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authorFrank Lei <frank.lei@arm.com>2017-12-19 10:14:57 +0800
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:42:33 +0000
commit57a150ac8a0238b29ba08ea0018396adfa3bc1b8 (patch)
tree366bf83ac61dc0e02ce310b3cd86bed049a2e72e
parent2f4198170d5445c868ed758a0f44a464c7d3cd1f (diff)
downloadComputeLibrary-57a150ac8a0238b29ba08ea0018396adfa3bc1b8.tar.gz
APPBROWSER-341: Add ResizeNearest operator support
Change-Id: I1eefcb89b2185514f6eba8f3d0e7b126b20f7d8f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/113856 Reviewed-by: Joel Liang <joel.liang@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
-rw-r--r--arm_compute/core/GLES_COMPUTE/GCKernels.h1
-rw-r--r--arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h53
-rw-r--r--arm_compute/runtime/GLES_COMPUTE/GCFunctions.h1
-rw-r--r--arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h54
-rw-r--r--src/core/GLES_COMPUTE/GCKernelLibrary.cpp5
-rw-r--r--src/core/GLES_COMPUTE/cs_shaders/scale.cs130
-rw-r--r--src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp140
-rw-r--r--src/runtime/GLES_COMPUTE/functions/GCScale.cpp40
-rw-r--r--tests/benchmark/GLES_COMPUTE/Scale.cpp61
-rw-r--r--tests/benchmark/fixtures/ScaleLayerFixture.h107
-rw-r--r--tests/datasets/ScaleLayerDataset.h169
-rw-r--r--tests/validation/GLES_COMPUTE/Scale.cpp143
12 files changed, 904 insertions, 0 deletions
diff --git a/arm_compute/core/GLES_COMPUTE/GCKernels.h b/arm_compute/core/GLES_COMPUTE/GCKernels.h
index 28f6763c94..7af859ca7e 100644
--- a/arm_compute/core/GLES_COMPUTE/GCKernels.h
+++ b/arm_compute/core/GLES_COMPUTE/GCKernels.h
@@ -43,6 +43,7 @@
#include "arm_compute/core/GLES_COMPUTE/kernels/GCNormalizePlanarYUVLayerKernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCPixelWiseMultiplicationKernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCPoolingLayerKernel.h"
+#include "arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCSoftmaxLayerKernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCTransposeKernel.h"
diff --git a/arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h b/arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h
new file mode 100644
index 0000000000..3f936f6cb9
--- /dev/null
+++ b/arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h
@@ -0,0 +1,53 @@
+/*
+ * Copyright (c) 2016, 2017 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_GCSCALEKERNEL_H__
+#define __ARM_COMPUTE_GCSCALEKERNEL_H__
+
+#include "arm_compute/core/GLES_COMPUTE/IGCSimple2DKernel.h"
+#include "arm_compute/core/Types.h"
+
+namespace arm_compute
+{
+class IGCTensor;
+
+/** Interface for the scale kernel */
+class GCScaleKernel : public IGCSimple2DKernel
+{
+public:
+ /** Initialise the kernel's inputs, output and interpolation policy
+ *
+ * @param[in] input Source tensor. Data types supported: F16
+ * @param[out] output Destination tensor. Data types supported: Same as @p input
+ * All but the lowest two dimensions must be the same size as in the input tensor, i.e. scaling is only performed within the XY-plane.
+ * @param[in] policy Interpolation type to use
+ * @param[in] border_undefined True if the border mode is undefined. False if it's replicate or constant.
