| /* |
| * Copyright 2024 Google LLC |
| * |
| * Licensed under the Apache License, Version 2.0 (the "License"); |
| * you may not use this file except in compliance with the License. |
| * You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, software |
| * distributed under the License is distributed on an "AS IS" BASIS, |
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| * See the License for the specific language governing permissions and |
| * limitations under the License. |
| */ |
| |
| // Depthwise convolution based on Kelvin ops |
| // Data types: input: s8, filter: s8, bias s32 |
| |
| #include "tensorflow/lite/kernels/internal/reference/integer_ops/depthwise_conv.h" |
| #include "tflm/opt/conv_util.h" |
| |
| namespace kelvin::opt { |
| namespace { |
| |
| // Reorders a vector to match the pattern after double-widening. |
| // N must be a multiple of 4. |
| // Working only for mutliples of 32 |
| void VectorSwizzle(const int32_t* input, int32_t* output, int N) { |
| assert(N >= 4 && N % 4 == 0); |
| const int32_t(&in)[N] = *(int32_t(*)[N])input; |
| int32_t(&out)[N] = *(int32_t(*)[N]) output; |
| const int32_t* p_in = in; |
| for (int i = 0; i < N / 4; ++i) { |
| int32_t* out0 = out + i + 0; |
| int32_t* out1 = out + i + 16; |
| int32_t* out2 = out + i + 8; |
| int32_t* out3 = out + i + 24; |
| *out0 = *p_in++; |
| *out1 = *p_in++; |
| *out2 = *p_in++; |
| *out3 = *p_in++; |
| } |
| } |
| |
| // special case of input depth = 32n, filter shape of 3x3, strides of 1 |
| void DepthwiseConvS83x3D32_Stride1( |
| const tflite::DepthwiseParams& params, const int32_t* output_multiplier, |
| const int32_t* output_shift, const tflite::RuntimeShape& input_shape, |
| const int8_t* input_data, const tflite::RuntimeShape& filter_shape, |
| const int8_t* filter_data, const tflite::RuntimeShape& bias_shape, |
| const int32_t* bias_data, const tflite::RuntimeShape& output_shape, |
| int8_t* output_data |
| ) { |
| const int stride_width = params.stride_width; |
| const int stride_height = params.stride_height; |
| const int pad_width = params.padding_values.width; |
| const int pad_height = params.padding_values.height; |
| const int32_t input_offset = params.input_offset; |
| const int32_t output_offset = params.output_offset; |
| const int32_t output_activation_min = params.quantized_activation_min; |
| const int32_t output_activation_max = params.quantized_activation_max; |
| const int batches = MatchingDim(input_shape, 0, output_shape, 0); |
| const int input_height = input_shape.Dims(1); |
| const int input_width = input_shape.Dims(2); |
| const int input_depth = input_shape.Dims(3); |
| const int output_height = output_shape.Dims(1); |
| const int output_width = output_shape.Dims(2); |
| const int output_depth = output_shape.Dims(3); |
| int32_t swizzled_bias_data[32]; |
| int32_t swizzled_shift_multi[32]; |
| int32_t swizzled_output_multi[32]; |
| |
| for (int in_channel = 0; in_channel + 32 <= input_depth; in_channel += 32) { |
| const int output_channel = in_channel; |
| int8_t* p_output = output_data + output_channel; |
| VectorSwizzle(bias_data + output_channel, swizzled_bias_data, 32); |
| VectorSwizzle(output_multiplier + output_channel, swizzled_output_multi, 32); |
| VectorSwizzle(output_shift + output_channel, swizzled_shift_multi, 32); |
| |
| vld_w_x_m(v52, swizzled_bias_data); |
| vld_w_x_m(v56, swizzled_output_multi); |
| vld_w_x_m(v60, swizzled_shift_multi); |
| vrsub_w_vx_m(v60, v60, 0); |
| |
| union { |
| vdwconv_u8_t dwconv; |
| uint32_t raw; |
| } cmds; |
| cmds.raw = 0; |
| cmds.dwconv.sdata1 = true; |
| cmds.dwconv.sbias1 = input_offset; |
| cmds.dwconv.sdata2 = true; |
| cmds.dwconv.sbias2 = 0; |
| cmds.dwconv.mode = 0; |
| cmds.dwconv.sparsity = 0; |
| cmds.dwconv.regbase = 0; |
| |
| #define FLT_0_0 v0 |
| #define FLT_0_1 v3 |
| #define FLT_0_2 v6 |
| #define FLT_1_0 v1 |
| #define FLT_1_1 v4 |
| #define FLT_1_2 v7 |
| #define FLT_2_0 v2 |
| #define FLT_2_1 v5 |
| #define FLT_2_2 v8 |
| |
| #define INPUT_0_0 v9 |
| #define INPUT_0_1 v12 |
| #define INPUT_0_2 v15 |
| #define INPUT_0_3 v18 |
| #define INPUT_0_4 v21 |
| #define INPUT_0_5 v24 |
| #define INPUT_1_0 v10 |
| #define INPUT_1_1 v13 |
| #define INPUT_1_2 v16 |
| #define INPUT_1_3 v19 |
| #define INPUT_1_4 v22 |
| #define INPUT_1_5 v25 |
| #define INPUT_2_0 v11 |
| #define INPUT_2_1 v14 |
| #define INPUT_2_2 v17 |
| #define INPUT_2_3 v20 |
| #define INPUT_2_4 v23 |
| #define INPUT_2_5 v26 |
| |
| #define INPUT_PTRS(_strides) \ |
| const int in_y_origin = (out_y * stride_height) - pad_height; \ |
| const int in_x_origin = (out_x * stride_width) - pad_width; \ |
| const int8_t* p_in_0 = input_data + \ |
| (batch * input_height * input_width * input_depth) + \ |
| (in_y_origin * input_width * input_depth) + \ |
| ((in_x_origin + _strides) * input_depth) + \ |
| in_channel; \ |
| const int8_t* p_in_1 = p_in_0 + (input_width * input_depth); \ |
| const int8_t* p_in_2 = p_in_1 + (input_width * input_depth); \ |
| (void)p_in_2; |
| |
| #define COMPUTE() \ |
| adwinit_v(v48, v48); \ |
| adwconv_vxv(v48, INPUT_0_0, cmds, FLT_0_0); \ |
| adwconv_vxv(v48, INPUT_0_1, cmds, FLT_0_1); \ |
| vdwconv_vxv(v48, INPUT_0_2, cmds, FLT_0_2); |
| |
| // Don't reorder me, otherwise data will not be |
| // loaded in the correct order |
| // (we can reuse the p_flt* due to the `p` vld variant). |
| const int8_t* p_flt0 = filter_data + in_channel; |
| const int8_t* p_flt1 = p_flt0 + input_depth; |
| const int32_t stride = 2 * input_depth; |
| vld_b_sp_xx(FLT_0_0, p_flt0, stride); |
| vld_b_sp_xx(FLT_0_1, p_flt1, stride); |
| vld_b_sp_xx(FLT_0_2, p_flt0, stride); |
| vld_b_sp_xx(FLT_1_0, p_flt1, stride); |
| vld_b_sp_xx(FLT_1_1, p_flt0, stride); |
| vld_b_sp_xx(FLT_1_2, p_flt1, stride); |
| vld_b_sp_xx(FLT_2_0, p_flt0, stride); |
| vld_b_sp_xx(FLT_2_1, p_flt1, stride); |
| vld_b_sp_xx(FLT_2_2, p_flt0, stride); |
| |
| for (int batch = 0; batch < batches; ++batch) { |
| int out_y = 0; |
| for (; out_y < pad_height; ++out_y) { |
| int out_x = 0; |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vdup_b_x(INPUT_0_2, -input_offset); |
| for (; out_x < pad_width; ++out_x) { |
| INPUT_PTRS(1); |
| vmv_v_m(v48, v52); |
| |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| |
| p_output += output_depth; |
| } |
| for (; out_x < output_width - pad_width; ++out_x) { |
| INPUT_PTRS(0); |
| vmv_v_m(v48, v52); |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| p_output += output_depth; |
| } |
| for (; out_x < output_width; ++out_x) { |
| INPUT_PTRS(0); |
| vmv_v_m(v48, v52); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_2, -input_offset); |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_2, -input_offset); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| |
| p_output += output_depth; |
| } |
| } |
| for (; out_y < output_height - pad_height; ++out_y) { |
| int out_x = 0; |
| for (; out_x < pad_width; ++out_x) { |
| INPUT_PTRS(1); |
| vmv_v_m(v48, v52); |
| |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| |
| p_output += output_depth; |
| } |
| for (; out_x + 4 <= output_width - pad_width; out_x += 4) { |
| INPUT_PTRS(0); |
| // Initialize accumulators w/ bias data. |
| vmv_v_m(v36, v52); |
| vmv_v_m(v40, v52); |
| vmv_v_m(v44, v52); |
| vmv_v_m(v48, v52); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_1_0, p_in_1, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_2_0, p_in_2, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, stride_width * input_depth); |
| |
| adwinit_v(v48, v48); |
| adwconv_vxv(v48, INPUT_0_0, cmds, FLT_0_0); |
| adwconv_vxv(v48, INPUT_0_1, cmds, FLT_0_1); |
| vdwconv_vxv(v48, INPUT_0_2, cmds, FLT_0_2); |
| |
| vld_b_sp_xx(INPUT_0_3, p_in_0, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, stride_width * input_depth); |
| |
| adwinit_v(v44, v44); |
| adwconv_vxv(v44, INPUT_0_1, cmds, FLT_0_0); |
| adwconv_vxv(v44, INPUT_0_2, cmds, FLT_0_1); |
| vdwconv_vxv(v44, INPUT_0_3, cmds, FLT_0_2); |
| |
| vld_b_sp_xx(INPUT_0_4, p_in_0, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, stride_width * input_depth); |
| |
| adwinit_v(v40, v40); |
| adwconv_vxv(v40, INPUT_0_2, cmds, FLT_0_0); |
| adwconv_vxv(v40, INPUT_0_3, cmds, FLT_0_1); |
| vdwconv_vxv(v40, INPUT_0_4, cmds, FLT_0_2); |
| |
| vld_b_sp_xx(INPUT_0_5, p_in_0, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_1_5, p_in_1, stride_width * input_depth); |
