diff options
Diffstat (limited to 'src/core/CL/cl_kernels/common/comparisons.cl')
| -rw-r--r-- | src/core/CL/cl_kernels/common/comparisons.cl | 117 |
1 files changed, 45 insertions, 72 deletions
diff --git a/src/core/CL/cl_kernels/common/comparisons.cl b/src/core/CL/cl_kernels/common/comparisons.cl index f05cb87835..00bb491f85 100644 --- a/src/core/CL/cl_kernels/common/comparisons.cl +++ b/src/core/CL/cl_kernels/common/comparisons.cl @@ -1,5 +1,5 @@ /* - * Copyright (c) 2018-2021 Arm Limited. + * Copyright (c) 2018-2021, 2023 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -30,11 +30,13 @@ #define LESS(x, y) ((x) < (y)) #define LESSEQUAL(x, y) ((x) <= (y)) -#define DEFINE_KERNEL_STR(name) compare_##name -#define DEFINE_KERNEL(name) DEFINE_KERNEL_STR(name) +#ifdef IS_QUANTIZED +# define DEFINE_KERNEL_STR(name) compare_##name##_quantized +#else // IS_QUANTIZED +# define DEFINE_KERNEL_STR(name) compare_##name +#endif // IS_QUANTIZED -#define DEFINE_KERNEL_QUANTIZED_STR(name) compare_##name##_quantized -#define DEFINE_KERNEL_QUANTIZED(name) DEFINE_KERNEL_QUANTIZED_STR(name) +#define DEFINE_KERNEL(name) DEFINE_KERNEL_STR(name) #if defined(DATA_TYPE) && defined(VEC_SIZE) && defined(OP) && defined(OP_NAME) /** This function compares two tensors. @@ -73,78 +75,49 @@ __kernel void DEFINE_KERNEL(OP_NAME)( TENSOR3D_DECLARATION(in2), TENSOR3D_DECLARATION(out)) { - // Get pixels pointer - Tensor3D in1 = CONVERT_TO_TENSOR3D_STRUCT(in1); - Tensor3D in2 = CONVERT_TO_TENSOR3D_STRUCT(in2); - Tensor3D out = CONVERT_TO_TENSOR3D_STRUCT(out); + int dst_x = max((int)get_global_id(0) * VEC_SIZE - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE, 0); - // Load values - VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) - in_a = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)in1.ptr); - VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) - in_b = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)in2.ptr); +#if VEC_SIZE_IN1 == 1 + int in1_x = 0; +#else // VEC_SIZE_IN1 == 1 + int in1_x = dst_x; +#endif // VEC_SIZE_IN1 == 1 - // Calculate and store result - VSTORE(VEC_SIZE) - (CONVERT(OP(in_a, in_b), VEC_DATA_TYPE(uchar, VEC_SIZE)), 0, (__global uchar *)out.ptr); -} -#endif /* defined(DATA_TYPE) && defined(VEC_SIZE) && defined(OP) && defined(OP_NAME) */ +#if VEC_SIZE_IN2 == 1 + int in2_x = 0; +#else // VEC_SIZE_IN2 == 1 + int in2_x = dst_x; +#endif // VEC_SIZE_IN2 == 1 -#if defined(OFFSET_IN1) && defined(OFFSET_IN2) && defined(SCALE_IN1) && defined(SCALE_IN2) -/** This function compares two quantized tensors. - * - * @note The inputs' data type need to be passed at compile time using -DDATA_TYPE: e.g. -DDATA_TYPE=uchar - * @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 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 - * - * @param[in] in1_ptr Pointer to the source tensor. Supported data types: All quantized data types. - * @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: U8 - * @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 DEFINE_KERNEL_QUANTIZED(OP_NAME)( - TENSOR3D_DECLARATION(in1), - TENSOR3D_DECLARATION(in2), - TENSOR3D_DECLARATION(out)) -{ - // Get pixels pointer - Tensor3D in1 = CONVERT_TO_TENSOR3D_STRUCT(in1); - Tensor3D in2 = CONVERT_TO_TENSOR3D_STRUCT(in2); - Tensor3D out = CONVERT_TO_TENSOR3D_STRUCT(out); + int y = get_global_id(1); + int z = get_global_id(2); - int16 in_a = CONVERT(vload16(0, (__global DATA_TYPE *)in1.ptr), int16); - int16 in_b = CONVERT(vload16(0, (__global DATA_TYPE *)in2.ptr), int16); + in1_ptr += in1_offset_first_element_in_bytes + z * in1_stride_z + y * in1_stride_y + in1_x * sizeof(DATA_TYPE); + in2_ptr += in2_offset_first_element_in_bytes + z * in2_stride_z + y * in2_stride_y + in2_x * sizeof(DATA_TYPE); + out_ptr += out_offset_first_element_in_bytes + z * out_stride_z + y * out_stride_y + dst_x * sizeof(uchar); - in_a = in_a - (int16)((int)OFFSET_IN1); - in_b = in_b - (int16)((int)OFFSET_IN2); + // Load values + VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) in_a = (VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE))VLOAD(VEC_SIZE_IN1)(0, (__global DATA_TYPE *)in1_ptr); + VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) in_b = (VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE))VLOAD(VEC_SIZE_IN2)(0, (__global DATA_TYPE *)in2_ptr); + + // Calculate and store result +#ifdef IS_QUANTIZED + VEC_DATA_TYPE(int, VEC_SIZE) in_a_i32 = CONVERT(in_a, VEC_DATA_TYPE(int, VEC_SIZE)); + VEC_DATA_TYPE(int, VEC_SIZE) in_b_i32 = CONVERT(in_b, VEC_DATA_TYPE(int, VEC_SIZE)); - const float16 in1f32 = convert_float16(in_a) * (float16)((float)SCALE_IN1); - const float16 in2f32 = convert_float16(in_b) * (float16)((float)SCALE_IN2); - const int16 res = OP(in1f32, in2f32); + VEC_DATA_TYPE(float, VEC_SIZE) in_a_fp = CONVERT(in_a_i32 - OFFSET_IN1, VEC_DATA_TYPE(float, VEC_SIZE)) * SCALE_IN1; + VEC_DATA_TYPE(float, VEC_SIZE) in_b_fp = CONVERT(in_b_i32 - OFFSET_IN2, VEC_DATA_TYPE(float, VEC_SIZE)) * SCALE_IN2; +#else // IS_QUANTIZED + VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) in_a_fp = in_a; + VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) in_b_fp = in_b; +#endif // IS_QUANTIZED - // Store result - vstore16(convert_uchar16(res), 0, (__global uchar *)out.ptr); +#if VEC_SIZE == 1 + uchar res0 = (uchar)select(0, 255, OP(in_a_fp, in_b_fp)); +#else // VEC_SIZE == 1 + VEC_DATA_TYPE(uchar, VEC_SIZE) res0 = CONVERT(OP(in_a_fp, in_b_fp), VEC_DATA_TYPE(uchar, VEC_SIZE)); +#endif // VEC_SIZE == 1 + + STORE_VECTOR_SELECT(res, uchar, out_ptr, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0) } -#endif /* defined(OFFSET_IN1) && defined(OFFSET_IN2) && defined(SCALE_IN1) && defined(SCALE_IN2) */
\ No newline at end of file +#endif /* defined(DATA_TYPE) && defined(VEC_SIZE) && defined(OP) && defined(OP_NAME) */ |