From 7075fe2c5ee6f7cfe7cfd9454d905235e70b9ac4 Mon Sep 17 00:00:00 2001 From: Adnan AlSinan Date: Mon, 5 Jul 2021 13:12:52 +0100 Subject: 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 Change-Id: Ic327ac935687ec351c610c65a3c6357f364a5a58 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5919 Tested-by: Arm Jenkins Reviewed-by: Georgios Pinitas Comments-Addressed: Arm Jenkins --- src/core/gpu/cl/ClKernelLibrary.cpp | 1052 +++++++++++++++++++---------------- 1 file changed, 574 insertions(+), 478 deletions(-) (limited to 'src/core/gpu') diff --git a/src/core/gpu/cl/ClKernelLibrary.cpp b/src/core/gpu/cl/ClKernelLibrary.cpp index 73da93c1f5..1ba307cb1c 100644 --- a/src/core/gpu/cl/ClKernelLibrary.cpp +++ b/src/core/gpu/cl/ClKernelLibrary.cpp @@ -177,484 +177,508 @@ namespace opencl { const std::map ClKernelLibrary::_kernel_program_map = { - { "activation_layer", "activation_layer.cl" }, - { "activation_layer_quant", "activation_layer_quant.cl" }, - { "activation_layer_quant_f32", "activation_layer_quant.cl" }, - { "arg_min_max_x", "arg_min_max.cl" }, - { "arg_min_max_y", "arg_min_max.cl" }, - { "arg_min_max_z", "arg_min_max.cl" }, - { "arg_min_max_w", "arg_min_max.cl" }, - { "batch_to_space_nchw", "batch_to_space.cl" }, - { "batch_to_space_static_nchw", "batch_to_space.cl" }, - { "batch_to_space_nhwc", "batch_to_space.cl" }, - { "batch_to_space_static_nhwc", "batch_to_space.cl" }, - { "batchnormalization_layer_nchw", "batchnormalization_layer.cl" }, - { "batchnormalization_layer_nhwc", "batchnormalization_layer.cl" }, - { "bitwise_or", "bitwise_op.cl" }, - { "bitwise_and", "bitwise_op.cl" }, - { "bitwise_xor", "bitwise_op.cl" }, - { "bitwise_not", "bitwise_op.cl" }, - { "bounding_box_transform", "bounding_box_transform.cl" }, - { "bounding_box_transform_quantized", "bounding_box_transform_quantized.cl" }, - { "channel_shuffle_nchw", "channel_shuffle.cl" }, - { "channel_shuffle_nhwc", "channel_shuffle.cl" }, - { "compare_equal", "comparisons.cl" }, - { "compare_equal_quantized", "comparisons.cl" }, - { "compare_notequal", "comparisons.cl" }, - { "compare_notequal_quantized", "comparisons.cl" }, - { "compare_greater", "comparisons.cl" }, - { "compare_greater_quantized", "comparisons.cl" }, - { "compare_greaterequal", "comparisons.cl" }, - { "compare_greaterequal_quantized", "comparisons.cl" }, - { "compare_less", "comparisons.cl" }, - { "compare_less_quantized", "comparisons.cl" }, - { "compare_lessequal", "comparisons.cl" }, - { "compare_lessequal_quantized", "comparisons.cl" }, - { "concatenate", "concatenate.cl" }, - { "concatenate_width", "concatenate.cl" }, - { "concatenate_height", "concatenate.cl" }, - { "concatenate_width_x2", "concatenate.cl" }, - { "concatenate_width_x4", "concatenate.cl" }, - { "col2im", "col2im.cl" }, - { "cast_down", "cast.cl" }, - { "cast_up", "cast.cl" }, - { "convert_fc_weights", "convert_fc_weights.cl" }, - { "copy_tensor", "copy_tensor.cl" }, - { "crop_tensor", "crop_tensor.cl" }, - { "deconvolution_reshape", "deconvolution_layer.cl" }, - { "deconvolution_upsample", "deconvolution_layer.cl" }, - { "depth_to_space_nchw", "depth_to_space.cl" }, - { "depth_to_space_nhwc", "depth_to_space.cl" }, - { "dequantization_layer", "dequantization_layer.cl" }, - { "dequantization_layer_per_channel_nhwc", "dequantization_layer.cl" }, - { "dequantization_layer_per_channel_nchw", "dequantization_layer.cl" }, - { "dwc_native_fp_nhwc", "dwc_native_fp_nhwc.cl" }, - { "dwc_native_quantized_nhwc", "dwc_native_quantized_nhwc.cl" }, - { "direct_convolution_nhwc", "direct_convolution.cl" }, - { "direct_convolution1x1", "direct_convolution1x1.cl" }, - { "direct_convolution1x1_f32_bifrost", "direct_convolution1x1.cl" }, - { "direct_convolution3x3", "direct_convolution3x3.cl" }, - { "direct_convolution3x3_f32_bifrost", "direct_convolution3x3.cl" }, - { "direct_convolution5x5", "direct_convolution5x5.cl" }, - { "direct_convolution5x5_f32_bifrost", "direct_convolution5x5.cl" }, - { "direct_convolution_quantized", "direct_convolution_quantized.cl" }, - { "elementwise_operation_ADD", "elementwise_operation.cl" }, - { "elementwise_operation_SUB", "elementwise_operation.cl" }, - { "elementwise_operation_MAX", "elementwise_operation.cl" }, - { "elementwise_operation_MIN", "elementwise_operation.cl" }, - { "elementwise_operation_DIV", "elementwise_operation.cl" }, - { "elementwise_operation_SQUARED_DIFF", "elementwise_operation.cl" }, - { "elementwise_operation_POWER", "elementwise_operation.cl" }, - { "elementwise_operation_PRELU", "elementwise_operation.cl" }, - { "elementwise_operation_AND", "elementwise_operation.cl" }, - { "elementwise_operation_OR", "elementwise_operation.cl" }, - { "elementwise_operation_ADD_quantized", "elementwise_operation_quantized.cl" }, - { "elementwise_operation_SUB_quantized", "elementwise_operation_quantized.cl" }, - { "elementwise_operation_MAX_quantized", "elementwise_operation_quantized.cl" }, - { "elementwise_operation_MIN_quantized", "elementwise_operation_quantized.cl" }, - { "elementwise_operation_DIV_quantized", "elementwise_operation_quantized.cl" }, - { "elementwise_operation_SQUARED_DIFF_quantized", "elementwise_operation_quantized.cl" }, - { "elementwise_operation_PRELU_quantized", "elementwise_operation_quantized.cl" }, - { "elementwise_unary", "elementwise_unary.cl" }, - { "fft_digit_reverse_axis_0", "fft_digit_reverse.cl" }, - { "fft_digit_reverse_axis_1", "fft_digit_reverse.cl" }, - { "fft_radix_2_first_stage_axis_0", "fft.cl" }, - { "fft_radix_2_first_stage_axis_1", "fft.cl" }, - { "fft_radix_2_axis_0", "fft.cl" }, - { "fft_radix_2_axis_1", "fft.cl" }, - { "fft_radix_3_first_stage_axis_0", "fft.cl" }, - { "fft_radix_3_first_stage_axis_1", "fft.cl" }, - { "fft_radix_3_axis_0", "fft.cl" }, - { "fft_radix_3_axis_1", "fft.cl" }, - { "fft_radix_4_first_stage_axis_0", "fft.cl" }, - { "fft_radix_4_first_stage_axis_1", "fft.cl" }, - { "fft_radix_4_axis_0", "fft.cl" }, - { "fft_radix_4_axis_1", "fft.cl" }, - { "fft_radix_5_first_stage_axis_0", "fft.cl" }, - { "fft_radix_5_first_stage_axis_1", "fft.cl" }, - { "fft_radix_5_axis_0", "fft.cl" }, - { "fft_radix_5_axis_1", "fft.cl" }, - { "fft_radix_7_first_stage_axis_0", "fft.cl" }, - { "fft_radix_7_first_stage_axis_1", "fft.cl" }, - { "fft_radix_7_axis_0", "fft.cl" }, - { "fft_radix_7_axis_1", "fft.cl" }, - { "fft_radix_8_first_stage_axis_0", "fft.cl" }, - { "fft_radix_8_first_stage_axis_1", "fft.cl" }, - { "fft_radix_8_axis_0", "fft.cl" }, - { "fft_radix_8_axis_1", "fft.cl" }, - { "fft_scale_conj", "fft_scale.cl" }, - { "fill_image_borders_constant", "fill_border.cl" }, - { "fill_image_borders_replicate", "fill_border.cl" }, - { "floor_layer", "floor.cl" }, - { "fuse_batchnormalization_layer", "batchnormalization_layer.cl" }, - { "gather