| vld_b_sp_xx(INPUT_2_5, p_in_2, stride_width * input_depth); |
| |
| adwinit_v(v36, v36); |
| adwconv_vxv(v36, INPUT_0_3, cmds, FLT_0_0); |
| adwconv_vxv(v36, INPUT_0_4, cmds, FLT_0_1); |
| vdwconv_vxv(v36, INPUT_0_5, cmds, FLT_0_2); |
| |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE4( |
| v48, v44, v40, v36, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vsraqs_b_vx(v44, v44, 0); |
| vsraqs_b_vx(v40, v40, 0); |
| vsraqs_b_vx(v36, v36, 0); |
| |
| vst_b_x(v48, p_output); |
| p_output += output_depth; |
| |
| vst_b_x(v44, p_output); |
| p_output += output_depth; |
| |
| vst_b_x(v40, p_output); |
| p_output += output_depth; |
| |
| vst_b_x(v36, p_output); |
| p_output += output_depth; |
| } |
| for (; out_x < output_width - pad_width; ++out_x) { |
| INPUT_PTRS(0); |
| vmv_v_m(v48, v52); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| p_output += output_depth; |
| } |
| for (; out_x < output_width; ++out_x) { |
| INPUT_PTRS(0); |
| vmv_v_m(v48, v52); |
| |
| vdup_b_x(INPUT_0_2, -input_offset); |
| vdup_b_x(INPUT_1_2, -input_offset); |
| vdup_b_x(INPUT_2_2, -input_offset); |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| |
| p_output += output_depth; |
| } |
| } |
| for (; out_y < output_height; ++out_y) { |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vdup_b_x(INPUT_2_2, -input_offset); |
| int out_x = 0; |
| for (; out_x < pad_width; ++out_x) { |
| INPUT_PTRS(1); |
| vmv_v_m(v48, v52); |
| |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| p_output += output_depth; |
| } |
| for (; out_x < output_width - pad_width; ++out_x) { |
| INPUT_PTRS(0); |
| vmv_v_m(v48, v52); |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| p_output += output_depth; |
| } |
| for (; out_x < output_width; ++out_x) { |
| INPUT_PTRS(0); |
| vmv_v_m(v48, v52); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vdup_b_x(INPUT_0_2, -input_offset); |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_2, -input_offset); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v56, v60, |
| output_activation_min, |
| output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| p_output += output_depth; |
| } |
| } |
| } |
| } |
| #undef FLT_0_0 |
| #undef FLT_0_1 |
| #undef FLT_0_2 |
| #undef FLT_1_0 |
| #undef FLT_1_1 |
| #undef FLT_1_2 |
| #undef FLT_2_0 |
| #undef FLT_2_1 |
| #undef FLT_2_2 |
| #undef INPUT_0_0 |
| #undef INPUT_0_1 |
| #undef INPUT_0_2 |
| #undef INPUT_0_3 |
| #undef INPUT_0_4 |
| #undef INPUT_0_5 |
| #undef INPUT_1_0 |
| #undef INPUT_1_1 |
| #undef INPUT_1_2 |
| #undef INPUT_1_3 |
| #undef INPUT_1_4 |
| #undef INPUT_1_5 |
| #undef INPUT_2_0 |
| #undef INPUT_2_1 |
| #undef INPUT_2_2 |
| #undef INPUT_2_3 |
| #undef INPUT_2_4 |
| #undef INPUT_2_5 |
| #undef COMPUTE |
| #undef INPUT_PTRS |
| } |
| |
| // special case of input depth = 32n, filter shape of 3x3 |
| void DepthwiseConvS83x3D32( |
| const tflite::DepthwiseParams& params, const int32_t* output_multiplier, |
| const int32_t* output_shift, const tflite::RuntimeShape& input_shape, |
| const int8_t* input_data, const tflite::RuntimeShape& filter_shape, |
| const int8_t* filter_data, const tflite::RuntimeShape& bias_shape, |
| const int32_t* bias_data, const tflite::RuntimeShape& output_shape, |
| int8_t* output_data |
| ) { |
| const int stride_width = params.stride_width; |
| const int stride_height = params.stride_height; |
| const int pad_width = params.padding_values.width; |
| const int pad_height = params.padding_values.height; |
| const int32_t input_offset = params.input_offset; |
| const int32_t output_offset = params.output_offset; |
| const int32_t output_activation_min = params.quantized_activation_min; |
| const int32_t output_activation_max = params.quantized_activation_max; |
| const int batches = MatchingDim(input_shape, 0, output_shape, 0); |
| const int input_height = input_shape.Dims(1); |
| const int input_width = input_shape.Dims(2); |
| const int input_depth = input_shape.Dims(3); |
| const int output_height = output_shape.Dims(1); |
| const int output_width = output_shape.Dims(2); |
| const int output_depth = output_shape.Dims(3); |
| int32_t swizzled_bias_data[32]; |
| int32_t swizzled_shift_multi[32]; |
| int32_t swizzled_output_multi[32]; |
| |
| for (int in_channel = 0; in_channel + 32 <= input_depth; in_channel += 32) { |
| const int output_channel = in_channel; |
| VectorSwizzle(bias_data + output_channel, swizzled_bias_data, 32); |
| VectorSwizzle(output_multiplier + output_channel, swizzled_output_multi, 32); |
| VectorSwizzle(output_shift + output_channel, swizzled_shift_multi, 32); |
| |
| vld_w_x_m(v52, swizzled_bias_data); |
| vld_w_x_m(v56, swizzled_output_multi); |
| vld_w_x_m(v60, swizzled_shift_multi); |
| vrsub_w_vx_m(v60, v60, 0); |
| |
| union { |
| vdwconv_u8_t dwconv; |
| uint32_t raw; |
| } cmds; |
| cmds.raw = 0; |
| cmds.dwconv.sdata1 = true; |
| cmds.dwconv.sbias1 = input_offset; |
| cmds.dwconv.sdata2 = true; |
| cmds.dwconv.sbias2 = 0; |
| cmds.dwconv.mode = 0; |
| cmds.dwconv.sparsity = 0; |
| cmds.dwconv.regbase = 0; |
| |
| // Don't reorder me, otherwise data will not be |
| // loaded in the correct order |
| // (we can reuse the p_flt* due to the `p` vld variant). |
| const int8_t* p_flt0 = filter_data + in_channel; |
| const int8_t* p_flt1 = p_flt0 + input_depth; |
| const int32_t stride = 2 * input_depth; |
| vld_b_sp_xx(v6, p_flt0, stride); |
| vld_b_sp_xx(v7, p_flt1, stride); |
| vld_b_sp_xx(v8, p_flt0, stride); |
| vld_b_sp_xx(v9, p_flt1, stride); |
| vld_b_sp_xx(v10, p_flt0, stride); |
| vld_b_sp_xx(v11, p_flt1, stride); |
| vld_b_sp_xx(v12, p_flt0, stride); |
| vld_b_sp_xx(v13, p_flt1, stride); |
| vld_b_sp_xx(v14, p_flt0, stride); |
| |
| for (int batch = 0; batch < batches; ++batch) { |
| const int8_t* p_output = output_data + (batch * output_width * output_height * output_depth) + output_channel; |
| for (int out_y = 0; out_y < output_height; ++out_y) { |
| const int in_y_origin = (out_y * stride_height) - pad_height; |
| const int y_offset = (output_depth * output_width * out_y); |
| for (int out_x = 0; out_x < output_width; ++out_x) { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| |
| // Initialize accumulators w/ bias data. |
| vmv_v_m(v48, v52); |
| |
| bool top_pad = in_y_origin < 0; |
| bool left_pad = in_x_origin < 0; |
| bool bottom_pad = (in_y_origin + 2) >= input_height; |
| bool right_pad = (in_x_origin + 2) >= input_width; |
| bool padding_required = top_pad || left_pad || bottom_pad || right_pad; |
| const int8_t* p_in_0 = input_data + |
| (batch * input_height * input_width * input_depth) + |
| (in_y_origin * input_width * input_depth) + |
| (in_x_origin * input_depth) + |
| in_channel; |
| const int8_t* p_in_1 = p_in_0 + (input_width * input_depth); |
| const int8_t* p_in_2 = p_in_1 + (input_width * input_depth); |
| if (!padding_required) { |
| vld_b_sp_xx(v15, p_in_0, input_depth); |
| vld_b_sp_xx(v16, p_in_0, input_depth); |
| vld_b_sp_xx(v17, p_in_0, input_depth); |
| vld_b_sp_xx(v18, p_in_1, input_depth); |
| vld_b_sp_xx(v19, p_in_1, input_depth); |
| vld_b_sp_xx(v20, p_in_1, input_depth); |
| vld_b_sp_xx(v21, p_in_2, input_depth); |
| vld_b_sp_xx(v22, p_in_2, input_depth); |
| vld_b_sp_xx(v23, p_in_2, input_depth); |
| } else { |
| // Top row |
| if (top_pad || left_pad) { |
| vdup_b_x(v15, -input_offset); |
| } else { |
| vld_b_x(v15, p_in_0); |
| } |
| if (top_pad) { |
| vdup_b_x(v16, -input_offset); |
| } else { |
| vld_b_x(v16, p_in_0 + input_depth); |
| } |
| if (top_pad || right_pad) { |
| vdup_b_x(v17, -input_offset); |
| } else { |
| vld_b_x(v17, p_in_0 + (2 * input_depth)); |
| } |
| // Middle row |
| if (left_pad) { |
| vdup_b_x(v18, -input_offset); |
| } else { |
| vld_b_x(v18, p_in_1); |
| } |
| vld_b_x(v19, p_in_1 + input_depth); |
| if (right_pad) { |
| vdup_b_x(v20, -input_offset); |
| } else { |
| vld_b_x(v20, p_in_1 + (2 * input_depth)); |
| } |
| // Bottom row |
| if (bottom_pad || left_pad) { |
| vdup_b_x(v21, -input_offset); |
| } else { |
| vld_b_x(v21, p_in_2); |
| } |
| if (bottom_pad) { |
| vdup_b_x(v22, -input_offset); |
| } else { |
| vld_b_x(v22, p_in_2 + input_depth); |
| } |
| if (bottom_pad || right_pad) { |
| vdup_b_x(v23, -input_offset); |
| } else { |
| vld_b_x(v23, p_in_2 + (2 * input_depth)); |
| } |
| } |
| |
| adwinit_v(v48, v48); |
| adwconv_vxv(v48, v15, cmds, v6); |
| adwconv_vxv(v48, v18, cmds, v9); |
| vdwconv_vxv(v48, v21, cmds, v12); |
| |
