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Layer (type) Output Shape Param #
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Conv2d-1 [-1, 16, 16, 16] 448
ReLU-2 [-1, 16, 16, 16] 0
Conv2d-3 [-1, 16, 16, 16] 2,320
ReLU-4 [-1, 16, 16, 16] 0
MaxPool2d-5 [-1, 16, 8, 8] 0
Conv2d-6 [-1, 32, 8, 8] 4,640
ReLU-7 [-1, 32, 8, 8] 0
Conv2d-8 [-1, 32, 8, 8] 9,248
ReLU-9 [-1, 32, 8, 8] 0
MaxPool2d-10 [-1, 32, 4, 4] 0
Conv2d-11 [-1, 64, 4, 4] 18,496
ReLU-12 [-1, 64, 4, 4] 0
Conv2d-13 [-1, 64, 4, 4] 36,928
ReLU-14 [-1, 64, 4, 4] 0
Conv2d-15 [-1, 64, 4, 4] 36,928
ReLU-16 [-1, 64, 4, 4] 0
MaxPool2d-17 [-1, 64, 2, 2] 0
Conv2d-18 [-1, 128, 2, 2] 73,856
ReLU-19 [-1, 128, 2, 2] 0
Conv2d-20 [-1, 128, 2, 2] 147,584
ReLU-21 [-1, 128, 2, 2] 0
Conv2d-22 [-1, 128, 2, 2] 147,584
ReLU-23 [-1, 128, 2, 2] 0
MaxPool2d-24 [-1, 128, 1, 1] 0
Flatten-25 [-1, 128] 0
Conv2d-26 [-1, 16, 16, 16] 448
ReLU-27 [-1, 16, 16, 16] 0
Conv2d-28 [-1, 16, 16, 16] 2,320
ReLU-29 [-1, 16, 16, 16] 0
MaxPool2d-30 [-1, 16, 8, 8] 0
Conv2d-31 [-1, 32, 8, 8] 4,640
ReLU-32 [-1, 32, 8, 8] 0
Conv2d-33 [-1, 32, 8, 8] 9,248
ReLU-34 [-1, 32, 8, 8] 0
MaxPool2d-35 [-1, 32, 4, 4] 0
Conv2d-36 [-1, 64, 4, 4] 18,496
ReLU-37 [-1, 64, 4, 4] 0
Conv2d-38 [-1, 64, 4, 4] 36,928
ReLU-39 [-1, 64, 4, 4] 0
Conv2d-40 [-1, 64, 4, 4] 36,928
ReLU-41 [-1, 64, 4, 4] 0
MaxPool2d-42 [-1, 64, 2, 2] 0
Conv2d-43 [-1, 128, 2, 2] 73,856
ReLU-44 [-1, 128, 2, 2] 0
Conv2d-45 [-1, 128, 2, 2] 147,584
ReLU-46 [-1, 128, 2, 2] 0
Conv2d-47 [-1, 128, 2, 2] 147,584
ReLU-48 [-1, 128, 2, 2] 0
MaxPool2d-49 [-1, 128, 1, 1] 0
Flatten-50 [-1, 128] 0
Conv2d-51 [-1, 16, 16, 16] 448
ReLU-52 [-1, 16, 16, 16] 0
Conv2d-53 [-1, 16, 16, 16] 2,320
ReLU-54 [-1, 16, 16, 16] 0
MaxPool2d-55 [-1, 16, 8, 8] 0
Conv2d-56 [-1, 32, 8, 8] 4,640
ReLU-57 [-1, 32, 8, 8] 0
Conv2d-58 [-1, 32, 8, 8] 9,248
ReLU-59 [-1, 32, 8, 8] 0
MaxPool2d-60 [-1, 32, 4, 4] 0
Conv2d-61 [-1, 64, 4, 4] 18,496
ReLU-62 [-1, 64, 4, 4] 0
Conv2d-63 [-1, 64, 4, 4] 36,928
ReLU-64 [-1, 64, 4, 4] 0
Conv2d-65 [-1, 64, 4, 4] 36,928
ReLU-66 [-1, 64, 4, 4] 0
MaxPool2d-67 [-1, 64, 2, 2] 0
Conv2d-68 [-1, 128, 2, 2] 73,856
ReLU-69 [-1, 128, 2, 2] 0
Conv2d-70 [-1, 128, 2, 2] 147,584
ReLU-71 [-1, 128, 2, 2] 0
Conv2d-72 [-1, 128, 2, 2] 147,584
ReLU-73 [-1, 128, 2, 2] 0
MaxPool2d-74 [-1, 128, 1, 1] 0
Flatten-75 [-1, 128] 0
Conv2d-76 [-1, 16, 16, 16] 448
ReLU-77 [-1, 16, 16, 16] 0
Conv2d-78 [-1, 16, 16, 16] 2,320
ReLU-79 [-1, 16, 16, 16] 0
MaxPool2d-80 [-1, 16, 8, 8] 0
Conv2d-81 [-1, 32, 8, 8] 4,640
ReLU-82 [-1, 32, 8, 8] 0
Conv2d-83 [-1, 32, 8, 8] 9,248
ReLU-84 [-1, 32, 8, 8] 0
MaxPool2d-85 [-1, 32, 4, 4] 0
Conv2d-86 [-1, 64, 4, 4] 18,496
ReLU-87 [-1, 64, 4, 4] 0
Conv2d-88 [-1, 64, 4, 4] 36,928
ReLU-89 [-1, 64, 4, 4] 0
Conv2d-90 [-1, 64, 4, 4] 36,928
ReLU-91 [-1, 64, 4, 4] 0
MaxPool2d-92 [-1, 64, 2, 2] 0
Conv2d-93 [-1, 128, 2, 2] 73,856
ReLU-94 [-1, 128, 2, 2] 0
Conv2d-95 [-1, 128, 2, 2] 147,584
ReLU-96 [-1, 128, 2, 2] 0
Conv2d-97 [-1, 128, 2, 2] 147,584
ReLU-98 [-1, 128, 2, 2] 0
MaxPool2d-99 [-1, 128, 1, 1] 0
Flatten-100 [-1, 128] 0
Conv2d-101 [-1, 16, 16, 16] 448
ReLU-102 [-1, 16, 16, 16] 0
Conv2d-103 [-1, 16, 16, 16] 2,320
ReLU-104 [-1, 16, 16, 16] 0
MaxPool2d-105 [-1, 16, 8, 8] 0
Conv2d-106 [-1, 32, 8, 8] 4,640
ReLU-107 [-1, 32, 8, 8] 0
Conv2d-108 [-1, 32, 8, 8] 9,248
ReLU-109 [-1, 32, 8, 8] 0
MaxPool2d-110 [-1, 32, 4, 4] 0
Conv2d-111 [-1, 64, 4, 4] 18,496
ReLU-112 [-1, 64, 4, 4] 0
Conv2d-113 [-1, 64, 4, 4] 36,928
ReLU-114 [-1, 64, 4, 4] 0
Conv2d-115 [-1, 64, 4, 4] 36,928
ReLU-116 [-1, 64, 4, 4] 0
MaxPool2d-117 [-1, 64, 2, 2] 0
Conv2d-118 [-1, 128, 2, 2] 73,856
ReLU-119 [-1, 128, 2, 2] 0
Conv2d-120 [-1, 128, 2, 2] 147,584
ReLU-121 [-1, 128, 2, 2] 0
Conv2d-122 [-1, 128, 2, 2] 147,584
ReLU-123 [-1, 128, 2, 2] 0
MaxPool2d-124 [-1, 128, 1, 1] 0
Flatten-125 [-1, 128] 0
Conv2d-126 [-1, 16, 16, 16] 448
ReLU-127 [-1, 16, 16, 16] 0
Conv2d-128 [-1, 16, 16, 16] 2,320
ReLU-129 [-1, 16, 16, 16] 0
MaxPool2d-130 [-1, 16, 8, 8] 0
Conv2d-131 [-1, 32, 8, 8] 4,640
ReLU-132 [-1, 32, 8, 8] 0
Conv2d-133 [-1, 32, 8, 8] 9,248
ReLU-134 [-1, 32, 8, 8] 0
MaxPool2d-135 [-1, 32, 4, 4] 0
Conv2d-136 [-1, 64, 4, 4] 18,496
ReLU-137 [-1, 64, 4, 4] 0
Conv2d-138 [-1, 64, 4, 4] 36,928
ReLU-139 [-1, 64, 4, 4] 0
Conv2d-140 [-1, 64, 4, 4] 36,928
ReLU-141 [-1, 64, 4, 4] 0
MaxPool2d-142 [-1, 64, 2, 2] 0
Conv2d-143 [-1, 128, 2, 2] 73,856
ReLU-144 [-1, 128, 2, 2] 0
Conv2d-145 [-1, 128, 2, 2] 147,584
ReLU-146 [-1, 128, 2, 2] 0
Conv2d-147 [-1, 128, 2, 2] 147,584
ReLU-148 [-1, 128, 2, 2] 0
MaxPool2d-149 [-1, 128, 1, 1] 0
Flatten-150 [-1, 128] 0
Conv2d-151 [-1, 16, 16, 16] 448
ReLU-152 [-1, 16, 16, 16] 0
Conv2d-153 [-1, 16, 16, 16] 2,320
ReLU-154 [-1, 16, 16, 16] 0
MaxPool2d-155 [-1, 16, 8, 8] 0
Conv2d-156 [-1, 32, 8, 8] 4,640
ReLU-157 [-1, 32, 8, 8] 0
Conv2d-158 [-1, 32, 8, 8] 9,248
ReLU-159 [-1, 32, 8, 8] 0
MaxPool2d-160 [-1, 32, 4, 4] 0
Conv2d-161 [-1, 64, 4, 4] 18,496
ReLU-162 [-1, 64, 4, 4] 0
Conv2d-163 [-1, 64, 4, 4] 36,928
ReLU-164 [-1, 64, 4, 4] 0
Conv2d-165 [-1, 64, 4, 4] 36,928
ReLU-166 [-1, 64, 4, 4] 0
MaxPool2d-167 [-1, 64, 2, 2] 0
Conv2d-168 [-1, 128, 2, 2] 73,856
ReLU-169 [-1, 128, 2, 2] 0
Conv2d-170 [-1, 128, 2, 2] 147,584
ReLU-171 [-1, 128, 2, 2] 0
Conv2d-172 [-1, 128, 2, 2] 147,584
ReLU-173 [-1, 128, 2, 2] 0
MaxPool2d-174 [-1, 128, 1, 1] 0
Flatten-175 [-1, 128] 0
Conv2d-176 [-1, 16, 16, 16] 448
ReLU-177 [-1, 16, 16, 16] 0
Conv2d-178 [-1, 16, 16, 16] 2,320
ReLU-179 [-1, 16, 16, 16] 0
MaxPool2d-180 [-1, 16, 8, 8] 0
Conv2d-181 [-1, 32, 8, 8] 4,640
ReLU-182 [-1, 32, 8, 8] 0
Conv2d-183 [-1, 32, 8, 8] 9,248
ReLU-184 [-1, 32, 8, 8] 0
MaxPool2d-185 [-1, 32, 4, 4] 0
Conv2d-186 [-1, 64, 4, 4] 18,496
ReLU-187 [-1, 64, 4, 4] 0
Conv2d-188 [-1, 64, 4, 4] 36,928
ReLU-189 [-1, 64, 4, 4] 0
Conv2d-190 [-1, 64, 4, 4] 36,928
ReLU-191 [-1, 64, 4, 4] 0
MaxPool2d-192 [-1, 64, 2, 2] 0
Conv2d-193 [-1, 128, 2, 2] 73,856
ReLU-194 [-1, 128, 2, 2] 0
Conv2d-195 [-1, 128, 2, 2] 147,584
ReLU-196 [-1, 128, 2, 2] 0
Conv2d-197 [-1, 128, 2, 2] 147,584
ReLU-198 [-1, 128, 2, 2] 0
MaxPool2d-199 [-1, 128, 1, 1] 0
Flatten-200 [-1, 128] 0
Conv2d-201 [-1, 16, 16, 16] 448
ReLU-202 [-1, 16, 16, 16] 0
Conv2d-203 [-1, 16, 16, 16] 2,320
ReLU-204 [-1, 16, 16, 16] 0
MaxPool2d-205 [-1, 16, 8, 8] 0
Conv2d-206 [-1, 32, 8, 8] 4,640
ReLU-207 [-1, 32, 8, 8] 0
Conv2d-208 [-1, 32, 8, 8] 9,248
ReLU-209 [-1, 32, 8, 8] 0
MaxPool2d-210 [-1, 32, 4, 4] 0
Conv2d-211 [-1, 64, 4, 4] 18,496
ReLU-212 [-1, 64, 4, 4] 0
Conv2d-213 [-1, 64, 4, 4] 36,928
ReLU-214 [-1, 64, 4, 4] 0
Conv2d-215 [-1, 64, 4, 4] 36,928
ReLU-216 [-1, 64, 4, 4] 0
MaxPool2d-217 [-1, 64, 2, 2] 0
Conv2d-218 [-1, 128, 2, 2] 73,856
ReLU-219 [-1, 128, 2, 2] 0
Conv2d-220 [-1, 128, 2, 2] 147,584
ReLU-221 [-1, 128, 2, 2] 0
Conv2d-222 [-1, 128, 2, 2] 147,584
ReLU-223 [-1, 128, 2, 2] 0
MaxPool2d-224 [-1, 128, 1, 1] 0
Flatten-225 [-1, 128] 0
Conv2d-226 [-1, 16, 16, 16] 448
ReLU-227 [-1, 16, 16, 16] 0
Conv2d-228 [-1, 16, 16, 16] 2,320
ReLU-229 [-1, 16, 16, 16] 0
MaxPool2d-230 [-1, 16, 8, 8] 0
Conv2d-231 [-1, 32, 8, 8] 4,640
ReLU-232 [-1, 32, 8, 8] 0
Conv2d-233 [-1, 32, 8, 8] 9,248
ReLU-234 [-1, 32, 8, 8] 0
MaxPool2d-235 [-1, 32, 4, 4] 0
Conv2d-236 [-1, 64, 4, 4] 18,496
ReLU-237 [-1, 64, 4, 4] 0
Conv2d-238 [-1, 64, 4, 4] 36,928
ReLU-239 [-1, 64, 4, 4] 0
Conv2d-240 [-1, 64, 4, 4] 36,928
ReLU-241 [-1, 64, 4, 4] 0
MaxPool2d-242 [-1, 64, 2, 2] 0