+ * @param[in] sampling_policy (Optional) Sampling policy used by the interpolation. Defaults to @ref SamplingPolicy::CENTER
+ */
+ void configure(const IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, bool border_undefined, SamplingPolicy sampling_policy = SamplingPolicy::CENTER);
+
+ // Inherited methods overridden:
+ BorderSize border_size() const override;
+};
+} // namespace arm_compute
+#endif /*__ARM_COMPUTE_GCSCALEKERNEL_H__ */
diff --git a/arm_compute/runtime/GLES_COMPUTE/GCFunctions.h b/arm_compute/runtime/GLES_COMPUTE/GCFunctions.h
index e05902858d..f05d3c7a97 100644
--- a/arm_compute/runtime/GLES_COMPUTE/GCFunctions.h
+++ b/arm_compute/runtime/GLES_COMPUTE/GCFunctions.h
@@ -40,6 +40,7 @@
#include "arm_compute/runtime/GLES_COMPUTE/functions/GCNormalizePlanarYUVLayer.h"
#include "arm_compute/runtime/GLES_COMPUTE/functions/GCPixelWiseMultiplication.h"
#include "arm_compute/runtime/GLES_COMPUTE/functions/GCPoolingLayer.h"
+#include "arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h"
#include "arm_compute/runtime/GLES_COMPUTE/functions/GCSoftmaxLayer.h"
#include "arm_compute/runtime/GLES_COMPUTE/functions/GCTranspose.h"
diff --git a/arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h b/arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h
new file mode 100644
index 0000000000..680fa898ba
--- /dev/null
+++ b/arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h
@@ -0,0 +1,54 @@
+/*
+ * Copyright (c) 2016, 2017 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_GCSCALE_H__
+#define __ARM_COMPUTE_GCSCALE_H__
+
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/GLES_COMPUTE/IGCSimpleFunction.h"
+
+#include <cstdint>
+
+namespace arm_compute
+{
+class IGCTensor;
+
+/** Basic function to run @ref GCScaleKernel */
+class GCScale : public IGCSimpleFunction
+{
+public:
+ /** Initialize the function's source, destination, interpolation type and border_mode.
+ *
+ * @param[in,out] input Source tensor. Data types supported: F16. (Written to only for @p border_mode != UNDEFINED)
+ * @param[out] output Destination tensor. Data types supported: Same as @p input
+ * All but the lowest two dimensions must be the same size as in the input tensor, i.e. scaling is only performed within the XY-plane.
+ * @param[in] policy The interpolation type.
+ * @param[in] border_mode Strategy to use for borders.
+ * @param[in] constant_border_value (Optional) Constant value to use for borders if border_mode is set to CONSTANT.
+ * @param[in] sampling_policy (Optional) Sampling policy used by the interpolation. Defaults to @ref SamplingPolicy::CENTER
+ */
+ void configure(IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value = PixelValue(),
+ SamplingPolicy sampling_policy = SamplingPolicy::CENTER);
+};
+}
+#endif /*__ARM_COMPUTE_GCSCALE_H__ */
diff --git a/src/core/GLES_COMPUTE/GCKernelLibrary.cpp b/src/core/GLES_COMPUTE/GCKernelLibrary.cpp
index 549c869bfe..dd040e39e2 100644
--- a/src/core/GLES_COMPUTE/GCKernelLibrary.cpp
+++ b/src/core/GLES_COMPUTE/GCKernelLibrary.cpp
@@ -221,6 +221,7 @@ const std::map<std::string, std::string> GCKernelLibrary::_shader_program_map =
{ "concatenate_depth", "concatenate.cs" },
{ "dropout", "dropout.cs" },
{ "normalize_planar_yuv_layer", "normalize_planar_yuv_layer.cs" },
+ { "scale_nearest_neighbour", "scale.cs" },
};
const std::map<std::string, std::string> GCKernelLibrary::_program_source_map =
@@ -294,6 +295,10 @@ const std::map<std::string, std::string> GCKernelLibrary::_program_source_map =
"normalize_planar_yuv_layer.cs",
#include "./cs_shaders/normalize_planar_yuv_layer.csembed"
},
+ {
+ "scale.cs",
+#include "./cs_shaders/scale.csembed"
+ },
#endif /* EMBEDDED_KERNELS */
};
diff --git a/src/core/GLES_COMPUTE/cs_shaders/scale.cs b/src/core/GLES_COMPUTE/cs_shaders/scale.cs
new file mode 100644
index 0000000000..08233abaa2
--- /dev/null
+++ b/src/core/GLES_COMPUTE/cs_shaders/scale.cs
@@ -0,0 +1,130 @@
+/*
+ * Copyright (c) 2016, 2017 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.
+ */
+
+layout(local_size_x = LOCAL_SIZE_X, local_size_y = LOCAL_SIZE_Y, local_size_z = LOCAL_SIZE_Z) in;
+
+#include "helpers_cs.h"
+
+/** Performs an affine transformation on an image interpolating with the NEAREAST NEIGHBOUR method. Input and output are single channel FP16.
+ *
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: FP16.