| vdmulh_w_rn_vv_m(v48, v48, v56); |
| vsha_w_r_vv_m(v48, v48, v60); |
| vadd_w_vx_m(v48, v48, output_offset); |
| vmax_w_vx_m(v48, v48, output_activation_min); |
| vmin_w_vx_m(v48, v48, output_activation_max); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output + (out_x * output_depth) + y_offset); |
| } |
| } |
| } |
| } |
| } |
| |
| // special case of input depth = 32n, filter shape of 5x5, stride == 1 |
| void DepthwiseConvS85x5D32_Stride1( |
| const tflite::DepthwiseParams& params, const int32_t* output_multiplier, |
| const int32_t* output_shift, const tflite::RuntimeShape& input_shape, |
| const int8_t* input_data, const tflite::RuntimeShape& filter_shape, |
| const int8_t* filter_data, const tflite::RuntimeShape& bias_shape, |
| const int32_t* bias_data, const tflite::RuntimeShape& output_shape, |
| int8_t* output_data |
| ) { |
| const int stride_width = params.stride_width; |
| const int stride_height = params.stride_height; |
| const int pad_width = params.padding_values.width; |
| const int pad_height = params.padding_values.height; |
| assert(pad_width == 2); |
| assert(pad_height == 2); |
| const int32_t input_offset = params.input_offset; |
| const int32_t output_offset = params.output_offset; |
| const int32_t output_activation_min = params.quantized_activation_min; |
| const int32_t output_activation_max = params.quantized_activation_max; |
| const int batches = MatchingDim(input_shape, 0, output_shape, 0); |
| const int input_height = input_shape.Dims(1); |
| const int input_width = input_shape.Dims(2); |
| const int input_depth = input_shape.Dims(3); |
| const int output_height = output_shape.Dims(1); |
| const int output_width = output_shape.Dims(2); |
| const int output_depth = output_shape.Dims(3); |
| int32_t swizzled_bias_data[32]; |
| int32_t swizzled_shift_multi[32]; |
| int32_t swizzled_output_multi[32]; |
| |
| // INPUT_Y_X |
| #define INPUT_0_0 v26 |
| #define INPUT_0_1 v29 |
| #define INPUT_0_2 v32 |
| #define INPUT_0_3 v35 |
| #define INPUT_0_4 v38 |
| #define INPUT_1_0 v27 |
| #define INPUT_1_1 v30 |
| #define INPUT_1_2 v33 |
| #define INPUT_1_3 v36 |
| #define INPUT_1_4 v39 |
| #define INPUT_2_0 v28 |
| #define INPUT_2_1 v31 |
| #define INPUT_2_2 v34 |
| #define INPUT_2_3 v37 |
| #define INPUT_2_4 v40 |
| #define INPUT_3_0 v41 |
| #define INPUT_3_1 v42 |
| #define INPUT_3_2 v43 |
| #define INPUT_3_3 v44 |
| #define INPUT_3_4 v45 |
| #define INPUT_4_0 v47 |
| #define INPUT_4_1 v48 |
| #define INPUT_4_2 v49 |
| #define INPUT_4_3 v50 |
| #define INPUT_4_4 v51 |
| |
| #define INPUT_0_5 v53 |
| #define INPUT_1_5 v54 |
| #define INPUT_2_5 v55 |
| #define INPUT_3_5 v46 |
| #define INPUT_4_5 v52 |
| |
| #define FLT_0_0 v0 |
| #define FLT_0_1 v3 |
| #define FLT_0_2 v6 |
| #define FLT_0_3 v9 |
| #define FLT_0_4 v12 |
| #define FLT_1_0 v1 |
| #define FLT_1_1 v4 |
| #define FLT_1_2 v7 |
| #define FLT_1_3 v10 |
| #define FLT_1_4 v13 |
| #define FLT_2_0 v2 |
| #define FLT_2_1 v5 |
| #define FLT_2_2 v8 |
| #define FLT_2_3 v11 |
| #define FLT_2_4 v14 |
| #define FLT_3_0 v15 |
| #define FLT_3_1 v16 |
| #define FLT_3_2 v17 |
| #define FLT_3_3 v18 |
| #define FLT_3_4 v19 |
| #define FLT_HOLE v20 |
| #define FLT_4_0 v21 |
| #define FLT_4_1 v22 |
| #define FLT_4_2 v23 |
| #define FLT_4_3 v24 |
| #define FLT_4_4 v25 |
| |
| #define COMPUTE() \ |
| vld_w_x_m(v60, swizzled_bias_data); \ |
| adwinit_v(v60, v60); \ |
| /* 0,0 1,0 2,0 */ \ |
| adwconv_vxv(v60, INPUT_0_0, cmds, FLT_0_0); \ |
| /* 0,1 1,1 2,1 */ \ |
| adwconv_vxv(v60, INPUT_0_1, cmds, FLT_0_1); \ |
| /* 0,2 1,2 2,2*/ \ |
| adwconv_vxv(v60, INPUT_0_2, cmds, FLT_0_2); \ |
| /* 0,3 1,3 2,3 */ \ |
| adwconv_vxv(v60, INPUT_0_3, cmds, FLT_0_3); \ |
| /* 0,4 1,4 2,4 */ \ |
| adwconv_vxv(v60, INPUT_0_4, cmds, FLT_0_4); \ |
| /* 3,0 3,1 3,2 */ \ |
| adwconv_vxv(v60, INPUT_3_0, cmds, FLT_3_0); \ |
| /* 3,3 3,4 hole */ \ |
| adwconv_vxv(v60, INPUT_3_3, cmds, FLT_3_3); \ |
| /* hole 4,0 4,1*/ \ |
| adwconv_vxv(v60, INPUT_3_5, cmds, FLT_HOLE); \ |
| /* 4,2 4,3 4,4*/ \ |
| vdwconv_vxv(v60, INPUT_4_2, cmds, FLT_4_2); \ |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE(v60, v56, v52, \ |
| output_activation_min, \ |
| output_activation_max, \ |
| output_offset); \ |
| vsraqs_b_vx(v60, v60, 0); \ |
| vst_b_x(v60, p_output); |
| |
| #define INPUT_PTRS(_strides) \ |
| const int in_x_origin = (out_x * stride_width) - pad_width; \ |
| const int in_y_origin = (out_y * stride_height) - pad_height; \ |
| const int8_t* p_in_0 = input_data + \ |
| (batch * input_height * input_width * input_depth) + \ |
| (in_y_origin * input_width * input_depth) + \ |
| ((in_x_origin + _strides) * input_depth) + \ |
| in_channel; \ |
| const int8_t* p_in_1 = p_in_0 + (input_width * input_depth); \ |
| const int8_t* p_in_2 = p_in_1 + (input_width * input_depth); \ |
| const int8_t* p_in_3 = p_in_2 + (input_width * input_depth); \ |
| const int8_t* p_in_4 = p_in_3 + (input_width * input_depth); \ |
| (void)p_in_4; |
| |
| for (int in_channel = 0; in_channel + 32 <= input_depth; in_channel += 32) { |
| const int output_channel = in_channel; |
| VectorSwizzle(bias_data + output_channel, swizzled_bias_data, 32); |
| VectorSwizzle(output_multiplier + output_channel, swizzled_output_multi, 32); |
| VectorSwizzle(output_shift + output_channel, swizzled_shift_multi, 32); |
| |
| union { |
| vdwconv_u8_t dwconv; |
| uint32_t raw; |
| } cmds; |
| cmds.raw = 0; |
| cmds.dwconv.sdata1 = true; |
| cmds.dwconv.sbias1 = input_offset; |
| cmds.dwconv.sdata2 = true; |
| cmds.dwconv.sbias2 = 0; |
| cmds.dwconv.mode = 0; |
| cmds.dwconv.sparsity = 0; |
| cmds.dwconv.regbase = 0; |
| |
| // Don't reorder me! |
| const int8_t* p_flt0 = filter_data + in_channel; |
| const int32_t stride = input_depth; |
| vld_b_sp_xx(FLT_0_0, p_flt0, stride); |
| vld_b_sp_xx(FLT_0_1, p_flt0, stride); |
| vld_b_sp_xx(FLT_0_2, p_flt0, stride); |
| vld_b_sp_xx(FLT_0_3, p_flt0, stride); |
| vld_b_sp_xx(FLT_0_4, p_flt0, stride); |
| vld_b_sp_xx(FLT_1_0, p_flt0, stride); |
| vld_b_sp_xx(FLT_1_1, p_flt0, stride); |
| vld_b_sp_xx(FLT_1_2, p_flt0, stride); |
| vld_b_sp_xx(FLT_1_3, p_flt0, stride); |
| vld_b_sp_xx(FLT_1_4, p_flt0, stride); |
| vld_b_sp_xx(FLT_2_0, p_flt0, stride); |
| vld_b_sp_xx(FLT_2_1, p_flt0, stride); |
| vld_b_sp_xx(FLT_2_2, p_flt0, stride); |
| vld_b_sp_xx(FLT_2_3, p_flt0, stride); |
| vld_b_sp_xx(FLT_2_4, p_flt0, stride); |
| vld_b_sp_xx(FLT_3_0, p_flt0, stride); |
| vld_b_sp_xx(FLT_3_1, p_flt0, stride); |
| vld_b_sp_xx(FLT_3_2, p_flt0, stride); |
| vld_b_sp_xx(FLT_3_3, p_flt0, stride); |
| vld_b_sp_xx(FLT_3_4, p_flt0, stride); |
| vld_b_sp_xx(FLT_4_0, p_flt0, stride); |
| vld_b_sp_xx(FLT_4_1, p_flt0, stride); |
| vld_b_sp_xx(FLT_4_2, p_flt0, stride); |
| vld_b_sp_xx(FLT_4_3, p_flt0, stride); |
| vld_b_sp_xx(FLT_4_4, p_flt0, stride); |
| vdup_b_x(FLT_HOLE, 0); |
| |
| vld_w_x_m(v56, swizzled_output_multi); |
| vld_w_x_m(v52, swizzled_shift_multi); |
| vrsub_w_vx_m(v52, v52, 0); |
| for (int batch = 0; batch < batches; ++batch) { |
| const int8_t* p_output = output_data + (batch * output_height * output_width * output_depth) + output_channel; |
| int out_y = 0; |
| // Done |
| { // out_y = 0; |
| int out_x = 0; |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vdup_b_x(INPUT_0_2, -input_offset); |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vdup_b_x(INPUT_1_2, -input_offset); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| { // out_x == 0 |
| INPUT_PTRS(2); |
| |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x == 1 |
| INPUT_PTRS(1); |
| |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| for (; out_x < output_width - pad_width; ++out_x) { |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| COMPUTE(); |
| p_output += output_depth; |
| } |
| { // out_x == output_width - 2 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x == output_width - 1 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| ++out_y; |
| } |
| // Done |
| { // out_y = 1; |
| int out_x = 0; |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vdup_b_x(INPUT_0_2, -input_offset); |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| { // out_x = 0; |
| INPUT_PTRS(2); |
| |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x = 1; |
| INPUT_PTRS(1); |
| |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| for (; out_x < output_width - pad_width; ++out_x) { |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| } |