Conv2d-243 [-1, 128, 2, 2] 73,856
ReLU-244 [-1, 128, 2, 2] 0
Conv2d-245 [-1, 128, 2, 2] 147,584
ReLU-246 [-1, 128, 2, 2] 0
Conv2d-247 [-1, 128, 2, 2] 147,584
ReLU-248 [-1, 128, 2, 2] 0
MaxPool2d-249 [-1, 128, 1, 1] 0
Flatten-250 [-1, 128] 0
Conv2d-251 [-1, 16, 16, 16] 448
ReLU-252 [-1, 16, 16, 16] 0
Conv2d-253 [-1, 16, 16, 16] 2,320
ReLU-254 [-1, 16, 16, 16] 0
MaxPool2d-255 [-1, 16, 8, 8] 0
Conv2d-256 [-1, 32, 8, 8] 4,640
ReLU-257 [-1, 32, 8, 8] 0
Conv2d-258 [-1, 32, 8, 8] 9,248
ReLU-259 [-1, 32, 8, 8] 0
MaxPool2d-260 [-1, 32, 4, 4] 0
Conv2d-261 [-1, 64, 4, 4] 18,496
ReLU-262 [-1, 64, 4, 4] 0
Conv2d-263 [-1, 64, 4, 4] 36,928
ReLU-264 [-1, 64, 4, 4] 0
Conv2d-265 [-1, 64, 4, 4] 36,928
ReLU-266 [-1, 64, 4, 4] 0
MaxPool2d-267 [-1, 64, 2, 2] 0
Conv2d-268 [-1, 128, 2, 2] 73,856
ReLU-269 [-1, 128, 2, 2] 0
Conv2d-270 [-1, 128, 2, 2] 147,584
ReLU-271 [-1, 128, 2, 2] 0
Conv2d-272 [-1, 128, 2, 2] 147,584
ReLU-273 [-1, 128, 2, 2] 0
MaxPool2d-274 [-1, 128, 1, 1] 0
Flatten-275 [-1, 128] 0
Conv2d-276 [-1, 16, 16, 16] 448
ReLU-277 [-1, 16, 16, 16] 0
Conv2d-278 [-1, 16, 16, 16] 2,320
ReLU-279 [-1, 16, 16, 16] 0
MaxPool2d-280 [-1, 16, 8, 8] 0
Conv2d-281 [-1, 32, 8, 8] 4,640
ReLU-282 [-1, 32, 8, 8] 0
Conv2d-283 [-1, 32, 8, 8] 9,248
ReLU-284 [-1, 32, 8, 8] 0
MaxPool2d-285 [-1, 32, 4, 4] 0
Conv2d-286 [-1, 64, 4, 4] 18,496
ReLU-287 [-1, 64, 4, 4] 0
Conv2d-288 [-1, 64, 4, 4] 36,928
ReLU-289 [-1, 64, 4, 4] 0
Conv2d-290 [-1, 64, 4, 4] 36,928
ReLU-291 [-1, 64, 4, 4] 0
MaxPool2d-292 [-1, 64, 2, 2] 0
Conv2d-293 [-1, 128, 2, 2] 73,856
ReLU-294 [-1, 128, 2, 2] 0
Conv2d-295 [-1, 128, 2, 2] 147,584
ReLU-296 [-1, 128, 2, 2] 0
Conv2d-297 [-1, 128, 2, 2] 147,584
ReLU-298 [-1, 128, 2, 2] 0
MaxPool2d-299 [-1, 128, 1, 1] 0
Flatten-300 [-1, 128] 0
Conv2d-301 [-1, 16, 16, 16] 448
ReLU-302 [-1, 16, 16, 16] 0
Conv2d-303 [-1, 16, 16, 16] 2,320
ReLU-304 [-1, 16, 16, 16] 0
MaxPool2d-305 [-1, 16, 8, 8] 0
Conv2d-306 [-1, 32, 8, 8] 4,640
ReLU-307 [-1, 32, 8, 8] 0
Conv2d-308 [-1, 32, 8, 8] 9,248
ReLU-309 [-1, 32, 8, 8] 0
MaxPool2d-310 [-1, 32, 4, 4] 0
Conv2d-311 [-1, 64, 4, 4] 18,496
ReLU-312 [-1, 64, 4, 4] 0
Conv2d-313 [-1, 64, 4, 4] 36,928
ReLU-314 [-1, 64, 4, 4] 0
Conv2d-315 [-1, 64, 4, 4] 36,928
ReLU-316 [-1, 64, 4, 4] 0
MaxPool2d-317 [-1, 64, 2, 2] 0
Conv2d-318 [-1, 128, 2, 2] 73,856
ReLU-319 [-1, 128, 2, 2] 0
Conv2d-320 [-1, 128, 2, 2] 147,584
ReLU-321 [-1, 128, 2, 2] 0
Conv2d-322 [-1, 128, 2, 2] 147,584
ReLU-323 [-1, 128, 2, 2] 0
MaxPool2d-324 [-1, 128, 1, 1] 0
Flatten-325 [-1, 128] 0
Conv2d-326 [-1, 16, 16, 16] 448
ReLU-327 [-1, 16, 16, 16] 0
Conv2d-328 [-1, 16, 16, 16] 2,320
ReLU-329 [-1, 16, 16, 16] 0
MaxPool2d-330 [-1, 16, 8, 8] 0
Conv2d-331 [-1, 32, 8, 8] 4,640
ReLU-332 [-1, 32, 8, 8] 0
Conv2d-333 [-1, 32, 8, 8] 9,248
ReLU-334 [-1, 32, 8, 8] 0
MaxPool2d-335 [-1, 32, 4, 4] 0
Conv2d-336 [-1, 64, 4, 4] 18,496
ReLU-337 [-1, 64, 4, 4] 0
Conv2d-338 [-1, 64, 4, 4] 36,928
ReLU-339 [-1, 64, 4, 4] 0
Conv2d-340 [-1, 64, 4, 4] 36,928
ReLU-341 [-1, 64, 4, 4] 0
MaxPool2d-342 [-1, 64, 2, 2] 0
Conv2d-343 [-1, 128, 2, 2] 73,856
ReLU-344 [-1, 128, 2, 2] 0
Conv2d-345 [-1, 128, 2, 2] 147,584
ReLU-346 [-1, 128, 2, 2] 0
Conv2d-347 [-1, 128, 2, 2] 147,584
ReLU-348 [-1, 128, 2, 2] 0
MaxPool2d-349 [-1, 128, 1, 1] 0
Flatten-350 [-1, 128] 0
Conv2d-351 [-1, 16, 16, 16] 448
ReLU-352 [-1, 16, 16, 16] 0
Conv2d-353 [-1, 16, 16, 16] 2,320
ReLU-354 [-1, 16, 16, 16] 0
MaxPool2d-355 [-1, 16, 8, 8] 0
Conv2d-356 [-1, 32, 8, 8] 4,640
ReLU-357 [-1, 32, 8, 8] 0
Conv2d-358 [-1, 32, 8, 8] 9,248
ReLU-359 [-1, 32, 8, 8] 0
MaxPool2d-360 [-1, 32, 4, 4] 0
Conv2d-361 [-1, 64, 4, 4] 18,496
ReLU-362 [-1, 64, 4, 4] 0
Conv2d-363 [-1, 64, 4, 4] 36,928
ReLU-364 [-1, 64, 4, 4] 0
Conv2d-365 [-1, 64, 4, 4] 36,928
ReLU-366 [-1, 64, 4, 4] 0
MaxPool2d-367 [-1, 64, 2, 2] 0
Conv2d-368 [-1, 128, 2, 2] 73,856
ReLU-369 [-1, 128, 2, 2] 0
Conv2d-370 [-1, 128, 2, 2] 147,584
ReLU-371 [-1, 128, 2, 2] 0
Conv2d-372 [-1, 128, 2, 2] 147,584
ReLU-373 [-1, 128, 2, 2] 0
MaxPool2d-374 [-1, 128, 1, 1] 0
Flatten-375 [-1, 128] 0
Conv2d-376 [-1, 16, 16, 16] 448
ReLU-377 [-1, 16, 16, 16] 0
Conv2d-378 [-1, 16, 16, 16] 2,320
ReLU-379 [-1, 16, 16, 16] 0
MaxPool2d-380 [-1, 16, 8, 8] 0
Conv2d-381 [-1, 32, 8, 8] 4,640
ReLU-382 [-1, 32, 8, 8] 0
Conv2d-383 [-1, 32, 8, 8] 9,248
ReLU-384 [-1, 32, 8, 8] 0
MaxPool2d-385 [-1, 32, 4, 4] 0
Conv2d-386 [-1, 64, 4, 4] 18,496
ReLU-387 [-1, 64, 4, 4] 0
Conv2d-388 [-1, 64, 4, 4] 36,928
ReLU-389 [-1, 64, 4, 4] 0
Conv2d-390 [-1, 64, 4, 4] 36,928
ReLU-391 [-1, 64, 4, 4] 0
MaxPool2d-392 [-1, 64, 2, 2] 0
Conv2d-393 [-1, 128, 2, 2] 73,856
ReLU-394 [-1, 128, 2, 2] 0
Conv2d-395 [-1, 128, 2, 2] 147,584
ReLU-396 [-1, 128, 2, 2] 0
Conv2d-397 [-1, 128, 2, 2] 147,584
ReLU-398 [-1, 128, 2, 2] 0
MaxPool2d-399 [-1, 128, 1, 1] 0
Flatten-400 [-1, 128] 0
Conv2d-401 [-1, 16, 16, 16] 448
ReLU-402 [-1, 16, 16, 16] 0
Conv2d-403 [-1, 16, 16, 16] 2,320
ReLU-404 [-1, 16, 16, 16] 0
MaxPool2d-405 [-1, 16, 8, 8] 0
Conv2d-406 [-1, 32, 8, 8] 4,640
ReLU-407 [-1, 32, 8, 8] 0
Conv2d-408 [-1, 32, 8, 8] 9,248
ReLU-409 [-1, 32, 8, 8] 0
MaxPool2d-410 [-1, 32, 4, 4] 0
Conv2d-411 [-1, 64, 4, 4] 18,496
ReLU-412 [-1, 64, 4, 4] 0
Conv2d-413 [-1, 64, 4, 4] 36,928
ReLU-414 [-1, 64, 4, 4] 0
Conv2d-415 [-1, 64, 4, 4] 36,928
ReLU-416 [-1, 64, 4, 4] 0
MaxPool2d-417 [-1, 64, 2, 2] 0
Conv2d-418 [-1, 128, 2, 2] 73,856
ReLU-419 [-1, 128, 2, 2] 0
Conv2d-420 [-1, 128, 2, 2] 147,584
ReLU-421 [-1, 128, 2, 2] 0
Conv2d-422 [-1, 128, 2, 2] 147,584
ReLU-423 [-1, 128, 2, 2] 0
MaxPool2d-424 [-1, 128, 1, 1] 0
Flatten-425 [-1, 128] 0
Conv2d-426 [-1, 16, 16, 16] 448
ReLU-427 [-1, 16, 16, 16] 0
Conv2d-428 [-1, 16, 16, 16] 2,320
ReLU-429 [-1, 16, 16, 16] 0
MaxPool2d-430 [-1, 16, 8, 8] 0
Conv2d-431 [-1, 32, 8, 8] 4,640
ReLU-432 [-1, 32, 8, 8] 0
Conv2d-433 [-1, 32, 8, 8] 9,248
ReLU-434 [-1, 32, 8, 8] 0
MaxPool2d-435 [-1, 32, 4, 4] 0
Conv2d-436 [-1, 64, 4, 4] 18,496
ReLU-437 [-1, 64, 4, 4] 0
Conv2d-438 [-1, 64, 4, 4] 36,928
ReLU-439 [-1, 64, 4, 4] 0
Conv2d-440 [-1, 64, 4, 4] 36,928
ReLU-441 [-1, 64, 4, 4] 0
MaxPool2d-442 [-1, 64, 2, 2] 0
Conv2d-443 [-1, 128, 2, 2] 73,856
ReLU-444 [-1, 128, 2, 2] 0
Conv2d-445 [-1, 128, 2, 2] 147,584
ReLU-446 [-1, 128, 2, 2] 0
Conv2d-447 [-1, 128, 2, 2] 147,584
ReLU-448 [-1, 128, 2, 2] 0
MaxPool2d-449 [-1, 128, 1, 1] 0
Flatten-450 [-1, 128] 0
Conv2d-451 [-1, 16, 16, 16] 448
ReLU-452 [-1, 16, 16, 16] 0
Conv2d-453 [-1, 16, 16, 16] 2,320
ReLU-454 [-1, 16, 16, 16] 0
MaxPool2d-455 [-1, 16, 8, 8] 0
Conv2d-456 [-1, 32, 8, 8] 4,640
ReLU-457 [-1, 32, 8, 8] 0
Conv2d-458 [-1, 32, 8, 8] 9,248
ReLU-459 [-1, 32, 8, 8] 0
MaxPool2d-460 [-1, 32, 4, 4] 0
Conv2d-461 [-1, 64, 4, 4] 18,496
ReLU-462 [-1, 64, 4, 4] 0
Conv2d-463 [-1, 64, 4, 4] 36,928
ReLU-464 [-1, 64, 4, 4] 0
Conv2d-465 [-1, 64, 4, 4] 36,928
ReLU-466 [-1, 64, 4, 4] 0
MaxPool2d-467 [-1, 64, 2, 2] 0
Conv2d-468 [-1, 128, 2, 2] 73,856
ReLU-469 [-1, 128, 2, 2] 0
Conv2d-470 [-1, 128, 2, 2] 147,584
ReLU-471 [-1, 128, 2, 2] 0
Conv2d-472 [-1, 128, 2, 2] 147,584
ReLU-473 [-1, 128, 2, 2] 0
MaxPool2d-474 [-1, 128, 1, 1] 0
Flatten-475 [-1, 128] 0
Conv2d-476 [-1, 16, 16, 16] 448
ReLU-477 [-1, 16, 16, 16] 0
Conv2d-478 [-1, 16, 16, 16] 2,320
ReLU-479 [-1, 16, 16, 16] 0
MaxPool2d-480 [-1, 16, 8, 8] 0
Conv2d-481 [-1, 32, 8, 8] 4,640
ReLU-482 [-1, 32, 8, 8] 0
Conv2d-483 [-1, 32, 8, 8] 9,248
ReLU-484 [-1, 32, 8, 8] 0
MaxPool2d-485 [-1, 32, 4, 4] 0
