From 14d7b535d48620f009efca576cc70fb6ea9ff20d Mon Sep 17 00:00:00 2001 From: Ramy Elgammal Date: Mon, 30 Jan 2023 04:56:47 +0000 Subject: Implementation of RSQRT for quantized int8 Resolves: COMPMID-5863 Change-Id: I9ff67face62826c1d335a6b941e8516be39bdac8 Signed-off-by: Ramy Elgammal Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/488768 Tested-by: bsgcomp Comments-Addressed: bsgcomp Reviewed-by: Gunes Bayir Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9225 Tested-by: Arm Jenkins Comments-Addressed: Arm Jenkins Benchmark: Arm Jenkins --- .../common/elementwise_unary_quantized.cl | 77 ++++++++++++++++++++++ 1 file changed, 77 insertions(+) create mode 100644 src/core/CL/cl_kernels/common/elementwise_unary_quantized.cl (limited to 'src/core/CL/cl_kernels') diff --git a/src/core/CL/cl_kernels/common/elementwise_unary_quantized.cl b/src/core/CL/cl_kernels/common/elementwise_unary_quantized.cl new file mode 100644 index 0000000000..2e4cdc53fe --- /dev/null +++ b/src/core/CL/cl_kernels/common/elementwise_unary_quantized.cl @@ -0,0 +1,77 @@ +/* + * Copyright (c) 2023 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" + +#if defined(DATA_TYPE) && defined(OPERATION) +// Calculate reverse square root +#define rsqrt_op(input) rsqrt(input) +#if defined(VEC_SIZE) +#define VEC_FLOAT VEC_DATA_TYPE(float, VEC_SIZE) +#define VEC_INT VEC_DATA_TYPE(int, VEC_SIZE) +#define VEC_TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) +#endif // defined(VEC_SIZE) + +/** Applies element wise unary operator in a tensor. + * + * @param[in] in_ptr Pointer to the source image. Supported data types: QASYMM8/QASYMM8_SIGNED. + * @param[in] in_stride_x Stride of the source tensor in X dimension (in bytes) + * @param[in] in_step_x in_stride_x * number of elements along X processed per workitem(in bytes) + * @param[in] in_stride_y Stride of the source tensor in Y dimension (in bytes) + * @param[in] in_step_y in_stride_y * number of elements along Y processed per workitem(in bytes) + * @param[in] in_stride_z Stride of the source tensor in Z dimension (in bytes) + * @param[in] in_step_z in_stride_z * number of elements along Z processed per workitem(in bytes) + * @param[in] in_offset_first_element_in_bytes Offset of the first element in the source image + * @param[out] out_ptr Pointer to the destination image. Supported data types: QASYMM8/QASYMM8_SIGNED. + * @param[in] out_stride_x Stride of the destination image in X dimension (in bytes) + * @param[in] out_step_x out_stride_x * number of elements along X processed per workitem(in bytes) + * @param[in] out_step_y Stride of the destination tensor in Y dimension (in bytes) + * @param[in] out_step_y out_stride_y * number of elements along Y processed per workitem(in bytes) + * @param[in] out_stride_z Stride of the destination tensor in Z dimension (in bytes) + * @param[in] out_step_z out_stride_z * number of elements along Z processed per workitem(in bytes) + * @param[in] out_offset_first_element_in_bytes Offset of the first element in the destination image + */ +__kernel void elementwise_unary_quantized( + TENSOR3D_DECLARATION(in), + TENSOR3D_DECLARATION(out)) +{ + Tensor3D in = CONVERT_TO_TENSOR3D_STRUCT(in); + Tensor3D out = CONVERT_TO_TENSOR3D_STRUCT(out); + + // Check if access on width gets out of bounds + // If it does shift access vector to access elements within bounds + const int xi = (int)(get_global_id(0) * VEC_SIZE); + in.ptr -= max(xi - (int)LAST_ACCESSED_X, 0) * in_stride_x; + out.ptr -= max(xi - (int)LAST_ACCESSED_X, 0) * out_stride_x; + + VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) + data = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)in.ptr); + VEC_DATA_TYPE(float, VEC_SIZE) + data_f32 = CONVERT(data, VEC_FLOAT); + data_f32 = (data_f32 - (float)OFFSET_IN) * (float)SCALE_IN; + VEC_INT qres_int = CONVERT_SAT((OPERATION(data_f32) / ((VEC_FLOAT)(float)SCALE_OUT)), VEC_INT) + ((VEC_INT)((int)OFFSET_OUT)); + const VEC_TYPE qres = CONVERT_SAT(qres_int, VEC_TYPE); + VSTORE(VEC_SIZE) + (qres, 0, (__global DATA_TYPE *)out.ptr); +} +#endif // defined(DATA_TYPE) && defined(OPERATION) -- cgit v1.2.1