| { // out_x = output_width - 2 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x = output_width - 1 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| } |
| ++out_y; |
| } |
| // Done |
| for (; out_y < output_height - pad_height; ++out_y) { |
| int out_x = 0; |
| { // out_x == 0 |
| INPUT_PTRS(2); |
| |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x == 1 |
| INPUT_PTRS(1); |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_4_0, -input_offset); |
| |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| |
| COMPUTE(); |
| p_output += input_depth; |
| ++out_x; |
| } |
| for (; out_x + 4 <= output_width - pad_width; out_x += 4) { |
| INPUT_PTRS(0); |
| |
| vld_w_x_m(v60, swizzled_bias_data); |
| adwinit_v(v60, v60); |
| // Load top 3x8, in column-major order |
| vld_b_sp_xx(v26, p_in_0, input_depth); |
| vld_b_sp_xx(v27, p_in_1, input_depth); |
| vld_b_sp_xx(v28, p_in_2, input_depth); |
| vld_b_sp_xx(v29, p_in_0, input_depth); |
| vld_b_sp_xx(v30, p_in_1, input_depth); |
| vld_b_sp_xx(v31, p_in_2, input_depth); |
| vld_b_sp_xx(v32, p_in_0, input_depth); |
| vld_b_sp_xx(v33, p_in_1, input_depth); |
| vld_b_sp_xx(v34, p_in_2, input_depth); |
| vld_b_sp_xx(v35, p_in_0, input_depth); |
| vld_b_sp_xx(v36, p_in_1, input_depth); |
| vld_b_sp_xx(v37, p_in_2, input_depth); |
| vld_b_sp_xx(v38, p_in_0, input_depth); |
| vld_b_sp_xx(v39, p_in_1, input_depth); |
| vld_b_sp_xx(v40, p_in_2, input_depth); |
| vld_b_sp_xx(v41, p_in_0, input_depth); |
| vld_b_sp_xx(v42, p_in_1, input_depth); |
| vld_b_sp_xx(v43, p_in_2, input_depth); |
| vld_b_sp_xx(v44, p_in_0, input_depth); |
| vld_b_sp_xx(v45, p_in_1, input_depth); |
| vld_b_sp_xx(v46, p_in_2, input_depth); |
| vld_b_sp_xx(v47, p_in_0, input_depth); |
| vld_b_sp_xx(v48, p_in_1, input_depth); |
| vld_b_sp_xx(v49, p_in_2, input_depth); |
| |
| // Compute 3x5, starting from 0,3 |
| adwconv_vxv(v60, v35, cmds, FLT_0_0); |
| adwconv_vxv(v60, v38, cmds, FLT_0_1); |
| adwconv_vxv(v60, v41, cmds, FLT_0_2); |
| adwconv_vxv(v60, v44, cmds, FLT_0_3); |
| vdwconv_vxv(v60, v47, cmds, FLT_0_4); |
| |
| // Compute 3x5, starting from 0,2 |
| vld_w_x_m(v56, swizzled_bias_data); |
| adwinit_v(v56, v56); |
| adwconv_vxv(v56, v32, cmds, FLT_0_0); |
| adwconv_vxv(v56, v35, cmds, FLT_0_1); |
| adwconv_vxv(v56, v38, cmds, FLT_0_2); |
| adwconv_vxv(v56, v41, cmds, FLT_0_3); |
| vdwconv_vxv(v56, v44, cmds, FLT_0_4); |
| |
| // Compute 3x5, starting from 0,1 |
| vld_w_x_m(v52, swizzled_bias_data); |
| adwinit_v(v52, v52); |
| adwconv_vxv(v52, v29, cmds, FLT_0_0); |
| adwconv_vxv(v52, v32, cmds, FLT_0_1); |
| adwconv_vxv(v52, v35, cmds, FLT_0_2); |
| adwconv_vxv(v52, v38, cmds, FLT_0_3); |
| vdwconv_vxv(v52, v41, cmds, FLT_0_4); |
| |
| // Compute 3x5, starting from 0,3 |
| vld_w_x_m(v48, swizzled_bias_data); |
| adwinit_v(v48, v48); |
| adwconv_vxv(v48, v26, cmds, FLT_0_0); |
| adwconv_vxv(v48, v29, cmds, FLT_0_1); |
| adwconv_vxv(v48, v32, cmds, FLT_0_2); |
| adwconv_vxv(v48, v35, cmds, FLT_0_3); |
| vdwconv_vxv(v48, v38, cmds, FLT_0_4); |
| |
| // Load bottom 2x8, row major |
| vld_b_sp_xx(v26, p_in_3, input_depth); |
| vld_b_sp_xx(v27, p_in_3, input_depth); |
| vld_b_sp_xx(v28, p_in_3, input_depth); |
| vld_b_sp_xx(v29, p_in_3, input_depth); |
| vld_b_sp_xx(v30, p_in_3, input_depth); |
| vld_b_sp_xx(v31, p_in_3, input_depth); |
| vld_b_sp_xx(v32, p_in_3, input_depth); |
| vld_b_sp_xx(v33, p_in_3, input_depth); |
| vld_b_sp_xx(v34, p_in_4, input_depth); |
| vld_b_sp_xx(v35, p_in_4, input_depth); |
| vld_b_sp_xx(v36, p_in_4, input_depth); |
| vld_b_sp_xx(v37, p_in_4, input_depth); |
| vld_b_sp_xx(v38, p_in_4, input_depth); |
| vld_b_sp_xx(v39, p_in_4, input_depth); |
| vld_b_sp_xx(v40, p_in_4, input_depth); |
| vld_b_sp_xx(v41, p_in_4, input_depth); |
| |
| // Compute bottom 2x5, starting at 3,3 |
| adwinit_v(v60, v60); |
| adwconv_vxv(v60, v29, cmds, FLT_3_0); |
| adwconv_vxv(v60, v32, cmds, FLT_3_3); |
| adwconv_vxv(v60, v36, cmds, FLT_HOLE); |
| vdwconv_vxv(v60, v39, cmds, FLT_4_2); |
| |
| // Compute bottom 2x5, starting at 3,2 |
| adwinit_v(v56, v56); |
| adwconv_vxv(v56, v28, cmds, FLT_3_0); |
| adwconv_vxv(v56, v31, cmds, FLT_3_3); |
| adwconv_vxv(v56, v35, cmds, FLT_HOLE); |
| vdwconv_vxv(v56, v38, cmds, FLT_4_2); |
| |
| // Compute bottom 2x5, starting at 3,1 |
| adwinit_v(v52, v52); |
| adwconv_vxv(v52, v27, cmds, FLT_3_0); |
| adwconv_vxv(v52, v30, cmds, FLT_3_3); |
| adwconv_vxv(v52, v34, cmds, FLT_HOLE); |
| vdwconv_vxv(v52, v37, cmds, FLT_4_2); |
| |
| // Compute bottom 2x5, starting at 3,0 |
| adwinit_v(v48, v48); |
| adwconv_vxv(v48, v26, cmds, FLT_3_0); |
| adwconv_vxv(v48, v29, cmds, FLT_3_3); |
| adwconv_vxv(v48, v33, cmds, FLT_HOLE); |
| vdwconv_vxv(v48, v36, cmds, FLT_4_2); |
| |
| // Load output parameters |
| vld_w_x_m(v40, swizzled_output_multi); |
| vld_w_x_m(v44, swizzled_shift_multi); |
| vrsub_w_vx_m(v44, v44, 0); |
| |
| // Compute final outputs, for both 5x5 patches, and store. |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE4(v60, v56, v52, v48, v40, v44, output_activation_min, output_activation_max, output_offset); |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, p_output); |
| p_output += output_depth; |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| vsraqs_b_vx(v56, v56, 0); |
| vst_b_x(v56, p_output); |
| p_output += output_depth; |
| vsraqs_b_vx(v60, v60, 0); |
| vst_b_x(v60, p_output); |
| p_output += output_depth; |
| } |
| // These were clobbered due to the different compute pattern |
| // in the previous loop, so re-load them. |
| vld_w_x_m(v56, swizzled_output_multi); |
| vld_w_x_m(v52, swizzled_shift_multi); |
| vrsub_w_vx_m(v52, v52, 0); |
| for (; out_x < output_width - pad_width; ++out_x) { |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_in_4, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| } |
| { // out_x == output_width - 2 |
| INPUT_PTRS(0); |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_in_4, input_depth); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x == output_width - 1 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_4_0, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_in_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_in_4, input_depth); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| } |
| } |
| // Done |
| { // out_y == output_height - 2 |
| int out_x = 0; |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| vdup_b_x(INPUT_4_2, -input_offset); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| { // out_x == 0 |
| INPUT_PTRS(2); |
| |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x == 1 |
| INPUT_PTRS(1); |
| |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| for (; out_x < output_width - pad_width; ++out_x) { |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_in_3, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| } |
| { // out_x == output_width - 2 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_in_3, input_depth); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x == output_width - 1 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_3_0, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_in_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_in_3, input_depth); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| ++out_y; |
| } |
| // Done |
| { // out_y == output_height - 1 |
| int out_x = 0; |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vdup_b_x(INPUT_3_2, -input_offset); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| vdup_b_x(INPUT_4_2, -input_offset); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| { // out_x == 0 |
| INPUT_PTRS(2); |
| |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x == 1 |
| INPUT_PTRS(1); |
| |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| for (; out_x < output_width - pad_width; ++out_x) { |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_in_0, input_depth); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_in_1, input_depth); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_in_2, input_depth); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| } |
| { // out_x == output_width - 2 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_in_0, input_depth); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| ++out_x; |
| } |
| { // out_x == output_width - 1 |
| INPUT_PTRS(0); |
| |
