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authorGeorgios Pinitas <georgios.pinitas@arm.com>2021-07-27 15:55:30 +0100
committerGeorgios Pinitas <georgios.pinitas@arm.com>2021-07-30 16:53:16 +0000
commit529b5a2355ce6354af3ea9f97af810a94908e7fe (patch)
tree929f97ec7f0221d533081596828e36b2ae68bd97 /arm_compute/runtime/CL/functions/CLFullyConnectedLayer.h
parenta0efe6938e216d5cb0601311bf0bf0f2ccb692ca (diff)
downloadComputeLibrary-529b5a2355ce6354af3ea9f97af810a94908e7fe.tar.gz
Port ClFullyConnected to new API
Resolves: COMPMID-4391 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: Idcd5e22ed6e901c7f4c7530e5547ea6a7814ae59 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6025 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'arm_compute/runtime/CL/functions/CLFullyConnectedLayer.h')
-rw-r--r--arm_compute/runtime/CL/functions/CLFullyConnectedLayer.h124
1 files changed, 12 insertions, 112 deletions
diff --git a/arm_compute/runtime/CL/functions/CLFullyConnectedLayer.h b/arm_compute/runtime/CL/functions/CLFullyConnectedLayer.h
index 82d1621341..9235a85d2c 100644
--- a/arm_compute/runtime/CL/functions/CLFullyConnectedLayer.h
+++ b/arm_compute/runtime/CL/functions/CLFullyConnectedLayer.h
@@ -24,76 +24,14 @@
#ifndef ARM_COMPUTE_CLFULLYCONNECTEDLAYER_H
#define ARM_COMPUTE_CLFULLYCONNECTEDLAYER_H
-#include "arm_compute/runtime/CL/ICLSimpleFunction.h"
+#include "arm_compute/runtime/IFunction.h"
#include "arm_compute/runtime/CL/CLTensor.h"
-#include "arm_compute/runtime/CL/functions/CLConvertFullyConnectedWeights.h"
-#include "arm_compute/runtime/CL/functions/CLFlattenLayer.h"
-#include "arm_compute/runtime/CL/functions/CLGEMM.h"
-#include "arm_compute/runtime/CL/functions/CLGEMMLowpMatrixMultiplyCore.h"
-#include "arm_compute/runtime/CL/functions/CLTranspose.h"
#include "arm_compute/runtime/IWeightsManager.h"
#include "arm_compute/runtime/MemoryGroup.h"
namespace arm_compute
{
-namespace weights_transformations
-{
-/** Basic function to manage the reshape weights generated from @ref CLTranspose */
-class CLFullyConnectedLayerReshapeWeightsManaged : public ITransformWeights
-{
-public:
- //Inherited method override
- void run() override
- {
- _output.allocator()->allocate();
- _func.run();
- _reshape_run = true;
- }
-
- //Inherited method override
- void release() override
- {
- _output.allocator()->free();
- }
-
- //Inherited method override
- ICLTensor *get_weights() override
- {
- return &_output;
- }
-
- //Inherited method override
- uint32_t uid() override
- {
- return _uid;
- }
-
- /** Configures the @ref CLTranspose function
- *
- * @param[in] input Source tensor. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
- */
- void configure(const ICLTensor *input)
- {
- configure(CLKernelLibrary::get().get_compile_context(), input);
- }
- /** Configures the @ref CLTranspose function
- *
- * @param[in] compile_context The compile context to be used.
- * @param[in] input Source tensor. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
- */
- void configure(const CLCompileContext &compile_context, const ICLTensor *input)
- {
- _func.configure(compile_context, input, &_output);
- }
-
-private:
- static constexpr uint32_t _uid = 0x0;
- CLTensor _output{};
- CLTranspose _func{};
-};
-} // namespace weights_transformations
-
/** Basic function to compute a Fully Connected layer on OpenCL. This function calls the following OpenCL kernels:
*
* -# @ref opencl::kernels::ClIm2ColKernel (called when the input comes from a convolutional layer)
@@ -107,6 +45,8 @@ class CLFullyConnectedLayer : public IFunction
public:
/** Constructor */
CLFullyConnectedLayer(std::shared_ptr<IMemoryManager> memory_manager = nullptr, IWeightsManager *weights_manager = nullptr);
+ /** Default destructor */
+ ~CLFullyConnectedLayer();
/** Prevent instances of this class from being copied (As this class contains pointers) */
CLFullyConnectedLayer(const CLFullyConnectedLayer &) = delete;
/** Default move constructor */
@@ -129,22 +69,6 @@ public:
* |QASYMM8 |QASYMM8 |S32 |QASYMM8 |
* |QASYMM8_SIGNED |QASYMM8_SIGNED |S32 |QASYMM8_SIGNED |
*
- * @param[in] input Source tensor. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
- * @param[in] weights Weights tensor. The weights must be 2 dimensional.