", "gather.cl" }, - { "gemm_ma_f16", "gemm.cl" }, - { "gemm_ma_f32", "gemm.cl" }, - { "gemm_mv", "gemv.cl" }, - { "gemm_mv_quantized", "gemv.cl" }, - { "gemm_mm_interleaved_transposed_f16", "gemm_v1.cl" }, - { "gemm_mm_interleaved_transposed_f16_acc32", "gemm_v1.cl" }, - { "gemm_mm_interleaved_transposed_f16_bifrost", "gemm_v1.cl" }, - { "gemm_mm_interleaved_transposed_f32", "gemm_v1.cl" }, - { "gemm_mm_interleaved_transposed_f32_bifrost", "gemm_v1.cl" }, - { "gemm_mm_floating_point", "gemm_v1.cl" }, - { "gemm_mm_floating_point_f16_bifrost", "gemm_v1.cl" }, - { "gemm_mm_floating_point_f16_bifrost_acc32", "gemm_v1.cl" }, - { "gemm_mm_floating_point_f32_bifrost", "gemm_v1.cl" }, - { "gemm_mm_floating_point_f32_bifrost_1000", "gemm_v1.cl" }, - { "gemm_mm_native", "gemm.cl" }, - { "gemm_mm_reshaped_lhs_nt_rhs_t", "gemm.cl" }, - { "gemm_mm_reshaped_lhs_nt_rhs_t_texture", "gemm.cl" }, - { "gemm_mm_reshaped_lhs_t_rhs_nt", "gemm.cl" }, - { "gemm_mm_reshaped_lhs_t_rhs_nt_texture", "gemm.cl" }, - { "gemm_mm_reshaped_only_rhs_nt", "gemm.cl" }, - { "gemm_mm_reshaped_only_rhs_nt_texture", "gemm.cl" }, - { "gemm_mm_reshaped_only_rhs_t", "gemm.cl" }, - { "gemm_mm_reshaped_only_rhs_t_texture", "gemm.cl" }, - { "gemm_lc_vm_f32", "gemm.cl" }, - { "gemm_reshape_lhs_matrix_nt", "gemm.cl" }, - { "gemm_reshape_lhs_matrix_t", "gemm.cl" }, - { "gemm_reshape_rhs_matrix_nt", "gemm.cl" }, - { "gemm_reshape_rhs_matrix_t", "gemm.cl" }, - { "gemmlowp_matrix_a_reduction", "gemmlowp.cl" }, - { "gemmlowp_matrix_a_reduction_dot8", "gemmlowp.cl" }, - { "gemmlowp_matrix_b_reduction", "gemmlowp.cl" }, - { "gemmlowp_mm_native", "gemmlowp.cl" }, - { "gemmlowp_mm_reshaped_lhs_nt_rhs_t", "gemmlowp.cl" }, - { "gemmlowp_mm_reshaped_only_rhs_t", "gemmlowp.cl" }, - { "gemmlowp_mm_reshaped_only_rhs_t_fused_output_stage_fixedpoint", "gemmlowp.cl" }, - { "gemmlowp_offset_contribution", "gemmlowp.cl" }, - { "gemmlowp_offset_contribution_quantize_down", "gemmlowp.cl" }, - { "gemmlowp_offset_contribution_quantize_down_fixedpoint", "gemmlowp.cl" }, - { "gemmlowp_output_stage_quantize_down", "gemmlowp.cl" }, - { "gemmlowp_output_stage_quantize_down_fixedpoint", "gemmlowp.cl" }, - { "gemmlowp_output_stage_quantize_down_fixedpoint_qsymm16", "gemmlowp.cl" }, - { "gemmlowp_output_stage_quantize_down_float", "gemmlowp.cl" }, - { "generate_proposals_compute_all_anchors", "generate_proposals.cl" }, - { "generate_proposals_compute_all_anchors_quantized", "generate_proposals_quantized.cl" }, - { "im2col1x1_stridex1_nchw", "im2col.cl" }, - { "im2col3x3_nchw", "im2col.cl" }, - { "im2col5x5_nchw", "im2col.cl" }, - { "im2col11x11_padx0_pady0_nchw", "im2col.cl" }, - { "im2col_generic_nchw", "im2col.cl" }, - { "im2col_generic_padx0_pady0_nchw", "im2col.cl" }, - { "im2col3x3_nhwc", "im2col.cl" }, - { "im2col9x9_nhwc", "im2col.cl" }, - { "im2col_generic_nhwc", "im2col.cl" }, - { "instance_normalization", "instance_normalization.cl" }, - { "compute_mean_var", "instance_normalization.cl" }, - { "l2_normalize_x", "l2_normalize.cl" }, - { "l2_normalize_y", "l2_normalize.cl" }, - { "l2_normalize_z", "l2_normalize.cl" }, - { "max_unpooling_layer_2", "unpooling_layer.cl" }, - { "mean_stddev_normalization", "mean_stddev_normalization.cl" }, - { "memset", "memset.cl" }, - { "minmax_layer", "minmax_layer.cl" }, - { "non_max_suppression", "nonmax.cl" }, - { "normalization_layer_cross_map_nchw", "normalization_layer.cl" }, - { "normalization_layer_cross_map_nhwc", "normalization_layer.cl" }, - { "normalization_layer_in_map_nchw", "normalization_layer.cl" }, - { "normalization_layer_in_map_nhwc", "normalization_layer.cl" }, - { "normalize_planar_yuv_layer_nchw", "normalize_planar_yuv_layer.cl" }, - { "normalize_planar_yuv_layer_nhwc", "normalize_planar_yuv_layer.cl" }, - { "normalize_planar_yuv_layer_q8_nchw", "normalize_planar_yuv_layer_quantized.cl" }, - { "normalize_planar_yuv_layer_q8_nhwc", "normalize_planar_yuv_layer_quantized.cl" }, - { "pad_layer_constant", "pad_layer.cl" }, - { "pad_layer_symmetric_reflect", "pad_layer.cl" }, - { "permute", "permute.cl" }, - { "pixelwise_mul_complex", "pixelwise_mul_float.cl" }, - { "pixelwise_mul_float", "pixelwise_mul_float.cl" }, - { "pixelwise_mul_int", "pixelwise_mul_int.cl" }, - { "pixelwise_mul_quantized", "pixelwise_mul_int.cl" }, - { "pooling_layer_2", "pooling_layer.cl" }, - { "pooling_layer_3", "pooling_layer.cl" }, - { "pooling_layer_optimized_3", "pooling_layer.cl" }, - { "pooling_layer_7", "pooling_layer.cl" }, - { "pooling_layer_MxN_nchw", "pooling_layer.cl" }, - { "pooling_layer_MxN_nhwc", "pooling_layer.cl" }, - { "pooling_layer_2x2_nhwc", "pooling_layer.cl" }, - { "pooling_layer_2_nchw_indices_fp32", "pooling_layer.cl" }, - { "pooling_layer_2_nchw_indices_fp16", "pooling_layer.cl" }, - { "pooling_layer_MxN_quantized_nhwc", "pooling_layer_quantized.cl" }, - { "pooling_layer_MxN_quantized_nchw", "pooling_layer_quantized.cl" }, - { "prior_box_layer_nchw", "prior_box_layer.cl" }, - { "qlstm_layer_normalization", "qlstm_layer_normalization.cl" }, - { "quantization_layer", "quantization_layer.cl" }, - { "range", "range.cl" }, - { "range_quantized", "range.cl" }, - { "reduction_operation_x", "reduction_operation.cl" }, - { "reduction_operation_non_parallel_x", "reduction_operation.cl" }, - { "reduction_operation_y", "reduction_operation.cl" }, - { "reduction_operation_z", "reduction_operation.cl" }, - { "reduction_operation_w", "reduction_operation.cl" }, - { "remap_nearest_neighbour_nchw", "remap.cl" }, - { "remap_bilinear_nchw", "remap.cl" }, - { "remap_nearest_neighbour_nhwc", "remap.cl" }, - { "remap_bilinear_nhwc", "remap.cl" }, - { "reorg_layer_nchw", "reorg_layer.cl" }, - { "reorg_layer_nhwc", "reorg_layer.cl" }, - { "reshape_layer", "reshape_layer.cl" }, - { "reshape_to_columns", "convolution_layer.cl" }, - { "reverse", "reverse.cl" }, - { "roi_align_layer", "roi_align_layer.cl" }, - { "roi_align_layer_quantized", "roi_align_layer_quantized.cl" }, - { "roi_pooling_layer", "roi_pooling_layer.cl" }, - { "scale_nearest_neighbour_nchw", "scale.cl" }, - { "scale_nearest_neighbour_nhwc", "scale.cl" }, - { "scale_bilinear_nchw", "scale.cl" }, - { "scale_bilinear_nhwc", "scale.cl" }, - { "scale_bilinear_quantized_nchw", "scale_quantized.cl" }, - { "scale_bilinear_quantized_nhwc", "scale_quantized.cl" }, - { "select_same_rank", "select.cl" }, - { "select_different_rank_2", "select.cl" }, - { "select_different_rank_n", "select.cl" }, - { "softmax_layer_norm", "softmax_layer.cl" }, - { "softmax_layer_norm_quantized", "softmax_layer_quantized.cl" }, - { "softmax_layer_max_shift_exp_sum_quantized_serial", "softmax_layer_quantized.cl" }, - { "softmax_layer_max_shift_exp_sum_quantized_parallel", "softmax_layer_quantized.cl" }, - { "softmax_layer_max_shift_exp_