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authorManuel Bottini <manuel.bottini@arm.com>2019-06-26 16:23:03 +0100
committerGeorgios Pinitas <georgios.pinitas@arm.com>2019-07-09 09:24:21 +0000
commit30dbeef2f46bdd6fe05d25dfa27cb4b2359dced3 (patch)
tree33e12ced1dca23b79212b6afd64950ed4a40363b /src/core/CL/cl_kernels/activation_layer_qa8.cl
parentebdde65530c8819a16d558fc5ebb3cc519fbc344 (diff)
downloadComputeLibrary-30dbeef2f46bdd6fe05d25dfa27cb4b2359dced3.tar.gz
COMPMID-2411: Add (logistic and tanh) activation support for QSYMM16 for CL
Change-Id: I8d72490b1cc58563ba7b94664135586bc40e6526 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/1466 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Diffstat (limited to 'src/core/CL/cl_kernels/activation_layer_qa8.cl')
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diff --git a/src/core/CL/cl_kernels/activation_layer_qa8.cl b/src/core/CL/cl_kernels/activation_layer_qa8.cl
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-/*
- * Copyright (c) 2016-2019 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.
- */
-#include "helpers.h"
-
-#define TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)
-#define VEC_FLOAT VEC_DATA_TYPE(float, VEC_SIZE)
-
-#if defined(FLOAT_DOMAIN)
-// Activations performed in the float domain
-
-#include "activation_float_helpers.h"
-
-#if defined(O2_VAL) && defined(S2_VAL)
-#define OFFSET_OUT O2_VAL
-#define SCALE_OUT S2_VAL
-#else // defined(O2_VAL) && defined(S2_VAL)
-#define OFFSET_OUT O1_VAL
-#define SCALE_OUT S1_VAL
-#endif // defined(O2_VAL) && defined(S2_VAL)
-
-/** This performs an activation function on QASYMM8 inputs with float transformations.
- *
- * @note In order to perform the activation function "in-place", the pre-processor -DIN_PLACE must be passed at compile time
- *
- * @note Datatype should be given as a preprocessor argument using -DDATA_TYPE=type. e.g. -DDATA_TYPE=short
- * @note Vector size should be given as a preprocessor argument using -DVEC_SIZE=size. e.g. -DVEC_SIZE=16
- * @note A, B variables required by some activation functions are set using -DA_VAL= and -DB_VAL= respectively.
- * @note Quantization scales of the input/output tensors are passed in with -DS1_VAL= and -DS2_VAL= respectively.
- * @note Quantization offsets of the input/output tensors are passed in with -DO1_VAL= and -DO2_VAL= respectively.
- * @note Quantized value of constant zero should be given as a preprocessor argument using -DCONST_0=value. e.g. -DCONST_0=128.
- *
- * @param[in] input_ptr Pointer to the source image. Supported data types: QASYMM8
- * @param[in] input_stride_x Stride of the source image in X dimension (in bytes)
- * @param[in] input_step_x input_stride_x * number of elements along X processed per workitem(in bytes)
- * @param[in] input_stride_y Stride of the source image in Y dimension (in bytes)
- * @param[in] input_step_y input_stride_y * number of elements along Y processed per workitem(in bytes)
- * @param[in] input_stride_z Stride of the source tensor in Z dimension (in bytes)
- * @param[in] input_step_z input_stride_z * number of elements along Z processed per workitem(in bytes)
- * @param[in] input_offset_first_element_in_bytes The offset of the first element in the source image
- * @param[out] output_ptr (Optional) Pointer to the destination image. Supported data types: same as @p input_ptr
- * @param[in] output_stride_x (Optional) Stride of the destination image in X dimension (in bytes)
- * @param[in] output_step_x (Optional) output_stride_x * number of elements along X processed per workitem(in bytes)
- * @param[in] output_stride_y (Optional) Stride of the destination image in Y dimension (in bytes)
- * @param[in] output_step_y (Optional) output_stride_y * number of elements along Y processed per workitem(in bytes)
- * @param[in] output_stride_z (Optional) Stride of the source tensor in Z dimension (in bytes)
- * @param[in] output_step_z (Optional) output_stride_z * number of elements along Z processed per workitem(in bytes)
- * @param[in] output_offset_first_element_in_bytes (Optional) The offset of the first element in the destination image
- */
-__kernel void activation_layer_qa8_f32(
- TENSOR3D_DECLARATION(input)
-#ifndef IN_PLACE
- ,
- TENSOR3D_DECLARATION(output)
-#endif /* not IN_PLACE */
-)
-{
- // Get pixels pointer
- Tensor3D input = CONVERT_TO_TENSOR3D_STRUCT(input);
-#ifdef IN_PLACE
- Tensor3D output = input;
-#else /* IN_PLACE */
- Tensor3D output = CONVERT_TO_TENSOR3D_STRUCT(output);
-#endif /* IN_PLACE */
-
- // Load data
- TYPE data = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)input.ptr);
-
- VEC_FLOAT data_flt = CONVERT(data, VEC_FLOAT);
- data_flt = round(data_flt - (float)O1_VAL) * ((float)S1_VAL);