+ * @param[in] src_attrs The attributes of the source tensor
+ * @param[out] dst_ptr Pointer to the destination tensor. Supported data types: FP16. (Must be the same as the input)
+ * @param[in] dst_attrs The attributes of the destination tensor
+ * @param[in] input_width Input image width
+ * @param[in] input_height Input image height
+ * @param[in] scale_x The scale factor along x dimension
+ * @param[in] scale_y The scale factor along y dimension
+ */
+SHADER_PARAMS_DECLARATION
+{
+ ImageAttributes src_attrs;
+ ImageAttributes dst_attrs;
+ float input_width;
+ float input_height;
+ float scale_x;
+ float scale_y;
+};
+
+#if defined(DATA_TYPE_FP16)
+#if defined(SCALE_NEAREST_GENERIC)
+TENSOR_DECLARATION(1, srcBuffer, uint, src_ptr, src_shift, 2, readonly);
+TENSOR_DECLARATION(2, dstBuffer, uvec2, dst_ptr, dst_shift, 3, writeonly);
+
+vec4[2] transform_nearest(vec2 coord, vec2 scale)
+{
+ vec4 in_x_coords = vec4(coord.x, 1.f + coord.x, 2.f + coord.x, 3.f + coord.x);
+
+ vec4[2] t;
+ t[0] = (in_x_coords + (vec4(0.5f))) * scale.x;
+ t[1] = vec4((coord.y + 0.5f) * scale.y);
+
+ return t;
+}
+
+vec4[2] clamp_to_border_with_size(vec4[2] coords, float width, float height, float border_size)
+{
+ vec4[2] c;
+ c[0] = clamp(coords[0], 0.0f - border_size, width - 1.f + border_size);
+ c[1] = clamp(coords[1], 0.0f - border_size, height - 1.f + border_size);
+
+ return c;
+}
+
+void main()
+{
+ ImageIterator src_iter = CONVERT_TO_IMAGE_ITERATOR_NO_STEP(src_attrs, src_shift);
+ ImageIterator dst_iter = CONVERT_TO_IMAGE_ITERATOR(dst_attrs, dst_shift);
+
+ vec2 r = vec2(scale_x, scale_y);
+ vec4[2] tc = clamp_to_border_with_size(transform_nearest(vec2(gl_GlobalInvocationID.x << uint(2), gl_GlobalInvocationID.y), r), input_width, input_height, float(BORDER_SIZE));
+
+ mediump vec2 s = vec2(0.0f);
+ mediump vec4 d = vec4(0.0f);
+
+ for(int i = 0; i < 4; i++)
+ {
+ uint offset = image_offset_in_bytes(src_iter, int(tc[0][i]), int(tc[1][i]));
+
+ s = LOAD_UNPACK2_HALF(src_ptr, uint(offset >> src_shift));
+
+ if(offset % uint(4) == uint(0))
+ {
+ d[i] = s.x;
+ }
+ else
+ {
+ d[i] = s.y;
+ }
+ }
+
+ STORE_PACK4_CURRENT_ITEM_HALF(dst_ptr, dst_iter, d);
+}
+#elif defined(SCALE_NEAREST_8X) /* SCALE_NEAREST_GENERIC */
+TENSOR_DECLARATION(1, srcBuffer, uvec2, src_ptr, src_shift, 3, readonly);
+TENSOR_DECLARATION(2, dstBuffer, uvec4, dst_ptr, dst_shift, 4, writeonly);
+
+void main()
+{
+ ImageIterator src_iter = CONVERT_TO_IMAGE_ITERATOR_NO_STEP(src_attrs, src_shift);
+ ImageIterator dst_iter = CONVERT_TO_IMAGE_ITERATOR(dst_attrs, dst_shift);
+
+ uvec2 tc = uvec2(gl_GlobalInvocationID.x << uint(2), gl_GlobalInvocationID.y >> uint(1));
+
+ mediump vec4 s = vec4(0.0f);
+ mediump vec4[2] d;
+
+ uint offset = image_offset_in_bytes(src_iter, int(tc[0]), int(tc[1]));
+ s = LOAD_UNPACK4_HALF(src_ptr, uint(offset >> src_shift));
+
+ d[0] = vec4(s.x, s.x, s.y, s.y);
+ d[1] = vec4(s.z, s.z, s.w, s.w);
+
+ STORE_PACK8_CURRENT_ITEM_HALF(dst_ptr, dst_iter, d);
+}
+#endif /* SCALE_NEAREST_GENERIC */
+
+#else /* DATA_TYPE_FP16 */
+#error Data type not supported
+#endif /* DATA_TYPE_FP16 */
diff --git a/src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp b/src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp
new file mode 100644
index 0000000000..7461c544da
--- /dev/null
+++ b/src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp
@@ -0,0 +1,140 @@
+/*
+ * Copyright (c) 2016, 2017 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/GLES_COMPUTE/kernels/GCScaleKernel.h"
+
+#include "arm_compute/core/AccessWindowStatic.h"
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/GLES_COMPUTE/GCHelpers.h"
+#include "arm_compute/core/GLES_COMPUTE/GCKernelLibrary.h"
+#include "arm_compute/core/GLES_COMPUTE/IGCKernel.h"
+#include "arm_compute/core/GLES_COMPUTE/IGCTensor.h"
+#include "arm_compute/core/GLES_COMPUTE/OpenGLES.h"
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/TensorInfo.h"