| vld_b_sp_xx(INPUT_0_0, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_in_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_in_0, input_depth); |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_1_0, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_in_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_in_1, input_depth); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| |
| vld_b_sp_xx(INPUT_2_0, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_in_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_in_2, input_depth); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| |
| COMPUTE(); |
| p_output += output_depth; |
| } |
| } |
| } |
| } |
| #undef INPUT_PTRS |
| #undef COMPUTE |
| #undef INPUT_0_0 |
| #undef INPUT_0_1 |
| #undef INPUT_0_2 |
| #undef INPUT_0_3 |
| #undef INPUT_0_4 |
| #undef INPUT_1_0 |
| #undef INPUT_1_1 |
| #undef INPUT_1_2 |
| #undef INPUT_1_3 |
| #undef INPUT_1_4 |
| #undef INPUT_2_0 |
| #undef INPUT_2_1 |
| #undef INPUT_2_2 |
| #undef INPUT_2_3 |
| #undef INPUT_2_4 |
| #undef INPUT_3_0 |
| #undef INPUT_3_1 |
| #undef INPUT_3_2 |
| #undef INPUT_3_3 |
| #undef INPUT_3_4 |
| #undef INPUT_4_0 |
| #undef INPUT_4_1 |
| #undef INPUT_4_2 |
| #undef INPUT_4_3 |
| #undef INPUT_4_4 |
| #undef INPUT_0_5 |
| #undef INPUT_1_5 |
| #undef INPUT_2_5 |
| #undef INPUT_3_5 |
| #undef INPUT_4_5 |
| #undef FLT_0_0 |
| #undef FLT_0_1 |
| #undef FLT_0_2 |
| #undef FLT_0_3 |
| #undef FLT_0_4 |
| #undef FLT_1_0 |
| #undef FLT_1_1 |
| #undef FLT_1_2 |
| #undef FLT_1_3 |
| #undef FLT_1_4 |
| #undef FLT_2_0 |
| #undef FLT_2_1 |
| #undef FLT_2_2 |
| #undef FLT_2_3 |
| #undef FLT_2_4 |
| #undef FLT_3_0 |
| #undef FLT_3_1 |
| #undef FLT_3_2 |
| #undef FLT_3_3 |
| #undef FLT_3_4 |
| #undef FLT_HOLE |
| #undef FLT_4_0 |
| #undef FLT_4_1 |
| #undef FLT_4_2 |
| #undef FLT_4_3 |
| #undef FLT_4_4 |
| } |
| |
| // special case of input depth = 32n, filter shape of 5x5 |
| void DepthwiseConvS85x5D32( |
| const tflite::DepthwiseParams& params, const int32_t* output_multiplier, |
| const int32_t* output_shift, const tflite::RuntimeShape& input_shape, |
| const int8_t* input_data, const tflite::RuntimeShape& filter_shape, |
| const int8_t* filter_data, const tflite::RuntimeShape& bias_shape, |
| const int32_t* bias_data, const tflite::RuntimeShape& output_shape, |
| int8_t* output_data |
| ) { |
| const int stride_width = params.stride_width; |
| const int stride_height = params.stride_height; |
| const int pad_width = params.padding_values.width; |
| const int pad_height = params.padding_values.height; |
| const int32_t input_offset = params.input_offset; |
| const int32_t output_offset = params.output_offset; |
| const int32_t output_activation_min = params.quantized_activation_min; |
| const int32_t output_activation_max = params.quantized_activation_max; |
| const int batches = MatchingDim(input_shape, 0, output_shape, 0); |
| const int input_height = input_shape.Dims(1); |
| const int input_width = input_shape.Dims(2); |
| const int input_depth = input_shape.Dims(3); |
| const int output_height = output_shape.Dims(1); |
| const int output_width = output_shape.Dims(2); |
| const int output_depth = output_shape.Dims(3); |
| int32_t swizzled_bias_data[32]; |
| int32_t swizzled_shift_multi[32]; |
| int32_t swizzled_output_multi[32]; |
| |
| #define FLT_0_0 v0 |
| #define FLT_0_1 v3 |
| #define FLT_0_2 v6 |
| #define FLT_0_3 v9 |
| #define FLT_0_4 v12 |
| #define FLT_1_0 v1 |
| #define FLT_1_1 v4 |
| #define FLT_1_2 v7 |
| #define FLT_1_3 v10 |
| #define FLT_1_4 v13 |
| #define FLT_2_0 v2 |
| #define FLT_2_1 v5 |
| #define FLT_2_2 v8 |
| #define FLT_2_3 v11 |
| #define FLT_2_4 v14 |
| #define FLT_3_0 v15 |
| #define FLT_3_1 v16 |
| #define FLT_3_2 v17 |
| #define FLT_3_3 v18 |
| #define FLT_3_4 v19 |
| #define FLT_HOLE v20 |
| #define FLT_4_0 v21 |
| #define FLT_4_1 v22 |
| #define FLT_4_2 v23 |
| #define FLT_4_3 v24 |
| #define FLT_4_4 v25 |
| |
| #define INPUT_0_0 v26 |
| #define INPUT_0_1 v29 |
| #define INPUT_0_2 v32 |
| #define INPUT_0_3 v35 |
| #define INPUT_0_4 v38 |
| #define INPUT_1_0 v27 |
| #define INPUT_1_1 v30 |
| #define INPUT_1_2 v33 |
| #define INPUT_1_3 v36 |
| #define INPUT_1_4 v39 |
| #define INPUT_2_0 v28 |
| #define INPUT_2_1 v31 |
| #define INPUT_2_2 v34 |
| #define INPUT_2_3 v37 |
| #define INPUT_2_4 v40 |
| #define INPUT_3_0 v41 |
| #define INPUT_3_1 v42 |
| #define INPUT_3_2 v43 |
| #define INPUT_3_3 v44 |
| #define INPUT_3_4 v45 |
| #define INPUT_4_0 v46 |
| #define INPUT_4_1 v47 |
| #define INPUT_4_2 v48 |
| #define INPUT_4_3 v49 |
| #define INPUT_4_4 v50 |
| |
| for (int in_channel = 0; in_channel + 32 <= input_depth; in_channel += 32) { |
| const int output_channel = in_channel; |
| VectorSwizzle(bias_data + output_channel, swizzled_bias_data, 32); |
| VectorSwizzle(output_multiplier + output_channel, swizzled_output_multi, 32); |
| VectorSwizzle(output_shift + output_channel, swizzled_shift_multi, 32); |
| |
| union { |
| vdwconv_u8_t dwconv; |
| uint32_t raw; |
| } cmds; |
| cmds.raw = 0; |
| cmds.dwconv.sdata1 = true; |
| cmds.dwconv.sbias1 = input_offset; |
| cmds.dwconv.sdata2 = true; |
| cmds.dwconv.sbias2 = 0; |
| cmds.dwconv.mode = 0; |
| cmds.dwconv.sparsity = 0; |
| cmds.dwconv.regbase = 0; |
| |
| vld_w_x_m(v56, swizzled_output_multi); |
| vld_w_x_m(v60, swizzled_shift_multi); |
| vrsub_w_vx_m(v60, v60, 0); |
| |
| const int8_t* p_flt = filter_data + in_channel; |
| vld_b_sp_xx(FLT_0_0, p_flt, input_depth); |
| vld_b_sp_xx(FLT_0_1, p_flt, input_depth); |
| vld_b_sp_xx(FLT_0_2, p_flt, input_depth); |
| vld_b_sp_xx(FLT_0_3, p_flt, input_depth); |
| vld_b_sp_xx(FLT_0_4, p_flt, input_depth); |
| |
| vld_b_sp_xx(FLT_1_0, p_flt, input_depth); |
| vld_b_sp_xx(FLT_1_1, p_flt, input_depth); |
| vld_b_sp_xx(FLT_1_2, p_flt, input_depth); |
| vld_b_sp_xx(FLT_1_3, p_flt, input_depth); |
| vld_b_sp_xx(FLT_1_4, p_flt, input_depth); |
| |
| vld_b_sp_xx(FLT_2_0, p_flt, input_depth); |
| vld_b_sp_xx(FLT_2_1, p_flt, input_depth); |
| vld_b_sp_xx(FLT_2_2, p_flt, input_depth); |
| vld_b_sp_xx(FLT_2_3, p_flt, input_depth); |
| vld_b_sp_xx(FLT_2_4, p_flt, input_depth); |
| |
| vld_b_sp_xx(FLT_3_0, p_flt, input_depth); |
| vld_b_sp_xx(FLT_3_1, p_flt, input_depth); |
| vld_b_sp_xx(FLT_3_2, p_flt, input_depth); |
| vld_b_sp_xx(FLT_3_3, p_flt, input_depth); |
| vld_b_sp_xx(FLT_3_4, p_flt, input_depth); |
| |
| vld_b_sp_xx(FLT_4_0, p_flt, input_depth); |
| vld_b_sp_xx(FLT_4_1, p_flt, input_depth); |
| vld_b_sp_xx(FLT_4_2, p_flt, input_depth); |
| vld_b_sp_xx(FLT_4_3, p_flt, input_depth); |
| vld_b_sp_xx(FLT_4_4, p_flt, input_depth); |
| vdup_b_x(FLT_HOLE, 0); |
| |
| #define COMPUTE() \ |
| vld_w_x_m(v52, swizzled_bias_data); \ |
| adwinit_v(v52, v52); \ |
| adwconv_vxv(v52, INPUT_0_0, cmds, FLT_0_0); \ |
| adwconv_vxv(v52, INPUT_0_1, cmds, FLT_0_1); \ |
| adwconv_vxv(v52, INPUT_0_2, cmds, FLT_0_2); \ |
| adwconv_vxv(v52, INPUT_0_3, cmds, FLT_0_3); \ |
| adwconv_vxv(v52, INPUT_0_4, cmds, FLT_0_4); \ |
| adwconv_vxv(v52, INPUT_3_0, cmds, FLT_3_0); \ |
| adwconv_vxv(v52, INPUT_3_3, cmds, FLT_3_3); \ |
| adwconv_vxv(v52, INPUT_3_4, cmds, FLT_HOLE); \ |
| vdwconv_vxv(v52, INPUT_4_2, cmds, FLT_4_2); |
| |
| #define INPUT_PTRS() \ |
| const int8_t* p_input_0 = \ |
| input_data + (batch * input_height * input_width * input_depth) + \ |
| (in_y_origin * input_width * input_depth) + \ |
| (in_x_origin * input_depth) + in_channel; \ |
| const int8_t* p_input_1 = p_input_0 + (input_width * input_depth); \ |
| const int8_t* p_input_2 = p_input_1 + (input_width * input_depth); \ |
| const int8_t* p_input_3 = p_input_2 + (input_width * input_depth); \ |
| const int8_t* p_input_4 = p_input_3 + (input_width * input_depth); \ |
| (void)p_input_4; |
| |
| for (int batch = 0; batch < batches; ++batch) { |
| int out_y = 0; |
| int8_t* p_output = output_data + |
| (batch * output_height * output_width * output_depth) + |
| output_channel; |
| do { |
| const int in_y_origin = (out_y * stride_height) - pad_height; |
| if (in_y_origin >= 0) { |
| break; |
| } |
| int out_x = 0; |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| if (in_x_origin >= 0) { |
| break; |
| } |
| INPUT_PTRS(); |
| #define LOAD_INPUT(y, x) \ |
| if (in_y_origin + y < 0) { \ |
| vdup_b_x(INPUT_##y##_##x, -input_offset); \ |
| } else if (in_x_origin + x < 0) { \ |
| vdup_b_x(INPUT_##y##_##x, -input_offset); \ |
| } else { \ |
| vld_b_x(INPUT_##y##_##x, p_input_##y + (x * input_depth)); \ |
| } |
| |
| LOAD_INPUT(0, 0); |
| LOAD_INPUT(0, 1); |
| LOAD_INPUT(0, 2); |
| LOAD_INPUT(0, 3); |