sum_serial", "softmax_layer.cl" }, - { "space_to_batch_nchw", "space_to_batch.cl" }, - { "space_to_batch_static_nchw", "space_to_batch.cl" }, - { "space_to_batch_nhwc", "space_to_batch.cl" }, - { "space_to_batch_static_nhwc", "space_to_batch.cl" }, - { "space_to_depth_nchw", "space_to_depth.cl" }, - { "space_to_depth_nhwc", "space_to_depth.cl" }, - { "softmax_layer_max_shift_exp_sum_parallel", "softmax_layer.cl" }, - { "stack_layer", "stack_layer.cl" }, - { "strided_slice", "slice_ops.cl" }, - { "tile", "tile.cl" }, - { "transpose", "transpose.cl" }, - { "upsample_layer_nchw", "upsample_layer.cl" }, - { "upsample_layer_nhwc", "upsample_layer.cl" }, - { "winograd_filter_transform_2x2_3x3_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_2x1_3x1_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_1x2_1x3_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_4x4_3x3_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_4x1_3x1_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_1x4_1x3_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_4x4_5x5_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_4x1_5x1_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_1x4_1x5_nchw", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_4x1_3x1_nhwc", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_1x4_1x3_nhwc", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_4x4_3x3_nhwc", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_4x4_5x5_nhwc", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_4x1_5x1_nhwc", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_1x4_1x5_nhwc", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_2x2_7x7_nhwc", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_2x1_7x1_nhwc", "winograd_filter_transform.cl" }, - { "winograd_filter_transform_1x2_1x7_nhwc", "winograd_filter_transform.cl" }, - { "winograd_input_transform_2x2_3x3_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_2x2_3x3_stepz2_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_2x1_3x1_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_2x1_3x1_stepz2_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_1x2_1x3_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_1x2_1x3_stepz2_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_4x4_3x3_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_4x1_3x1_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_1x4_1x3_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_4x4_5x5_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_4x1_5x1_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_1x4_1x5_stepz1_nchw", "winograd_input_transform.cl" }, - { "winograd_input_transform_4x1_3x1_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_input_transform_1x4_1x3_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_input_transform_4x4_3x3_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_input_transform_4x4_5x5_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_input_transform_4x1_5x1_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_input_transform_1x4_1x5_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_input_transform_2x2_7x7_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_input_transform_2x1_7x1_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_input_transform_1x2_1x7_stepz1_nhwc", "winograd_input_transform.cl" }, - { "winograd_output_transform_2x2_3x3_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_2x1_3x1_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_1x2_1x3_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_4x4_3x3_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_4x1_3x1_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_1x4_1x3_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_4x4_5x5_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_4x1_5x1_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_1x4_1x5_nchw", "winograd_output_transform.cl" }, - { "winograd_output_transform_4x1_3x1_nhwc", "winograd_output_transform.cl" }, - { "winograd_output_transform_1x4_1x3_nhwc", "winograd_output_transform.cl" }, - { "winograd_output_transform_4x4_3x3_nhwc", "winograd_output_transform.cl" }, - { "winograd_output_transform_4x4_5x5_nhwc", "winograd_output_transform.cl" }, - { "winograd_output_transform_4x1_5x1_nhwc", "winograd_output_transform.cl" }, - { "winograd_output_transform_1x4_1x5_nhwc", "winograd_output_transform.cl" }, - { "winograd_output_transform_2x2_7x7_nhwc", "winograd_output_transform.cl" }, - { "winograd_output_transform_2x1_7x1_nhwc", "winograd_output_transform.cl" }, - { "winograd_output_transform_1x2_1x7_nhwc", "winograd_output_transform.cl" }, + { "activation_layer", "common/activation_layer.cl" }, + { "activation_layer_quant", "common/activation_layer_quant.cl" }, + { "activation_layer_quant_f32", "common/activation_layer_quant.cl" }, + { "arg_min_max_x", "common/arg_min_max.cl" }, + { "arg_min_max_y", "common/arg_min_max.cl" }, + { "arg_min_max_z", "common/arg_min_max.cl" }, + { "arg_min_max_w", "common/arg_min_max.cl" }, + { "batch_to_space_nchw", "nchw/batch_to_space.cl" }, + { "batch_to_space_static_nchw", "nchw/batch_to_space.cl" }, + { "batch_to_space_nhwc", "nhwc/batch_to_space.cl" }, + { "batch_to_space_static_nhwc", "nhwc/batch_to_space.cl" }, + { "batchnormalization_layer_nchw", "nchw/batchnormalization_layer.cl" }, + { "batchnormalization_layer_nhwc", "nhwc/batchnormalization_layer.cl" }, + { "bitwise_or", "common/bitwise_op.cl" }, + { "bitwise_and", "common/bitwise_op.cl" }, + { "bitwise_xor", "common/bitwise_op.cl" }, + { "bitwise_not", "common/bitwise_op.cl" }, + { "bounding_box_transform", "common/bounding_box_transform.cl" }, + { "bounding_box_transform_quantized", "common/bounding_box_transform_quantized.cl" }, + { "channel_shuffle_nchw", "nchw/channel_shuffle.cl" }, + { "channel_shuffle_nhwc", "nhwc/channel_shuffle.cl" }, + { "compare_equal", "common/comparisons.cl" }, + { "compare_equal_quantized", "common/comparisons.cl" }, + { "compare_notequal", "common/comparisons.cl" }, + { "compare_notequal_quantized", "common/comparisons.cl" }, + { "compare_greater", "common/comparisons.cl" }, + { "compare_greater_quantized", "common/comparisons.cl" }, + { "compare_greaterequal", "common/comparisons.cl" }, + { "compare_greaterequal_quantized", "common/comparisons.cl" }, + { "compare_less", "common/comparisons.cl" }, + { "compare_less_quantized", "common/comparisons.cl" }, + { "compare_lessequal", "common/comparisons.cl" }, + { "compare_lessequal_quantized", "common/comparisons.cl" }, + { "concatenate", "common/concatenate.cl" }, + { "concatenate_width", "common/concatenate.cl" }, + { "concatenate_height", "common/concatenate.cl" }, + { "concatenate_width_x2", "common/concatenate.cl" }, + { "concatenate_width_x4", "common/concatenate.cl" }, + { "col2im", "common/col2im.cl" }, + { "cast_down", "common/cast.cl" }, + { "cast_up", "common/cast.cl" }, + { "convert_fc_weights", "common/convert_fc_weights.cl" }, + { "copy_tensor", "common/copy_tensor.cl" }, + { "crop_tensor", "common/crop_tensor.cl" }, + { "deconvolution_reshape", "common/deconvolution_layer.cl" }, + { "deconvolution_upsample", "common/deconvolution_layer.cl" }, + { "depth_to_space_nchw", "nchw/depth_to_space.cl" }, + { "depth_to_space_nhwc", "nhwc/depth_to_space.cl" }, + { "dequantization_layer", "common/dequantization_layer.cl" }, + { "dequantization_layer_per_channel_nhwc", "nhwc/dequantization_layer.cl" }, + { "dequantization_layer_per_channel_nchw", "nchw/dequantization_layer.cl" }, + { "dwc_native_fp_nhwc", "nhwc/dwc_native_fp_nhwc.cl" }, + { "dwc_native_quantized_nhwc", "nhwc/dwc_native_quantized_nhwc.cl" }, + { "direct_convolution_nhwc", "nhwc/direct_convolution.cl" }, + { "direct_convolution1x1", "nchw/direct_convolution1x1.cl" }, + { "direct_convolution1x1_f32_bifrost", "nchw/direct_convolution1x1.cl" }, + { "direct_convolution3x3", "nchw/direct_convolution3x3.cl" }, + { "direct_convolution3x3_f32_bifrost", "nchw/direct_convolution3x3.cl" }, + { "direct_convolution5x5", "nchw/direct_convolution5x5.cl" }, + { "direct_convolution5x5_f32_bifrost", "nchw/direct_convolution5x5.cl" }, + { "direct_convolution_quantized", "nchw/direct_convolution_quantized.cl" }, + { "elementwise_operation_ADD", "common/elementwise_operation.cl" }, + { "elementwise_operation_SUB", "common/elementwise_operation.cl" }, + { "elementwise_operation_MAX", "common/elementwise_operation.cl" }, + { "elementwise_operation_MIN", "common/elementwise_operation.cl" }, + { "elementwise_operation_DIV", "common/elementwise_operation.cl" }, + { "elementwise_operation_SQUARED_DIFF", "common/elementwise_operation.cl" }, + { "elementwise_operation_POWER", "common/elementwise_operation.cl" }, + { "elementwise_operation_PRELU", "common/elementwise_operation.cl" }, + { "elementwise_operation_AND", "common/elementwise_operation.cl" }, + { "elementwise_operation_OR", "common/elementwise_operation.cl" }, + { "elementwise_operation_ADD_quantized", "common/elementwise_operation_quantized.cl" }, + { "elementwise_operation_SUB_quantized", "common/elementwise_operation_quantized.cl" }, + { "elementwise_operation_MAX_quantized", "common/elementwise_operation_quantized.cl" }, + { "elementwise_operation_MIN_quantized", "common/elementwise_operation_quantized.cl" }, + { "elementwise_operation_DIV_quantized", "common/elementwise_operation_quantized.cl" }, + { "elementwise_operation_SQUARED_DIFF_quantized", "common/elementwise_operation_quantized.cl" }, + { "elementwise_operation_PRELU_quantized", "common/elementwise_operation_quantized.cl" }, + { "elementwise_unary", "common/elementwise_unary.cl" }, + { "fft_digit_reverse_axis_0", "common/fft_digit_reverse.cl" }, + { "fft_digit_reverse_axis_1", "common/fft_digit_reverse.cl" }, + { "fft_radix_2_first_stage_axis_0", "common/fft.cl" }, + { "fft_radix_2_first_stage_axis_1", "common/fft.cl" }, + { "fft_radix_2_axis_0", "common/fft.cl" }, + { "fft_radix_2_axis_1", "common/fft.cl" }, + { "fft_radix_3_first_stage_axis_0", "common/fft.cl" }, + { "fft_radix_3_first_stage_axis_1", "common/fft.cl" }, + { "fft_radix_3_axis_0", "common/fft.cl" }, + { "fft_radix_3_axis_1", "common/fft.cl" }, + { "fft_radix_4_first_stage_axis_0", "common/fft.cl" }, + { "fft_radix_4_first_stage_axis_1", "common/fft.cl" }, + { "fft_radix_4_axis_0", "common/fft.cl" }, + { "fft_radix_4_axis_1", "common/fft.cl" }, + { "fft_radix_5_first_stage_axis_0", "common/fft.cl" }, + { "fft_radix_5_first_stage_axis_1", "common/fft.cl" }, + { "fft_radix_5_axis_0", "common/fft.cl" }, + { "fft_radix_5_axis_1", "common/fft.cl" }, + { "fft_radix_7_first_stage_axis_0", "common/fft.cl" }, + { "fft_radix_7_first_stage_axis_1", "common/fft.cl" }, + { "fft_radix_7_axis_0", "common/fft.cl" }, + { "fft_radix_7_axis_1", "common/fft.cl" }, + { "fft_radix_8_first_stage_axis_0", "common/fft.cl" }, + { "fft_radix_8_first_stage_axis_1", "common/fft.cl" }, + { "fft_radix_8_axis_0", "common/fft.cl" }, + { "fft_radix_8_axis_1", "common/fft.cl" }, + { "fft_scale_conj", "common/fft_scale.cl" }, + { "fill_image_borders_constant", "common/fill_border.cl" }, + { "fill_image_borders_replicate", "common/fill_border.cl" }, + { "floor_layer", "common/floor.cl" }, + { "fuse_batchnormalization_layer", "common/batchnormalization_layer.cl" }, + { "gather", "common/gather.cl" }, + { "gemm_ma_f16", "common/gemm.cl" }, + { "gemm_ma_f32", "common/gemm.cl" }, + { "gemm_mv", "common/gemv.cl" }, + { "gemm_mv_quantized", "common/gemv.cl" }, + { "gemm_mm_interleaved_transposed_f16", "common/gemm_v1.cl" }, + { "gemm_mm_interleaved_transposed_f16_acc32", "common/gemm_v1.cl" }, + { "gemm_mm_interleaved_transposed_f16_bifrost", "common/gemm_v1.cl" }, + { "gemm_mm_interleaved_transposed_f32", "common/gemm_v1.cl" }, + { "gemm_mm_interleaved_transposed_f32_bifrost", "common/gemm_v1.cl" }, + { "gemm_mm_floating_point", "common/gemm_v1.cl" }, + { "gemm_mm_floating_point_f16_bifrost", "common/gemm_v1.cl" }, + { "gemm_mm_floating_point_f16_bifrost_acc32", "common/gemm_v1.cl" }, + { "gemm_mm_floating_point_f32_bifrost", "common/gemm_v1.cl" }, + { "gemm_mm_floating_point_f32_bifrost_1000", "common/gemm_v1.cl" }, + { "gemm_mm_native", "common/gemm.cl" }, + { "gemm_mm_reshaped_lhs_nt_rhs_t", "common/gemm.cl" }, + { "gemm_mm_reshaped_lhs_nt_rhs_t_texture", "common/gemm.cl" }, + { "gemm_mm_reshaped_lhs_t_rhs_nt", "common/gemm.cl" }, + { "gemm_mm_reshaped_lhs_t_rhs_nt_texture", "common/gemm.cl" }, + { "gemm_mm_reshaped_only_rhs_nt", "common/gemm.cl" }, + { "gemm_mm_reshaped_only_rhs_nt_texture", "common/gemm.cl" }, + { "gemm_mm_reshaped_only_rhs_t", "common/gemm.cl" }, + { "gemm_mm_reshaped_only_rhs_t_texture", "common/gemm.cl" }, + { "gemm_lc_vm_f32", "common/gemm.cl" }, + { "gemm_reshape_lhs_matrix_nt", "common/gemm.cl" }, + { "gemm_reshape_lhs_matrix_t", "common/gemm.cl" }, + { "gemm_reshape_rhs_matrix_nt", "common/gemm.cl" }, + { "gemm_reshape_rhs_matrix_t", "common/gemm.cl" }, + { "gemmlowp_matrix_a_reduction", "common/gemmlowp.cl" }, + { "gemmlowp_matrix_a_reduction_dot8", "common/gemmlowp.cl" }, + { "gemmlowp_matrix_b_reduction", "common/gemmlowp.cl" }, + { "gemmlowp_mm_native", "common/gemmlowp.cl" }, + { "gemmlowp_mm_reshaped_lhs_nt_rhs_t", "common/gemmlowp.cl" }, + { "gemmlowp_mm_reshaped_only_rhs_t", "common/gemmlowp.cl" }, + { "gemmlowp_mm_reshaped_only_rhs_t_fused_output_stage_fixedpoint", "common/gemmlowp.cl" }, + { "gemmlowp_offset_contribution", "common/gemmlowp.cl" }, + { "gemmlowp_offset_contribution_quantize_down", "common/gemmlowp.cl" }, + { "gemmlowp_offset_contribution_quantize_down_fixedpoint", "common/gemmlowp.cl" }, + { "gemmlowp_output_stage_quantize_down", "common/gemmlowp.cl" }, + { "gemmlowp_output_stage_quantize_down_fixedpoint", "common/gemmlowp.cl" }, + { "gemmlowp_output_stage_quantize_down_fixedpoint_qsymm16", "common/gemmlowp.cl" }, + { "gemmlowp_output_stage_quantize_down_float", "common/gemmlowp.cl" }, + { "generate_proposals_compute_all_anchors", "common/generate_proposals.cl" }, + { "generate_proposals_compute_all_anchors_quantized", "common/generate_proposals_quantized.cl" }, + { "im2col1x1_stridex1_nchw", "nchw/im2col.cl" }, + { "im2col3x3_nchw", "nchw/im2col.cl" }, + { "im2col5x5_nchw", "nchw/im2col.cl" }, + { "im2col11x11_padx0_pady0_nchw", "nchw/im2col.cl" }, + { "im2col_generic_nchw", "nchw/im2col.cl" }, + { "im2col_generic_padx0_pady0_nchw", "nchw/im2col.cl" }, + { "im2col3x3_nhwc", "nhwc/im2col.cl" }, + { "im2col9x9_nhwc", "nhwc/im2col.cl" }, + { "im2col_generic_nhwc", "nhwc/im2col.cl" }, + { "instance_normalization", "common/instance_normalization.cl" }, + { "compute_mean_var", "common/instance_normalization.cl" }, + { "l2_normalize_x", "common/l2_normalize.cl" }, + { "l2_normalize_y", "common/l2_normalize.cl" }, + { "l2_normalize_z", "common/l2_normalize.cl" }, + { "max_unpooling_layer_2", "common/unpooling_layer.cl" }, + { "mean_stddev_normalization", "common/mean_stddev_normalization.cl" }, + { "memset", "common/memset.cl" }, + { "minmax_layer", "common/minmax_layer.cl" }, + { "non_max_suppression", "common/nonmax.cl" }, + { "normalization_layer_cross_map_nchw", "nchw/normalization_layer.cl" }, + { "normalization_layer_cross_map_nhwc", "nhwc/normalization_layer.cl" }, + { "normalization_layer_in_map_nchw", "nchw/normalization_layer.cl" }, + { "normalization_layer_in_map_nhwc", "nhwc/normalization_layer.cl" }, + { "normalize_planar_yuv_layer_nchw", "nchw/normalize_planar_yuv_layer.cl" }, + { "normalize_planar_yuv_layer_nhwc", "nhwc/normalize_planar_yuv_layer.cl" }, + { "normalize_planar_yuv_layer_q8_nchw", "nchw/normalize_planar_yuv_layer_quantized.cl" }, + { "normalize_planar_yuv_layer_q8_nhwc", "nhwc/normalize_planar_yuv_layer_quantized.cl" }, + { "pad_layer_constant", "common/pad_layer.cl" }, + { "pad_layer_symmetric_reflect", "common/pad_layer.cl" }, + { "permute", "common/permute.cl" }, + { "pixelwise_mul_complex", "common/pixelwise_mul_float.cl" }, + { "pixelwise_mul_float", "common/pixelwise_mul_float.cl" }, + { "pixelwise_mul_int", "common/pixelwise_mul_int.cl" }, + { "pixelwise_mul_quantized", "common/pixelwise_mul_int.cl" }, + { "pooling_layer_2", "common/pooling_layer.cl" }, + { "pooling_layer_3", "common/pooling_layer.cl" }, + { "pooling_layer_optimized_3", "common/pooling_layer.cl" }, + { "pooling_layer_7", "common/pooling_layer.cl" }, + { "pooling_layer_MxN_nchw", "nchw/pooling_layer.cl" }, + { "pooling_layer_MxN_nhwc", "nhwc/pooling_layer.cl" }, + { "pooling_layer_2x2_nhwc", "nhwc/pooling_layer.cl" }, + { "pooling_layer_2_nchw_indices_fp32", "nchw/pooling_layer.cl" }, + { "pooling_layer_2_nchw_indices_fp16", "nchw/pooling_layer.cl" }, + { "pooling_layer_MxN_quantized_nhwc", "nhwc/pooling_layer_quantized.cl" }, + { "pooling_layer_MxN_quantized_nchw", "nchw/pooling_layer_quantized.cl" }, + { "prior_box_layer_nchw", "nchw/prior_box_layer.cl" }, + { "qlstm_layer_normalization", "common/qlstm_layer_normalization.cl" }, + { "quantization_layer", "common/quantization_layer.cl" }, + { "range", "common/range.cl" }, + { "range_quantized", "common/range.cl" }, + { "reduction_operation_x", "common/reduction_operation.cl" }, + { "reduction_operation_non_parallel_x", "common/reduction_operation.cl" }, + { "reduction_operation_y", "common/reduction_operation.cl" }, + { "reduction_operation_z", "common/reduction_operation.cl" }, + { "reduction_operation_w", "common/reduction_operation.cl" }, + { "remap_nearest_neighbour_nchw", "nchw/remap.cl" }, + { "remap_bilinear_nchw", "nchw/remap.cl" }, + { "remap_nearest_neighbour_nhwc", "nhwc/remap.cl" }, + { "remap_bilinear_nhwc", "nhwc/remap.cl" }, + { "reorg_layer_nchw", "nchw/reorg_layer.cl" }, + { "reorg_layer_nhwc", "nhwc/reorg_layer.cl" }, + { "reshape_layer", "common/reshape_layer.cl" }, + { "reshape_to_columns", "common/convolution_layer.cl" }, + { "reverse", "common/reverse.cl" }, + { "roi_align_layer", "common/roi_align_layer.cl" }, + { "roi_align_layer_quantized", "common/roi_align_layer_quantized.cl" }, + { "roi_pooling_layer", "common/roi_pooling_layer.cl" }, + { "scale_nearest_neighbour_nchw", "nchw/scale.cl" }, + { "scale_nearest_neighbour_nhwc", "nhwc/scale.cl" }, + { "scale_bilinear_nchw", "nchw/scale.cl" }, + { "scale_bilinear_nhwc", "nhwc/scale.cl" }, + { "scale_bilinear_quantized_nchw", "nchw/scale_quantized.cl" }, + { "scale_bilinear_quantized_nhwc", "nhwc/scale_quantized.cl" }, + { "select_same_rank", "common/select.cl" }, + { "select_different_rank_2", "common/select.cl" }, + { "select_different_rank_n", "common/select.cl" }, + { "softmax_layer_norm", "common/softmax_layer.cl" }, + { "softmax_layer_norm_quantized", "common/softmax_layer_quantized.cl" }, + { "softmax_layer_max_shift_exp_sum_quantized_serial", "common/softmax_layer_quantized.cl" }, + { "softmax_layer_max_shift_exp_sum_quantized_parallel", "common/softmax_layer_quantized.cl" }, + { "softmax_layer_max_shift_exp_sum_serial", "common/softmax_layer.cl" }, + { "space_to_batch_nchw", "nchw/space_to_batch.cl" }, + { "space_to_batch_static_nchw", "nchw/space_to_batch.cl" }, + { "space_to_batch_nhwc", "nhwc/space_to_batch.cl" }, + { "space_to_batch_static_nhwc", "nhwc/space_to_batch.cl" }, + { "space_to_depth_nchw", "nchw/space_to_depth.cl" }, + { "space_to_depth_nhwc", "nhwc/space_to_depth.cl" }, + { "softmax_layer_max_shift_exp_sum_parallel", "common/softmax_layer.cl" }, + { "stack_layer", "common/stack_layer.cl" }, + { "strided_slice", "common/slice_ops.cl" }, + { "tile", "common/tile.cl" }, + { "transpose", "common/transpose.cl" }, + { "upsample_layer_nchw", "nchw/upsample_layer.cl" }, + { "upsample_layer_nhwc", "nhwc/upsample_layer.cl" }, + { "winograd_filter_transform_2x2_3x3_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_2x1_3x1_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_1x2_1x3_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_4x4_3x3_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_4x1_3x1_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_1x4_1x3_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_4x4_5x5_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_4x1_5x1_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_1x4_1x5_nchw", "nchw/winograd_filter_transform.cl" }, + { "winograd_filter_transform_4x1_3x1_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_filter_transform_1x4