+#include "arm_compute/core/Validate.h"
+
+#include <set>
+#include <string>
+
+using namespace arm_compute;
+
+BorderSize GCScaleKernel::border_size() const
+{
+ return BorderSize(1);
+}
+
+void GCScaleKernel::configure(const IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, bool border_undefined, SamplingPolicy sampling_policy)
+{
+ ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F16);
+ ARM_COMPUTE_ERROR_ON_NULLPTR(output);
+ ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
+ ARM_COMPUTE_ERROR_ON(output == input);
+ ARM_COMPUTE_ERROR_ON(policy != InterpolationPolicy::NEAREST_NEIGHBOR);
+ ARM_COMPUTE_UNUSED(sampling_policy);
+
+ _input = input;
+ _output = output;
+
+ // Compute the ratio between source width/height and destination width/height
+ const auto wr = static_cast<float>(input->info()->dimension(0)) / static_cast<float>(output->info()->dimension(0));
+ const auto hr = static_cast<float>(input->info()->dimension(1)) / static_cast<float>(output->info()->dimension(1));
+
+ // Compute actual border size
+ BorderSize border = border_undefined ? BorderSize(0) : border_size();
+
+ // Area interpolation behaves as Nearest Neighbour in case of up-sampling
+ if(policy == InterpolationPolicy::AREA && wr <= 1.f && hr <= 1.f)
+ {
+ policy = InterpolationPolicy::NEAREST_NEIGHBOR;
+ }
+ else
+ {
+ ARM_COMPUTE_ERROR_ON(policy == InterpolationPolicy::AREA);
+ }
+
+ // Create kernel
+ std::set<std::string> build_opts;
+ build_opts.emplace("#define LOCAL_SIZE_X " + support::cpp11::to_string(1));
+ build_opts.emplace("#define LOCAL_SIZE_Y " + support::cpp11::to_string(1));
+ build_opts.emplace("#define LOCAL_SIZE_Z " + support::cpp11::to_string(1));
+
+ build_opts.emplace("#define DATA_TYPE_FP16");
+ build_opts.emplace("#define BORDER_SIZE " + support::cpp11::to_string(border.right));
+
+ // Configure kernel window
+ unsigned int num_elems_processed_per_iteration = 4;
+ unsigned int input_width_alignment = 2;
+
+ // performance optimization for 2x upscaling with no border
+ if((fabs(wr - 0.5) < 1e-6) && (fabs(hr - 0.5) < 1e-6) && border_undefined)
+ {
+ num_elems_processed_per_iteration = 8;
+ input_width_alignment = 4;
+ build_opts.emplace("#define SCALE_NEAREST_8X");
+ }
+ else
+ {
+ build_opts.emplace("#define SCALE_NEAREST_GENERIC");
+ }
+
+ std::string interpolation_name = string_from_interpolation_policy(policy); // NOLINT
+ std::transform(interpolation_name.begin(), interpolation_name.end(), interpolation_name.begin(), ::tolower);
+ std::string kernel_name = "scale_" + interpolation_name;
+ _kernel = GCKernelLibrary::get().create_kernel(kernel_name, build_opts);
+
+ Window win = calculate_max_window(*output->info(), Steps(num_elems_processed_per_iteration));
+
+ const ValidRegion &input_valid_region = input->info()->valid_region();
+
+ const int total_width = border.left + input_valid_region.anchor[0] + input_valid_region.shape[0] + border.right;
+ const int padding_right = ceil_to_multiple(total_width, input_width_alignment) - border.left - input_valid_region.anchor[0] - input_valid_region.shape[0];
+
+ // Reads can occur within the valid region of the input
+ AccessWindowStatic input_access(input->info(),
+ input_valid_region.anchor[0] - border.left, input_valid_region.anchor[1] - border.top,
+ input_valid_region.anchor[0] + input_valid_region.shape[0] + padding_right,
+ input_valid_region.anchor[1] + input_valid_region.shape[1] + border.bottom);
+
+ AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration);
+
+ update_window_and_padding(win, input_access, output_access);
+
+ output_access.set_valid_region(win, calculate_valid_region_scale(*(input->info()),
+ output->info()->tensor_shape(),
+ policy,
+ border,
+ border_undefined));
+
+ IGCKernel::configure(win);
+
+ // Set static kernel arguments
+ const float scale_x = static_cast<float>(input->info()->dimension(0)) / output->info()->dimension(0);