| LOAD_INPUT(0, 4); |
| LOAD_INPUT(1, 0); |
| LOAD_INPUT(1, 1); |
| LOAD_INPUT(1, 2); |
| LOAD_INPUT(1, 3); |
| LOAD_INPUT(1, 4); |
| LOAD_INPUT(2, 0); |
| LOAD_INPUT(2, 1); |
| LOAD_INPUT(2, 2); |
| LOAD_INPUT(2, 3); |
| LOAD_INPUT(2, 4); |
| LOAD_INPUT(3, 0); |
| LOAD_INPUT(3, 1); |
| LOAD_INPUT(3, 2); |
| LOAD_INPUT(3, 3); |
| LOAD_INPUT(3, 4); |
| LOAD_INPUT(4, 0); |
| LOAD_INPUT(4, 1); |
| LOAD_INPUT(4, 2); |
| LOAD_INPUT(4, 3); |
| LOAD_INPUT(4, 4); |
| #undef LOAD_INPUT |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| if (in_x_origin + 4 >= input_width) { |
| break; |
| } |
| INPUT_PTRS(); |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vdup_b_x(INPUT_0_2, -input_offset); |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| if (in_y_origin + 1 < 0) { |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vdup_b_x(INPUT_1_2, -input_offset); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| } else { |
| vld_b_sp_xx(INPUT_1_0, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_input_1, input_depth); |
| } |
| if (in_y_origin + 2 < 0) { |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vdup_b_x(INPUT_2_2, -input_offset); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| } else { |
| vld_b_sp_xx(INPUT_2_0, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_input_2, input_depth); |
| } |
| if (in_y_origin + 3 < 0) { |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vdup_b_x(INPUT_3_2, -input_offset); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| } else { |
| vld_b_sp_xx(INPUT_3_0, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_input_3, input_depth); |
| } |
| if (in_y_origin + 4 < 0) { |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| vdup_b_x(INPUT_4_2, -input_offset); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| } else { |
| vld_b_sp_xx(INPUT_4_0, p_input_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_input_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_input_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_input_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_input_4, input_depth); |
| } |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| INPUT_PTRS(); |
| #define LOAD_INPUT(y, x) \ |
| if (in_y_origin + y < 0) { \ |
| vdup_b_x(INPUT_##y##_##x, -input_offset); \ |
| } else if (in_x_origin + x >= input_width) { \ |
| vdup_b_x(INPUT_##y##_##x, -input_offset); \ |
| } else { \ |
| vld_b_x(INPUT_##y##_##x, p_input_##y + (x * input_depth)); \ |
| } |
| |
| LOAD_INPUT(0, 0); |
| LOAD_INPUT(0, 1); |
| LOAD_INPUT(0, 2); |
| LOAD_INPUT(0, 3); |
| LOAD_INPUT(0, 4); |
| LOAD_INPUT(1, 0); |
| LOAD_INPUT(1, 1); |
| LOAD_INPUT(1, 2); |
| LOAD_INPUT(1, 3); |
| LOAD_INPUT(1, 4); |
| LOAD_INPUT(2, 0); |
| LOAD_INPUT(2, 1); |
| LOAD_INPUT(2, 2); |
| LOAD_INPUT(2, 3); |
| LOAD_INPUT(2, 4); |
| LOAD_INPUT(3, 0); |
| LOAD_INPUT(3, 1); |
| LOAD_INPUT(3, 2); |
| LOAD_INPUT(3, 3); |
| LOAD_INPUT(3, 4); |
| LOAD_INPUT(4, 0); |
| LOAD_INPUT(4, 1); |
| LOAD_INPUT(4, 2); |
| LOAD_INPUT(4, 3); |
| LOAD_INPUT(4, 4); |
| #undef LOAD_INPUT |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| ++out_y; |
| } while (out_y < output_height); |
| do { |
| const int in_y_origin = (out_y * stride_height) - pad_height; |
| if (in_y_origin + 4 >= input_height) { |
| break; |
| } |
| int out_x = 0; |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| if (in_x_origin >= 0) { |
| break; |
| } |
| INPUT_PTRS(); |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_4_0, -input_offset); |
| if (in_x_origin + 1 < 0) { |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| } else { |
| vld_b_x(INPUT_0_1, p_input_0 + (1 * input_depth)); |
| vld_b_x(INPUT_1_1, p_input_1 + (1 * input_depth)); |
| vld_b_x(INPUT_2_1, p_input_2 + (1 * input_depth)); |
| vld_b_x(INPUT_3_1, p_input_3 + (1 * input_depth)); |
| vld_b_x(INPUT_4_1, p_input_4 + (1 * input_depth)); |
| } |
| if (in_x_origin + 2 < 0) { |
| vdup_b_x(INPUT_0_2, -input_offset); |
| vdup_b_x(INPUT_1_2, -input_offset); |
| vdup_b_x(INPUT_2_2, -input_offset); |
| vdup_b_x(INPUT_3_2, -input_offset); |
| vdup_b_x(INPUT_4_2, -input_offset); |
| } else { |
| vld_b_x(INPUT_0_2, p_input_0 + (2 * input_depth)); |
| vld_b_x(INPUT_1_2, p_input_1 + (2 * input_depth)); |
| vld_b_x(INPUT_2_2, p_input_2 + (2 * input_depth)); |
| vld_b_x(INPUT_3_2, p_input_3 + (2 * input_depth)); |
| vld_b_x(INPUT_4_2, p_input_4 + (2 * input_depth)); |
| } |
| if (in_x_origin + 3 < 0) { |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| } else { |
| vld_b_x(INPUT_0_3, p_input_0 + (3 * input_depth)); |
| vld_b_x(INPUT_1_3, p_input_1 + (3 * input_depth)); |
| vld_b_x(INPUT_2_3, p_input_2 + (3 * input_depth)); |
| vld_b_x(INPUT_3_3, p_input_3 + (3 * input_depth)); |
| vld_b_x(INPUT_4_3, p_input_4 + (3 * input_depth)); |
| } |
| if (in_x_origin + 4 < 0) { |
| vdup_b_x(INPUT_0_4, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| } else { |
| vld_b_x(INPUT_0_4, p_input_0 + (4 * input_depth)); |
| vld_b_x(INPUT_1_4, p_input_1 + (4 * input_depth)); |
| vld_b_x(INPUT_2_4, p_input_2 + (4 * input_depth)); |
| vld_b_x(INPUT_3_4, p_input_3 + (4 * input_depth)); |
| vld_b_x(INPUT_4_4, p_input_4 + (4 * input_depth)); |
| } |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| if (in_x_origin + 4 >= input_width) { |
| break; |
| } |
| INPUT_PTRS(); |
| vld_b_sp_xx(INPUT_0_0, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_1_0, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_2_0, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_3_0, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_4_0, p_input_4, input_depth); |
| vld_b_sp_xx(INPUT_4_1, p_input_4, input_depth); |
| vld_b_sp_xx(INPUT_4_2, p_input_4, input_depth); |
| vld_b_sp_xx(INPUT_4_3, p_input_4, input_depth); |
| vld_b_sp_xx(INPUT_4_4, p_input_4, input_depth); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| INPUT_PTRS(); |
| if (in_x_origin >= input_width) { |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_4_0, -input_offset); |
| } else { |
| vld_b_x(INPUT_0_0, p_input_0); |
| vld_b_x(INPUT_1_0, p_input_1); |
| vld_b_x(INPUT_2_0, p_input_2); |
| vld_b_x(INPUT_3_0, p_input_3); |
| vld_b_x(INPUT_4_0, p_input_4); |
| } |
| if (in_x_origin + 1 >= input_width) { |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| } else { |
| vld_b_x(INPUT_0_1, p_input_0 + (1 * input_depth)); |
| vld_b_x(INPUT_1_1, p_input_1 + (1 * input_depth)); |
| vld_b_x(INPUT_2_1, p_input_2 + (1 * input_depth)); |
| vld_b_x(INPUT_3_1, p_input_3 + (1 * input_depth)); |
| vld_b_x(INPUT_4_1, p_input_4 + (1 * input_depth)); |
| } |
| if (in_x_origin + 2 >= input_width) { |
| vdup_b_x(INPUT_0_2, -input_offset); |
| vdup_b_x(INPUT_1_2, -input_offset); |
| vdup_b_x(INPUT_2_2, -input_offset); |
| vdup_b_x(INPUT_3_2, -input_offset); |
| vdup_b_x(INPUT_4_2, -input_offset); |
| } else { |
| vld_b_x(INPUT_0_2, p_input_0 + (2 * input_depth)); |
| vld_b_x(INPUT_1_2, p_input_1 + (2 * input_depth)); |
| vld_b_x(INPUT_2_2, p_input_2 + (2 * input_depth)); |
| vld_b_x(INPUT_3_2, p_input_3 + (2 * input_depth)); |
| vld_b_x(INPUT_4_2, p_input_4 + (2 * input_depth)); |
| } |
| if (in_x_origin + 3 >= input_width) { |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| } else { |
| vld_b_x(INPUT_0_3, p_input_0 + (3 * input_depth)); |
| vld_b_x(INPUT_1_3, p_input_1 + (3 * input_depth)); |
| vld_b_x(INPUT_2_3, p_input_2 + (3 * input_depth)); |
| vld_b_x(INPUT_3_3, p_input_3 + (3 * input_depth)); |
| vld_b_x(INPUT_4_3, p_input_4 + (3 * input_depth)); |
| } |
| vdup_b_x(INPUT_0_4, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| ++out_y; |
| } while (out_y < output_height); |
| do { |
| const int in_y_origin = (out_y * stride_height) - pad_height; |
| int out_x = 0; |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| if (in_x_origin >= 0) { |
| break; |
| } |
| INPUT_PTRS(); |
| #define LOAD_INPUT(y, x) \ |
| if (in_y_origin + y >= input_height) { \ |
| vdup_b_x(INPUT_##y##_##x, -input_offset); \ |
| } else if (in_x_origin + x < 0) { \ |
| vdup_b_x(INPUT_##y##_##x, -input_offset); \ |
| } else { \ |
| vld_b_x(INPUT_##y##_##x, p_input_##y + (x * input_depth)); \ |
| } |
| |
| LOAD_INPUT(0, 0); |
| LOAD_INPUT(0, 1); |
| LOAD_INPUT(0, 2); |
| LOAD_INPUT(0, 3); |
| LOAD_INPUT(0, 4); |
| LOAD_INPUT(1, 0); |
| LOAD_INPUT(1, 1); |
| LOAD_INPUT(1, 2); |
| LOAD_INPUT(1, 3); |
| LOAD_INPUT(1, 4); |
| LOAD_INPUT(2, 0); |
| LOAD_INPUT(2, 1); |