- data_flt = ACTIVATION(ACT, float, data_flt, A_VAL, B_VAL);
-
- data = CONVERT_SAT(round(data_flt / ((float)SCALE_OUT)) + (float)OFFSET_OUT, TYPE);
-
- // Store result
- VSTORE(VEC_SIZE)
- (data, 0, (__global DATA_TYPE *)output.ptr);
-}
-
-#else // defined(FLOAT_DOMAIN)
-// Activations performed in the quantized domain
-
-// RELU Activation
-inline TYPE relu_op(TYPE x)
-{
- return max((TYPE)CONST_0, x);
-}
-// Bounded RELU Activation
-inline TYPE brelu_op(TYPE x)
-{
- return min((TYPE)A_VAL, max(CONST_0, x));
-}
-// Lower Upper Bounded RELU Activation
-inline TYPE lu_brelu_op(TYPE x)
-{
- return min(max(x, (TYPE)B_VAL), (TYPE)A_VAL);
-}
-
-#define ACTIVATION_OP2(op, x) op##_op(x)
-#define ACTIVATION_OP(op, x) ACTIVATION_OP2(op, x)
-
-#if defined(O1_VAL) && defined(O2_VAL) && defined(S1_VAL) && defined(S2_VAL)
-#define PERFORM_ACTIVATION_QA8(act, data) \
- ({ \
- data = ACTIVATION_OP(act, data); \
- \
- VEC_DATA_TYPE(float, VEC_SIZE) \
- fdata = CONVERT(data, VEC_DATA_TYPE(float, VEC_SIZE)); \
- \
- fdata = round((fdata - (float)O1_VAL) * ((float)S1_VAL / (float)S2_VAL) + (float)O2_VAL); \
- data = CONVERT_SAT(fdata, VEC_DATA_TYPE(uchar, VEC_SIZE)); \
- })
-#else /* defined(O1_VAL) && defined(O2_VAL) && defined(S1_VAL) && defined(S2_VAL) */
-#define PERFORM_ACTIVATION_QA8(act, data) \
- ({ \
- data = ACTIVATION_OP(act, data); \
- })
-#endif /* defined(O1_VAL) && defined(O2_VAL) && defined(S1_VAL) && defined(S2_VAL) */
-
-#if defined(ACT)
-/** This performs an activation function on QASYMM8 inputs.
- *
- * @note In order to perform the activation function "in-place", the pre-processor -DIN_PLACE must be passed at compile time
- *
- * @note Datatype should be given as a preprocessor argument using -DDATA_TYPE=type. e.g. -DDATA_TYPE=short
- * @note Vector size should be given as a preprocessor argument using -DVEC_SIZE=size. e.g. -DVEC_SIZE=16
- * @note Activation function should be given as a preprocessor argument using -DACT=name. e.g. -DACT=TANH
- * @note A, B variables required by some activation functions are set using -DA_VAL= and -DB_VAL= respectively.
- * @note Quantization scales of the input/output tensors are passed in with -DS1_VAL= and -DS2_VAL= respectively.
- * @note Quantization offsets of the input/output tensors are passed in with -DO1_VAL= and -DO2_VAL= respectively.
- * @note Quantized value of constant zero should be given as a preprocessor argument using -DCONST_0=value. e.g. -DCONST_0=128.
- *
- * @param[in] input_ptr Pointer to the source image. Supported data types: QASYMM8
- * @param[in] input_stride_x Stride of the source image in X dimension (in bytes)
- * @param[in] input_step_x input_stride_x * number of elements along X processed per workitem(in bytes)
- * @param[in] input_stride_y Stride of the source image in Y dimension (in bytes)
- * @param[in] input_step_y input_stride_y * number of elements along Y processed per workitem(in bytes)
- * @param[in] input_stride_z Stride of the source tensor in Z dimension (in bytes)
- * @param[in] input_step_z input_stride_z * number of elements along Z processed per workitem(in bytes)
- * @param[in] input_offset_first_element_in_bytes The offset of the first element in the source image
- * @param[out] output_ptr (Optional) Pointer to the destination image. Supported data types: same as @p input_ptr
- * @param[in] output_stride_x (Optional) Stride of the destination image in X dimension (in bytes)
- * @param[in] output_step_x (Optional) output_stride_x * number of elements along X processed per workitem(in bytes)
- * @param[in] output_stride_y (Optional) Stride of the destination image in Y dimension (in bytes)
- * @param[in] output_step_y (Optional) output_stride_y * number of elements along Y processed per workitem(in bytes)
- * @param[in] output_stride_z (Optional) Stride of the source tensor in Z dimension (in bytes)
- * @param[in] output_step_z (Optional) output_stride_z * number of elements along Z processed per workitem(in bytes)
- * @param[in] output_offset_first_element_in_bytes (Optional) The offset of the first element in the destination image
- */
-__kernel void activation_layer_qa8(
- TENSOR3D_DECLARATION(input)
-#ifndef IN_PLACE
- ,
- TENSOR3D_DECLARATION(output)
-#endif /* not IN_PLACE */
-)
-{
- // Get pixels pointer
- Tensor3D input = CONVERT_TO_TENSOR3D_STRUCT(input);
-#ifdef IN_PLACE
- Tensor3D output = input;
-#else /* IN_PLACE */
- Tensor3D output = CONVERT_TO_TENSOR3D_STRUCT(output);
-#endif /* IN_PLACE */
-
- // Load data
- TYPE data = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)input.ptr);
-
- data = PERFORM_ACTIVATION_QA8(ACT, data);
-
- // Store result
- VSTORE(VEC_SIZE)
- (data, 0, (__global DATA_TYPE *)output.ptr);
-}
-#endif // defined(ACT)
-#endif // defined(FLOAT_DOMAIN)