- * If this function is called after a Convolution Layer, the (transposed) weights will have as many rows as the product of the first 3 input's dimensions.
- * If it is called after another FullyConnected Layer, the (transposed) weights will have as many rows as the input's first dimension.
- * Data type supported: Same as @p input.
- * @param[in] biases Bias tensor. Can be nullptr. Data type supported:Same as @p input.
- * @param[out] output Destination tensor. Its shape should be equal to the output of a matrix multiplication between:
- * - The output of im2col on the input and the (transposed) 2D weights, if the function is called after a Convolution Layer
- * - The input tensor and the (transposed) 2D weights, if the function is called after another FullyConnected Layer.
- * Data type supported: Same as @p input.
- * @param[in] fc_info (Optional) Fully connected layer additional info
- */
- void configure(const ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output,
- FullyConnectedLayerInfo fc_info = FullyConnectedLayerInfo());
- /** Set the input and output tensors.
- *
* @param[in] compile_context The compile context to be used.
* @param[in] input Source tensor. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
* @param[in] weights Weights tensor. The weights must be 2 dimensional.
@@ -160,19 +84,15 @@ public:
*/
void configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output,
FullyConnectedLayerInfo fc_info = FullyConnectedLayerInfo());
+ /** Set the input and output tensors.
+ *
+ * Similar to @ref CLFullyConnectedLayer
+ */
+ void configure(const ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output,
+ FullyConnectedLayerInfo fc_info = FullyConnectedLayerInfo());
/** Static function to check if given info will lead to a valid configuration of @ref CLFullyConnectedLayer
*
- * @param[in] input Source tensor info. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
- * @param[in] weights Weights tensor info. The weights must be 2 dimensional.
- * If this function is called after a Convolution Layer, the (transposed) weights will have as many rows as the product of the first 3 input's dimensions.
- * If it is called after another FullyConnected Layer, the (transposed) weights will have as many rows as the input's first dimension.
- * Data type supported: Same as @p input.
- * @param[in] biases Bias tensor info. Can be nullptr. Data type supported:Same as @p input.
- * @param[out] output Destination tensor info. Its shape should be equal to the output of a matrix multiplication between:
- * - The output of im2col on the input and the (transposed) 2D weights, if the function is called after a Convolution Layer
- * - The input tensor and the (transposed) 2D weights, if the function is called after another FullyConnected Layer.
- * Data type supported: Same as @p input.
- * @param[in] fc_info (Optional) Fully connected layer additional info
+ * Similar to @ref CLFullyConnectedLayer
*
* @return a status
*/
@@ -184,28 +104,8 @@ public:
void prepare() override;
private:
- void configure_fc_fc(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *weights, const ICLTensor *bias, ICLTensor *output, const FullyConnectedLayerInfo &fc_info);
- void configure_conv_fc(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *weights, const ICLTensor *bias, ICLTensor *output, const FullyConnectedLayerInfo &fc_info);
- void configure_mm(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *weights, const ICLTensor *bias, ICLTensor *output, const FullyConnectedLayerInfo &fc_info);
-
- MemoryGroup _memory_group;
- IWeightsManager *_weights_manager;
- CLConvertFullyConnectedWeights _convert_weights;
- weights_transformations::CLConvertFullyConnectedWeightsManaged _convert_weights_managed;
- weights_transformations::CLFullyConnectedLayerReshapeWeightsManaged _reshape_weights_managed_function;
- CLFlattenLayer _flatten_layer;
- CLTranspose _reshape_weights_function;
- CLGEMM _mm_gemm;
- CLGEMMLowpMatrixMultiplyCore _mm_gemmlowp;
- CLTensor _flatten_output;
- CLTensor _converted_weights_output;
- CLTensor _reshape_weights_output;
- bool _are_weights_converted;
- bool _are_weights_reshaped;
- bool _is_fc_after_conv;
- bool _is_quantized;
- bool _is_prepared;
- const ICLTensor *_original_weights;
+ struct Impl;
+ std::unique_ptr<Impl> _impl;
};
} // namespace arm_compute
#endif /* ARM_COMPUTE_CLFULLYCONNECTEDLAYER_H */