| LOAD_INPUT(2, 2); |
| LOAD_INPUT(2, 3); |
| LOAD_INPUT(2, 4); |
| LOAD_INPUT(3, 0); |
| LOAD_INPUT(3, 1); |
| LOAD_INPUT(3, 2); |
| LOAD_INPUT(3, 3); |
| LOAD_INPUT(3, 4); |
| LOAD_INPUT(4, 0); |
| LOAD_INPUT(4, 1); |
| LOAD_INPUT(4, 2); |
| LOAD_INPUT(4, 3); |
| LOAD_INPUT(4, 4); |
| #undef LOAD_INPUT |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| if (in_x_origin + 4 >= input_width) { |
| break; |
| } |
| INPUT_PTRS(); |
| if (in_y_origin >= input_height) { |
| vdup_b_x(INPUT_0_0, -input_offset); |
| vdup_b_x(INPUT_0_1, -input_offset); |
| vdup_b_x(INPUT_0_2, -input_offset); |
| vdup_b_x(INPUT_0_3, -input_offset); |
| vdup_b_x(INPUT_0_4, -input_offset); |
| } else { |
| vld_b_sp_xx(INPUT_0_0, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_0_1, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_0_2, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_0_3, p_input_0, input_depth); |
| vld_b_sp_xx(INPUT_0_4, p_input_0, input_depth); |
| } |
| if (in_y_origin + 1 >= input_height) { |
| vdup_b_x(INPUT_1_0, -input_offset); |
| vdup_b_x(INPUT_1_1, -input_offset); |
| vdup_b_x(INPUT_1_2, -input_offset); |
| vdup_b_x(INPUT_1_3, -input_offset); |
| vdup_b_x(INPUT_1_4, -input_offset); |
| } else { |
| vld_b_sp_xx(INPUT_1_0, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_1, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_2, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_3, p_input_1, input_depth); |
| vld_b_sp_xx(INPUT_1_4, p_input_1, input_depth); |
| } |
| if (in_y_origin + 2 >= input_height) { |
| vdup_b_x(INPUT_2_0, -input_offset); |
| vdup_b_x(INPUT_2_1, -input_offset); |
| vdup_b_x(INPUT_2_2, -input_offset); |
| vdup_b_x(INPUT_2_3, -input_offset); |
| vdup_b_x(INPUT_2_4, -input_offset); |
| } else { |
| vld_b_sp_xx(INPUT_2_0, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_1, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_2, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_3, p_input_2, input_depth); |
| vld_b_sp_xx(INPUT_2_4, p_input_2, input_depth); |
| } |
| if (in_y_origin + 3 >= input_height) { |
| vdup_b_x(INPUT_3_0, -input_offset); |
| vdup_b_x(INPUT_3_1, -input_offset); |
| vdup_b_x(INPUT_3_2, -input_offset); |
| vdup_b_x(INPUT_3_3, -input_offset); |
| vdup_b_x(INPUT_3_4, -input_offset); |
| } else { |
| vld_b_sp_xx(INPUT_3_0, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_1, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_2, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_3, p_input_3, input_depth); |
| vld_b_sp_xx(INPUT_3_4, p_input_3, input_depth); |
| } |
| vdup_b_x(INPUT_4_0, -input_offset); |
| vdup_b_x(INPUT_4_1, -input_offset); |
| vdup_b_x(INPUT_4_2, -input_offset); |
| vdup_b_x(INPUT_4_3, -input_offset); |
| vdup_b_x(INPUT_4_4, -input_offset); |
| |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| do { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| INPUT_PTRS(); |
| #define LOAD_INPUT(y, x) \ |
| if (in_y_origin + y >= input_height) { \ |
| vdup_b_x(INPUT_##y##_##x, -input_offset); \ |
| } else if (in_x_origin + x >= input_width) { \ |
| vdup_b_x(INPUT_##y##_##x, -input_offset); \ |
| } else { \ |
| vld_b_x(INPUT_##y##_##x, p_input_##y + (x * input_depth)); \ |
| } |
| |
| LOAD_INPUT(0, 0); |
| LOAD_INPUT(0, 1); |
| LOAD_INPUT(0, 2); |
| LOAD_INPUT(0, 3); |
| LOAD_INPUT(0, 4); |
| LOAD_INPUT(1, 0); |
| LOAD_INPUT(1, 1); |
| LOAD_INPUT(1, 2); |
| LOAD_INPUT(1, 3); |
| LOAD_INPUT(1, 4); |
| LOAD_INPUT(2, 0); |
| LOAD_INPUT(2, 1); |
| LOAD_INPUT(2, 2); |
| LOAD_INPUT(2, 3); |
| LOAD_INPUT(2, 4); |
| LOAD_INPUT(3, 0); |
| LOAD_INPUT(3, 1); |
| LOAD_INPUT(3, 2); |
| LOAD_INPUT(3, 3); |
| LOAD_INPUT(3, 4); |
| LOAD_INPUT(4, 0); |
| LOAD_INPUT(4, 1); |
| LOAD_INPUT(4, 2); |
| LOAD_INPUT(4, 3); |
| LOAD_INPUT(4, 4); |
| #undef LOAD_INPUT |
| COMPUTE(); |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v52, v56, v60, output_activation_min, output_activation_max, |
| output_offset); |
| vsraqs_b_vx(v52, v52, 0); |
| vst_b_x(v52, p_output); |
| p_output += output_depth; |
| ++out_x; |
| } while (out_x < output_width); |
| ++out_y; |
| } while (out_y < output_height); |
| } |
| |
| #undef COMPUTE |
| #undef INPUT_PTRS |
| #undef FLT_0_0 |
| #undef FLT_0_1 |
| #undef FLT_0_2 |
| #undef FLT_0_3 |
| #undef FLT_0_4 |
| #undef FLT_1_0 |
| #undef FLT_1_1 |
| #undef FLT_1_2 |
| #undef FLT_1_3 |
| #undef FLT_1_4 |
| #undef FLT_2_0 |
| #undef FLT_2_1 |
| #undef FLT_2_2 |
| #undef FLT_2_3 |
| #undef FLT_2_4 |
| #undef FLT_3_0 |
| #undef FLT_3_1 |
| #undef FLT_3_2 |
| #undef FLT_3_3 |
| #undef FLT_3_4 |
| #undef FLT_HOLE |
| #undef FLT_4_0 |
| #undef FLT_4_1 |
| #undef FLT_4_2 |
| #undef FLT_4_3 |
| #undef FLT_4_4 |
| #undef INPUT_0_0 |
| #undef INPUT_0_1 |
| #undef INPUT_0_2 |
| #undef INPUT_0_3 |
| #undef INPUT_0_4 |
| #undef INPUT_1_0 |
| #undef INPUT_1_1 |
| #undef INPUT_1_2 |
| #undef INPUT_1_3 |
| #undef INPUT_1_4 |
| #undef INPUT_2_0 |
| #undef INPUT_2_1 |
| #undef INPUT_2_2 |
| #undef INPUT_2_3 |
| #undef INPUT_2_4 |
| #undef INPUT_3_0 |
| #undef INPUT_3_1 |
| #undef INPUT_3_2 |
| #undef INPUT_3_3 |
| #undef INPUT_3_4 |
| #undef INPUT_4_0 |
| #undef INPUT_4_1 |
| #undef INPUT_4_2 |
| #undef INPUT_4_3 |
| #undef INPUT_4_4 |
| } |
| } |
| |
| // special case of input depth = 32n |
| void DepthwiseConvS8D32( |
| const tflite::DepthwiseParams& params, const int32_t* output_multiplier, |
| const int32_t* output_shift, const tflite::RuntimeShape& input_shape, |
| const int8_t* input_data, const tflite::RuntimeShape& filter_shape, |
| const int8_t* filter_data, const tflite::RuntimeShape& bias_shape, |
| const int32_t* bias_data, const tflite::RuntimeShape& output_shape, |
| int8_t* output_data |
| |
| ) { |
| const int stride_width = params.stride_width; |
| const int stride_height = params.stride_height; |
| const int pad_width = params.padding_values.width; |
| const int pad_height = params.padding_values.height; |
| const int32_t input_offset = params.input_offset; |
| const int32_t output_offset = params.output_offset; |
| const int32_t output_activation_min = params.quantized_activation_min; |
| const int32_t output_activation_max = params.quantized_activation_max; |
| const int batches = MatchingDim(input_shape, 0, output_shape, 0); |
| const int input_height = input_shape.Dims(1); |
| const int input_width = input_shape.Dims(2); |
| const int input_depth = input_shape.Dims(3); |
| const int filter_height = filter_shape.Dims(1); |
| const int filter_width = filter_shape.Dims(2); |
| const int output_height = output_shape.Dims(1); |
| const int output_width = output_shape.Dims(2); |
| int32_t swizzled_bias_data[32]; |
| int32_t swizzled_shift_multi[32]; |
| int32_t swizzled_output_multi[32]; |
| |
| for (int in_channel = 0; in_channel + 32 <= input_depth; in_channel += 32) { |
| const int output_channel = in_channel; |
| |
| if (bias_data) { |
| VectorSwizzle(bias_data + output_channel, swizzled_bias_data, 32); |
| } |
| |
| VectorSwizzle(output_multiplier + output_channel, swizzled_output_multi, 32); |
| VectorSwizzle(output_shift + output_channel, swizzled_shift_multi, 32); |
| |
| vld_w_x_m(v24, swizzled_output_multi); |
| vld_w_x_m(v28, swizzled_shift_multi); |
| vrsub_w_vx_m(v28, v28, 0); |
| |
| for (int batch = 0; batch < batches; ++batch) { |
| for (int out_y = 0; out_y < output_height; ++out_y) { |
| for (int out_x = 0; out_x < output_width; ++out_x) { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| const int in_y_origin = (out_y * stride_height) - pad_height; |
| |
| if (bias_data) { |
| vld_w_x_m(v48, swizzled_bias_data); |
| } else { |
| vdup_w_x_m(v48, 0); |
| } |
| |
| for (int filter_y = 0; filter_y < filter_height; ++filter_y) { |
| const int in_y = in_y_origin + filter_y; |
| if ((in_y < 0) || (in_y >= input_height)) { |
| continue; |
| } |
| for (int filter_x = 0; filter_x < filter_width; ++filter_x) { |
| const int in_x = in_x_origin + filter_x; |
| if ((in_x < 0) || (in_x >= input_width)) { |
| continue; |
| } |
| const int8_t* in_p = |
| input_data + |
| (batch * input_height * input_width * input_depth) + |
| (in_y * input_width * input_depth) + (in_x * input_depth) + |
| in_channel; |
| |
| const int8_t* fl_p = filter_data + |
| (filter_y * filter_width * input_depth) + |
| (filter_x * input_depth) + in_channel; |
| |
| vld_b_x(v0, in_p); |
| vld_b_x(v4, fl_p); |
| vaddw_h_vx(v0, v0, 0); |
| vadd_h_vx(v0, v0, static_cast<int16_t>(input_offset)); |
