From 6ab94e0b318884bbcb95e2ea3835f951502e1d99 Mon Sep 17 00:00:00 2001 From: jaseg Date: Wed, 14 Oct 2020 12:47:28 +0200 Subject: Move firmware into subdirectory --- .../arm_depthwise_separable_conv_HWC_q7_ref.c | 70 ++++++++++++++++++++++ 1 file changed, 70 insertions(+) create mode 100644 fw/midi-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c (limited to 'fw/midi-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c') diff --git a/fw/midi-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c b/fw/midi-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c new file mode 100644 index 0000000..970effc --- /dev/null +++ b/fw/midi-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c @@ -0,0 +1,70 @@ +/* + * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * 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 + * + * 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. + */ + +#include "ref_functions.h" + +void arm_depthwise_separable_conv_HWC_q7_ref(const q7_t * Im_in, // input image + const uint16_t dim_im_in, // input image dimention + const uint16_t ch_im_in, // number of input image channels + const q7_t * wt, // kernel weights + const uint16_t ch_im_out, // number of filters, i.e., output image channels + const uint16_t dim_kernel, // filter kernel size + const uint16_t padding, // padding sizes + const uint16_t stride, // stride + const q7_t * bias, // bias + const uint16_t bias_shift, // amount of left-shift for bias + const uint16_t out_shift, // amount of right-shift for output + q7_t * Im_out, // output image + const uint16_t dim_im_out, // output image dimension + q15_t * bufferA, //buffer space for input + q7_t * bufferB //buffer space for output + ) +{ + int i_out_y, i_out_x, i_ch_out; + int i_ker_y, i_ker_x; + for (i_out_y = 0; i_out_y < dim_im_out; i_out_y++) + { + for (i_out_x = 0; i_out_x < dim_im_out; i_out_x++) + { + for (i_ch_out = 0; i_ch_out < ch_im_out; i_ch_out++) + { + // for each output +#ifndef ARM_NN_TRUNCATE + int conv_out = (bias[i_ch_out] << bias_shift) + (0x1 << (out_shift - 1)); +#else + int conv_out = bias[i_ch_out] << bias_shift; +#endif + for (i_ker_y = 0; i_ker_y < dim_kernel; i_ker_y++) + { + for (i_ker_x = 0; i_ker_x < dim_kernel; i_ker_x++) + { + int in_row = stride * i_out_y + i_ker_y - padding; + int in_col = stride * i_out_x + i_ker_x - padding; + if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && in_col < dim_im_in) + { + conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + i_ch_out] * + wt[(i_ker_y * dim_kernel + i_ker_x) * ch_im_out + i_ch_out]; + } + } + } + Im_out[(i_out_y * dim_im_out + i_out_x) * ch_im_out + i_ch_out] = + (q7_t) __SSAT((conv_out >> out_shift), 8); + } + } + } +} -- cgit