File size: 15,181 Bytes
aaed8c9 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 | #include <iostream>
#include "myproject.h"
#include "parameters.h"
void myproject(
hls::stream<input_t> &x,
hls::stream<result_t> &layer40_out
) {
// hls-fpga-machine-learning insert IO
#pragma HLS INTERFACE axis port=x,layer40_out
#pragma HLS DATAFLOW
// hls-fpga-machine-learning insert load weights
#ifndef __SYNTHESIS__
static bool loaded_weights = false;
if (!loaded_weights) {
nnet::load_weights_from_txt<conv1_0_weight_t, 72>(w2, "w2.txt");
nnet::load_weights_from_txt<conv1_0_bias_t, 8>(b2, "b2.txt");
nnet::load_weights_from_txt<conv1_2_weight_t, 576>(w4, "w4.txt");
nnet::load_weights_from_txt<conv1_2_bias_t, 8>(b4, "b4.txt");
nnet::load_weights_from_txt<conv2_0_weight_t, 1152>(w7, "w7.txt");
nnet::load_weights_from_txt<conv2_0_bias_t, 16>(b7, "b7.txt");
nnet::load_weights_from_txt<conv2_2_weight_t, 2304>(w9, "w9.txt");
nnet::load_weights_from_txt<conv2_2_bias_t, 16>(b9, "b9.txt");
nnet::load_weights_from_txt<conv3_0_weight_t, 4608>(w12, "w12.txt");
nnet::load_weights_from_txt<conv3_0_bias_t, 32>(b12, "b12.txt");
nnet::load_weights_from_txt<conv3_2_weight_t, 9216>(w14, "w14.txt");
nnet::load_weights_from_txt<conv3_2_bias_t, 32>(b14, "b14.txt");
nnet::load_weights_from_txt<conv4_0_weight_t, 18432>(w17, "w17.txt");
nnet::load_weights_from_txt<conv4_0_bias_t, 64>(b17, "b17.txt");
nnet::load_weights_from_txt<conv4_2_weight_t, 36864>(w19, "w19.txt");
nnet::load_weights_from_txt<conv4_2_bias_t, 64>(b19, "b19.txt");
nnet::load_weights_from_txt<deconv3_0_weight_t, 27648>(w23, "w23.txt");
nnet::load_weights_from_txt<deconv3_0_bias_t, 32>(b23, "b23.txt");
nnet::load_weights_from_txt<deconv3_2_weight_t, 9216>(w25, "w25.txt");
nnet::load_weights_from_txt<deconv3_2_bias_t, 32>(b25, "b25.txt");
nnet::load_weights_from_txt<deconv2_0_weight_t, 6912>(w29, "w29.txt");
nnet::load_weights_from_txt<deconv2_0_bias_t, 16>(b29, "b29.txt");
nnet::load_weights_from_txt<deconv2_2_weight_t, 2304>(w31, "w31.txt");
nnet::load_weights_from_txt<deconv2_2_bias_t, 16>(b31, "b31.txt");
nnet::load_weights_from_txt<deconv1_0_weight_t, 1728>(w35, "w35.txt");
nnet::load_weights_from_txt<deconv1_0_bias_t, 8>(b35, "b35.txt");
nnet::load_weights_from_txt<deconv1_2_weight_t, 576>(w37, "w37.txt");
nnet::load_weights_from_txt<deconv1_2_bias_t, 8>(b37, "b37.txt");
nnet::load_weights_from_txt<final_conv_weight_t, 8>(w39, "w39.txt");
nnet::load_weights_from_txt<final_conv_bias_t, 1>(b39, "b39.txt");
loaded_weights = true; }
#endif
// ****************************************
// NETWORK INSTANTIATION
// ****************************************
// hls-fpga-machine-learning insert layers
hls::stream<layer44_t> layer44_out("layer44_out");
#pragma HLS STREAM variable=layer44_out depth=4356
hls::stream<conv1_0_result_t> layer2_out("layer2_out");
#pragma HLS STREAM variable=layer2_out depth=4096
hls::stream<layer3_t> layer3_out("layer3_out");
#pragma HLS STREAM variable=layer3_out depth=4096
hls::stream<layer45_t> layer45_out("layer45_out");
#pragma HLS STREAM variable=layer45_out depth=4356
hls::stream<conv1_2_result_t> layer4_out("layer4_out");
#pragma HLS STREAM variable=layer4_out depth=4096
hls::stream<layer5_t> layer5_out("layer5_out");
#pragma HLS STREAM variable=layer5_out depth=4096
hls::stream<layer5_t> layer41_cpy1("layer41_cpy1");
#pragma HLS STREAM variable=layer41_cpy1 depth=4096
hls::stream<layer5_t> layer41_cpy2("layer41_cpy2");
#pragma HLS STREAM variable=layer41_cpy2 depth=4096
hls::stream<layer6_t> layer6_out("layer6_out");