+ const float scale_y = static_cast<float>(input->info()->dimension(1)) / output->info()->dimension(1);
+
+ unsigned int idx = 2 * num_arguments_per_2D_tensor(); //Skip the tensor parameters
+ _kernel.set_argument<float>(idx++, static_cast<float>(input->info()->dimension(0)));
+ _kernel.set_argument<float>(idx++, static_cast<float>(input->info()->dimension(1)));
+ _kernel.set_argument(idx++, scale_x);
+ _kernel.set_argument(idx++, scale_y);
+}
diff --git a/src/runtime/GLES_COMPUTE/functions/GCScale.cpp b/src/runtime/GLES_COMPUTE/functions/GCScale.cpp
new file mode 100644
index 0000000000..cfe65a30d4
--- /dev/null
+++ b/src/runtime/GLES_COMPUTE/functions/GCScale.cpp
@@ -0,0 +1,40 @@
+/*
+ * Copyright (c) 2016, 2017 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/runtime/GLES_COMPUTE/functions/GCScale.h"
+
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/GLES_COMPUTE/IGCTensor.h"
+#include "arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h"
+#include "arm_compute/core/Validate.h"
+#include "support/ToolchainSupport.h"
+
+using namespace arm_compute;
+
+void GCScale::configure(IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, SamplingPolicy sampling_policy)
+{
+ auto k = arm_compute::support::cpp14::make_unique<GCScaleKernel>();
+ k->configure(input, output, policy, border_mode == BorderMode::UNDEFINED, sampling_policy);
+ _kernel = std::move(k);
+ _border_handler.configure(input, _kernel->border_size(), border_mode, constant_border_value);
+}
diff --git a/tests/benchmark/GLES_COMPUTE/Scale.cpp b/tests/benchmark/GLES_COMPUTE/Scale.cpp
new file mode 100644
index 0000000000..12f3151fd9
--- /dev/null
+++ b/tests/benchmark/GLES_COMPUTE/Scale.cpp
@@ -0,0 +1,61 @@
+/*
+ * Copyright (c) 2017 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/TensorShape.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/GLES_COMPUTE/GCTensor.h"
+#include "arm_compute/runtime/GLES_COMPUTE/GCTensorAllocator.h"
+#include "arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h"
+#include "tests/GLES_COMPUTE/GCAccessor.h"
+#include "tests/benchmark/fixtures/ScaleLayerFixture.h"
+#include "tests/datasets/ScaleLayerDataset.h"
+#include "tests/framework/Macros.h"
+#include "tests/framework/datasets/Datasets.h"
+#include "utils/TypePrinter.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace
+{
+const auto data_types = framework::dataset::make("DataType", { DataType::F16 });
+} // namespace
+
+template <typename T>
+using GCScaleLayerFixture = ScaleLayerFixture<GCTensor, GCScale, GCAccessor, T>;
+
+TEST_SUITE(GC)
+
+REGISTER_FIXTURE_DATA_TEST_CASE(SmallScaleLayer, GCScaleLayerFixture<half>, framework::DatasetMode::ALL,
+ framework::dataset::combine(datasets::SmallScaleLayerShapes(), data_types));
+
+TEST_SUITE(NIGHTLY)
+
+REGISTER_FIXTURE_DATA_TEST_CASE(LargeScaleLayer, GCScaleLayerFixture<half>, framework::DatasetMode::NIGHTLY,
+ framework::dataset::combine(datasets::LargeScaleLayerShapes(), data_types));
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/benchmark/fixtures/ScaleLayerFixture.h b/tests/benchmark/fixtures/ScaleLayerFixture.h
new file mode 100644
index 0000000000..94cc678b7f
--- /dev/null
+++ b/tests/benchmark/fixtures/ScaleLayerFixture.h
@@ -0,0 +1,107 @@
+/*
+ * Copyright (c) 2017 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_TEST_SCALELAYERFIXTURE
+#define ARM_COMPUTE_TEST_SCALELAYERFIXTURE
+
+#include "arm_compute/core/TensorShape.h"
+#include "arm_compute/core/Types.h"
+#include "tests/Globals.h"
+#include "tests/Utils.h"
+#include "tests/framework/Asserts.h"
+#include "tests/framework/Fixture.h"
+
+#ifdef ARM_COMPUTE_GC
+#include "arm_compute/runtime/GLES_COMPUTE/GCScheduler.h"
+#include "tests/GLES_COMPUTE/Helper.h"
+
+using namespace arm_compute::test::gles_compute;
+#endif /* ARM_COMPUTE_GC */
+
+namespace arm_compute
+{
+namespace test
+{
+/** Fixture that can be used for NEON, CL and OpenGL ES */
