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authorgiuros01 <giuseppe.rossini@arm.com>2018-12-21 14:57:48 +0000
committerGiuseppe Rossini <giuseppe.rossini@arm.com>2019-01-04 18:42:55 +0000
commit1bf5e289ec08c6eb507c079fd16c877559b45684 (patch)
tree384e85814a76c22a8eddbf2afb977b18a8c05a04 /arm_compute/core/CPP
parent6d9d6f49aa05ad033676a219c1a98150fb8401f4 (diff)
downloadComputeLibrary-1bf5e289ec08c6eb507c079fd16c877559b45684.tar.gz
COMPMID-1765: CPP: Implement TopKV
Change-Id: Ib113f19e3e9ad1f2a3084df25eae38c0131df02d Reviewed-on: https://review.mlplatform.org/439 Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'arm_compute/core/CPP')
-rw-r--r--arm_compute/core/CPP/CPPKernels.h3
-rw-r--r--arm_compute/core/CPP/kernels/CPPTopKVKernel.h92
2 files changed, 94 insertions, 1 deletions
diff --git a/arm_compute/core/CPP/CPPKernels.h b/arm_compute/core/CPP/CPPKernels.h
index 39b77cde45..70d858220f 100644
--- a/arm_compute/core/CPP/CPPKernels.h
+++ b/arm_compute/core/CPP/CPPKernels.h
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2017-2018 ARM Limited.
+ * Copyright (c) 2017-2019 ARM Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -31,6 +31,7 @@
#include "arm_compute/core/CPP/kernels/CPPFlipWeightsKernel.h"
#include "arm_compute/core/CPP/kernels/CPPPermuteKernel.h"
#include "arm_compute/core/CPP/kernels/CPPSortEuclideanDistanceKernel.h"
+#include "arm_compute/core/CPP/kernels/CPPTopKVKernel.h"
#include "arm_compute/core/CPP/kernels/CPPUpsampleKernel.h"
#endif /* __ARM_COMPUTE_CPPKERNELS_H__ */
diff --git a/arm_compute/core/CPP/kernels/CPPTopKVKernel.h b/arm_compute/core/CPP/kernels/CPPTopKVKernel.h
new file mode 100644
index 0000000000..8d2456f30f
--- /dev/null
+++ b/arm_compute/core/CPP/kernels/CPPTopKVKernel.h
@@ -0,0 +1,92 @@
+/*
+ * Copyright (c) 2019 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_CPPTOPKVERNEL_H__
+#define __ARM_COMPUTE_CPPTOPKVERNEL_H__
+
+#include "arm_compute/core/CPP/ICPPKernel.h"
+
+namespace arm_compute
+{
+class ITensor;
+
+/** CPP kernel to perform tensor TopKV operation. */
+class CPPTopKVKernel : public ICPPKernel
+{
+public:
+ const char *name() const override
+ {
+ return "CPPTopKVKernel";
+ }
+ /** Default constructor */
+ CPPTopKVKernel();
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ CPPTopKVKernel(const CPPTopKVKernel &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ CPPTopKVKernel &operator=(const CPPTopKVKernel &) = delete;
+ /** Allow instances of this class to be moved */
+ CPPTopKVKernel(CPPTopKVKernel &&) = default;
+ /** Allow instances of this class to be moved */
+ CPPTopKVKernel &operator=(CPPTopKVKernel &&) = default;
+ /** Default destructor */
+ ~CPPTopKVKernel() = default;
+
+ /** Set the input and output of the kernel.
+ *
+ * @param[in] predictions A batch_size x classes tensor. Data types supported: F16/S32/F32/QASYMM8
+ * @param[in] targets A batch_size 1D tensor of class ids. Data types supported: S32
+ * @param[out] output Computed precision at @p k as a bool 1D tensor. Data types supported: U8
+ * @param[in] k Number of top elements to look at for computing precision.
+ */
+ void configure(const ITensor *predictions, const ITensor *targets, ITensor *output, const unsigned int k);
+
+ /** Static function to check if given info will lead to a valid configuration of @ref CPPTopKVKernel
+ *
+ * @param[in] predictions A batch_size x classes tensor info. Data types supported: F16/S32/F32/QASYMM8
+ * @param[in] targets A batch_size 1D tensor info of class ids. Data types supported: S32
+ * @param[in] output Computed precision at @p k as a bool 1D tensor info. Data types supported: U8
+ * @param[in] k Number of top elements to look at for computing precision.
+ *
+ * @return a status
+ */
+ static Status validate(const ITensorInfo *predictions, const ITensorInfo *targets, ITensorInfo *output, const unsigned int k);
+
+ // Inherited methods overridden:
+ void run(const Window &window, const ThreadInfo &info) override;
+ bool is_parallelisable() const override;
+
+private:
+ /** Template function to run the topKV operation. */
+ template <typename T>
+ void run_topkv();
+
+ const ITensor *_predictions;
+ const ITensor *_targets;
+ ITensor *_output;
+
+ unsigned int _k;
+ unsigned int _batch_size;
+ unsigned int _num_classes;
+};
+} // namespace arm_compute
+#endif /*__ARM_COMPUTE_CPPTOPKVKERNEL_H__ */