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authorGian Marco Iodice <gianmarco.iodice@arm.com>2022-12-30 09:45:00 +0000
committerGian Marco Iodice <gianmarco.iodice@arm.com>2022-12-30 13:33:34 +0000
commit9d3bd41030366326e9c8afe5db3a5812a76b135b (patch)
treee2ee02632bca1a8f671043b2b6ee1f35f8f9c9d5 /src/runtime/heuristics/dwc_native/ClDWCNativeHeuristicsHelpers.cpp
parentb7e8626717b2ef81b0d03284c8f6ffdbe9cd2245 (diff)
downloadComputeLibrary-9d3bd41030366326e9c8afe5db3a5812a76b135b.tar.gz
Move DWC native heuristic into the heuristic folder
- Move the DWC native heuristic from CLDepthwiseConvolutionLayer to heuristic/ - Update the heuristic for Arm® Mali™-G77. Use a smaller block size (4x2) for Fp16 - Call the new heuristic in GpuDepthwiseConv2d Resolves COMPMID-5798 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Change-Id: I6bfd30cea76bea2e98202a7a5c1d51709f3382a4 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8889 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/runtime/heuristics/dwc_native/ClDWCNativeHeuristicsHelpers.cpp')
-rw-r--r--src/runtime/heuristics/dwc_native/ClDWCNativeHeuristicsHelpers.cpp61
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diff --git a/src/runtime/heuristics/dwc_native/ClDWCNativeHeuristicsHelpers.cpp b/src/runtime/heuristics/dwc_native/ClDWCNativeHeuristicsHelpers.cpp
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+/*
+ * 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.
+ */
+#include "arm_compute/core/CL/CLHelpers.h"
+#include "arm_compute/core/TensorInfo.h"
+#include "arm_compute/core/TensorShape.h"
+
+namespace arm_compute
+{
+namespace cl_dwc
+{
+bool use_cl_image_for_weights(const ITensorInfo *weights, unsigned int depth_multiplier)
+{
+ // Check whether we can use the cl image with the weights.
+ if(!export_to_cl_image(weights))
+ {
+ return false;
+ }
+
+ const size_t idx_w = get_data_layout_dimension_index(weights->data_layout(), DataLayoutDimension::WIDTH);
+ const size_t idx_h = get_data_layout_dimension_index(weights->data_layout(), DataLayoutDimension::HEIGHT);
+ const size_t kernel_w = weights->tensor_shape()[idx_w];
+ const size_t kernel_h = weights->tensor_shape()[idx_h];
+
+ // If we can use the cl image storage with the weights, we prefer to use the cl buffer storage in the following cases for performance reasons:
+ // 1- When the kernel size is 1x1
+ // 2- When the depth multiplier is greater than 1 and not multiple of 4.
+ if((kernel_w == 1) && (kernel_h == 1))
+ {
+ return false;
+ }
+
+ if((depth_multiplier > 1) && (depth_multiplier % 4) != 0)
+ {
+ return false;
+ }
+
+ return true;
+}
+} // namespace cl_dwc
+} // namespace arm_compute \ No newline at end of file