Conv2d-486 [-1, 64, 4, 4] 18,496
ReLU-487 [-1, 64, 4, 4] 0
Conv2d-488 [-1, 64, 4, 4] 36,928
ReLU-489 [-1, 64, 4, 4] 0
Conv2d-490 [-1, 64, 4, 4] 36,928
ReLU-491 [-1, 64, 4, 4] 0
MaxPool2d-492 [-1, 64, 2, 2] 0
Conv2d-493 [-1, 128, 2, 2] 73,856
ReLU-494 [-1, 128, 2, 2] 0
Conv2d-495 [-1, 128, 2, 2] 147,584
ReLU-496 [-1, 128, 2, 2] 0
Conv2d-497 [-1, 128, 2, 2] 147,584
ReLU-498 [-1, 128, 2, 2] 0
MaxPool2d-499 [-1, 128, 1, 1] 0
Flatten-500 [-1, 128] 0
Conv2d-501 [-1, 16, 16, 16] 448
ReLU-502 [-1, 16, 16, 16] 0
Conv2d-503 [-1, 16, 16, 16] 2,320
ReLU-504 [-1, 16, 16, 16] 0
MaxPool2d-505 [-1, 16, 8, 8] 0
Conv2d-506 [-1, 32, 8, 8] 4,640
ReLU-507 [-1, 32, 8, 8] 0
Conv2d-508 [-1, 32, 8, 8] 9,248
ReLU-509 [-1, 32, 8, 8] 0
MaxPool2d-510 [-1, 32, 4, 4] 0
Conv2d-511 [-1, 64, 4, 4] 18,496
ReLU-512 [-1, 64, 4, 4] 0
Conv2d-513 [-1, 64, 4, 4] 36,928
ReLU-514 [-1, 64, 4, 4] 0
Conv2d-515 [-1, 64, 4, 4] 36,928
ReLU-516 [-1, 64, 4, 4] 0
MaxPool2d-517 [-1, 64, 2, 2] 0
Conv2d-518 [-1, 128, 2, 2] 73,856
ReLU-519 [-1, 128, 2, 2] 0
Conv2d-520 [-1, 128, 2, 2] 147,584
ReLU-521 [-1, 128, 2, 2] 0
Conv2d-522 [-1, 128, 2, 2] 147,584
ReLU-523 [-1, 128, 2, 2] 0
MaxPool2d-524 [-1, 128, 1, 1] 0
Flatten-525 [-1, 128] 0
Conv2d-526 [-1, 16, 16, 16] 448
ReLU-527 [-1, 16, 16, 16] 0
Conv2d-528 [-1, 16, 16, 16] 2,320
ReLU-529 [-1, 16, 16, 16] 0
MaxPool2d-530 [-1, 16, 8, 8] 0
Conv2d-531 [-1, 32, 8, 8] 4,640
ReLU-532 [-1, 32, 8, 8] 0
Conv2d-533 [-1, 32, 8, 8] 9,248
ReLU-534 [-1, 32, 8, 8] 0
MaxPool2d-535 [-1, 32, 4, 4] 0
Conv2d-536 [-1, 64, 4, 4] 18,496
ReLU-537 [-1, 64, 4, 4] 0
Conv2d-538 [-1, 64, 4, 4] 36,928
ReLU-539 [-1, 64, 4, 4] 0
Conv2d-540 [-1, 64, 4, 4] 36,928
ReLU-541 [-1, 64, 4, 4] 0
MaxPool2d-542 [-1, 64, 2, 2] 0
Conv2d-543 [-1, 128, 2, 2] 73,856
ReLU-544 [-1, 128, 2, 2] 0
Conv2d-545 [-1, 128, 2, 2] 147,584
ReLU-546 [-1, 128, 2, 2] 0
Conv2d-547 [-1, 128, 2, 2] 147,584
ReLU-548 [-1, 128, 2, 2] 0
MaxPool2d-549 [-1, 128, 1, 1] 0
Flatten-550 [-1, 128] 0
Conv2d-551 [-1, 16, 16, 16] 448
ReLU-552 [-1, 16, 16, 16] 0
Conv2d-553 [-1, 16, 16, 16] 2,320
ReLU-554 [-1, 16, 16, 16] 0
MaxPool2d-555 [-1, 16, 8, 8] 0
Conv2d-556 [-1, 32, 8, 8] 4,640
ReLU-557 [-1, 32, 8, 8] 0
Conv2d-558 [-1, 32, 8, 8] 9,248
ReLU-559 [-1, 32, 8, 8] 0
MaxPool2d-560 [-1, 32, 4, 4] 0
Conv2d-561 [-1, 64, 4, 4] 18,496
ReLU-562 [-1, 64, 4, 4] 0
Conv2d-563 [-1, 64, 4, 4] 36,928
ReLU-564 [-1, 64, 4, 4] 0
Conv2d-565 [-1, 64, 4, 4] 36,928
ReLU-566 [-1, 64, 4, 4] 0
MaxPool2d-567 [-1, 64, 2, 2] 0
Conv2d-568 [-1, 128, 2, 2] 73,856
ReLU-569 [-1, 128, 2, 2] 0
Conv2d-570 [-1, 128, 2, 2] 147,584
ReLU-571 [-1, 128, 2, 2] 0
Conv2d-572 [-1, 128, 2, 2] 147,584
ReLU-573 [-1, 128, 2, 2] 0
MaxPool2d-574 [-1, 128, 1, 1] 0
Flatten-575 [-1, 128] 0
Conv2d-576 [-1, 16, 16, 16] 448
ReLU-577 [-1, 16, 16, 16] 0
Conv2d-578 [-1, 16, 16, 16] 2,320
ReLU-579 [-1, 16, 16, 16] 0
MaxPool2d-580 [-1, 16, 8, 8] 0
Conv2d-581 [-1, 32, 8, 8] 4,640
ReLU-582 [-1, 32, 8, 8] 0
Conv2d-583 [-1, 32, 8, 8] 9,248
ReLU-584 [-1, 32, 8, 8] 0
MaxPool2d-585 [-1, 32, 4, 4] 0
Conv2d-586 [-1, 64, 4, 4] 18,496
ReLU-587 [-1, 64, 4, 4] 0
Conv2d-588 [-1, 64, 4, 4] 36,928
ReLU-589 [-1, 64, 4, 4] 0
Conv2d-590 [-1, 64, 4, 4] 36,928
ReLU-591 [-1, 64, 4, 4] 0
MaxPool2d-592 [-1, 64, 2, 2] 0
Conv2d-593 [-1, 128, 2, 2] 73,856
ReLU-594 [-1, 128, 2, 2] 0
Conv2d-595 [-1, 128, 2, 2] 147,584
ReLU-596 [-1, 128, 2, 2] 0
Conv2d-597 [-1, 128, 2, 2] 147,584
ReLU-598 [-1, 128, 2, 2] 0
MaxPool2d-599 [-1, 128, 1, 1] 0
Flatten-600 [-1, 128] 0
Conv2d-601 [-1, 16, 16, 16] 448
ReLU-602 [-1, 16, 16, 16] 0
Conv2d-603 [-1, 16, 16, 16] 2,320
ReLU-604 [-1, 16, 16, 16] 0
MaxPool2d-605 [-1, 16, 8, 8] 0
Conv2d-606 [-1, 32, 8, 8] 4,640
ReLU-607 [-1, 32, 8, 8] 0
Conv2d-608 [-1, 32, 8, 8] 9,248
ReLU-609 [-1, 32, 8, 8] 0
MaxPool2d-610 [-1, 32, 4, 4] 0
Conv2d-611 [-1, 64, 4, 4] 18,496
ReLU-612 [-1, 64, 4, 4] 0
Conv2d-613 [-1, 64, 4, 4] 36,928
ReLU-614 [-1, 64, 4, 4] 0
Conv2d-615 [-1, 64, 4, 4] 36,928
ReLU-616 [-1, 64, 4, 4] 0
MaxPool2d-617 [-1, 64, 2, 2] 0
Conv2d-618 [-1, 128, 2, 2] 73,856
ReLU-619 [-1, 128, 2, 2] 0
Conv2d-620 [-1, 128, 2, 2] 147,584
ReLU-621 [-1, 128, 2, 2] 0
Conv2d-622 [-1, 128, 2, 2] 147,584
ReLU-623 [-1, 128, 2, 2] 0
MaxPool2d-624 [-1, 128, 1, 1] 0
Flatten-625 [-1, 128] 0
Conv2d-626 [-1, 16, 16, 16] 448
ReLU-627 [-1, 16, 16, 16] 0
Conv2d-628 [-1, 16, 16, 16] 2,320
ReLU-629 [-1, 16, 16, 16] 0
MaxPool2d-630 [-1, 16, 8, 8] 0
Conv2d-631 [-1, 32, 8, 8] 4,640
ReLU-632 [-1, 32, 8, 8] 0
Conv2d-633 [-1, 32, 8, 8] 9,248
ReLU-634 [-1, 32, 8, 8] 0
MaxPool2d-635 [-1, 32, 4, 4] 0
Conv2d-636 [-1, 64, 4, 4] 18,496
ReLU-637 [-1, 64, 4, 4] 0
Conv2d-638 [-1, 64, 4, 4] 36,928
ReLU-639 [-1, 64, 4, 4] 0
Conv2d-640 [-1, 64, 4, 4] 36,928
ReLU-641 [-1, 64, 4, 4] 0
MaxPool2d-642 [-1, 64, 2, 2] 0
Conv2d-643 [-1, 128, 2, 2] 73,856
ReLU-644 [-1, 128, 2, 2] 0
Conv2d-645 [-1, 128, 2, 2] 147,584
ReLU-646 [-1, 128, 2, 2] 0
Conv2d-647 [-1, 128, 2, 2] 147,584
ReLU-648 [-1, 128, 2, 2] 0
MaxPool2d-649 [-1, 128, 1, 1] 0
Flatten-650 [-1, 128] 0
Conv2d-651 [-1, 16, 16, 16] 448
ReLU-652 [-1, 16, 16, 16] 0
Conv2d-653 [-1, 16, 16, 16] 2,320
ReLU-654 [-1, 16, 16, 16] 0
MaxPool2d-655 [-1, 16, 8, 8] 0
Conv2d-656 [-1, 32, 8, 8] 4,640
ReLU-657 [-1, 32, 8, 8] 0
Conv2d-658 [-1, 32, 8, 8] 9,248
ReLU-659 [-1, 32, 8, 8] 0
MaxPool2d-660 [-1, 32, 4, 4] 0
Conv2d-661 [-1, 64, 4, 4] 18,496
ReLU-662 [-1, 64, 4, 4] 0
Conv2d-663 [-1, 64, 4, 4] 36,928
ReLU-664 [-1, 64, 4, 4] 0
Conv2d-665 [-1, 64, 4, 4] 36,928
ReLU-666 [-1, 64, 4, 4] 0
MaxPool2d-667 [-1, 64, 2, 2] 0
Conv2d-668 [-1, 128, 2, 2] 73,856
ReLU-669 [-1, 128, 2, 2] 0
Conv2d-670 [-1, 128, 2, 2] 147,584
ReLU-671 [-1, 128, 2, 2] 0
Conv2d-672 [-1, 128, 2, 2] 147,584
ReLU-673 [-1, 128, 2, 2] 0
MaxPool2d-674 [-1, 128, 1, 1] 0
Flatten-675 [-1, 128] 0
Conv2d-676 [-1, 16, 16, 16] 448
ReLU-677 [-1, 16, 16, 16] 0
Conv2d-678 [-1, 16, 16, 16] 2,320
ReLU-679 [-1, 16, 16, 16] 0
MaxPool2d-680 [-1, 16, 8, 8] 0
Conv2d-681 [-1, 32, 8, 8] 4,640
ReLU-682 [-1, 32, 8, 8] 0
Conv2d-683 [-1, 32, 8, 8] 9,248
ReLU-684 [-1, 32, 8, 8] 0
MaxPool2d-685 [-1, 32, 4, 4] 0
Conv2d-686 [-1, 64, 4, 4] 18,496
ReLU-687 [-1, 64, 4, 4] 0
Conv2d-688 [-1, 64, 4, 4] 36,928
ReLU-689 [-1, 64, 4, 4] 0
Conv2d-690 [-1, 64, 4, 4] 36,928
ReLU-691 [-1, 64, 4, 4] 0
MaxPool2d-692 [-1, 64, 2, 2] 0
Conv2d-693 [-1, 128, 2, 2] 73,856
ReLU-694 [-1, 128, 2, 2] 0
Conv2d-695 [-1, 128, 2, 2] 147,584
ReLU-696 [-1, 128, 2, 2] 0
Conv2d-697 [-1, 128, 2, 2] 147,584
ReLU-698 [-1, 128, 2, 2] 0
MaxPool2d-699 [-1, 128, 1, 1] 0
Flatten-700 [-1, 128] 0
Conv2d-701 [-1, 16, 16, 16] 448
ReLU-702 [-1, 16, 16, 16] 0
Conv2d-703 [-1, 16, 16, 16] 2,320
ReLU-704 [-1, 16, 16, 16] 0
MaxPool2d-705 [-1, 16, 8, 8] 0
Conv2d-706 [-1, 32, 8, 8] 4,640
ReLU-707 [-1, 32, 8, 8] 0
Conv2d-708 [-1, 32, 8, 8] 9,248
ReLU-709 [-1, 32, 8, 8] 0
MaxPool2d-710 [-1, 32, 4, 4] 0
Conv2d-711 [-1, 64, 4, 4] 18,496
ReLU-712 [-1, 64, 4, 4] 0
Conv2d-713 [-1, 64, 4, 4] 36,928
ReLU-714 [-1, 64, 4, 4] 0
Conv2d-715 [-1, 64, 4, 4] 36,928
ReLU-716 [-1, 64, 4, 4] 0
MaxPool2d-717 [-1, 64, 2, 2] 0
Conv2d-718 [-1, 128, 2, 2] 73,856
ReLU-719 [-1, 128, 2, 2] 0
Conv2d-720 [-1, 128, 2, 2] 147,584
ReLU-721 [-1, 128, 2, 2] 0
Conv2d-722 [-1, 128, 2, 2] 147,584
ReLU-723 [-1, 128, 2, 2] 0
MaxPool2d-724 [-1, 128, 1, 1] 0
Flatten-725 [-1, 128] 0
Conv2d-726 [-1, 16, 16, 16] 448
ReLU-727 [-1, 16, 16, 16] 0
Conv2d-728 [-1, 16, 16, 16] 2,320
