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authorRamy Elgammal <ramy.elgammal@arm.com>2023-01-30 04:56:47 +0000
committerRamy Elgammal <ramy.elgammal@arm.com>2023-03-17 12:45:26 +0000
commit14d7b535d48620f009efca576cc70fb6ea9ff20d (patch)
tree592ae31798825fba0b71b36adda008fb53381e9f /src/core/CL/cl_kernels
parent2b6ebfe4270b06b09e45f306e8384950aeca7e4e (diff)
downloadComputeLibrary-14d7b535d48620f009efca576cc70fb6ea9ff20d.tar.gz
Implementation of RSQRT for quantized int8
Resolves: COMPMID-5863 Change-Id: I9ff67face62826c1d335a6b941e8516be39bdac8 Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/488768 Tested-by: bsgcomp <bsgcomp@arm.com> Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9225 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/CL/cl_kernels')
-rw-r--r--src/core/CL/cl_kernels/common/elementwise_unary_quantized.cl77
1 files changed, 77 insertions, 0 deletions
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)