COMPMID-2449: Implement NEUnPoolLayer
Change-Id: I5677c87bba97dd395a3e13dbce34a3dd2c437033
Signed-off-by: morgolock <pablo.tello@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3289
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
diff --git a/src/core/NEON/kernels/NEMaxUnpoolingLayerKernel.cpp b/src/core/NEON/kernels/NEMaxUnpoolingLayerKernel.cpp
new file mode 100644
index 0000000..1967c55
--- /dev/null
+++ b/src/core/NEON/kernels/NEMaxUnpoolingLayerKernel.cpp
@@ -0,0 +1,146 @@
+/*
+ * Copyright (c) 2020 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.
+ */
+#include "arm_compute/core/NEON/kernels/NEMaxUnpoolingLayerKernel.h"
+
+#include "arm_compute/core/AccessWindowStatic.h"
+#include "arm_compute/core/CPP/Validate.h"
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/ITensor.h"
+#include "arm_compute/core/NEON/NEAsymm.h"
+#include "arm_compute/core/NEON/NEFixedPoint.h"
+#include "arm_compute/core/NEON/NEMath.h"
+#include "arm_compute/core/TensorInfo.h"
+#include "arm_compute/core/Utils.h"
+#include "arm_compute/core/Validate.h"
+#include "arm_compute/core/Window.h"
+#include "arm_compute/core/utils/misc/ShapeCalculator.h"
+
+#include "support/ToolchainSupport.h"
+
+namespace arm_compute
+{
+using namespace misc::shape_calculator;
+
+namespace
+{
+Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, const PoolingLayerInfo &pool_info, const ITensorInfo *indices)
+{
+ ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output, indices);
+ int pool_stride_x = 0;
+ int pool_stride_y = 0;
+ PoolingType pool_type = pool_info.pool_type;
+ const PadStrideInfo pad_stride_info = pool_info.pad_stride_info;
+ std::tie(pool_stride_x, pool_stride_y) = pad_stride_info.stride();
+ const int pool_size_x = pool_info.pool_size.width;
+ const int pool_size_y = pool_info.pool_size.height;
+ const Size2D pool_size(pool_size_x, pool_size_y);
+ ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(input);
+ ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(indices, 1, DataType::U32);
+ ARM_COMPUTE_RETURN_ERROR_ON_MSG(pool_type != PoolingType::MAX, "Pooling indices only supported for MAX pooling method");
+ ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F32);
+ ARM_COMPUTE_RETURN_ERROR_ON_MSG((pool_size != Size2D(2, 2)), "Pooling indices only supported for pool size 2x2");
+ if(output->total_size() != 0)
+ {
+ ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
+ ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(input, output);
+ }
+
+ return Status{};
+}
+} // namespace
+
+NEMaxUnpoolingLayerKernel::NEMaxUnpoolingLayerKernel()
+ : _func(nullptr), _input(nullptr), _output(nullptr), _indices(nullptr), _pool_info(), _data_layout(DataLayout::UNKNOWN), _num_elems_processed_per_iteration(0)
+{
+}
+
+void NEMaxUnpoolingLayerKernel::configure(const ITensor *input, const ITensor *indices, ITensor *output, const PoolingLayerInfo &pool_info)
+{
+ ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
+ const Size2D pool_size(pool_info.pool_size.width, pool_info.pool_size.height);
+ ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), pool_info, indices->info()));
+ _input = input;
+ _output = output;
+ _indices = indices;
+ _pool_info = pool_info;
+ _data_layout = input->info()->data_layout();
+ switch(input->info()->data_type())
+ {
+ case DataType::F32:
+ _func = &NEMaxUnpoolingLayerKernel::unpooling2<float>;
+ break;
+ case DataType::QASYMM8:
+ _func = &NEMaxUnpoolingLayerKernel::unpooling2<uint8_t>;
+ break;
+ case DataType::QASYMM8_SIGNED:
+ _func = &NEMaxUnpoolingLayerKernel::unpooling2<int8_t>;
+ break;
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+ case DataType::F16:
+ _func = &NEMaxUnpoolingLayerKernel::unpooling2<float16_t>;
+ break;
+#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
+ default:
+ break;
+ }
+ const TensorShape output_shape = compute_unpool_shape(*input->info(), pool_info);
+ auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(output_shape));
+ _num_elems_processed_per_iteration = 1;
+ auto window = calculate_max_window(*input->info(), Steps(_num_elems_processed_per_iteration));
+ INEKernel::configure(window);
+}
+template <typename T>
+void NEMaxUnpoolingLayerKernel::unpooling2(const Window &window)
+{
+ Iterator input(_input, window);
+ Iterator indices(_indices, window);
+ auto out_ptr = reinterpret_cast<T *>(_output->buffer());
+ const int out_stride_w = static_cast<int>(_output->info()->strides_in_bytes()[3]);
+ execute_window_loop(window, [&](const Coordinates & id)
+ {
+ auto vindices = reinterpret_cast<uint32_t *>(indices.ptr());
+ auto vinput = reinterpret_cast<T *>(input.ptr());
+ out_ptr[id[3] * out_stride_w / sizeof(T) + *vindices] = *vinput;
+ },
+ input, indices);
+}
+
+Status NEMaxUnpoolingLayerKernel::validate(const ITensorInfo *input, const ITensorInfo *indices, const ITensorInfo *output, const PoolingLayerInfo &pool_info)
+{
+ ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, indices, output);
+ ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, pool_info, indices));
+ return Status{};
+}
+
+void NEMaxUnpoolingLayerKernel::run(const Window &window, const ThreadInfo &info)
+{
+ ARM_COMPUTE_UNUSED(info);
+ ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+ ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(INEKernel::window(), window);
+ ARM_COMPUTE_ERROR_ON(_func == nullptr);
+ // Run function
+ (this->*_func)(window);
+}
+} // namespace arm_compute