ReLU-729 [-1, 16, 16, 16] 0
MaxPool2d-730 [-1, 16, 8, 8] 0
Conv2d-731 [-1, 32, 8, 8] 4,640
ReLU-732 [-1, 32, 8, 8] 0
Conv2d-733 [-1, 32, 8, 8] 9,248
ReLU-734 [-1, 32, 8, 8] 0
MaxPool2d-735 [-1, 32, 4, 4] 0
Conv2d-736 [-1, 64, 4, 4] 18,496
ReLU-737 [-1, 64, 4, 4] 0
Conv2d-738 [-1, 64, 4, 4] 36,928
ReLU-739 [-1, 64, 4, 4] 0
Conv2d-740 [-1, 64, 4, 4] 36,928
ReLU-741 [-1, 64, 4, 4] 0
MaxPool2d-742 [-1, 64, 2, 2] 0
Conv2d-743 [-1, 128, 2, 2] 73,856
ReLU-744 [-1, 128, 2, 2] 0
Conv2d-745 [-1, 128, 2, 2] 147,584
ReLU-746 [-1, 128, 2, 2] 0
Conv2d-747 [-1, 128, 2, 2] 147,584
ReLU-748 [-1, 128, 2, 2] 0
MaxPool2d-749 [-1, 128, 1, 1] 0
Flatten-750 [-1, 128] 0
Conv2d-751 [-1, 16, 16, 16] 448
ReLU-752 [-1, 16, 16, 16] 0
Conv2d-753 [-1, 16, 16, 16] 2,320
ReLU-754 [-1, 16, 16, 16] 0
MaxPool2d-755 [-1, 16, 8, 8] 0
Conv2d-756 [-1, 32, 8, 8] 4,640
ReLU-757 [-1, 32, 8, 8] 0
Conv2d-758 [-1, 32, 8, 8] 9,248
ReLU-759 [-1, 32, 8, 8] 0
MaxPool2d-760 [-1, 32, 4, 4] 0
Conv2d-761 [-1, 64, 4, 4] 18,496
ReLU-762 [-1, 64, 4, 4] 0
Conv2d-763 [-1, 64, 4, 4] 36,928
ReLU-764 [-1, 64, 4, 4] 0
Conv2d-765 [-1, 64, 4, 4] 36,928
ReLU-766 [-1, 64, 4, 4] 0
MaxPool2d-767 [-1, 64, 2, 2] 0
Conv2d-768 [-1, 128, 2, 2] 73,856
ReLU-769 [-1, 128, 2, 2] 0
Conv2d-770 [-1, 128, 2, 2] 147,584
ReLU-771 [-1, 128, 2, 2] 0
Conv2d-772 [-1, 128, 2, 2] 147,584
ReLU-773 [-1, 128, 2, 2] 0
MaxPool2d-774 [-1, 128, 1, 1] 0
Flatten-775 [-1, 128] 0
Conv2d-776 [-1, 16, 16, 16] 448
ReLU-777 [-1, 16, 16, 16] 0
Conv2d-778 [-1, 16, 16, 16] 2,320
ReLU-779 [-1, 16, 16, 16] 0
MaxPool2d-780 [-1, 16, 8, 8] 0
Conv2d-781 [-1, 32, 8, 8] 4,640
ReLU-782 [-1, 32, 8, 8] 0
Conv2d-783 [-1, 32, 8, 8] 9,248
ReLU-784 [-1, 32, 8, 8] 0
MaxPool2d-785 [-1, 32, 4, 4] 0
Conv2d-786 [-1, 64, 4, 4] 18,496
ReLU-787 [-1, 64, 4, 4] 0
Conv2d-788 [-1, 64, 4, 4] 36,928
ReLU-789 [-1, 64, 4, 4] 0
Conv2d-790 [-1, 64, 4, 4] 36,928
ReLU-791 [-1, 64, 4, 4] 0
MaxPool2d-792 [-1, 64, 2, 2] 0
Conv2d-793 [-1, 128, 2, 2] 73,856
ReLU-794 [-1, 128, 2, 2] 0
Conv2d-795 [-1, 128, 2, 2] 147,584
ReLU-796 [-1, 128, 2, 2] 0
Conv2d-797 [-1, 128, 2, 2] 147,584
ReLU-798 [-1, 128, 2, 2] 0
MaxPool2d-799 [-1, 128, 1, 1] 0
Flatten-800 [-1, 128] 0
Conv2d-801 [-1, 16, 16, 16] 448
ReLU-802 [-1, 16, 16, 16] 0
Conv2d-803 [-1, 16, 16, 16] 2,320
ReLU-804 [-1, 16, 16, 16] 0
MaxPool2d-805 [-1, 16, 8, 8] 0
Conv2d-806 [-1, 32, 8, 8] 4,640
ReLU-807 [-1, 32, 8, 8] 0
Conv2d-808 [-1, 32, 8, 8] 9,248
ReLU-809 [-1, 32, 8, 8] 0
MaxPool2d-810 [-1, 32, 4, 4] 0
Conv2d-811 [-1, 64, 4, 4] 18,496
ReLU-812 [-1, 64, 4, 4] 0
Conv2d-813 [-1, 64, 4, 4] 36,928
ReLU-814 [-1, 64, 4, 4] 0
Conv2d-815 [-1, 64, 4, 4] 36,928
ReLU-816 [-1, 64, 4, 4] 0
MaxPool2d-817 [-1, 64, 2, 2] 0
Conv2d-818 [-1, 128, 2, 2] 73,856
ReLU-819 [-1, 128, 2, 2] 0
Conv2d-820 [-1, 128, 2, 2] 147,584
ReLU-821 [-1, 128, 2, 2] 0
Conv2d-822 [-1, 128, 2, 2] 147,584
ReLU-823 [-1, 128, 2, 2] 0
MaxPool2d-824 [-1, 128, 1, 1] 0
Flatten-825 [-1, 128] 0
Conv2d-826 [-1, 16, 16, 16] 448
ReLU-827 [-1, 16, 16, 16] 0
Conv2d-828 [-1, 16, 16, 16] 2,320
ReLU-829 [-1, 16, 16, 16] 0
MaxPool2d-830 [-1, 16, 8, 8] 0
Conv2d-831 [-1, 32, 8, 8] 4,640
ReLU-832 [-1, 32, 8, 8] 0
Conv2d-833 [-1, 32, 8, 8] 9,248
ReLU-834 [-1, 32, 8, 8] 0
MaxPool2d-835 [-1, 32, 4, 4] 0
Conv2d-836 [-1, 64, 4, 4] 18,496
ReLU-837 [-1, 64, 4, 4] 0
Conv2d-838 [-1, 64, 4, 4] 36,928
ReLU-839 [-1, 64, 4, 4] 0
Conv2d-840 [-1, 64, 4, 4] 36,928
ReLU-841 [-1, 64, 4, 4] 0
MaxPool2d-842 [-1, 64, 2, 2] 0
Conv2d-843 [-1, 128, 2, 2] 73,856
ReLU-844 [-1, 128, 2, 2] 0
Conv2d-845 [-1, 128, 2, 2] 147,584
ReLU-846 [-1, 128, 2, 2] 0
Conv2d-847 [-1, 128, 2, 2] 147,584
ReLU-848 [-1, 128, 2, 2] 0
MaxPool2d-849 [-1, 128, 1, 1] 0
Flatten-850 [-1, 128] 0
Conv2d-851 [-1, 16, 16, 16] 448
ReLU-852 [-1, 16, 16, 16] 0
Conv2d-853 [-1, 16, 16, 16] 2,320
ReLU-854 [-1, 16, 16, 16] 0
MaxPool2d-855 [-1, 16, 8, 8] 0
Conv2d-856 [-1, 32, 8, 8] 4,640
ReLU-857 [-1, 32, 8, 8] 0
Conv2d-858 [-1, 32, 8, 8] 9,248
ReLU-859 [-1, 32, 8, 8] 0
MaxPool2d-860 [-1, 32, 4, 4] 0
Conv2d-861 [-1, 64, 4, 4] 18,496
ReLU-862 [-1, 64, 4, 4] 0
Conv2d-863 [-1, 64, 4, 4] 36,928
ReLU-864 [-1, 64, 4, 4] 0
Conv2d-865 [-1, 64, 4, 4] 36,928
ReLU-866 [-1, 64, 4, 4] 0
MaxPool2d-867 [-1, 64, 2, 2] 0
Conv2d-868 [-1, 128, 2, 2] 73,856
ReLU-869 [-1, 128, 2, 2] 0
Conv2d-870 [-1, 128, 2, 2] 147,584
ReLU-871 [-1, 128, 2, 2] 0
Conv2d-872 [-1, 128, 2, 2] 147,584
ReLU-873 [-1, 128, 2, 2] 0
MaxPool2d-874 [-1, 128, 1, 1] 0
Flatten-875 [-1, 128] 0
Conv2d-876 [-1, 16, 16, 16] 448
ReLU-877 [-1, 16, 16, 16] 0
Conv2d-878 [-1, 16, 16, 16] 2,320
ReLU-879 [-1, 16, 16, 16] 0
MaxPool2d-880 [-1, 16, 8, 8] 0
Conv2d-881 [-1, 32, 8, 8] 4,640
ReLU-882 [-1, 32, 8, 8] 0
Conv2d-883 [-1, 32, 8, 8] 9,248
ReLU-884 [-1, 32, 8, 8] 0
MaxPool2d-885 [-1, 32, 4, 4] 0
Conv2d-886 [-1, 64, 4, 4] 18,496
ReLU-887 [-1, 64, 4, 4] 0
Conv2d-888 [-1, 64, 4, 4] 36,928
ReLU-889 [-1, 64, 4, 4] 0
Conv2d-890 [-1, 64, 4, 4] 36,928
ReLU-891 [-1, 64, 4, 4] 0
MaxPool2d-892 [-1, 64, 2, 2] 0
Conv2d-893 [-1, 128, 2, 2] 73,856
ReLU-894 [-1, 128, 2, 2] 0
Conv2d-895 [-1, 128, 2, 2] 147,584
ReLU-896 [-1, 128, 2, 2] 0
Conv2d-897 [-1, 128, 2, 2] 147,584
ReLU-898 [-1, 128, 2, 2] 0
MaxPool2d-899 [-1, 128, 1, 1] 0
Flatten-900 [-1, 128] 0
Conv2d-901 [-1, 16, 16, 16] 448
ReLU-902 [-1, 16, 16, 16] 0
Conv2d-903 [-1, 16, 16, 16] 2,320
ReLU-904 [-1, 16, 16, 16] 0
MaxPool2d-905 [-1, 16, 8, 8] 0
Conv2d-906 [-1, 32, 8, 8] 4,640
ReLU-907 [-1, 32, 8, 8] 0
Conv2d-908 [-1, 32, 8, 8] 9,248
ReLU-909 [-1, 32, 8, 8] 0
MaxPool2d-910 [-1, 32, 4, 4] 0
Conv2d-911 [-1, 64, 4, 4] 18,496
ReLU-912 [-1, 64, 4, 4] 0
Conv2d-913 [-1, 64, 4, 4] 36,928
ReLU-914 [-1, 64, 4, 4] 0
Conv2d-915 [-1, 64, 4, 4] 36,928
ReLU-916 [-1, 64, 4, 4] 0
MaxPool2d-917 [-1, 64, 2, 2] 0
Conv2d-918 [-1, 128, 2, 2] 73,856
ReLU-919 [-1, 128, 2, 2] 0
Conv2d-920 [-1, 128, 2, 2] 147,584
ReLU-921 [-1, 128, 2, 2] 0
Conv2d-922 [-1, 128, 2, 2] 147,584
ReLU-923 [-1, 128, 2, 2] 0
MaxPool2d-924 [-1, 128, 1, 1] 0
Flatten-925 [-1, 128] 0
Conv2d-926 [-1, 16, 16, 16] 448
ReLU-927 [-1, 16, 16, 16] 0
Conv2d-928 [-1, 16, 16, 16] 2,320
ReLU-929 [-1, 16, 16, 16] 0
MaxPool2d-930 [-1, 16, 8, 8] 0
Conv2d-931 [-1, 32, 8, 8] 4,640
ReLU-932 [-1, 32, 8, 8] 0
Conv2d-933 [-1, 32, 8, 8] 9,248
ReLU-934 [-1, 32, 8, 8] 0
MaxPool2d-935 [-1, 32, 4, 4] 0
Conv2d-936 [-1, 64, 4, 4] 18,496
ReLU-937 [-1, 64, 4, 4] 0
Conv2d-938 [-1, 64, 4, 4] 36,928
ReLU-939 [-1, 64, 4, 4] 0
Conv2d-940 [-1, 64, 4, 4] 36,928
ReLU-941 [-1, 64, 4, 4] 0
MaxPool2d-942 [-1, 64, 2, 2] 0
Conv2d-943 [-1, 128, 2, 2] 73,856
ReLU-944 [-1, 128, 2, 2] 0
Conv2d-945 [-1, 128, 2, 2] 147,584
ReLU-946 [-1, 128, 2, 2] 0
Conv2d-947 [-1, 128, 2, 2] 147,584
ReLU-948 [-1, 128, 2, 2] 0
MaxPool2d-949 [-1, 128, 1, 1] 0
Flatten-950 [-1, 128] 0
Conv2d-951 [-1, 16, 16, 16] 448
ReLU-952 [-1, 16, 16, 16] 0
Conv2d-953 [-1, 16, 16, 16] 2,320
ReLU-954 [-1, 16, 16, 16] 0
MaxPool2d-955 [-1, 16, 8, 8] 0
Conv2d-956 [-1, 32, 8, 8] 4,640
ReLU-957 [-1, 32, 8, 8] 0
Conv2d-958 [-1, 32, 8, 8] 9,248
ReLU-959 [-1, 32, 8, 8] 0
MaxPool2d-960 [-1, 32, 4, 4] 0
Conv2d-961 [-1, 64, 4, 4] 18,496
ReLU-962 [-1, 64, 4, 4] 0
Conv2d-963 [-1, 64, 4, 4] 36,928
ReLU-964 [-1, 64, 4, 4] 0
Conv2d-965 [-1, 64, 4, 4] 36,928
ReLU-966 [-1, 64, 4, 4] 0
MaxPool2d-967 [-1, 64, 2, 2] 0
Conv2d-968 [-1, 128, 2, 2] 73,856
ReLU-969 [-1, 128, 2, 2] 0
Conv2d-970 [-1, 128, 2, 2] 147,584
ReLU-971 [-1, 128, 2, 2] 0
Conv2d-972 [-1, 128, 2, 2] 147,584