+template <typename TensorType, typename Function, typename Accessor, typename T>
+class ScaleLayerFixture : public framework::Fixture
+{
+public:
+ template <typename...>
+ void setup(TensorShape shape, InterpolationPolicy policy, BorderMode border_mode, SamplingPolicy sampling_policy, float sx, float sy, DataType data_type)
+ {
+ constexpr float max_width = 8192.0f;
+ constexpr float max_height = 6384.0f;
+
+ std::mt19937 generator(library->seed());
+
+ float scale_x = ((shape.x() * sx) > max_width) ? (max_width / shape.x()) : sx;
+ float scale_y = ((shape.y() * sy) > max_height) ? (max_height / shape.y()) : sy;
+
+ std::uniform_int_distribution<uint8_t> distribution_u8(0, 255);
+ T constant_border_value = static_cast<T>(distribution_u8(generator));
+
+ // Create tensors
+ src = create_tensor<TensorType>(shape, data_type);
+ TensorShape shape_scaled(shape);
+ shape_scaled.set(0, shape[0] * scale_x);
+ shape_scaled.set(1, shape[1] * scale_y);
+ dst = create_tensor<TensorType>(shape_scaled, data_type);
+
+ scale_layer.configure(&src, &dst, policy, border_mode, constant_border_value, sampling_policy);
+
+ ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Allocate tensors
+ src.allocator()->allocate();
+ dst.allocator()->allocate();
+
+ library->fill_tensor_uniform(Accessor(src), 0);
+ }
+
+ void run()
+ {
+ scale_layer.run();
+#ifdef ARM_COMPUTE_GC
+ if(opengles31_is_available() && std::is_same<typename std::decay<TensorType>::type, arm_compute::GCTensor>::value)
+ {
+ force_sync_tensor(dst);
+ }
+#endif /* ARM_COMPUTE_GC */
+ }
+
+ void teardown()
+ {
+ src.allocator()->free();
+ dst.allocator()->free();
+ }
+
+private:
+ TensorType src{};
+ TensorType dst{};
+ Function scale_layer{};
+};
+} // namespace test
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_TEST_SCALELAYERFIXTURE */
diff --git a/tests/datasets/ScaleLayerDataset.h b/tests/datasets/ScaleLayerDataset.h
new file mode 100644
index 0000000000..8b5fbbe025
--- /dev/null
+++ b/tests/datasets/ScaleLayerDataset.h
@@ -0,0 +1,169 @@
+/*
+ * Copyright (c) 2017 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_TEST_SCALE_LAYER_DATASET
+#define ARM_COMPUTE_TEST_SCALE_LAYER_DATASET
+
+#include "utils/TypePrinter.h"
+
+#include "arm_compute/core/TensorShape.h"
+#include "arm_compute/core/Types.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace datasets
+{
+class ScaleLayerDataset
+{
+public:
+ using type = std::tuple<TensorShape, InterpolationPolicy, BorderMode, SamplingPolicy, float, float>;
+
+ struct iterator
+ {
+ iterator(std::vector<TensorShape>::const_iterator src_it,
+ std::vector<InterpolationPolicy>::const_iterator policy_it,
+ std::vector<BorderMode>::const_iterator border_mode_it,
+ std::vector<SamplingPolicy>::const_iterator sampling_policy_it,
+ std::vector<float>::const_iterator scale_x_it,
+ std::vector<float>::const_iterator scale_y_it)
+ : _src_it{ std::move(src_it) },
+ _policy_it{ std::move(policy_it) },
+ _border_mode_it{ std::move(border_mode_it) },
+ _sampling_policy_it{ std::move(sampling_policy_it) },
+ _scale_x_it{ std::move(scale_x_it) },
+ _scale_y_it{ std::move(scale_y_it) }
+ {
+ }
+
+ std::string description() const
+ {
+ std::stringstream description;
+ description << "In=" << *_src_it << ":";
+ description << "InterpolationPolicy=" << *_policy_it << ":";
+ description << "BorderMode=" << *_border_mode_it << ":";
+ description << "SamplingPolicy=" << *_sampling_policy_it << ":";
+ description << "Scale_x=" << *_scale_x_it << ":";
+ description << "Scale_y=" << *_scale_y_it;
+ return description.str();
+ }
+
+ ScaleLayerDataset::type operator*() const
+ {
+ return std::make_tuple(*_src_it, *_policy_it, *_border_mode_it, *_sampling_policy_it, *_scale_x_it, *_scale_y_it);
+ }
+
+ iterator &operator++()
+ {
+ ++_src_it;
+ ++_policy_it;
+ ++_border_mode_it;
+ ++_sampling_policy_it;
+ ++_scale_x_it;
+ ++_scale_y_it;
+
+ return *this;
+ }
+
+ private:
+ std::vector<TensorShape>::const_iterator _src_it;