#pragma HLS STREAM variable=layer6_out depth=1024
hls::stream<layer46_t> layer46_out("layer46_out");
#pragma HLS STREAM variable=layer46_out depth=1156
hls::stream<conv2_0_result_t> layer7_out("layer7_out");
#pragma HLS STREAM variable=layer7_out depth=1024
hls::stream<layer8_t> layer8_out("layer8_out");
#pragma HLS STREAM variable=layer8_out depth=1024
hls::stream<layer47_t> layer47_out("layer47_out");
#pragma HLS STREAM variable=layer47_out depth=1156
hls::stream<conv2_2_result_t> layer9_out("layer9_out");
#pragma HLS STREAM variable=layer9_out depth=1024
hls::stream<layer10_t> layer10_out("layer10_out");
#pragma HLS STREAM variable=layer10_out depth=1024
hls::stream<layer10_t> layer42_cpy1("layer42_cpy1");
#pragma HLS STREAM variable=layer42_cpy1 depth=1024
hls::stream<layer10_t> layer42_cpy2("layer42_cpy2");
#pragma HLS STREAM variable=layer42_cpy2 depth=1024
hls::stream<layer11_t> layer11_out("layer11_out");
#pragma HLS STREAM variable=layer11_out depth=256
hls::stream<layer48_t> layer48_out("layer48_out");
#pragma HLS STREAM variable=layer48_out depth=324
hls::stream<conv3_0_result_t> layer12_out("layer12_out");
#pragma HLS STREAM variable=layer12_out depth=256
hls::stream<layer13_t> layer13_out("layer13_out");
#pragma HLS STREAM variable=layer13_out depth=256
hls::stream<layer49_t> layer49_out("layer49_out");
#pragma HLS STREAM variable=layer49_out depth=324
hls::stream<conv3_2_result_t> layer14_out("layer14_out");
#pragma HLS STREAM variable=layer14_out depth=256
hls::stream<layer15_t> layer15_out("layer15_out");
#pragma HLS STREAM variable=layer15_out depth=256
hls::stream<layer15_t> layer43_cpy1("layer43_cpy1");
#pragma HLS STREAM variable=layer43_cpy1 depth=256
hls::stream<layer15_t> layer43_cpy2("layer43_cpy2");
#pragma HLS STREAM variable=layer43_cpy2 depth=256
hls::stream<layer16_t> layer16_out("layer16_out");
#pragma HLS STREAM variable=layer16_out depth=64
hls::stream<layer50_t> layer50_out("layer50_out");
#pragma HLS STREAM variable=layer50_out depth=100
hls::stream<conv4_0_result_t> layer17_out("layer17_out");
#pragma HLS STREAM variable=layer17_out depth=64
hls::stream<layer18_t> layer18_out("layer18_out");
#pragma HLS STREAM variable=layer18_out depth=64
hls::stream<layer51_t> layer51_out("layer51_out");
#pragma HLS STREAM variable=layer51_out depth=100
hls::stream<conv4_2_result_t> layer19_out("layer19_out");
#pragma HLS STREAM variable=layer19_out depth=64
hls::stream<layer20_t> layer20_out("layer20_out");
#pragma HLS STREAM variable=layer20_out depth=64
hls::stream<layer21_t> layer21_out("layer21_out");
#pragma HLS STREAM variable=layer21_out depth=256
hls::stream<cat_result_t> layer22_out("layer22_out");
#pragma HLS STREAM variable=layer22_out depth=256
hls::stream<layer52_t> layer52_out("layer52_out");
#pragma HLS STREAM variable=layer52_out depth=324
hls::stream<deconv3_0_result_t> layer23_out("layer23_out");
#pragma HLS STREAM variable=layer23_out depth=256
hls::stream<layer24_t> layer24_out("layer24_out");
#pragma HLS STREAM variable=layer24_out depth=256
hls::stream<layer53_t> layer53_out("layer53_out");
#pragma HLS STREAM variable=layer53_out depth=324
hls::stream<deconv3_2_result_t> layer25_out("layer25_out");
#pragma HLS STREAM variable=layer25_out depth=256
hls::stream<layer26_t> layer26_out("layer26_out");
#pragma HLS STREAM variable=layer26_out depth=256
hls::stream<layer27_t> layer27_out("layer27_out");
#pragma HLS STREAM variable=layer27_out depth=1024
hls::stream<cat_1_result_t> layer28_out("layer28_out");
#pragma HLS STREAM variable=layer28_out depth=1024