ReLU-973 [-1, 128, 2, 2] 0
MaxPool2d-974 [-1, 128, 1, 1] 0
Flatten-975 [-1, 128] 0
Conv2d-976 [-1, 16, 16, 16] 448
ReLU-977 [-1, 16, 16, 16] 0
Conv2d-978 [-1, 16, 16, 16] 2,320
ReLU-979 [-1, 16, 16, 16] 0
MaxPool2d-980 [-1, 16, 8, 8] 0
Conv2d-981 [-1, 32, 8, 8] 4,640
ReLU-982 [-1, 32, 8, 8] 0
Conv2d-983 [-1, 32, 8, 8] 9,248
ReLU-984 [-1, 32, 8, 8] 0
MaxPool2d-985 [-1, 32, 4, 4] 0
Conv2d-986 [-1, 64, 4, 4] 18,496
ReLU-987 [-1, 64, 4, 4] 0
Conv2d-988 [-1, 64, 4, 4] 36,928
ReLU-989 [-1, 64, 4, 4] 0
Conv2d-990 [-1, 64, 4, 4] 36,928
ReLU-991 [-1, 64, 4, 4] 0
MaxPool2d-992 [-1, 64, 2, 2] 0
Conv2d-993 [-1, 128, 2, 2] 73,856
ReLU-994 [-1, 128, 2, 2] 0
Conv2d-995 [-1, 128, 2, 2] 147,584
ReLU-996 [-1, 128, 2, 2] 0
Conv2d-997 [-1, 128, 2, 2] 147,584
ReLU-998 [-1, 128, 2, 2] 0
MaxPool2d-999 [-1, 128, 1, 1] 0
Flatten-1000 [-1, 128] 0
Conv2d-1001 [-1, 16, 16, 16] 448
ReLU-1002 [-1, 16, 16, 16] 0
Conv2d-1003 [-1, 16, 16, 16] 2,320
ReLU-1004 [-1, 16, 16, 16] 0
MaxPool2d-1005 [-1, 16, 8, 8] 0
Conv2d-1006 [-1, 32, 8, 8] 4,640
ReLU-1007 [-1, 32, 8, 8] 0
Conv2d-1008 [-1, 32, 8, 8] 9,248
ReLU-1009 [-1, 32, 8, 8] 0
MaxPool2d-1010 [-1, 32, 4, 4] 0
Conv2d-1011 [-1, 64, 4, 4] 18,496
ReLU-1012 [-1, 64, 4, 4] 0
Conv2d-1013 [-1, 64, 4, 4] 36,928
ReLU-1014 [-1, 64, 4, 4] 0
Conv2d-1015 [-1, 64, 4, 4] 36,928
ReLU-1016 [-1, 64, 4, 4] 0
MaxPool2d-1017 [-1, 64, 2, 2] 0
Conv2d-1018 [-1, 128, 2, 2] 73,856
ReLU-1019 [-1, 128, 2, 2] 0
Conv2d-1020 [-1, 128, 2, 2] 147,584
ReLU-1021 [-1, 128, 2, 2] 0
Conv2d-1022 [-1, 128, 2, 2] 147,584
ReLU-1023 [-1, 128, 2, 2] 0
MaxPool2d-1024 [-1, 128, 1, 1] 0
Flatten-1025 [-1, 128] 0
Conv2d-1026 [-1, 16, 16, 16] 448
ReLU-1027 [-1, 16, 16, 16] 0
Conv2d-1028 [-1, 16, 16, 16] 2,320
ReLU-1029 [-1, 16, 16, 16] 0
MaxPool2d-1030 [-1, 16, 8, 8] 0
Conv2d-1031 [-1, 32, 8, 8] 4,640
ReLU-1032 [-1, 32, 8, 8] 0
Conv2d-1033 [-1, 32, 8, 8] 9,248
ReLU-1034 [-1, 32, 8, 8] 0
MaxPool2d-1035 [-1, 32, 4, 4] 0
Conv2d-1036 [-1, 64, 4, 4] 18,496
ReLU-1037 [-1, 64, 4, 4] 0
Conv2d-1038 [-1, 64, 4, 4] 36,928
ReLU-1039 [-1, 64, 4, 4] 0
Conv2d-1040 [-1, 64, 4, 4] 36,928
ReLU-1041 [-1, 64, 4, 4] 0
MaxPool2d-1042 [-1, 64, 2, 2] 0
Conv2d-1043 [-1, 128, 2, 2] 73,856
ReLU-1044 [-1, 128, 2, 2] 0
Conv2d-1045 [-1, 128, 2, 2] 147,584
ReLU-1046 [-1, 128, 2, 2] 0
Conv2d-1047 [-1, 128, 2, 2] 147,584
ReLU-1048 [-1, 128, 2, 2] 0
MaxPool2d-1049 [-1, 128, 1, 1] 0
Flatten-1050 [-1, 128] 0
Conv2d-1051 [-1, 16, 16, 16] 448
ReLU-1052 [-1, 16, 16, 16] 0
Conv2d-1053 [-1, 16, 16, 16] 2,320
ReLU-1054 [-1, 16, 16, 16] 0
MaxPool2d-1055 [-1, 16, 8, 8] 0
Conv2d-1056 [-1, 32, 8, 8] 4,640
ReLU-1057 [-1, 32, 8, 8] 0
Conv2d-1058 [-1, 32, 8, 8] 9,248
ReLU-1059 [-1, 32, 8, 8] 0
MaxPool2d-1060 [-1, 32, 4, 4] 0
Conv2d-1061 [-1, 64, 4, 4] 18,496
ReLU-1062 [-1, 64, 4, 4] 0
Conv2d-1063 [-1, 64, 4, 4] 36,928
ReLU-1064 [-1, 64, 4, 4] 0
Conv2d-1065 [-1, 64, 4, 4] 36,928
ReLU-1066 [-1, 64, 4, 4] 0
MaxPool2d-1067 [-1, 64, 2, 2] 0
Conv2d-1068 [-1, 128, 2, 2] 73,856
ReLU-1069 [-1, 128, 2, 2] 0
Conv2d-1070 [-1, 128, 2, 2] 147,584
ReLU-1071 [-1, 128, 2, 2] 0
Conv2d-1072 [-1, 128, 2, 2] 147,584
ReLU-1073 [-1, 128, 2, 2] 0
MaxPool2d-1074 [-1, 128, 1, 1] 0
Flatten-1075 [-1, 128] 0
Conv2d-1076 [-1, 16, 16, 16] 448
ReLU-1077 [-1, 16, 16, 16] 0
Conv2d-1078 [-1, 16, 16, 16] 2,320
ReLU-1079 [-1, 16, 16, 16] 0
MaxPool2d-1080 [-1, 16, 8, 8] 0
Conv2d-1081 [-1, 32, 8, 8] 4,640
ReLU-1082 [-1, 32, 8, 8] 0
Conv2d-1083 [-1, 32, 8, 8] 9,248
ReLU-1084 [-1, 32, 8, 8] 0
MaxPool2d-1085 [-1, 32, 4, 4] 0
Conv2d-1086 [-1, 64, 4, 4] 18,496
ReLU-1087 [-1, 64, 4, 4] 0
Conv2d-1088 [-1, 64, 4, 4] 36,928
ReLU-1089 [-1, 64, 4, 4] 0
Conv2d-1090 [-1, 64, 4, 4] 36,928
ReLU-1091 [-1, 64, 4, 4] 0
MaxPool2d-1092 [-1, 64, 2, 2] 0
Conv2d-1093 [-1, 128, 2, 2] 73,856
ReLU-1094 [-1, 128, 2, 2] 0
Conv2d-1095 [-1, 128, 2, 2] 147,584
ReLU-1096 [-1, 128, 2, 2] 0
Conv2d-1097 [-1, 128, 2, 2] 147,584
ReLU-1098 [-1, 128, 2, 2] 0
MaxPool2d-1099 [-1, 128, 1, 1] 0
Flatten-1100 [-1, 128] 0
Conv2d-1101 [-1, 16, 16, 16] 448
ReLU-1102 [-1, 16, 16, 16] 0
Conv2d-1103 [-1, 16, 16, 16] 2,320
ReLU-1104 [-1, 16, 16, 16] 0
MaxPool2d-1105 [-1, 16, 8, 8] 0
Conv2d-1106 [-1, 32, 8, 8] 4,640
ReLU-1107 [-1, 32, 8, 8] 0
Conv2d-1108 [-1, 32, 8, 8] 9,248
ReLU-1109 [-1, 32, 8, 8] 0
MaxPool2d-1110 [-1, 32, 4, 4] 0
Conv2d-1111 [-1, 64, 4, 4] 18,496
ReLU-1112 [-1, 64, 4, 4] 0
Conv2d-1113 [-1, 64, 4, 4] 36,928
ReLU-1114 [-1, 64, 4, 4] 0
Conv2d-1115 [-1, 64, 4, 4] 36,928
ReLU-1116 [-1, 64, 4, 4] 0
MaxPool2d-1117 [-1, 64, 2, 2] 0
Conv2d-1118 [-1, 128, 2, 2] 73,856
ReLU-1119 [-1, 128, 2, 2] 0
Conv2d-1120 [-1, 128, 2, 2] 147,584
ReLU-1121 [-1, 128, 2, 2] 0
Conv2d-1122 [-1, 128, 2, 2] 147,584
ReLU-1123 [-1, 128, 2, 2] 0
MaxPool2d-1124 [-1, 128, 1, 1] 0
Flatten-1125 [-1, 128] 0
Conv2d-1126 [-1, 16, 16, 16] 448
ReLU-1127 [-1, 16, 16, 16] 0
Conv2d-1128 [-1, 16, 16, 16] 2,320
ReLU-1129 [-1, 16, 16, 16] 0
MaxPool2d-1130 [-1, 16, 8, 8] 0
Conv2d-1131 [-1, 32, 8, 8] 4,640
ReLU-1132 [-1, 32, 8, 8] 0
Conv2d-1133 [-1, 32, 8, 8] 9,248
ReLU-1134 [-1, 32, 8, 8] 0
MaxPool2d-1135 [-1, 32, 4, 4] 0
Conv2d-1136 [-1, 64, 4, 4] 18,496
ReLU-1137 [-1, 64, 4, 4] 0
Conv2d-1138 [-1, 64, 4, 4] 36,928
ReLU-1139 [-1, 64, 4, 4] 0
Conv2d-1140 [-1, 64, 4, 4] 36,928
ReLU-1141 [-1, 64, 4, 4] 0
MaxPool2d-1142 [-1, 64, 2, 2] 0
Conv2d-1143 [-1, 128, 2, 2] 73,856
ReLU-1144 [-1, 128, 2, 2] 0
Conv2d-1145 [-1, 128, 2, 2] 147,584
ReLU-1146 [-1, 128, 2, 2] 0
Conv2d-1147 [-1, 128, 2, 2] 147,584
ReLU-1148 [-1, 128, 2, 2] 0
MaxPool2d-1149 [-1, 128, 1, 1] 0
Flatten-1150 [-1, 128] 0
Conv2d-1151 [-1, 16, 16, 16] 448
ReLU-1152 [-1, 16, 16, 16] 0
Conv2d-1153 [-1, 16, 16, 16] 2,320
ReLU-1154 [-1, 16, 16, 16] 0
MaxPool2d-1155 [-1, 16, 8, 8] 0
Conv2d-1156 [-1, 32, 8, 8] 4,640
ReLU-1157 [-1, 32, 8, 8] 0
Conv2d-1158 [-1, 32, 8, 8] 9,248
ReLU-1159 [-1, 32, 8, 8] 0
MaxPool2d-1160 [-1, 32, 4, 4] 0
Conv2d-1161 [-1, 64, 4, 4] 18,496
ReLU-1162 [-1, 64, 4, 4] 0
Conv2d-1163 [-1, 64, 4, 4] 36,928
ReLU-1164 [-1, 64, 4, 4] 0
Conv2d-1165 [-1, 64, 4, 4] 36,928
ReLU-1166 [-1, 64, 4, 4] 0
MaxPool2d-1167 [-1, 64, 2, 2] 0
Conv2d-1168 [-1, 128, 2, 2] 73,856
ReLU-1169 [-1, 128, 2, 2] 0
Conv2d-1170 [-1, 128, 2, 2] 147,584
ReLU-1171 [-1, 128, 2, 2] 0
Conv2d-1172 [-1, 128, 2, 2] 147,584
ReLU-1173 [-1, 128, 2, 2] 0
MaxPool2d-1174 [-1, 128, 1, 1] 0
Flatten-1175 [-1, 128] 0
Conv2d-1176 [-1, 16, 16, 16] 448
ReLU-1177 [-1, 16, 16, 16] 0
Conv2d-1178 [-1, 16, 16, 16] 2,320
ReLU-1179 [-1, 16, 16, 16] 0
MaxPool2d-1180 [-1, 16, 8, 8] 0
Conv2d-1181 [-1, 32, 8, 8] 4,640
ReLU-1182 [-1, 32, 8, 8] 0
Conv2d-1183 [-1, 32, 8, 8] 9,248
ReLU-1184 [-1, 32, 8, 8] 0
MaxPool2d-1185 [-1, 32, 4, 4] 0
Conv2d-1186 [-1, 64, 4, 4] 18,496
ReLU-1187 [-1, 64, 4, 4] 0
Conv2d-1188 [-1, 64, 4, 4] 36,928
ReLU-1189 [-1, 64, 4, 4] 0
Conv2d-1190 [-1, 64, 4, 4] 36,928
ReLU-1191 [-1, 64, 4, 4] 0
MaxPool2d-1192 [-1, 64, 2, 2] 0
Conv2d-1193 [-1, 128, 2, 2] 73,856
ReLU-1194 [-1, 128, 2, 2] 0
Conv2d-1195 [-1, 128, 2, 2] 147,584
ReLU-1196 [-1, 128, 2, 2] 0
Conv2d-1197 [-1, 128, 2, 2] 147,584
ReLU-1198 [-1, 128, 2, 2] 0
MaxPool2d-1199 [-1, 128, 1, 1] 0
Flatten-1200 [-1, 128] 0
Conv2d-1201 [-1, 16, 16, 16] 448
ReLU-1202 [-1, 16, 16, 16] 0
Conv2d-1203 [-1, 16, 16, 16] 2,320
ReLU-1204 [-1, 16, 16, 16] 0
MaxPool2d-1205 [-1, 16, 8, 8] 0
Conv2d-1206 [-1, 32, 8, 8] 4,640
ReLU-1207 [-1, 32, 8, 8] 0
Conv2d-1208 [-1, 32, 8, 8] 9,248
ReLU-1209 [-1, 32, 8, 8] 0
MaxPool2d-1210 [-1, 32, 4, 4] 0
Conv2d-1211 [-1, 64, 4, 4] 18,496
ReLU-1212 [-1, 64, 4, 4] 0
Conv2d-1213 [-1, 64, 4, 4] 36,928
ReLU-1214 [-1, 64, 4, 4] 0
Conv2d-1215 [-1, 64, 4, 4] 36,928
ReLU-1216 [-1, 64, 4, 4] 0
MaxPool2d-1217 [-1, 64, 2, 2] 0
Conv2d-1218 [-1, 128, 2, 2] 73,856
ReLU-1219 [-1, 128, 2, 2] 0
Conv2d-1220 [-1, 128, 2, 2] 147,584
ReLU-1221 [-1, 128, 2, 2] 0
Conv2d-1222 [-1, 128, 2, 2] 147,584
ReLU-1223 [-1, 128, 2, 2] 0
MaxPool2d-1224 [-1, 128, 1, 1] 0
Flatten-1225 [-1, 128] 0
Conv2d-1226 [-1, 16, 16, 16] 448
ReLU-1227 [-1, 16, 16, 16] 0
Conv2d-1228 [-1, 16, 16, 16] 2,320
ReLU-1229 [-1, 16, 16, 16] 0
MaxPool2d-1230 [-1, 16, 8, 8] 0
Conv2d-1231 [-1, 32, 8, 8] 4,640
ReLU-1232 [-1, 32, 8, 8] 0
Conv2d-1233 [-1, 32, 8, 8] 9,248
ReLU-1234 [-1, 32, 8, 8] 0
MaxPool2d-1235 [-1, 32, 4, 4] 0
Conv2d-1236 [-1, 64, 4, 4] 18,496
ReLU-1237 [-1, 64, 4, 4] 0
Conv2d-1238 [-1, 64, 4, 4] 36,928
ReLU-1239 [-1, 64, 4, 4] 0
Conv2d-1240 [-1, 64, 4, 4] 36,928
ReLU-1241 [-1, 64, 4, 4] 0
MaxPool2d-1242 [-1, 64, 2, 2] 0
Conv2d-1243 [-1, 128, 2, 2] 73,856
ReLU-1244 [-1, 128, 2, 2] 0
Conv2d-1245 [-1, 128, 2, 2] 147,584
ReLU-1246 [-1, 128, 2, 2] 0
Conv2d-1247 [-1, 128, 2, 2] 147,584
ReLU-1248 [-1, 128, 2, 2] 0
MaxPool2d-1249 [-1, 128, 1, 1] 0
Flatten-1250 [-1, 128] 0
Conv2d-1251 [-1, 16, 16, 16] 448
ReLU-1252 [-1, 16, 16, 16] 0
Conv2d-1253 [-1, 16, 16, 16] 2,320
ReLU-1254 [-1, 16, 16, 16] 0
MaxPool2d-1255 [-1, 16, 8, 8] 0
Conv2d-1256 [-1, 32, 8, 8] 4,640
ReLU-1257 [-1, 32, 8, 8] 0
Conv2d-1258 [-1, 32, 8, 8] 9,248
ReLU-1259 [-1, 32, 8, 8] 0
MaxPool2d-1260 [-1, 32, 4, 4] 0
Conv2d-1261 [-1, 64, 4, 4] 18,496
ReLU-1262 [-1, 64, 4, 4] 0
Conv2d-1263 [-1, 64, 4, 4] 36,928
ReLU-1264 [-1, 64, 4, 4] 0
Conv2d-1265 [-1, 64, 4, 4] 36,928
ReLU-1266 [-1, 64, 4, 4] 0
MaxPool2d-1267 [-1, 64, 2, 2] 0
Conv2d-1268 [-1, 128, 2, 2] 73,856
ReLU-1269 [-1, 128, 2, 2] 0
Conv2d-1270 [-1, 128, 2, 2] 147,584
ReLU-1271 [-1, 128, 2, 2] 0
Conv2d-1272 [-1, 128, 2, 2] 147,584
ReLU-1273 [-1, 128, 2, 2] 0
MaxPool2d-1274 [-1, 128, 1, 1] 0
Flatten-1275 [-1, 128] 0
Conv2d-1276 [-1, 16, 16, 16] 448
ReLU-1277 [-1, 16, 16, 16] 0
Conv2d-1278 [-1, 16, 16, 16] 2,320
ReLU-1279 [-1, 16, 16, 16] 0
MaxPool2d-1280 [-1, 16, 8, 8] 0
Conv2d-1281 [-1, 32, 8, 8] 4,640
ReLU-1282 [-1, 32, 8, 8] 0
Conv2d-1283 [-1, 32, 8, 8] 9,248
ReLU-1284 [-1, 32, 8, 8] 0
MaxPool2d-1285 [-1, 32, 4, 4] 0
Conv2d-1286 [-1, 64, 4, 4] 18,496
ReLU-1287 [-1, 64, 4, 4] 0
Conv2d-1288 [-1, 64, 4, 4] 36,928
ReLU-1289 [-1, 64, 4, 4] 0
Conv2d-1290 [-1, 64, 4, 4] 36,928
ReLU-1291 [-1, 64, 4, 4] 0
MaxPool2d-1292 [-1, 64, 2, 2] 0
Conv2d-1293 [-1, 128, 2, 2] 73,856
ReLU-1294 [-1, 128, 2, 2] 0
Conv2d-1295 [-1, 128, 2, 2] 147,584
ReLU-1296 [-1, 128, 2, 2] 0
Conv2d-1297 [-1, 128, 2, 2] 147,584
ReLU-1298 [-1, 128, 2, 2] 0
MaxPool2d-1299 [-1, 128, 1, 1] 0
Flatten-1300 [-1, 128] 0
Conv2d-1301 [-1, 16, 16, 16] 448
ReLU-1302 [-1, 16, 16, 16] 0
Conv2d-1303 [-1, 16, 16, 16] 2,320
ReLU-1304 [-1, 16, 16, 16] 0
MaxPool2d-1305 [-1, 16, 8, 8] 0
Conv2d-1306 [-1, 32, 8, 8] 4,640
ReLU-1307 [-1, 32, 8, 8] 0
Conv2d-1308 [-1, 32, 8, 8] 9,248
ReLU-1309 [-1, 32, 8, 8] 0
MaxPool2d-1310 [-1, 32, 4, 4] 0
Conv2d-1311 [-1, 64, 4, 4] 18,496
ReLU-1312 [-1, 64, 4, 4] 0
Conv2d-1313 [-1, 64, 4, 4] 36,928
ReLU-1314 [-1, 64, 4, 4] 0
Conv2d-1315 [-1, 64, 4, 4] 36,928
ReLU-1316 [-1, 64, 4, 4] 0
MaxPool2d-1317 [-1, 64, 2, 2] 0
Conv2d-1318 [-1, 128, 2, 2] 73,856
ReLU-1319 [-1, 128, 2, 2] 0
Conv2d-1320 [-1, 128, 2, 2] 147,584
ReLU-1321 [-1, 128, 2, 2] 0
Conv2d-1322 [-1, 128, 2, 2] 147,584
ReLU-1323 [-1, 128, 2, 2] 0
MaxPool2d-1324 [-1, 128, 1, 1] 0
Flatten-1325 [-1, 128] 0
Conv2d-1326 [-1, 16, 16, 16] 448
ReLU-1327 [-1, 16, 16, 16] 0
Conv2d-1328 [-1, 16, 16, 16] 2,320
ReLU-1329 [-1, 16, 16, 16] 0
MaxPool2d-1330 [-1, 16, 8, 8] 0
Conv2d-1331 [-1, 32, 8, 8] 4,640
ReLU-1332 [-1, 32, 8, 8] 0
Conv2d-1333 [-1, 32, 8, 8] 9,248
ReLU-1334 [-1, 32, 8, 8] 0
MaxPool2d-1335 [-1, 32, 4, 4] 0
Conv2d-1336 [-1, 64, 4, 4] 18,496
ReLU-1337 [-1, 64, 4, 4] 0
Conv2d-1338 [-1, 64, 4, 4] 36,928
ReLU-1339 [-1, 64, 4, 4] 0
Conv2d-1340 [-1, 64, 4, 4] 36,928
ReLU-1341 [-1, 64, 4, 4] 0
MaxPool2d-1342 [-1, 64, 2, 2] 0
Conv2d-1343 [-1, 128, 2, 2] 73,856
ReLU-1344 [-1, 128, 2, 2] 0
Conv2d-1345 [-1, 128, 2, 2] 147,584
ReLU-1346 [-1, 128, 2, 2] 0
Conv2d-1347 [-1, 128, 2, 2] 147,584
ReLU-1348 [-1, 128, 2, 2] 0
MaxPool2d-1349 [-1, 128, 1, 1] 0
Flatten-1350 [-1, 128] 0
Conv2d-1351 [-1, 16, 16, 16] 448
ReLU-1352 [-1, 16, 16, 16] 0
Conv2d-1353 [-1, 16, 16, 16] 2,320
ReLU-1354 [-1, 16, 16, 16] 0
MaxPool2d-1355 [-1, 16, 8, 8] 0
Conv2d-1356 [-1, 32, 8, 8] 4,640
ReLU-1357 [-1, 32, 8, 8] 0
Conv2d-1358 [-1, 32, 8, 8] 9,248
ReLU-1359 [-1, 32, 8, 8] 0
MaxPool2d-1360 [-1, 32, 4, 4] 0
Conv2d-1361 [-1, 64, 4, 4] 18,496
ReLU-1362 [-1, 64, 4, 4] 0
Conv2d-1363 [-1, 64, 4, 4] 36,928
ReLU-1364 [-1, 64, 4, 4] 0
Conv2d-1365 [-1, 64, 4, 4] 36,928
ReLU-1366 [-1, 64, 4, 4] 0
MaxPool2d-1367 [-1, 64, 2, 2] 0
Conv2d-1368 [-1, 128, 2, 2] 73,856
ReLU-1369 [-1, 128, 2, 2] 0
Conv2d-1370 [-1, 128, 2, 2] 147,584
ReLU-1371 [-1, 128, 2, 2] 0
Conv2d-1372 [-1, 128, 2, 2] 147,584
ReLU-1373 [-1, 128, 2, 2] 0
MaxPool2d-1374 [-1, 128, 1, 1] 0
Flatten-1375 [-1, 128] 0
Conv2d-1376 [-1, 16, 16, 16] 448
ReLU-1377 [-1, 16, 16, 16] 0
Conv2d-1378 [-1, 16, 16, 16] 2,320
ReLU-1379 [-1, 16, 16, 16] 0
MaxPool2d-1380 [-1, 16, 8, 8] 0
Conv2d-1381 [-1, 32, 8, 8] 4,640
ReLU-1382 [-1, 32, 8, 8] 0
Conv2d-1383 [-1, 32, 8, 8] 9,248
ReLU-1384 [-1, 32, 8, 8] 0
MaxPool2d-1385 [-1, 32, 4, 4] 0
Conv2d-1386 [-1, 64, 4, 4] 18,496
ReLU-1387 [-1, 64, 4, 4] 0
Conv2d-1388 [-1, 64, 4, 4] 36,928
ReLU-1389 [-1, 64, 4, 4] 0
Conv2d-1390 [-1, 64, 4, 4] 36,928
ReLU-1391 [-1, 64, 4, 4] 0
MaxPool2d-1392 [-1, 64, 2, 2] 0
Conv2d-1393 [-1, 128, 2, 2] 73,856
ReLU-1394 [-1, 128, 2, 2] 0
Conv2d-1395 [-1, 128, 2, 2] 147,584
ReLU-1396 [-1, 128, 2, 2] 0
Conv2d-1397 [-1, 128, 2, 2] 147,584
ReLU-1398 [-1, 128, 2, 2] 0
MaxPool2d-1399 [-1, 128, 1, 1] 0
Flatten-1400 [-1, 128] 0
Conv2d-1401 [-1, 16, 16, 16] 448
ReLU-1402 [-1, 16, 16, 16] 0
Conv2d-1403 [-1, 16, 16, 16] 2,320
ReLU-1404 [-1, 16, 16, 16] 0
MaxPool2d-1405 [-1, 16, 8, 8] 0
Conv2d-1406 [-1, 32, 8, 8] 4,640
ReLU-1407 [-1, 32, 8, 8] 0
Conv2d-1408 [-1, 32, 8, 8] 9,248
ReLU-1409 [-1, 32, 8, 8] 0
MaxPool2d-1410 [-1, 32, 4, 4] 0
Conv2d-1411 [-1, 64, 4, 4] 18,496
ReLU-1412 [-1, 64, 4, 4] 0
Conv2d-1413 [-1, 64, 4, 4] 36,928
ReLU-1414 [-1, 64, 4, 4] 0
Conv2d-1415 [-1, 64, 4, 4] 36,928
ReLU-1416 [-1, 64, 4, 4] 0
MaxPool2d-1417 [-1, 64, 2, 2] 0
Conv2d-1418 [-1, 128, 2, 2] 73,856
ReLU-1419 [-1, 128, 2, 2] 0
Conv2d-1420 [-1, 128, 2, 2] 147,584
ReLU-1421 [-1, 128, 2, 2] 0
Conv2d-1422 [-1, 128, 2, 2] 147,584
ReLU-1423 [-1, 128, 2, 2] 0
MaxPool2d-1424 [-1, 128, 1, 1] 0
Flatten-1425 [-1, 128] 0
Conv2d-1426 [-1, 16, 16, 16] 448
ReLU-1427 [-1, 16, 16, 16] 0
Conv2d-1428 [-1, 16, 16, 16] 2,320
ReLU-1429 [-1, 16, 16, 16] 0
MaxPool2d-1430 [-1, 16, 8, 8] 0
Conv2d-1431 [-1, 32, 8, 8] 4,640
ReLU-1432 [-1, 32, 8, 8] 0
Conv2d-1433 [-1, 32, 8, 8] 9,248
ReLU-1434 [-1, 32, 8, 8] 0
MaxPool2d-1435 [-1, 32, 4, 4] 0
Conv2d-1436 [-1, 64, 4, 4] 18,496
ReLU-1437 [-1, 64, 4, 4] 0
Conv2d-1438 [-1, 64, 4, 4] 36,928
ReLU-1439 [-1, 64, 4, 4] 0
Conv2d-1440 [-1, 64, 4, 4] 36,928
ReLU-1441 [-1, 64, 4, 4] 0
MaxPool2d-1442 [-1, 64, 2, 2] 0
Conv2d-1443 [-1, 128, 2, 2] 73,856
