// Copyright 2020 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. #include #include #include #include #include #include #include static enum xnn_status create_depth_to_space_nhwc( size_t output_channels, size_t input_channel_stride, size_t output_channel_stride, uint32_t block_size, uint32_t flags, enum xnn_operator_type operator_type, xnn_operator_t* depth_to_space_op_out) { xnn_operator_t depth_to_space_op = NULL; enum xnn_status status = xnn_status_uninitialized; if ((xnn_params.init_flags & XNN_INIT_FLAG_XNNPACK) == 0) { xnn_log_error("failed to create %s operator: XNNPACK is not initialized", xnn_operator_type_to_string(operator_type)); goto error; } status = xnn_status_invalid_parameter; if (output_channels == 0) { xnn_log_error("failed to create %s operator with %zu output channels: number of channels must be non-zero", xnn_operator_type_to_string(operator_type), output_channels); goto error; } if (output_channel_stride < output_channels) { xnn_log_error( "failed to create %s operator with output channel stride of %zu: " "stride must be at least as large as the number of output channels (%zu)", xnn_operator_type_to_string(operator_type), output_channel_stride, output_channels); goto error; } if (block_size <= 1) { xnn_log_error("failed to create %s operator with %" PRIu32 " block size: block size must be greater than 1", xnn_operator_type_to_string(operator_type), block_size); goto error; } const size_t input_channels = output_channels * block_size * block_size; if (input_channel_stride < input_channels) { xnn_log_error( "failed to create %s operator with input channel stride of %zu: " "stride must be at least as large as the number of input channels (%" PRIu32 "x%" PRIu32 "x%zu)", xnn_operator_type_to_string(operator_type), input_channel_stride, block_size, block_size, input_channels); goto error; } status = xnn_status_out_of_memory; depth_to_space_op = xnn_allocate_zero_simd_memory(sizeof(struct xnn_operator)); if (depth_to_space_op == NULL) { xnn_log_error( "failed to allocate %zu bytes for %s operator descriptor", sizeof(struct xnn_operator), xnn_operator_type_to_string(operator_type)); goto error; } depth_to_space_op->channels = output_channels; depth_to_space_op->input_pixel_stride = input_channel_stride; depth_to_space_op->output_pixel_stride = output_channel_stride; depth_to_space_op->block_size = block_size; depth_to_space_op->type = operator_type; depth_to_space_op->flags = flags; depth_to_space_op->state = xnn_run_state_invalid; *depth_to_space_op_out = depth_to_space_op; return xnn_status_success; error: xnn_delete_operator(depth_to_space_op); return status; } enum xnn_status xnn_create_depth_to_space_nhwc_x8( size_t output_channels, size_t input_channel_stride, size_t output_channel_stride, uint32_t block_size, uint32_t flags, xnn_operator_t* depth_to_space_op_out) { return create_depth_to_space_nhwc( output_channels, input_channel_stride, output_channel_stride, block_size, flags, xnn_operator_type_depth_to_space_nhwc_x8, depth_to_space_op_out); } enum xnn_status xnn_create_depth_to_space_nhwc_x16( size_t output_channels, size_t input_channel_stride, size_t output_channel_stride, uint32_t block_size, uint32_t flags, xnn_operator_t* depth_to_space_op_out) { return create_depth_to_space_nhwc( output_channels, input_channel_stride, output_channel_stride, block_size, flags, xnn_operator_type_depth_to_space_nhwc_x16, depth_to_space_op_out); } enum xnn_status xnn_create_depth_to_space_nhwc_x32( size_t output_channels, size_t input_channel_stride, size_t output_channel_stride, uint32_t block_size, uint32_t flags, xnn_operator_t* depth_to_space_op_out) { return create_depth_to_space_nhwc( output_channels, input_channel_stride, output_channel_stride, block_size, flags, xnn_operator_type_depth_to_space_nhwc_x32, depth_to_space_op_out); } static enum xnn_status setup_depth_to_space_nhwc( xnn_operator_t depth_to_space_op, enum xnn_operator_type expected_operator_type, size_t batch_size, size_t input_height, size_t input_width, const void* input, void* output, uint32_t log2_element_size) { if (depth_to_space_op->type != expected_operator_type) { xnn_log_error("failed to setup operator: operator type mismatch (expected %s, got %s)", xnn_operator_type_to_string(expected_operator_type), xnn_operator_type_to_string(depth_to_space_op->type)); return xnn_status_invalid_parameter; } depth_to_space_op->state = xnn_run_state_invalid; if ((xnn_params.init_flags & XNN_INIT_FLAG_XNNPACK) == 0) { xnn_log_error("failed to setup %s operator: XNNPACK is not initialized", xnn_operator_type_to_string(expected_operator_type)); return xnn_status_uninitialized; } if (input_width == 0 || input_height == 0) { xnn_log_error("failed to setup %s operator with %zux%zu input: input dimensions must be non-zero", xnn_operator_type_to_string(expected_operator_type), input_width, input_height); return xnn_status_invalid_parameter; } if (batch_size == 0) { depth_to_space_op->state = xnn_run_state_skip; return xnn_status_success; } const uint32_t block_size = depth_to_space_op->block_size; const size_t output_channels = depth_to_space_op->channels; const size_t output_width = input_width * block_size; const size_t input_pixel_stride_in_bytes = depth_to_space_op->input_pixel_stride << log2_element_size; const size_t output_pixel_stride_in_bytes = depth_to_space_op->output_pixel_stride << log2_element_size; depth_to_space_op->context.depthtospace2d_hwc = (struct depthtospace2d_hwc_context) { .elements = output_channels << log2_element_size, .input_width = input_width, .block_size = (size_t) block_size, .input = input, .output = output, .input_height_stride = input_width * input_pixel_stride_in_bytes, .input_width_stride = input_pixel_stride_in_bytes, .output_height_stride = output_width * output_pixel_stride_in_bytes, .output_width_stride = output_pixel_stride_in_bytes, .ukernel = xnn_params.xx.copy, }; if (depth_to_space_op->output_pixel_stride == output_channels) { // Transpose (N, Hi, Wi, Hb, Wb, Cout) -> (N, Hi, Hb, Wi, Wb, Cout) with Wb, Cout contiguous in memory. // Optimization: copy Wb * Cout pixels at once depth_to_space_op->context.depthtospace2d_hwc.elements *= block_size; depth_to_space_op->compute.type = xnn_parallelization_type_3d; depth_to_space_op->compute.task_3d = (pthreadpool_task_3d_t) xnn_compute_depthtospace2d_hwc_contiguous; depth_to_space_op->compute.range[0] = batch_size * input_height; depth_to_space_op->compute.range[1] = input_width; depth_to_space_op->compute.range[2] = block_size; } else { depth_to_space_op->compute.type = xnn_parallelization_type_4d; depth_to_space_op->compute.task_4d = (pthreadpool_task_4d_t) xnn_compute_depthtospace2d_hwc_strided; depth_to_space_op->compute.range[0] = batch_size * input_height; depth_to_space_op->compute.range[1] = input_width; depth_to_space_op->compute.range[2] = block_size; depth_to_space_op->compute.range[3] = block_size; } depth_to_space_op->state = xnn_run_state_ready; return xnn_status_success; } enum xnn_status xnn_setup_depth_to_space_nhwc_x8( xnn_operator_t depth_to_space_op, size_t batch_size, size_t input_height, size_t input_width, const void* input, void* output, pthreadpool_t threadpool) { return setup_depth_to_space_nhwc( depth_to_space_op, xnn_operator_type_depth_to_space_nhwc_x8, batch_size, input_height, input_width, input, output, 0 /* log2(sizeof(uint8_t)) */); } enum xnn_status xnn_setup_depth_to_space_nhwc_x16( xnn_operator_t depth_to_space_op, size_t batch_size, size_t input_height, size_t input_width, const void* input, void* output, pthreadpool_t threadpool) { return setup_depth_to_space_nhwc( depth_to_space_op, xnn_operator_type_depth_to_space_nhwc_x16, batch_size, input_height, input_width, input, output, 1 /* log2(sizeof(uint16_t)) */); } enum xnn_status xnn_setup_depth_to_space_nhwc_x32( xnn_operator_t depth_to_space_op, size_t batch_size, size_t input_height, size_t input_width, const void* input, void* output, pthreadpool_t threadpool) { return setup_depth_to_space_nhwc( depth_to_space_op, xnn_operator_type_depth_to_space_nhwc_x32, batch_size, input_height, input_width, input, output, 2 /* log2(sizeof(uint32_t)) */); }