hls::stream<layer54_t> layer54_out("layer54_out");
#pragma HLS STREAM variable=layer54_out depth=1156
hls::stream<deconv2_0_result_t> layer29_out("layer29_out");
#pragma HLS STREAM variable=layer29_out depth=1024
hls::stream<layer30_t> layer30_out("layer30_out");
#pragma HLS STREAM variable=layer30_out depth=1024
hls::stream<layer55_t> layer55_out("layer55_out");
#pragma HLS STREAM variable=layer55_out depth=1156
hls::stream<deconv2_2_result_t> layer31_out("layer31_out");
#pragma HLS STREAM variable=layer31_out depth=1024
hls::stream<layer32_t> layer32_out("layer32_out");
#pragma HLS STREAM variable=layer32_out depth=1024
hls::stream<layer33_t> layer33_out("layer33_out");
#pragma HLS STREAM variable=layer33_out depth=4096
hls::stream<cat_2_result_t> layer34_out("layer34_out");
#pragma HLS STREAM variable=layer34_out depth=4096
hls::stream<layer56_t> layer56_out("layer56_out");
#pragma HLS STREAM variable=layer56_out depth=4356
hls::stream<deconv1_0_result_t> layer35_out("layer35_out");
#pragma HLS STREAM variable=layer35_out depth=4096
hls::stream<layer36_t> layer36_out("layer36_out");
#pragma HLS STREAM variable=layer36_out depth=4096
hls::stream<layer57_t> layer57_out("layer57_out");
#pragma HLS STREAM variable=layer57_out depth=4356
hls::stream<deconv1_2_result_t> layer37_out("layer37_out");
#pragma HLS STREAM variable=layer37_out depth=4096
hls::stream<layer38_t> layer38_out("layer38_out");
#pragma HLS STREAM variable=layer38_out depth=4096
hls::stream<final_conv_result_t> layer39_out("layer39_out");
#pragma HLS STREAM variable=layer39_out depth=4096
nnet::zeropad2d_cl<input_t, layer44_t, config44>(x, layer44_out); // zp2d_conv1_0
nnet::conv_2d_cl<layer44_t, conv1_0_result_t, config2>(layer44_out, layer2_out, w2, b2); // conv1_0
nnet::relu<conv1_0_result_t, layer3_t, relu_config3>(layer2_out, layer3_out); // conv1_1
nnet::zeropad2d_cl<layer3_t, layer45_t, config45>(layer3_out, layer45_out); // zp2d_conv1_2
nnet::conv_2d_cl<layer45_t, conv1_2_result_t, config4>(layer45_out, layer4_out, w4, b4); // conv1_2
nnet::relu<conv1_2_result_t, layer5_t, relu_config5>(layer4_out, layer5_out); // conv1_3
nnet::clone_stream<layer5_t, layer5_t, 32768>(layer5_out, layer41_cpy1, layer41_cpy2); // clone_conv1_3
nnet::pooling2d_cl<layer5_t, layer6_t, config6>(layer41_cpy1, layer6_out); // pool1
nnet::zeropad2d_cl<layer6_t, layer46_t, config46>(layer6_out, layer46_out); // zp2d_conv2_0
nnet::conv_2d_cl<layer46_t, conv2_0_result_t, config7>(layer46_out, layer7_out, w7, b7); // conv2_0
nnet::relu<conv2_0_result_t, layer8_t, relu_config8>(layer7_out, layer8_out); // conv2_1
nnet::zeropad2d_cl<layer8_t, layer47_t, config47>(layer8_out, layer47_out); // zp2d_conv2_2
nnet::conv_2d_cl<layer47_t, conv2_2_result_t, config9>(layer47_out, layer9_out, w9, b9); // conv2_2
nnet::relu<conv2_2_result_t, layer10_t, relu_config10>(layer9_out, layer10_out); // conv2_3
nnet::clone_stream<layer10_t, layer10_t, 16384>(layer10_out, layer42_cpy1, layer42_cpy2); // clone_conv2_3
nnet::pooling2d_cl<layer10_t, layer11_t, config11>(layer42_cpy1, layer11_out); // pool2
nnet::zeropad2d_cl<layer11_t, layer48_t, config48>(layer11_out, layer48_out); // zp2d_conv3_0
nnet::conv_2d_cl<layer48_t, conv3_0_result_t, config12>(layer48_out, layer12_out, w12, b12); // conv3_0
nnet::relu<conv3_0_result_t, layer13_t, relu_config13>(layer12_out, layer13_out); // conv3_1
nnet::zeropad2d_cl<layer13_t, layer49_t, config49>(layer13_out, layer49_out); // zp2d_conv3_2
nnet::conv_2d_cl<layer49_t, conv3_2_result_t, config14>(layer49_out, layer14_out, w14, b14); // conv3_2