+ std::vector<InterpolationPolicy>::const_iterator _policy_it;
+ std::vector<BorderMode>::const_iterator _border_mode_it;
+ std::vector<SamplingPolicy>::const_iterator _sampling_policy_it;
+ std::vector<float>::const_iterator _scale_x_it;
+ std::vector<float>::const_iterator _scale_y_it;
+ };
+
+ iterator begin() const
+ {
+ return iterator(_src_shapes.begin(), _policy.begin(), _border_mode.begin(), _sampling_policy.begin(), _scale_x.begin(), _scale_y.begin());
+ }
+
+ int size() const
+ {
+ return std::min(_src_shapes.size(), std::min(_policy.size(), std::min(_border_mode.size(), std::min(_sampling_policy.size(), std::min(_scale_x.size(), _scale_y.size())))));
+ }
+
+ void add_config(TensorShape src, InterpolationPolicy policy, BorderMode border_mode, SamplingPolicy sampling_policy, float scale_x, float scale_y)
+ {
+ _src_shapes.emplace_back(std::move(src));
+ _policy.emplace_back(std::move(policy));
+ _border_mode.emplace_back(std::move(border_mode));
+ _sampling_policy.emplace_back(std::move(sampling_policy));
+ _scale_x.emplace_back(std::move(scale_x));
+ _scale_y.emplace_back(std::move(scale_y));
+ }
+
+protected:
+ ScaleLayerDataset() = default;
+ ScaleLayerDataset(ScaleLayerDataset &&) = default;
+
+private:
+ std::vector<TensorShape> _src_shapes{};
+ std::vector<InterpolationPolicy> _policy{};
+ std::vector<BorderMode> _border_mode{};
+ std::vector<SamplingPolicy> _sampling_policy{};
+ std::vector<float> _scale_x{};
+ std::vector<float> _scale_y{};
+};
+
+/** Data set containing small scale layer shapes. */
+class SmallScaleLayerShapes final : public ScaleLayerDataset
+{
+public:
+ SmallScaleLayerShapes()
+ {
+ add_config(TensorShape(128U, 64U, 1U, 3U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 5, 5);
+ add_config(TensorShape(9U, 9U, 3U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 7, 7);
+ add_config(TensorShape(27U, 13U, 2U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 9, 9);
+ }
+};
+
+/** Data set containing large scale layer shapes. */
+class LargeScaleLayerShapes final : public ScaleLayerDataset
+{
+public:
+ LargeScaleLayerShapes()
+ {
+ add_config(TensorShape(1920U, 1080U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 0.5, 0.5);
+ add_config(TensorShape(640U, 480U, 2U, 3U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 0.5, 0.5);
+ add_config(TensorShape(4160U, 3120U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 0.5, 0.5);
+ add_config(TensorShape(800U, 600U, 1U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 0.5, 0.5);
+
+ add_config(TensorShape(1920U, 1080U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 2, 2);
+ add_config(TensorShape(640U, 480U, 2U, 3U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 2, 2);
+ add_config(TensorShape(4160U, 3120U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 2, 2);
+ add_config(TensorShape(800U, 600U, 1U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 2, 2);
+
+ add_config(TensorShape(1920U, 1080U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 3, 3);
+ add_config(TensorShape(640U, 480U, 2U, 3U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 3, 3);
+ add_config(TensorShape(4160U, 3120U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 3, 3);
+ add_config(TensorShape(800U, 600U, 1U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 3, 3);
+ }
+};
+
+} // namespace datasets
+} // namespace test
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_TEST_SCALE_LAYER_DATASET */
diff --git a/tests/validation/GLES_COMPUTE/Scale.cpp b/tests/validation/GLES_COMPUTE/Scale.cpp
new file mode 100644
index 0000000000..92c4a898b9
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/Scale.cpp
@@ -0,0 +1,143 @@
+/*
+ * Copyright (c) 2017 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/Helpers.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h"
+#include "arm_compute/runtime/Tensor.h"
+#include "arm_compute/runtime/TensorAllocator.h"
