLROIALIGNLAYER_H__
+
+#include "arm_compute/core/CL/ICLArray.h"
+#include "arm_compute/core/CL/kernels/CLROIPoolingLayerKernel.h"
+#include "arm_compute/runtime/CL/ICLSimpleFunction.h"
+
+namespace arm_compute
+{
+class ICLTensor;
+
+/** Basic function to run @ref CLROIAlignLayerKernel.
+ *
+ * This function calls the following OpenCL kernels:
+ * -# @ref CLROIAlignLayerKernel
+ *
+ */
+class CLROIAlignLayer : public ICLSimpleFunction
+{
+public:
+ /** Set the input and output tensors.
+ *
+ * @param[in] input Source tensor. Data types supported: F16/F32.
+ * @param[in] rois Array containing @ref ROI.
+ * @param[out] output Destination tensor. Data types supported: Same as @p input.
+ * @param[in] pool_info Contains pooling operation information described in @ref ROIPoolingLayerInfo.
+ *
+ * @note The x and y dimensions of @p output tensor must be the same as @p pool_info 's pooled
+ * width and pooled height.
+ * @note The z dimensions of @p output tensor and @p input tensor must be the same.
+ * @note The fourth dimension of @p output tensor must be the same as the number of elements in @p rois array.
+ */
+ void configure(const ICLTensor *input, const ICLROIArray *rois, ICLTensor *output, const ROIPoolingLayerInfo &pool_info);
+ /** Static function to check if given info will lead to a valid configuration of @ref CLROIAlignLayer
+ *
+ * @param[in] input Source tensor info. Data types supported: F16/F32.
+ * @param[in] num_rois Length of the array containing @ref ROI.
+ * @param[out] output Destination tensor info. Data types supported: Same as @p input.
+ * @param[in] pool_info Contains pooling operation information described in @ref ROIPoolingLayerInfo.
+ *
+ * @note The x and y dimensions of @p output tensor must be the same as @p pool_info 's pooled
+ * width and pooled height.
+ * @note The z dimensions of @p output tensor and @p input tensor must be the same.
+ * @note The fourth dimension of @p output tensor must be the same as the number of elements in @p rois array.
+ *
+ * @return a Status
+ */
+ static Status validate(const ITensorInfo *input, size_t num_rois, ITensorInfo *output, const ROIPoolingLayerInfo &pool_info);
+};
+} // namespace arm_compute
+#endif /* __ARM_COMPUTE_CLROIALIGNLAYER_H__ */