nnet::relu<conv3_2_result_t, layer15_t, relu_config15>(layer14_out, layer15_out); // conv3_3
nnet::clone_stream<layer15_t, layer15_t, 8192>(layer15_out, layer43_cpy1, layer43_cpy2); // clone_conv3_3
nnet::pooling2d_cl<layer15_t, layer16_t, config16>(layer43_cpy1, layer16_out); // pool3
nnet::zeropad2d_cl<layer16_t, layer50_t, config50>(layer16_out, layer50_out); // zp2d_conv4_0
nnet::conv_2d_cl<layer50_t, conv4_0_result_t, config17>(layer50_out, layer17_out, w17, b17); // conv4_0
nnet::relu<conv4_0_result_t, layer18_t, relu_config18>(layer17_out, layer18_out); // conv4_1
nnet::zeropad2d_cl<layer18_t, layer51_t, config51>(layer18_out, layer51_out); // zp2d_conv4_2
nnet::conv_2d_cl<layer51_t, conv4_2_result_t, config19>(layer51_out, layer19_out, w19, b19); // conv4_2
nnet::relu<conv4_2_result_t, layer20_t, relu_config20>(layer19_out, layer20_out); // conv4_3
nnet::resize_nearest<layer20_t, config21>(layer20_out, layer21_out); // up3
nnet::concatenate3d<layer21_t, layer15_t, cat_result_t, config22>(layer21_out, layer43_cpy2, layer22_out); // cat
nnet::zeropad2d_cl<cat_result_t, layer52_t, config52>(layer22_out, layer52_out); // zp2d_deconv3_0
nnet::conv_2d_cl<layer52_t, deconv3_0_result_t, config23>(layer52_out, layer23_out, w23, b23); // deconv3_0
nnet::relu<deconv3_0_result_t, layer24_t, relu_config24>(layer23_out, layer24_out); // deconv3_1
nnet::zeropad2d_cl<layer24_t, layer53_t, config53>(layer24_out, layer53_out); // zp2d_deconv3_2
nnet::conv_2d_cl<layer53_t, deconv3_2_result_t, config25>(layer53_out, layer25_out, w25, b25); // deconv3_2
nnet::relu<deconv3_2_result_t, layer26_t, relu_config26>(layer25_out, layer26_out); // deconv3_3
nnet::resize_nearest<layer26_t, config27>(layer26_out, layer27_out); // up2
nnet::concatenate3d<layer27_t, layer10_t, cat_1_result_t, config28>(layer27_out, layer42_cpy2, layer28_out); // cat_1
nnet::zeropad2d_cl<cat_1_result_t, layer54_t, config54>(layer28_out, layer54_out); // zp2d_deconv2_0
nnet::conv_2d_cl<layer54_t, deconv2_0_result_t, config29>(layer54_out, layer29_out, w29, b29); // deconv2_0
nnet::relu<deconv2_0_result_t, layer30_t, relu_config30>(layer29_out, layer30_out); // deconv2_1
nnet::zeropad2d_cl<layer30_t, layer55_t, config55>(layer30_out, layer55_out); // zp2d_deconv2_2
nnet::conv_2d_cl<layer55_t, deconv2_2_result_t, config31>(layer55_out, layer31_out, w31, b31); // deconv2_2
nnet::relu<deconv2_2_result_t, layer32_t, relu_config32>(layer31_out, layer32_out); // deconv2_3
nnet::resize_nearest<layer32_t, config33>(layer32_out, layer33_out); // up1
nnet::concatenate3d<layer33_t, layer5_t, cat_2_result_t, config34>(layer33_out, layer41_cpy2, layer34_out); // cat_2
nnet::zeropad2d_cl<cat_2_result_t, layer56_t, config56>(layer34_out, layer56_out); // zp2d_deconv1_0
nnet::conv_2d_cl<layer56_t, deconv1_0_result_t, config35>(layer56_out, layer35_out, w35, b35); // deconv1_0
nnet::relu<deconv1_0_result_t, layer36_t, relu_config36>(layer35_out, layer36_out); // deconv1_1
nnet::zeropad2d_cl<layer36_t, layer57_t, config57>(layer36_out, layer57_out); // zp2d_deconv1_2
nnet::conv_2d_cl<layer57_t, deconv1_2_result_t, config37>(layer57_out, layer37_out, w37, b37); // deconv1_2
nnet::relu<deconv1_2_result_t, layer38_t, relu_config38>(layer37_out, layer38_out); // deconv1_3
nnet::pointwise_conv_2d_cl<layer38_t, final_conv_result_t, config58>(layer38_out, layer39_out, w39, b39); // final_conv
nnet::sigmoid<final_conv_result_t, result_t, sigmoid_config40>(layer39_out, layer40_out); // sigmoid
}
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