+#include "tests/GLES_COMPUTE/GCAccessor.h"
+#include "tests/PaddingCalculator.h"
+#include "tests/datasets/BorderModeDataset.h"
+#include "tests/datasets/SamplingPolicyDataset.h"
+#include "tests/datasets/ShapeDatasets.h"
+#include "tests/framework/Asserts.h"
+#include "tests/framework/Macros.h"
+#include "tests/framework/datasets/Datasets.h"
+#include "tests/validation/Helpers.h"
+#include "tests/validation/Validation.h"
+#include "tests/validation/fixtures/ScaleFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+/** CNN data types */
+const auto ScaleDataTypes = framework::dataset::make("DataType",
+{
+ DataType::F16,
+});
+
+/** Tolerance */
+RelativeTolerance<half> tolerance_f16(half(0.1));
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(Scale)
+
+DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(concat(datasets::MediumShapes(), datasets::LargeShapes()), ScaleDataTypes),
+ framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })),
+ datasets::BorderModes()),
+ datasets::SamplingPolicies()),
+ shape, data_type, policy, border_mode, sampling_policy)
+{
+ std::mt19937 generator(library->seed());
+ std::uniform_real_distribution<float> distribution_float(0.25, 2);
+ const float scale_x = distribution_float(generator);
+ const float scale_y = distribution_float(generator);
+ std::uniform_int_distribution<uint8_t> distribution_u8(0, 255);
+ uint8_t constant_border_value = distribution_u8(generator);
+
+ // Create tensors
+ GCTensor src = create_tensor<GCTensor>(shape, data_type);
+ TensorShape shape_scaled(shape);
+ shape_scaled.set(0, shape[0] * scale_x);
+ shape_scaled.set(1, shape[1] * scale_y);
+ GCTensor dst = create_tensor<GCTensor>(shape_scaled, data_type);
+
+ ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Create and configure function
+ GCScale gcscale;
+ gcscale.configure(&src, &dst, policy, border_mode, constant_border_value, sampling_policy);
+
+ // Get border size depending on border mode
+ const BorderSize border_size(border_mode == BorderMode::UNDEFINED ? 0 : 1);
+
+ // Validate valid region
+ const ValidRegion dst_valid_region = calculate_valid_region_scale(*(src.info()), shape_scaled, policy, border_size, (border_mode == BorderMode::UNDEFINED));
+ validate(dst.info()->valid_region(), dst_valid_region);
+
+ // Validate padding
+ PaddingCalculator calculator(shape_scaled.x(), 4);
+ calculator.set_border_mode(border_mode);
+
+ //const PaddingSize read_padding(border_size);
+ const PaddingSize write_padding = calculator.required_padding(PaddingCalculator::Option::EXCLUDE_BORDER);
+ //validate(src.info()->padding(), read_padding);
+ validate(dst.info()->padding(), write_padding);
+}
+
+template <typename T>
+using GCScaleFixture = ScaleValidationFixture<GCTensor, GCAccessor, GCScale, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCScaleFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16)),
+ framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })),
+ datasets::BorderModes()),
+ datasets::SamplingPolicies()))
+{
+ //Create valid region
+ TensorInfo src_info(_shape, 1, _data_type);
+ const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, BorderSize(1), (_border_mode == BorderMode::UNDEFINED));
+
+ // Validate output
+ validate(GCAccessor(_target), _reference, valid_region, tolerance_f16);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCScaleFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType",
+ DataType::F16)),
+ framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })),
+ datasets::BorderModes()),
+ datasets::SamplingPolicies()))
+{
+ //Create valid region
+ TensorInfo src_info(_shape, 1, _data_type);
+ const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, BorderSize(1), (_border_mode == BorderMode::UNDEFINED));
+
+ // Validate output
+ validate(GCAccessor(_target), _reference, valid_region, tolerance_f16);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute