Reorganize the kernels into nhwc, nchw and common folders

The Following kernels have been split into nchw/nhwc kernels files:

- batchnormalization_layer
- batch_to_space
- channel_shuffle
- depth_to_space
- dequantization_layer
- im2col
- normalization_layer
- normalize_planar_yuv_layer
- normalize_planar_yuv_layer_quantized
- pooling_layer
- pooling_layer_quantized
- remap
- reorg_layer
- scale
- scale_quantized
- space_to_batch
- space_to_depth
- upsample_layer
- winograd_filter_transform
- winograd_input_transform
- winograd_output_transform

The following kernels have been moved to nchw folder:
- direct_convolution1x1
- direct_convolution3x3
- direct_convolution5x5
- direct_convolution_quantized
- prior_box_layer

The following kernels have been moved to nhwc folder:
- direct_convolution
- dwc_native_fp_nhwc
- dwc_native_quantized_nhwc

The following kernels have been removed:
- sobel_filter

While the rest kerenls have been moved to the common folder.

Partially resolves COMPMID-4453

Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com>
Change-Id: Ic327ac935687ec351c610c65a3c6357f364a5a58
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5919
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>

1 files changed, 0 insertions, 138 deletions

diff --git a/src/core/CL/cl_kernels/elementwise_operation_quantized.cl b/src/core/CL/cl_kernels/elementwise_operation_quantized.cl
deleted file mode 100644
index a11be80875..0000000000
--- a/src/core/CL/cl_kernels/elementwise_operation_quantized.cl
+++ /dev/null
@@ -1,138 +0,0 @@
-/*
- * Copyright (c) 2018-2021 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 SUB(x, y) (x - y)
-#define ADD(x, y) (x + y)
-#define MAX(x, y) max((x), (y))
-#define MIN(x, y) min((x), (y))
-#define SQUARED_DIFF(x, y) (x - y) * (x - y)
-#define PRELU(x, y) (select(y * x, x, CONVERT((x > (DATA_TYPE)0), SELECT_VEC_DATA_TYPE(float, VEC_SIZE_OUT))))
-#define DIV(x, y) (x / y)
-
-#define CONVERT_RTE(x, type) (convert_##type##_rte((x)))
-#define CONVERT_DOWN(x, type) CONVERT_RTE(x, type)
-
-#define OP_FUN_NAME_STR(op) elementwise_operation_##op##_quantized
-#define OP_FUN_NAME(op) OP_FUN_NAME_STR(op)
-
-#if defined(OP) && defined(VEC_SIZE_IN1) && defined(VEC_SIZE_IN2) && defined(VEC_SIZE_OUT) && defined(OFFSET_IN1) && defined(OFFSET_IN2) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_IN2) && defined(SCALE_OUT) && defined(DATA_TYPE)
-
-#define VEC_FLOAT VEC_DATA_TYPE(float, VEC_SIZE_OUT)
-#define VEC_INT VEC_DATA_TYPE(int, VEC_SIZE_OUT)
-#define VEC_TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE_OUT)
-
-/** This function executes an element-wise operation among two tensors.
- *
- * @note Vector sizes of inputs and output have to be passed at compile time using -DVEC_SIZE_IN1, -DVEC_SIZE_IN2, -DVEC_SIZE_OUT.
- * @note Leftover vector size has to be passed at compile time using -DVEC_SIZE_LEFTOVER. e.g. -DVEC_SIZE=3. It is defined as the remainder between the input's first dimension and VEC_SIZE
- * @note In case of broadcasting along the X dimension the proper preprocessor argument should be passed depending on the input (e.g. -DIS_IN1_X_BROADCASTING, -DIS_IN2_X_BROADCASTING)
- * @note The quantization offset of the first operand must be passed at compile time using -DOFFSET_IN1, i.e. -DOFFSET_IN1=10
- * @note The quantization offset of the second operand must be passed at compile time using -DOFFSET_IN2, i.e. -DOFFSET_IN2=10
- * @note The quantization offset of the output must be passed at compile time using -DOFFSET_OUT, i.e. -DOFFSET_OUT=10
- * @note The quantization scale of the first operand must be passed at compile time using -DSCALE_IN1, i.e. -DSCALE_IN1=10
- * @note The quantization scale of the second operand must be passed at compile time using -DSCALE_IN2, i.e. -DSCALE_IN2=10
- * @note The quantization scale of the output must be passed at compile time using -DSCALE_OUT, i.e. -DSCALE_OUT=10
- * @note To perform saturating operation -DSATURATE has to be passed to the compiler otherwise wrapping policy will be used.
- * @note The element-wise operation to be executed has to be passed at compile time using -DOP (e.g., -DOP=ADD)
- * @note For QSYMM16 operations OFFSET_IN1, OFFSET_IN2 and OFFSET_OUT must be set to zero
- * @note The data type must be passed at compile time using -DDATA_TYPE, i.e. -DDATA_TYPE=uchar
- *
- * @param[in]  in1_ptr                           Pointer to the source tensor. Supported data types: QASYMM8/QSYMM16
- * @param[in]  in1_stride_x                      Stride of the source tensor in X dimension (in bytes)
- * @param[in]  in1_step_x                        in1_stride_x * number of elements along X processed per workitem(in bytes)
- * @param[in]  in1_stride_y                      Stride of the source tensor in Y dimension (in bytes)
- * @param[in]  in1_step_y                        in1_stride_y * number of elements along Y processed per workitem(in bytes)
- * @param[in]  in1_stride_z                      Stride of the source tensor in Z dimension (in bytes)
- * @param[in]  in1_step_z                        in1_stride_z * number of elements along Z processed per workitem(in bytes)
- * @param[in]  in1_offset_first_element_in_bytes The offset of the first element in the source tensor
- * @param[in]  in2_ptr                           Pointer to the source tensor. Supported data types: same as @p in1_ptr
- * @param[in]  in2_stride_x                      Stride of the source tensor in X dimension (in bytes)
- * @param[in]  in2_step_x                        in2_stride_x * number of elements along X processed per workitem(in bytes)
- * @param[in]  in2_stride_y                      Stride of the source tensor in Y dimension (in bytes)
- * @param[in]  in2_step_y                        in2_stride_y * number of elements along Y processed per workitem(in bytes)
- * @param[in]  in2_stride_z                      Stride of the source tensor in Z dimension (in bytes)
- * @param[in]  in2_step_z                        in2_stride_z * number of elements along Z processed per workitem(in bytes)
- * @param[in]  in2_offset_first_element_in_bytes The offset of the first element in the source tensor
- * @param[out] out_ptr                           Pointer to the destination tensor. Supported data types: same as @p in1_ptr
- * @param[in]  out_stride_x                      Stride of the destination tensor 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_stride_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 source 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 The offset of the first element in the destination tensor
- */
-__kernel void OP_FUN_NAME(OP)(
-    TENSOR3D_DECLARATION(in1),
-    TENSOR3D_DECLARATION(in2)
-#if !defined(IN_PLACE)
-    ,
-    TENSOR3D_DECLARATION(out)
-#endif // !defined(IN_PLACE)
-)
-{
-#if VEC_SIZE_IN1 == 1
-    uint in1_x_offs = 0;
-#else  // VEC_SIZE_IN1 == 1
-    uint in1_x_offs = max((int)(get_global_id(0) * VEC_SIZE_IN1 - (VEC_SIZE_IN1 - VEC_SIZE_LEFTOVER) % VEC_SIZE_IN1), 0);
-#endif // VEC_SIZE_IN1 == 1
-#if VEC_SIZE_IN2 == 1
-    uint in2_x_offs = 0;
-#else  // VEC_SIZE_IN2 == 1
-    uint in2_x_offs = max((int)(get_global_id(0) * VEC_SIZE_IN2 - (VEC_SIZE_IN2 - VEC_SIZE_LEFTOVER) % VEC_SIZE_IN2), 0);
-#endif // VEC_SIZE_IN2 == 1
-#if !defined(IN_PLACE)
-    uint out_x_offs = max((int)(get_global_id(0) * VEC_SIZE_OUT - (VEC_SIZE_OUT - VEC_SIZE_LEFTOVER) % VEC_SIZE_OUT), 0);
-#endif // !defined(IN_PLACE)
-
-    // Get pixels pointer
-    __global uchar *in1_addr = in1_ptr + in1_offset_first_element_in_bytes + in1_x_offs * sizeof(DATA_TYPE) + get_global_id(1) * in1_step_y + get_global_id(2) * in1_step_z;
-    __global uchar *in2_addr = in2_ptr + in2_offset_first_element_in_bytes + in2_x_offs * sizeof(DATA_TYPE) + get_global_id(1) * in2_step_y + get_global_id(2) * in2_step_z;
-    __global        uchar *
-#if !defined(IN_PLACE)
-    out_addr = out_ptr + out_offset_first_element_in_bytes + out_x_offs * sizeof(DATA_TYPE) + get_global_id(1) * out_step_y + get_global_id(2) * out_step_z;
-#else // !defined(IN_PLACE)
-#if defined(SRC1_IN_PLACE)
-    out_addr    = in1_addr;
-#else  //defined(SRC1_IN_PLACE)
-    out_addr = in2_addr;
-#endif //defined(SRC1_IN_PLACE)
-#endif // !defined(IN_PLACE)
-
-    VEC_INT in_a = CONVERT((VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE_OUT))(VLOAD(VEC_SIZE_IN1)(0, (__global DATA_TYPE *)in1_addr)), VEC_INT);
-    VEC_INT in_b = CONVERT((VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE_OUT))(VLOAD(VEC_SIZE_IN2)(0, (__global DATA_TYPE *)in2_addr)), VEC_INT);
-
-    in_a = SUB(in_a, (VEC_INT)((int)OFFSET_IN1));
-    in_b = SUB(in_b, (VEC_INT)((int)OFFSET_IN2));
-
-    const VEC_FLOAT in1f32  = CONVERT(in_a, VEC_FLOAT) * (VEC_FLOAT)((float)SCALE_IN1);
-    const VEC_FLOAT in2f32  = CONVERT(in_b, VEC_FLOAT) * (VEC_FLOAT)((float)SCALE_IN2);
-    const VEC_FLOAT qresf32 = OP(in1f32, in2f32) / ((VEC_FLOAT)(float)SCALE_OUT) + ((VEC_FLOAT)((float)OFFSET_OUT));
-    const VEC_TYPE  res0    = CONVERT_SAT(CONVERT_DOWN(qresf32, VEC_INT), VEC_TYPE);
-
-    // Store result
-    STORE_VECTOR_SELECT(res, DATA_TYPE, out_addr, VEC_SIZE_OUT, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0)
-}
-#endif /* defined(OP) && defined(VEC_SIZE_IN1) && defined(VEC_SIZE_IN2) && defined(VEC_SIZE_OUT) && defined(OFFSET_IN1) && defined(OFFSET_IN2) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_IN2) && defined(SCALE_OUT) && defined(DATA_TYPE) */