ReLU-1444 [-1, 128, 2, 2] 0
Conv2d-1445 [-1, 128, 2, 2] 147,584
ReLU-1446 [-1, 128, 2, 2] 0
Conv2d-1447 [-1, 128, 2, 2] 147,584
ReLU-1448 [-1, 128, 2, 2] 0
MaxPool2d-1449 [-1, 128, 1, 1] 0
Flatten-1450 [-1, 128] 0
Conv2d-1451 [-1, 16, 16, 16] 448
ReLU-1452 [-1, 16, 16, 16] 0
Conv2d-1453 [-1, 16, 16, 16] 2,320
ReLU-1454 [-1, 16, 16, 16] 0
MaxPool2d-1455 [-1, 16, 8, 8] 0
Conv2d-1456 [-1, 32, 8, 8] 4,640
ReLU-1457 [-1, 32, 8, 8] 0
Conv2d-1458 [-1, 32, 8, 8] 9,248
ReLU-1459 [-1, 32, 8, 8] 0
MaxPool2d-1460 [-1, 32, 4, 4] 0
Conv2d-1461 [-1, 64, 4, 4] 18,496
ReLU-1462 [-1, 64, 4, 4] 0
Conv2d-1463 [-1, 64, 4, 4] 36,928
ReLU-1464 [-1, 64, 4, 4] 0
Conv2d-1465 [-1, 64, 4, 4] 36,928
ReLU-1466 [-1, 64, 4, 4] 0
MaxPool2d-1467 [-1, 64, 2, 2] 0
Conv2d-1468 [-1, 128, 2, 2] 73,856
ReLU-1469 [-1, 128, 2, 2] 0
Conv2d-1470 [-1, 128, 2, 2] 147,584
ReLU-1471 [-1, 128, 2, 2] 0
Conv2d-1472 [-1, 128, 2, 2] 147,584
ReLU-1473 [-1, 128, 2, 2] 0
MaxPool2d-1474 [-1, 128, 1, 1] 0
Flatten-1475 [-1, 128] 0
Conv2d-1476 [-1, 16, 16, 16] 448
ReLU-1477 [-1, 16, 16, 16] 0
Conv2d-1478 [-1, 16, 16, 16] 2,320
ReLU-1479 [-1, 16, 16, 16] 0
MaxPool2d-1480 [-1, 16, 8, 8] 0
Conv2d-1481 [-1, 32, 8, 8] 4,640
ReLU-1482 [-1, 32, 8, 8] 0
Conv2d-1483 [-1, 32, 8, 8] 9,248
ReLU-1484 [-1, 32, 8, 8] 0
MaxPool2d-1485 [-1, 32, 4, 4] 0
Conv2d-1486 [-1, 64, 4, 4] 18,496
ReLU-1487 [-1, 64, 4, 4] 0
Conv2d-1488 [-1, 64, 4, 4] 36,928
ReLU-1489 [-1, 64, 4, 4] 0
Conv2d-1490 [-1, 64, 4, 4] 36,928
ReLU-1491 [-1, 64, 4, 4] 0
MaxPool2d-1492 [-1, 64, 2, 2] 0
Conv2d-1493 [-1, 128, 2, 2] 73,856
ReLU-1494 [-1, 128, 2, 2] 0
Conv2d-1495 [-1, 128, 2, 2] 147,584
ReLU-1496 [-1, 128, 2, 2] 0
Conv2d-1497 [-1, 128, 2, 2] 147,584
ReLU-1498 [-1, 128, 2, 2] 0
MaxPool2d-1499 [-1, 128, 1, 1] 0
Flatten-1500 [-1, 128] 0
Conv2d-1501 [-1, 16, 16, 16] 448
ReLU-1502 [-1, 16, 16, 16] 0
Conv2d-1503 [-1, 16, 16, 16] 2,320
ReLU-1504 [-1, 16, 16, 16] 0
MaxPool2d-1505 [-1, 16, 8, 8] 0
Conv2d-1506 [-1, 32, 8, 8] 4,640
ReLU-1507 [-1, 32, 8, 8] 0
Conv2d-1508 [-1, 32, 8, 8] 9,248
ReLU-1509 [-1, 32, 8, 8] 0
MaxPool2d-1510 [-1, 32, 4, 4] 0
Conv2d-1511 [-1, 64, 4, 4] 18,496
ReLU-1512 [-1, 64, 4, 4] 0
Conv2d-1513 [-1, 64, 4, 4] 36,928
ReLU-1514 [-1, 64, 4, 4] 0
Conv2d-1515 [-1, 64, 4, 4] 36,928
ReLU-1516 [-1, 64, 4, 4] 0
MaxPool2d-1517 [-1, 64, 2, 2] 0
Conv2d-1518 [-1, 128, 2, 2] 73,856
ReLU-1519 [-1, 128, 2, 2] 0
Conv2d-1520 [-1, 128, 2, 2] 147,584
ReLU-1521 [-1, 128, 2, 2] 0
Conv2d-1522 [-1, 128, 2, 2] 147,584
ReLU-1523 [-1, 128, 2, 2] 0
MaxPool2d-1524 [-1, 128, 1, 1] 0
Flatten-1525 [-1, 128] 0
Conv2d-1526 [-1, 16, 16, 16] 448
ReLU-1527 [-1, 16, 16, 16] 0
Conv2d-1528 [-1, 16, 16, 16] 2,320
ReLU-1529 [-1, 16, 16, 16] 0
MaxPool2d-1530 [-1, 16, 8, 8] 0
Conv2d-1531 [-1, 32, 8, 8] 4,640
ReLU-1532 [-1, 32, 8, 8] 0
Conv2d-1533 [-1, 32, 8, 8] 9,248
ReLU-1534 [-1, 32, 8, 8] 0
MaxPool2d-1535 [-1, 32, 4, 4] 0
Conv2d-1536 [-1, 64, 4, 4] 18,496
ReLU-1537 [-1, 64, 4, 4] 0
Conv2d-1538 [-1, 64, 4, 4] 36,928
ReLU-1539 [-1, 64, 4, 4] 0
Conv2d-1540 [-1, 64, 4, 4] 36,928
ReLU-1541 [-1, 64, 4, 4] 0
MaxPool2d-1542 [-1, 64, 2, 2] 0
Conv2d-1543 [-1, 128, 2, 2] 73,856
ReLU-1544 [-1, 128, 2, 2] 0
Conv2d-1545 [-1, 128, 2, 2] 147,584
ReLU-1546 [-1, 128, 2, 2] 0
Conv2d-1547 [-1, 128, 2, 2] 147,584
ReLU-1548 [-1, 128, 2, 2] 0
MaxPool2d-1549 [-1, 128, 1, 1] 0
Flatten-1550 [-1, 128] 0
Conv2d-1551 [-1, 16, 16, 16] 448
ReLU-1552 [-1, 16, 16, 16] 0
Conv2d-1553 [-1, 16, 16, 16] 2,320
ReLU-1554 [-1, 16, 16, 16] 0
MaxPool2d-1555 [-1, 16, 8, 8] 0
Conv2d-1556 [-1, 32, 8, 8] 4,640
ReLU-1557 [-1, 32, 8, 8] 0
Conv2d-1558 [-1, 32, 8, 8] 9,248
ReLU-1559 [-1, 32, 8, 8] 0
MaxPool2d-1560 [-1, 32, 4, 4] 0
Conv2d-1561 [-1, 64, 4, 4] 18,496
ReLU-1562 [-1, 64, 4, 4] 0
Conv2d-1563 [-1, 64, 4, 4] 36,928
ReLU-1564 [-1, 64, 4, 4] 0
Conv2d-1565 [-1, 64, 4, 4] 36,928
ReLU-1566 [-1, 64, 4, 4] 0
MaxPool2d-1567 [-1, 64, 2, 2] 0
Conv2d-1568 [-1, 128, 2, 2] 73,856
ReLU-1569 [-1, 128, 2, 2] 0
Conv2d-1570 [-1, 128, 2, 2] 147,584
ReLU-1571 [-1, 128, 2, 2] 0
Conv2d-1572 [-1, 128, 2, 2] 147,584
ReLU-1573 [-1, 128, 2, 2] 0
MaxPool2d-1574 [-1, 128, 1, 1] 0
Flatten-1575 [-1, 128] 0
Conv2d-1576 [-1, 16, 16, 16] 448
ReLU-1577 [-1, 16, 16, 16] 0
Conv2d-1578 [-1, 16, 16, 16] 2,320
ReLU-1579 [-1, 16, 16, 16] 0
MaxPool2d-1580 [-1, 16, 8, 8] 0
Conv2d-1581 [-1, 32, 8, 8] 4,640
ReLU-1582 [-1, 32, 8, 8] 0
Conv2d-1583 [-1, 32, 8, 8] 9,248
ReLU-1584 [-1, 32, 8, 8] 0
MaxPool2d-1585 [-1, 32, 4, 4] 0
Conv2d-1586 [-1, 64, 4, 4] 18,496
ReLU-1587 [-1, 64, 4, 4] 0
Conv2d-1588 [-1, 64, 4, 4] 36,928
ReLU-1589 [-1, 64, 4, 4] 0
Conv2d-1590 [-1, 64, 4, 4] 36,928
ReLU-1591 [-1, 64, 4, 4] 0
MaxPool2d-1592 [-1, 64, 2, 2] 0
Conv2d-1593 [-1, 128, 2, 2] 73,856
ReLU-1594 [-1, 128, 2, 2] 0
Conv2d-1595 [-1, 128, 2, 2] 147,584
ReLU-1596 [-1, 128, 2, 2] 0
Conv2d-1597 [-1, 128, 2, 2] 147,584
ReLU-1598 [-1, 128, 2, 2] 0
MaxPool2d-1599 [-1, 128, 1, 1] 0
Flatten-1600 [-1, 128] 0
Conv2d-1601 [-1, 16, 16, 16] 448
ReLU-1602 [-1, 16, 16, 16] 0
Conv2d-1603 [-1, 16, 16, 16] 2,320
ReLU-1604 [-1, 16, 16, 16] 0
MaxPool2d-1605 [-1, 16, 8, 8] 0
Conv2d-1606 [-1, 32, 8, 8] 4,640
ReLU-1607 [-1, 32, 8, 8] 0
Conv2d-1608 [-1, 32, 8, 8] 9,248
ReLU-1609 [-1, 32, 8, 8] 0
MaxPool2d-1610 [-1, 32, 4, 4] 0
Conv2d-1611 [-1, 64, 4, 4] 18,496
ReLU-1612 [-1, 64, 4, 4] 0
Conv2d-1613 [-1, 64, 4, 4] 36,928
ReLU-1614 [-1, 64, 4, 4] 0
Conv2d-1615 [-1, 64, 4, 4] 36,928
ReLU-1616 [-1, 64, 4, 4] 0
MaxPool2d-1617 [-1, 64, 2, 2] 0
Conv2d-1618 [-1, 128, 2, 2] 73,856
ReLU-1619 [-1, 128, 2, 2] 0
Conv2d-1620 [-1, 128, 2, 2] 147,584
ReLU-1621 [-1, 128, 2, 2] 0
Conv2d-1622 [-1, 128, 2, 2] 147,584
ReLU-1623 [-1, 128, 2, 2] 0
MaxPool2d-1624 [-1, 128, 1, 1] 0
Flatten-1625 [-1, 128] 0
Conv2d-1626 [-1, 16, 16, 16] 448
ReLU-1627 [-1, 16, 16, 16] 0
Conv2d-1628 [-1, 16, 16, 16] 2,320
ReLU-1629 [-1, 16, 16, 16] 0
MaxPool2d-1630 [-1, 16, 8, 8] 0
Conv2d-1631 [-1, 32, 8, 8] 4,640
ReLU-1632 [-1, 32, 8, 8] 0
Conv2d-1633 [-1, 32, 8, 8] 9,248
ReLU-1634 [-1, 32, 8, 8] 0
MaxPool2d-1635 [-1, 32, 4, 4] 0
Conv2d-1636 [-1, 64, 4, 4] 18,496
ReLU-1637 [-1, 64, 4, 4] 0
Conv2d-1638 [-1, 64, 4, 4] 36,928
ReLU-1639 [-1, 64, 4, 4] 0
Conv2d-1640 [-1, 64, 4, 4] 36,928
ReLU-1641 [-1, 64, 4, 4] 0
MaxPool2d-1642 [-1, 64, 2, 2] 0
Conv2d-1643 [-1, 128, 2, 2] 73,856
ReLU-1644 [-1, 128, 2, 2] 0
Conv2d-1645 [-1, 128, 2, 2] 147,584
ReLU-1646 [-1, 128, 2, 2] 0
Conv2d-1647 [-1, 128, 2, 2] 147,584
ReLU-1648 [-1, 128, 2, 2] 0
MaxPool2d-1649 [-1, 128, 1, 1] 0
Flatten-1650 [-1, 128] 0
Conv2d-1651 [-1, 16, 16, 16] 448
ReLU-1652 [-1, 16, 16, 16] 0
Conv2d-1653 [-1, 16, 16, 16] 2,320
ReLU-1654 [-1, 16, 16, 16] 0
MaxPool2d-1655 [-1, 16, 8, 8] 0
Conv2d-1656 [-1, 32, 8, 8] 4,640
ReLU-1657 [-1, 32, 8, 8] 0
Conv2d-1658 [-1, 32, 8, 8] 9,248
ReLU-1659 [-1, 32, 8, 8] 0
MaxPool2d-1660 [-1, 32, 4, 4] 0
Conv2d-1661 [-1, 64, 4, 4] 18,496
ReLU-1662 [-1, 64, 4, 4] 0
Conv2d-1663 [-1, 64, 4, 4] 36,928
ReLU-1664 [-1, 64, 4, 4] 0
Conv2d-1665 [-1, 64, 4, 4] 36,928
ReLU-1666 [-1, 64, 4, 4] 0
MaxPool2d-1667 [-1, 64, 2, 2] 0
Conv2d-1668 [-1, 128, 2, 2] 73,856
ReLU-1669 [-1, 128, 2, 2] 0
Conv2d-1670 [-1, 128, 2, 2] 147,584
ReLU-1671 [-1, 128, 2, 2] 0
Conv2d-1672 [-1, 128, 2, 2] 147,584
ReLU-1673 [-1, 128, 2, 2] 0
MaxPool2d-1674 [-1, 128, 1, 1] 0
Flatten-1675 [-1, 128] 0
Conv2d-1676 [-1, 16, 16, 16] 448
ReLU-1677 [-1, 16, 16, 16] 0
Conv2d-1678 [-1, 16, 16, 16] 2,320