| vadd_h_vx(v1, v1, |
| static_cast<int16_t>(input_offset)); // v0 v1 input |
| |
| vaddw_h_vx(v4, v4, static_cast<int16_t>(0)); |
| vmulw_w_vv(v8, v0, v4); |
| vmulw_w_vv(v10, v1, v5); |
| |
| vadd_w_vv_m(v48, v48, v8); |
| } |
| } |
| |
| INT32_TO_INT8_OUTPUT_PIPELINE_INPLACE( |
| v48, v24, v28, output_activation_min, output_activation_max, |
| output_offset); |
| |
| vsraqs_b_vx(v48, v48, 0); |
| vst_b_x(v48, &output_data[tflite::Offset(output_shape, batch, out_y, |
| out_x, output_channel)]); |
| } |
| } |
| } |
| } |
| } |
| |
| void DepthwiseConvS8D16( |
| const tflite::DepthwiseParams& params, const int32_t* output_multiplier, |
| const int32_t* output_shift, const tflite::RuntimeShape& input_shape, |
| const int8_t* input_data, const tflite::RuntimeShape& filter_shape, |
| const int8_t* filter_data, const tflite::RuntimeShape& bias_shape, |
| const int32_t* bias_data, const tflite::RuntimeShape& output_shape, |
| int8_t* output_data |
| |
| ) { |
| const int stride_width = params.stride_width; |
| const int stride_height = params.stride_height; |
| const int pad_width = params.padding_values.width; |
| const int pad_height = params.padding_values.height; |
| const int32_t input_offset = params.input_offset; |
| const int32_t output_offset = params.output_offset; |
| const int32_t output_activation_min = params.quantized_activation_min; |
| const int32_t output_activation_max = params.quantized_activation_max; |
| const int batches = MatchingDim(input_shape, 0, output_shape, 0); |
| const int input_height = input_shape.Dims(1); |
| const int input_width = input_shape.Dims(2); |
| const int input_depth = input_shape.Dims(3); |
| const int filter_height = filter_shape.Dims(1); |
| const int filter_width = filter_shape.Dims(2); |
| const int output_height = output_shape.Dims(1); |
| const int output_width = output_shape.Dims(2); |
| const int output_depth = output_shape.Dims(3); |
| for (int in_channel = 0; in_channel + 16 <= input_depth; in_channel += 16) { |
| const int output_channel = in_channel; |
| |
| vld_w_x(v24, output_multiplier); |
| vld_w_x(v25, output_multiplier + 8); |
| vld_w_x(v28, output_shift); |
| vld_w_x(v29, output_shift + 8); |
| vrsub_w_vx(v28, v28, 0); |
| vrsub_w_vx(v29, v29, 0); |
| |
| for (int batch = 0; batch < batches; ++batch) { |
| const int8_t* p_output = |
| output_data + (batch * output_width * output_height * output_depth) + |
| output_channel; |
| for (int out_y = 0; out_y < output_height; ++out_y) { |
| for (int out_x = 0; out_x < output_width; ++out_x) { |
| const int in_x_origin = (out_x * stride_width) - pad_width; |
| const int in_y_origin = (out_y * stride_height) - pad_height; |
| const int y_offset = (output_depth * output_width * out_y); |
| |
| if (bias_data) { |
| vld_w_x(v48, bias_data); |
| vld_w_x(v49, bias_data + 8); |
| } else { |
| vdup_w_x(v48, 0); |
| vdup_w_x(v49, 0); |
| } |
| |
| for (int filter_y = 0; filter_y < filter_height; ++filter_y) { |
| const int in_y = in_y_origin + filter_y; |
| if ((in_y < 0) || (in_y >= input_height)) { |
| continue; |
| } |
| for (int filter_x = 0; filter_x < filter_width; ++filter_x) { |
| const int in_x = in_x_origin + filter_x; |
| if ((in_x < 0) || (in_x >= input_width)) { |
| continue; |
| } |
| |
| const int8_t* in_p = |
| input_data + |
| (batch * input_height * input_width * input_depth) + |
| (in_y * input_width * input_depth) + (in_x * input_depth) + |
| in_channel; |
| |
| const int8_t* fl_p = filter_data + |
| (filter_y * filter_width * input_depth) + |
| (filter_x * input_depth) + in_channel; |
| |
| vld_b_l_xx(v0, in_p, 16); |
| vld_b_l_xx(v4, fl_p, 16); |
| |
| vaddw_h_vx(v0, v0, 0); |
| vadd_h_vx(v0, v0, static_cast<int16_t>(input_offset)); |
| vadd_h_vx(v1, v1, static_cast<int16_t>(input_offset)); |
| vzip_h_vv(v0, v0, v1); |
| |
| vaddw_h_vx(v4, v4, static_cast<int16_t>(0)); |
| vzip_h_vv(v4, v4, v5); |
| vmulw_w_vv(v8, v0, v4); |
| |
| vadd_w_vv(v48, v48, v8); |
| vadd_w_vv(v49, v49, v9); |
| } |
| } |
| |
| vdmulh_w_rn_vv(v48, v48, v24); |
| vdmulh_w_rn_vv(v49, v49, v25); |
| vsha_w_r_vv(v48, v48, v28); |
| vsha_w_r_vv(v49, v49, v29); |
| |
| vadd_w_vx(v48, v48, output_offset); |
| vadd_w_vx(v49, v49, output_offset); |
| vmax_w_vx(v48, v48, output_activation_min); |
| vmax_w_vx(v49, v49, output_activation_min); |
| vmin_w_vx(v48, v48, output_activation_max); |
| vmin_w_vx(v49, v49, output_activation_max); |
| vsraqs_b_vx_m(v48, v48, 0); |
| vsraqs_b_vx(v49, v49, 0); |
| vst_b_l_xx(v48, p_output + (out_x * output_depth) + y_offset, 16); |
| } |
| } |
| } |
| } |
| } |
| |
| // generic implementation based on Kelvin ops |
| void DepthwiseConvS8Generic( |
| const tflite::DepthwiseParams& params, const int32_t* output_multiplier, |
| const int32_t* output_shift, const tflite::RuntimeShape& input_shape, |
| const int8_t* input_data, const tflite::RuntimeShape& filter_shape, |
| const int8_t* filter_data, const tflite::RuntimeShape& bias_shape, |
| const int32_t* bias_data, const tflite::RuntimeShape& output_shape, |
| int8_t* output_data) { |
| // TBD: Use Kelvin implementation to replace the below |
| tflite::reference_integer_ops::DepthwiseConvPerChannel( |
| params, output_multiplier, output_shift, input_shape, input_data, |
| filter_shape, filter_data, bias_shape, bias_data, output_shape, |
| output_data); |
| return; |
| } |
| } // namespace |
| |
| void DepthwiseConvS8( |
| const tflite::DepthwiseParams& params, const int32_t* output_multiplier, |
| const int32_t* output_shift, const tflite::RuntimeShape& input_shape, |
| const int8_t* input_data, const tflite::RuntimeShape& filter_shape, |
| const int8_t* filter_data, const tflite::RuntimeShape& bias_shape, |
| const int32_t* bias_data, const tflite::RuntimeShape& output_shape, |
| int8_t* output_data) { |
| // Get parameters. |
| // TODO(b/141565753): Re-introduce ScopedProfilingLabel on Micro. |
| const int stride_width = params.stride_width; |
| const int stride_height = params.stride_height; |
| const int pad_width = params.padding_values.width; |
| const int pad_height = params.padding_values.height; |
| const int filter_height = filter_shape.Dims(1); |
| const int filter_width = filter_shape.Dims(2); |
| const int dilation_width_factor = params.dilation_width_factor; |
| const int dilation_height_factor = params.dilation_height_factor; |
| const int depth_multiplier = params.depth_multiplier; |
| const int32_t output_activation_min = params.quantized_activation_min; |
| const int32_t output_activation_max = params.quantized_activation_max; |
| |
| // Check dimensions of the tensors. |
| TFLITE_DCHECK_EQ(input_shape.DimensionsCount(), 4); |
| TFLITE_DCHECK_EQ(filter_shape.DimensionsCount(), 4); |
| TFLITE_DCHECK_EQ(output_shape.DimensionsCount(), 4); |
| |
| TFLITE_DCHECK_LE(output_activation_min, output_activation_max); |
| const int output_depth = MatchingDim(filter_shape, 3, output_shape, 3); |
| const int input_depth = input_shape.Dims(3); |
| TFLITE_DCHECK_EQ(output_depth, input_depth * depth_multiplier); |
| TFLITE_DCHECK_EQ(bias_shape.FlatSize(), output_depth); |
| |
| #define RUN_KERNEL(kernel) { \ |
| kernel(params, output_multiplier, output_shift, input_shape, input_data, \ |
| filter_shape, filter_data, bias_shape, bias_data, output_shape, \ |
| output_data \ |
| ); \ |
| return; \ |
| } |
| |
| if (depth_multiplier == 1 && |
| dilation_height_factor == 1 && dilation_width_factor == 1 && |
| stride_height <= 2 && stride_width <= 2) { |
| // special case of output depth = 32n |
| if (output_depth % 32 == 0) { |
| if (filter_width == 5 && filter_height == 5) { |
| if (stride_width <= 1 && stride_height <= 1 && params.padding_type == tflite::PaddingType::kSame) { |
| RUN_KERNEL(DepthwiseConvS85x5D32_Stride1); |
| } |
| RUN_KERNEL(DepthwiseConvS85x5D32); |
| } if (filter_width == 3 && filter_height == 3 && pad_width <= 1 && pad_height <= 1 && stride_width == 1 && stride_height == 1) { |
| RUN_KERNEL(DepthwiseConvS83x3D32_Stride1); |
| } if (filter_width == 3 && filter_height == 3 && pad_width <= 1 && pad_height <= 1) { |
| RUN_KERNEL(DepthwiseConvS83x3D32); |
| } |
| RUN_KERNEL(DepthwiseConvS8D32); |
| } else if (output_depth % 16 == 0) { |
| RUN_KERNEL(DepthwiseConvS8D16); |
| } |
| RUN_KERNEL(DepthwiseConvS8Generic); |
| } |
| |
| RUN_KERNEL(tflite::reference_integer_ops::DepthwiseConvPerChannel); |
| |
| #undef RUN_KERNEL |
| } |
| |
| } // namespace kelvin::opt |