_1x3_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_filter_transform_4x4_3x3_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_filter_transform_4x4_5x5_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_filter_transform_4x1_5x1_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_filter_transform_1x4_1x5_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_filter_transform_2x2_7x7_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_filter_transform_2x1_7x1_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_filter_transform_1x2_1x7_nhwc", "nhwc/winograd_filter_transform.cl" }, + { "winograd_input_transform_2x2_3x3_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_2x2_3x3_stepz2_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_2x1_3x1_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_2x1_3x1_stepz2_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_1x2_1x3_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_1x2_1x3_stepz2_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_4x4_3x3_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_4x1_3x1_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_1x4_1x3_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_4x4_5x5_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_4x1_5x1_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_1x4_1x5_stepz1_nchw", "nchw/winograd_input_transform.cl" }, + { "winograd_input_transform_4x1_3x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_input_transform_1x4_1x3_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_input_transform_4x4_3x3_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_input_transform_4x4_5x5_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_input_transform_4x1_5x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_input_transform_1x4_1x5_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_input_transform_2x2_7x7_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_input_transform_2x1_7x1_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_input_transform_1x2_1x7_stepz1_nhwc", "nhwc/winograd_input_transform.cl" }, + { "winograd_output_transform_2x2_3x3_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_2x1_3x1_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_1x2_1x3_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_4x4_3x3_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_4x1_3x1_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_1x4_1x3_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_4x4_5x5_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_4x1_5x1_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_1x4_1x5_nchw", "nchw/winograd_output_transform.cl" }, + { "winograd_output_transform_4x1_3x1_nhwc", "nhwc/winograd_output_transform.cl" }, + { "winograd_output_transform_1x4_1x3_nhwc", "nhwc/winograd_output_transform.cl" }, + { "winograd_output_transform_4x4_3x3_nhwc", "nhwc/winograd_output_transform.cl" }, + { "winograd_output_transform_4x4_5x5_nhwc", "nhwc/winograd_output_transform.cl" }, + { "winograd_output_transform_4x1_5x1_nhwc", "nhwc/winograd_output_transform.cl" }, + { "winograd_output_transform_1x4_1x5_nhwc", "nhwc/winograd_output_transform.cl" }, + { "winograd_output_transform_2x2_7x7_nhwc", "nhwc/winograd_output_transform.cl" }, + { "winograd_output_transform_2x1_7x1_nhwc", "nhwc/winograd_output_transform.cl" }, + { "winograd_output_transform_1x2_1x7_nhwc", "nhwc/winograd_output_transform.cl" }, }; const std::map ClKernelLibrary::_program_source_map = { #ifdef EMBEDDED_KERNELS { - "activation_layer.cl", -#include "./cl_kernels/activation_layer.clembed" + "common/activation_layer.cl", +#include "./cl_kernels/common/activation_layer.clembed" }, { - "activation_layer_quant.cl", -#include "./cl_kernels/activation_layer_quant.clembed" + "common/activation_layer_quant.cl", +#include "./cl_kernels/common/activation_layer_quant.clembed" }, { - "arg_min_max.cl", -#include "./cl_kernels/arg_min_max.clembed" + "common/arg_min_max.cl", +#include "./cl_kernels/common/arg_min_max.clembed" }, { - "batch_to_space.cl", -#include "./cl_kernels/batch_to_space.clembed" + "nchw/batch_to_space.cl", +#include "./cl_kernels/nchw/batch_to_space.clembed" }, { - "bitwise_op.cl", -#include "./cl_kernels/bitwise_op.clembed" + "nhwc/batch_to_space.cl", +#include "./cl_kernels/nhwc/batch_to_space.clembed" }, { - "bounding_box_transform.cl", -#include "./cl_kernels/bounding_box_transform.clembed" + "common/bitwise_op.cl", +#include "./cl_kernels/common/bitwise_op.clembed" }, { - "bounding_box_transform_quantized.cl", -#include "./cl_kernels/bounding_box_transform_quantized.clembed" + "common/bounding_box_transform.cl", +#include "./cl_kernels/common/bounding_box_transform.clembed" }, { - "channel_shuffle.cl", -#include "./cl_kernels/channel_shuffle.clembed" + "common/bounding_box_transform_quantized.cl", +#include "./cl_kernels/common/bounding_box_transform_quantized.clembed" }, { - "col2im.cl", -#include "./cl_kernels/col2im.clembed" + "nchw/channel_shuffle.cl", +#include "./cl_kernels/nchw/channel_shuffle.clembed" }, { - "comparisons.cl", -#include "./cl_kernels/comparisons.clembed" + "nhwc/channel_shuffle.cl", +#include "./cl_kernels/nhwc/channel_shuffle.clembed" }, { - "concatenate.cl", -#include "./cl_kernels/concatenate.clembed" + "common/col2im.cl", +#include "./cl_kernels/common/col2im.clembed" }, { - "convert_fc_weights.cl", -#include "./cl_kernels/convert_fc_weights.clembed" + "common/comparisons.cl", +#include "./cl_kernels/common/comparisons.clembed" }, { - "convolution_layer.cl", -#include "./cl_kernels/convolution_layer.clembed" + "common/concatenate.cl", +#include "./cl_kernels/common/concatenate.clembed" }, { - "copy_tensor.cl", -#include "./cl_kernels/copy_tensor.clembed" + "common/convert_fc_weights.cl", +#include "./cl_kernels/common/convert_fc_weights.clembed" }, { - "crop_tensor.cl", -#include "./cl_kernels/crop_tensor.clembed" + "common/convolution_layer.cl", +#include "./cl_kernels/common/convolution_layer.clembed" }, { - "upsample_layer.cl", -#include "./cl_kernels/upsample_layer.clembed" + "common/copy_tensor.cl", +#include "./cl_kernels/common/copy_tensor.clembed" }, { - "deconvolution_layer.cl", -#include "./cl_kernels/deconvolution_layer.clembed" + "common/crop_tensor.cl", +#include "./cl_kernels/common/crop_tensor.clembed" }, { - "cast.cl", -#include "./cl_kernels/cast.clembed" + "nchw/upsample_layer.cl", +#include "./cl_kernels/nchw/upsample_layer.clembed" }, { - "depth_to_space.cl", -#include "./cl_kernels/depth_to_space.clembed" + "nhwc/upsample_layer.cl", +#include "./cl_kernels/nhwc/upsample_layer.clembed" }, { - "dequantization_layer.cl", -#include "./cl_kernels/dequantization_layer.clembed" + "common/deconvolution_layer.cl", +#include "./cl_kernels/common/deconvolution_layer.clembed" }, { - "direct_convolution1x1.cl", -#include "./cl_kernels/direct_convolution1x1.clembed" + "common/cast.cl", +#include "./cl_kernels/common/cast.clembed" }, { - "direct_convolution3x3.cl", -#include "./cl_kernels/direct_convolution3x3.clembed" + "nchw/depth_to_space.cl", +#include "./cl_kernels/nchw/depth_to_space.clembed" }, { - "direct_convolution5x5.cl", -#include "./cl_kernels/direct_convolution5x5.clembed" + "nhwc/depth_to_space.cl", +#include "./cl_kernels/nhwc/depth_to_space.clembed" }, { - "direct_convolution_quantized.cl", -#include "./cl_kernels/direct_convolution_quantized.clembed" + "common/dequantization_layer.cl", +#include "./cl_kernels/common/dequantization_layer.clembed" }, { - "direct_convolution.cl", -#include "./cl_kernels/direct_convolution.clembed" + "nchw/dequantization_layer.cl", +#include "./cl_kernels/nchw/dequantization_layer.clembed" }, { - "dwc_native_fp_nhwc.cl", -#include "./cl_kernels/dwc_native_fp_nhwc.clembed" + "nhwc/dequantization_layer.cl", +#include "./cl_kernels/nhwc/dequantization_layer.clembed" }, { - "dwc_native_quantized_nhwc.cl", -#include "./cl_kernels/dwc_native_quantized_nhwc.clembed" + "nchw/direct_convolution1x1.cl", +#include "./cl_kernels/nchw/direct_convolution1x1.clembed" }, { - "elementwise_operation.cl", -#include "./cl_kernels/elementwise_operation.clembed" + "nchw/direct_convolution3x3.cl", +#include "./cl_kernels/nchw/direct_convolution3x3.clembed" }, { - "elementwise_operation_quantized.cl", -#include "./cl_kernels/elementwise_operation_quantized.clembed" + "nchw/direct_convolution5x5.cl", +#include "./cl_kernels/nchw/direct_convolution5x5.clembed" }, { - "elementwise_unary.cl", -#include "./cl_kernels/elementwise_unary.clembed" + "nchw/direct_convolution_quantized.cl", +#include "./cl_kernels/nchw/direct_convolution_quantized.clembed" }, { - "fft.cl", -#include "./cl_kernels/fft.clembed" + "nhwc/direct_convolution.cl", +#include "./cl_kernels/nhwc/direct_convolution.clembed" }, { - "fft_digit_reverse.cl", -#include "./cl_kernels/fft_digit_reverse.clembed" + "nhwc/dwc_native_fp_nhwc.cl", +#include "./cl_kernels/nhwc/dwc_native_fp_nhwc.clembed" }, { - "fft_scale.cl", -#include "./cl_kernels/fft_scale.clembed" + "nhwc/dwc_native_quantized_nhwc.cl", +#include "./cl_kernels/nhwc/dwc_native_quantized_nhwc.clembed" }, { - "fill_border.cl", -#include "./cl_kernels/fill_border.clembed" + "common/elementwise_operation.cl", +#include "./cl_kernels/common/elementwise_operation.clembed" }, { - "floor.cl", -#include "./cl_kernels/floor.clembed" + "common/elementwise_operation_quantized.cl", +#include "./cl_kernels/common/elementwise_operation_quantized.clembed" }, { - "gather.cl", -#include "./cl_kernels/gather.clembed" + "common/elementwise_unary.cl", +#include "./cl_kernels/common/elementwise_unary.clembed" }, { - "gemm.cl", -#include "./cl_kernels/gemm.clembed" + "common/fft.cl", +#include "./cl_kernels/common/fft.clembed" }, { - "gemm_v1.cl", -#include "./cl_kernels/gemm_v1.clembed" + "common/fft_digit_reverse.cl", +#include "./cl_kernels/common/fft_digit_reverse.clembed" }, { - "gemmlowp.cl", -#include "./cl_kernels/gemmlowp.clembed" + "common/fft_scale.cl", +#include "./cl_kernels/common/fft_scale.clembed" }, { - "gemv.cl", -#include "./cl_kernels/gemv.clembed" + "common/fill_border.cl", +#include "./cl_kernels/common/fill_border.clembed" }, { - "generate_proposals.cl", -#include "./cl_kernels/generate_proposals.clembed" + "common/floor.cl", +#include "./cl_kernels/common/floor.clembed" }, { - "generate_proposals_quantized.cl", -#include "./cl_kernels/generate_proposals_quantized.clembed" + "common/gather.cl", +#include "./cl_kernels/common/gather.clembed" + }, + { + "common/gemm.cl", +#include "./cl_kernels/common/gemm.clembed" + }, + { + "common/gemm_v1.cl", +#include "./cl_kernels/common/gemm_v1.clembed" + }, + { + "common/gemmlowp.cl", +#include "./cl_kernels/common/gemmlowp.clembed" + }, + { + "common/gemv.cl", +#include "./cl_kernels/common/gemv.clembed" + }, + { + "common/generate_proposals.cl", +#include "./cl_kernels/common/generate_proposals.clembed" + }, + { + "common/generate_proposals_quantized.cl", +#include "./cl_kernels/common/generate_proposals_quantized.clembed" }, { "helpers.h", @@ -665,184 +689,256 @@ const std::map ClKernelLibrary::_program_source_map = #include "./cl_kernels/helpers_asymm.hembed" }, { - "im2col.cl", -#include "./cl_kernels/im2col.clembed" + "nchw/im2col.cl", +#include "./cl_kernels/nchw/im2col.clembed" + }, + { + "nhwc/im2col.cl", +#include "./cl_kernels/nhwc/im2col.clembed" + }, + { + "common/instance_normalization.cl", +#include "./cl_kernels/common/instance_normalization.clembed" + }, + { + "common/l2_normalize.cl", +#include "./cl_kernels/common/l2_normalize.clembed" + }, + { + "common/mean_stddev_normalization.cl", +#include "./cl_kernels/common/mean_stddev_normalization.clembed" + }, + { + "common/memset.cl", +#include "./cl_kernels/common/memset.clembed" + }, + { + "common/minmax_layer.cl", +#include "./cl_kernels/common/minmax_layer.clembed" }, { - "instance_normalization.cl", -#include "./cl_kernels/instance_normalization.clembed" + "common/nonmax.cl", +#include "./cl_kernels/common/nonmax.clembed" }, { - "l2_normalize.cl", -#include "./cl_kernels/l2_normalize.clembed" + "nchw/normalization_layer.cl", +#include "./cl_kernels/nchw/normalization_layer.clembed" }, { - "mean_stddev_normalization.cl", -#include "./cl_kernels/mean_stddev_normalization.clembed" + "nhwc/normalization_layer.cl", +#include "./cl_kernels/nhwc/normalization_layer.clembed" }, { - "memset.cl", -#include "./cl_kernels/memset.clembed" + "nchw/normalize_planar_yuv_layer.cl", +#include "./cl_kernels/nchw/normalize_planar_yuv_layer.clembed" }, { - "minmax_layer.cl", -#include "./cl_kernels/minmax_layer.clembed" + "nhwc/normalize_planar_yuv_layer.cl", +#include "./cl_kernels/nhwc/normalize_planar_yuv_layer.clembed" }, { - "nonmax.cl", -#include "./cl_kernels/nonmax.clembed" + "nchw/normalize_planar_yuv_layer_quantized.cl", +#include "./cl_kernels/nchw/normalize_planar_yuv_layer_quantized.clembed" }, { - "normalization_layer.cl", -#include "./cl_kernels/normalization_layer.clembed" + "nhwc/normalize_planar_yuv_layer_quantized.cl", +#include "./cl_kernels/nhwc/normalize_planar_yuv_layer_quantized.clembed" }, { - "normalize_planar_yuv_layer.cl", -#include "./cl_kernels/normalize_planar_yuv_layer.clembed" + "common/batchnormalization_layer.cl", +#include "./cl_kernels/common/batchnormalization_layer.clembed" }, { - "normalize_planar_yuv_layer_quantized.cl", -#include "./cl_kernels/normalize_planar_yuv_layer_quantized.clembed" + "nchw/batchnormalization_layer.cl", +#include "./cl_kernels/nchw/batchnormalization_layer.clembed" }, { - "batchnormalization_layer.cl", -#include "./cl_kernels/batchnormalization_layer.clembed" + "nhwc/batchnormalization_layer.cl", +#include "./cl_kernels/nhwc/batchnormalization_layer.clembed" }, { - "pad_layer.cl", -#include "./cl_kernels/pad_layer.clembed" + "common/pad_layer.cl", +#include "./cl_kernels/common/pad_layer.clembed" }, { - "permute.cl", -#include "./cl_kernels/permute.clembed" + "common/permute.cl", +#include "./cl_kernels/common/permute.clembed" }, { - "pixelwise_mul_float.cl", -#include "./cl_kernels/pixelwise_mul_float.clembed" + "common/pixelwise_mul_float.cl", +#include "./cl_kernels/common/pixelwise_mul_float.clembed" }, { - "pixelwise_mul_int.cl", -#include "./cl_kernels/pixelwise_mul_int.clembed" + "common/pixelwise_mul_int.cl", +#include "./cl_kernels/common/pixelwise_mul_int.clembed" }, { - "pooling_layer.cl", -#include "./cl_kernels/pooling_layer.clembed" + "common/pooling_layer.cl", +#include "./cl_kernels/common/pooling_layer.clembed" }, { - "pooling_layer_quantized.cl", -#include "./cl_kernels/pooling_layer_quantized.clembed" + "nchw/pooling_layer.cl", +#include "./cl_kernels/nchw/pooling_layer.clembed" }, { - "prior_box_layer.cl", -#include "./cl_kernels/prior_box_layer.clembed" + "nhwc/pooling_layer.cl", +#include "./cl_kernels/nhwc/pooling_layer.clembed" }, { - "qlstm_layer_normalization.cl", -#include "./cl_kernels/qlstm_layer_normalization.clembed" + "nchw/pooling_layer_quantized.cl", +#include "./cl_kernels/nchw/pooling_layer_quantized.clembed" }, { - "quantization_layer.cl", -#include "./cl_kernels/quantization_layer.clembed" + "nhwc/pooling_layer_quantized.cl", +#include "./cl_kernels/nhwc/pooling_layer_quantized.clembed" }, { - "range.cl", -#include "./cl_kernels/range.clembed" + "nchw/prior_box_layer.cl", +#include "./cl_kernels/nchw/prior_box_layer.clembed" }, { - "reduction_operation.cl", -#include "./cl_kernels/reduction_operation.clembed" + "common/qlstm_layer_normalization.cl", +#include "./cl_kernels/common/qlstm_layer_normalization.clembed" }, { - "remap.cl", -#include "./cl_kernels/remap.clembed" + "common/quantization_layer.cl", +#include "./cl_kernels/common/quantization_layer.clembed" }, { - "reorg_layer.cl", -#include "./cl_kernels/reorg_layer.clembed" + "common/range.cl", +#include "./cl_kernels/common/range.clembed" }, { - "reshape_layer.cl", -#include "./cl_kernels/reshape_layer.clembed" + "common/reduction_operation.cl", +#include "./cl_kernels/common/reduction_operation.clembed" }, { - "reverse.cl", -#include "./cl_kernels/reverse.clembed" + "nchw/remap.cl", +#include "./cl_kernels/nchw/remap.clembed" }, { - "roi_align_layer.cl", -#include "./cl_kernels/roi_align_layer.clembed" + "nhwc/remap.cl", +#include "./cl_kernels/nhwc/remap.clembed" }, { - "roi_align_layer_quantized.cl", -#include "./cl_kernels/roi_align_layer_quantized.clembed" + "nchw/reorg_layer.cl", +#include "./cl_kernels/nchw/reorg_layer.clembed" }, { - "roi_pooling_layer.cl", -#include "./cl_kernels/roi_pooling_layer.clembed" + "nhwc/reorg_layer.cl", +#include "./cl_kernels/nhwc/reorg_layer.clembed" }, { - "scale.cl", -#include "./cl_kernels/scale.clembed" + "common/reshape_layer.cl", +#include "./cl_kernels/common/reshape_layer.clembed" }, { - "scale_quantized.cl", -#include "./cl_kernels/scale_quantized.clembed" + "common/reverse.cl", +#include "./cl_kernels/common/reverse.clembed" }, { - "select.cl", -#include "./cl_kernels/select.clembed" + "common/roi_align_layer.cl", +#include "./cl_kernels/common/roi_align_layer.clembed" }, { - "softmax_layer.cl", -#include "./cl_kernels/softmax_layer.clembed" + "common/roi_align_layer_quantized.cl", +#include "./cl_kernels/common/roi_align_layer_quantized.clembed" }, { - "softmax_layer_quantized.cl", -#include "./cl_kernels/softmax_layer_quantized.clembed" + "common/roi_pooling_layer.cl", +#include "./cl_kernels/common/roi_pooling_layer.clembed" }, { - "slice_ops.cl", -#include "./cl_kernels/slice_ops.clembed" + "nchw/scale.cl", +#include "./cl_kernels/nchw/scale.clembed" }, { - "space_to_batch.cl", -#include "./cl_kernels/space_to_batch.clembed" + "nhwc/scale.cl", +#include "./cl_kernels/nhwc/scale.clembed" }, { - "space_to_depth.cl", -#include "./cl_kernels/space_to_depth.clembed" + "nchw/scale_quantized.cl", +#include "./cl_kernels/nchw/scale_quantized.clembed" }, { - "stack_layer.cl", -#include "./cl_kernels/stack_layer.clembed" + "nhwc/scale_quantized.cl", +#include "./cl_kernels/nhwc/scale_quantized.clembed" }, { - "tile.cl", -#include "./cl_kernels/tile.clembed" + "common/select.cl", +#include "./cl_kernels/common/select.clembed" }, { - "transpose.cl", -#include "./cl_kernels/transpose.clembed" + "common/softmax_layer.cl", +#include "./cl_kernels/common/softmax_layer.clembed" + }, + { + "common/softmax_layer_quantized.cl", +#include "./cl_kernels/common/softmax_layer_quantized.clembed" + }, + { + "common/slice_ops.cl", +#include "./cl_kernels/common/slice_ops.clembed" + }, + { + "nchw/space_to_batch.cl", +#include "./cl_kernels/nchw/space_to_batch.clembed" + }, + { + "nhwc/space_to_batch.cl", +#include "./cl_kernels/nhwc/space_to_batch.clembed" + }, + { + "nchw/space_to_depth.cl", +#include "./cl_kernels/nchw/space_to_depth.clembed" + }, + { + "nhwc/space_to_depth.cl", +#include "./cl_kernels/nhwc/space_to_depth.clembed" + }, + { + "common/stack_layer.cl", +#include "./cl_kernels/common/stack_layer.clembed" + }, + { + "common/tile.cl", +#include "./cl_kernels/common/tile.clembed" + }, + { + "common/transpose.cl", +#include "./cl_kernels/common/transpose.clembed" }, { "types.h", #include "./cl_kernels/types.hembed" }, { - "unpooling_layer.cl", -#include "./cl_kernels/unpooling_layer.clembed" + "common/unpooling_layer.cl", +#include "./cl_kernels/common/unpooling_layer.clembed" + }, + { + "nchw/winograd_filter_transform.cl", +#include "./cl_kernels/nchw/winograd_filter_transform.clembed" + }, + { + "nhwc/winograd_filter_transform.cl", +#include "./cl_kernels/nhwc/winograd_filter_transform.clembed" + }, + { + "nchw/winograd_input_transform.cl", +#include "./cl_kernels/nchw/winograd_input_transform.clembed" }, { - "winograd_filter_transform.cl", -#include "./cl_kernels/winograd_filter_transform.clembed" + "nhwc/winograd_input_transform.cl", +#include "./cl_kernels/nhwc/winograd_input_transform.clembed" }, { - "winograd_input_transform.cl", -#include "./cl_kernels/winograd_input_transform.clembed" + "nchw/winograd_output_transform.cl", +#include "./cl_kernels/nchw/winograd_output_transform.clembed" }, { - "winograd_output_transform.cl", -#include "./cl_kernels/winograd_output_transform.clembed" + "nhwc/winograd_output_transform.cl", +#include "./cl_kernels/nhwc/winograd_output_transform.clembed" }, #endif /* EMBEDDED_KERNELS */ }; -- cgit v1.2.1