ReLU-1679 [-1, 16, 16, 16] 0
MaxPool2d-1680 [-1, 16, 8, 8] 0
Conv2d-1681 [-1, 32, 8, 8] 4,640
ReLU-1682 [-1, 32, 8, 8] 0
Conv2d-1683 [-1, 32, 8, 8] 9,248
ReLU-1684 [-1, 32, 8, 8] 0
MaxPool2d-1685 [-1, 32, 4, 4] 0
Conv2d-1686 [-1, 64, 4, 4] 18,496
ReLU-1687 [-1, 64, 4, 4] 0
Conv2d-1688 [-1, 64, 4, 4] 36,928
ReLU-1689 [-1, 64, 4, 4] 0
Conv2d-1690 [-1, 64, 4, 4] 36,928
ReLU-1691 [-1, 64, 4, 4] 0
MaxPool2d-1692 [-1, 64, 2, 2] 0
Conv2d-1693 [-1, 128, 2, 2] 73,856
ReLU-1694 [-1, 128, 2, 2] 0
Conv2d-1695 [-1, 128, 2, 2] 147,584
ReLU-1696 [-1, 128, 2, 2] 0
Conv2d-1697 [-1, 128, 2, 2] 147,584
ReLU-1698 [-1, 128, 2, 2] 0
MaxPool2d-1699 [-1, 128, 1, 1] 0
Flatten-1700 [-1, 128] 0
Conv2d-1701 [-1, 16, 16, 16] 448
ReLU-1702 [-1, 16, 16, 16] 0
Conv2d-1703 [-1, 16, 16, 16] 2,320
ReLU-1704 [-1, 16, 16, 16] 0
MaxPool2d-1705 [-1, 16, 8, 8] 0
Conv2d-1706 [-1, 32, 8, 8] 4,640
ReLU-1707 [-1, 32, 8, 8] 0
Conv2d-1708 [-1, 32, 8, 8] 9,248
ReLU-1709 [-1, 32, 8, 8] 0
MaxPool2d-1710 [-1, 32, 4, 4] 0
Conv2d-1711 [-1, 64, 4, 4] 18,496
ReLU-1712 [-1, 64, 4, 4] 0
Conv2d-1713 [-1, 64, 4, 4] 36,928
ReLU-1714 [-1, 64, 4, 4] 0
Conv2d-1715 [-1, 64, 4, 4] 36,928
ReLU-1716 [-1, 64, 4, 4] 0
MaxPool2d-1717 [-1, 64, 2, 2] 0
Conv2d-1718 [-1, 128, 2, 2] 73,856
ReLU-1719 [-1, 128, 2, 2] 0
Conv2d-1720 [-1, 128, 2, 2] 147,584
ReLU-1721 [-1, 128, 2, 2] 0
Conv2d-1722 [-1, 128, 2, 2] 147,584
ReLU-1723 [-1, 128, 2, 2] 0
MaxPool2d-1724 [-1, 128, 1, 1] 0
Flatten-1725 [-1, 128] 0
Conv2d-1726 [-1, 16, 16, 16] 448
ReLU-1727 [-1, 16, 16, 16] 0
Conv2d-1728 [-1, 16, 16, 16] 2,320
ReLU-1729 [-1, 16, 16, 16] 0
MaxPool2d-1730 [-1, 16, 8, 8] 0
Conv2d-1731 [-1, 32, 8, 8] 4,640
ReLU-1732 [-1, 32, 8, 8] 0
Conv2d-1733 [-1, 32, 8, 8] 9,248
ReLU-1734 [-1, 32, 8, 8] 0
MaxPool2d-1735 [-1, 32, 4, 4] 0
Conv2d-1736 [-1, 64, 4, 4] 18,496
ReLU-1737 [-1, 64, 4, 4] 0
Conv2d-1738 [-1, 64, 4, 4] 36,928
ReLU-1739 [-1, 64, 4, 4] 0
Conv2d-1740 [-1, 64, 4, 4] 36,928
ReLU-1741 [-1, 64, 4, 4] 0
MaxPool2d-1742 [-1, 64, 2, 2] 0
Conv2d-1743 [-1, 128, 2, 2] 73,856
ReLU-1744 [-1, 128, 2, 2] 0
Conv2d-1745 [-1, 128, 2, 2] 147,584
ReLU-1746 [-1, 128, 2, 2] 0
Conv2d-1747 [-1, 128, 2, 2] 147,584
ReLU-1748 [-1, 128, 2, 2] 0
MaxPool2d-1749 [-1, 128, 1, 1] 0
Flatten-1750 [-1, 128] 0
Conv2d-1751 [-1, 16, 16, 16] 448
ReLU-1752 [-1, 16, 16, 16] 0
Conv2d-1753 [-1, 16, 16, 16] 2,320
ReLU-1754 [-1, 16, 16, 16] 0
MaxPool2d-1755 [-1, 16, 8, 8] 0
Conv2d-1756 [-1, 32, 8, 8] 4,640
ReLU-1757 [-1, 32, 8, 8] 0
Conv2d-1758 [-1, 32, 8, 8] 9,248
ReLU-1759 [-1, 32, 8, 8] 0
MaxPool2d-1760 [-1, 32, 4, 4] 0
Conv2d-1761 [-1, 64, 4, 4] 18,496
ReLU-1762 [-1, 64, 4, 4] 0
Conv2d-1763 [-1, 64, 4, 4] 36,928
ReLU-1764 [-1, 64, 4, 4] 0
Conv2d-1765 [-1, 64, 4, 4] 36,928
ReLU-1766 [-1, 64, 4, 4] 0
MaxPool2d-1767 [-1, 64, 2, 2] 0
Conv2d-1768 [-1, 128, 2, 2] 73,856
ReLU-1769 [-1, 128, 2, 2] 0
Conv2d-1770 [-1, 128, 2, 2] 147,584
ReLU-1771 [-1, 128, 2, 2] 0
Conv2d-1772 [-1, 128, 2, 2] 147,584
ReLU-1773 [-1, 128, 2, 2] 0
MaxPool2d-1774 [-1, 128, 1, 1] 0
Flatten-1775 [-1, 128] 0
Conv2d-1776 [-1, 16, 16, 16] 448
ReLU-1777 [-1, 16, 16, 16] 0
Conv2d-1778 [-1, 16, 16, 16] 2,320
ReLU-1779 [-1, 16, 16, 16] 0
MaxPool2d-1780 [-1, 16, 8, 8] 0
Conv2d-1781 [-1, 32, 8, 8] 4,640
ReLU-1782 [-1, 32, 8, 8] 0
Conv2d-1783 [-1, 32, 8, 8] 9,248
ReLU-1784 [-1, 32, 8, 8] 0
MaxPool2d-1785 [-1, 32, 4, 4] 0
Conv2d-1786 [-1, 64, 4, 4] 18,496
ReLU-1787 [-1, 64, 4, 4] 0
Conv2d-1788 [-1, 64, 4, 4] 36,928
ReLU-1789 [-1, 64, 4, 4] 0
Conv2d-1790 [-1, 64, 4, 4] 36,928
ReLU-1791 [-1, 64, 4, 4] 0
MaxPool2d-1792 [-1, 64, 2, 2] 0
Conv2d-1793 [-1, 128, 2, 2] 73,856
ReLU-1794 [-1, 128, 2, 2] 0
Conv2d-1795 [-1, 128, 2, 2] 147,584
ReLU-1796 [-1, 128, 2, 2] 0
Conv2d-1797 [-1, 128, 2, 2] 147,584
ReLU-1798 [-1, 128, 2, 2] 0
MaxPool2d-1799 [-1, 128, 1, 1] 0
Flatten-1800 [-1, 128] 0
Conv2d-1801 [-1, 16, 16, 16] 448
ReLU-1802 [-1, 16, 16, 16] 0
Conv2d-1803 [-1, 16, 16, 16] 2,320
ReLU-1804 [-1, 16, 16, 16] 0
MaxPool2d-1805 [-1, 16, 8, 8] 0
Conv2d-1806 [-1, 32, 8, 8] 4,640
ReLU-1807 [-1, 32, 8, 8] 0
Conv2d-1808 [-1, 32, 8, 8] 9,248
ReLU-1809 [-1, 32, 8, 8] 0
MaxPool2d-1810 [-1, 32, 4, 4] 0
Conv2d-1811 [-1, 64, 4, 4] 18,496
ReLU-1812 [-1, 64, 4, 4] 0
Conv2d-1813 [-1, 64, 4, 4] 36,928
ReLU-1814 [-1, 64, 4, 4] 0
Conv2d-1815 [-1, 64, 4, 4] 36,928
ReLU-1816 [-1, 64, 4, 4] 0
MaxPool2d-1817 [-1, 64, 2, 2] 0
Conv2d-1818 [-1, 128, 2, 2] 73,856
ReLU-1819 [-1, 128, 2, 2] 0
Conv2d-1820 [-1, 128, 2, 2] 147,584
ReLU-1821 [-1, 128, 2, 2] 0
Conv2d-1822 [-1, 128, 2, 2] 147,584
ReLU-1823 [-1, 128, 2, 2] 0
MaxPool2d-1824 [-1, 128, 1, 1] 0
Flatten-1825 [-1, 128] 0
Conv2d-1826 [-1, 16, 16, 16] 448
ReLU-1827 [-1, 16, 16, 16] 0
Conv2d-1828 [-1, 16, 16, 16] 2,320
ReLU-1829 [-1, 16, 16, 16] 0
MaxPool2d-1830 [-1, 16, 8, 8] 0
Conv2d-1831 [-1, 32, 8, 8] 4,640
ReLU-1832 [-1, 32, 8, 8] 0
Conv2d-1833 [-1, 32, 8, 8] 9,248
ReLU-1834 [-1, 32, 8, 8] 0
MaxPool2d-1835 [-1, 32, 4, 4] 0
Conv2d-1836 [-1, 64, 4, 4] 18,496
ReLU-1837 [-1, 64, 4, 4] 0
Conv2d-1838 [-1, 64, 4, 4] 36,928
ReLU-1839 [-1, 64, 4, 4] 0
Conv2d-1840 [-1, 64, 4, 4] 36,928
ReLU-1841 [-1, 64, 4, 4] 0
MaxPool2d-1842 [-1, 64, 2, 2] 0
Conv2d-1843 [-1, 128, 2, 2] 73,856
ReLU-1844 [-1, 128, 2, 2] 0
Conv2d-1845 [-1, 128, 2, 2] 147,584
ReLU-1846 [-1, 128, 2, 2] 0
Conv2d-1847 [-1, 128, 2, 2] 147,584
ReLU-1848 [-1, 128, 2, 2] 0
MaxPool2d-1849 [-1, 128, 1, 1] 0
Flatten-1850 [-1, 128] 0
Conv2d-1851 [-1, 16, 16, 16] 448
ReLU-1852 [-1, 16, 16, 16] 0
Conv2d-1853 [-1, 16, 16, 16] 2,320
ReLU-1854 [-1, 16, 16, 16] 0
MaxPool2d-1855 [-1, 16, 8, 8] 0
Conv2d-1856 [-1, 32, 8, 8] 4,640
ReLU-1857 [-1, 32, 8, 8] 0
Conv2d-1858 [-1, 32, 8, 8] 9,248
ReLU-1859 [-1, 32, 8, 8] 0
MaxPool2d-1860 [-1, 32, 4, 4] 0
Conv2d-1861 [-1, 64, 4, 4] 18,496
ReLU-1862 [-1, 64, 4, 4] 0
Conv2d-1863 [-1, 64, 4, 4] 36,928
ReLU-1864 [-1, 64, 4, 4] 0
Conv2d-1865 [-1, 64, 4, 4] 36,928
ReLU-1866 [-1, 64, 4, 4] 0
MaxPool2d-1867 [-1, 64, 2, 2] 0
Conv2d-1868 [-1, 128, 2, 2] 73,856
ReLU-1869 [-1, 128, 2, 2] 0
Conv2d-1870 [-1, 128, 2, 2] 147,584
ReLU-1871 [-1, 128, 2, 2] 0
Conv2d-1872 [-1, 128, 2, 2] 147,584
ReLU-1873 [-1, 128, 2, 2] 0
MaxPool2d-1874 [-1, 128, 1, 1] 0
Flatten-1875 [-1, 128] 0
Conv2d-1876 [-1, 16, 16, 16] 448
ReLU-1877 [-1, 16, 16, 16] 0
Conv2d-1878 [-1, 16, 16, 16] 2,320
ReLU-1879 [-1, 16, 16, 16] 0
MaxPool2d-1880 [-1, 16, 8, 8] 0
Conv2d-1881 [-1, 32, 8, 8] 4,640
ReLU-1882 [-1, 32, 8, 8] 0
Conv2d-1883 [-1, 32, 8, 8] 9,248
ReLU-1884 [-1, 32, 8, 8] 0
MaxPool2d-1885 [-1, 32, 4, 4] 0
Conv2d-1886 [-1, 64, 4, 4] 18,496
ReLU-1887 [-1, 64, 4, 4] 0
Conv2d-1888 [-1, 64, 4, 4] 36,928
ReLU-1889 [-1, 64, 4, 4] 0
Conv2d-1890 [-1, 64, 4, 4] 36,928
ReLU-1891 [-1, 64, 4, 4] 0
MaxPool2d-1892 [-1, 64, 2, 2] 0
Conv2d-1893 [-1, 128, 2, 2] 73,856
ReLU-1894 [-1, 128, 2, 2] 0
Conv2d-1895 [-1, 128, 2, 2] 147,584
ReLU-1896 [-1, 128, 2, 2] 0
Conv2d-1897 [-1, 128, 2, 2] 147,584
ReLU-1898 [-1, 128, 2, 2] 0
MaxPool2d-1899 [-1, 128, 1, 1] 0
Flatten-1900 [-1, 128] 0
Conv2d-1901 [-1, 16, 16, 16] 448
ReLU-1902 [-1, 16, 16, 16] 0
Conv2d-1903 [-1, 16, 16, 16] 2,320
ReLU-1904 [-1, 16, 16, 16] 0
MaxPool2d-1905 [-1, 16, 8, 8] 0
Conv2d-1906 [-1, 32, 8, 8] 4,640
ReLU-1907 [-1, 32, 8, 8] 0
Conv2d-1908 [-1, 32, 8, 8] 9,248
ReLU-1909 [-1, 32, 8, 8] 0
MaxPool2d-1910 [-1, 32, 4, 4] 0
Conv2d-1911 [-1, 64, 4, 4] 18,496
ReLU-1912 [-1, 64, 4, 4] 0
Conv2d-1913 [-1, 64, 4, 4] 36,928
ReLU-1914 [-1, 64, 4, 4] 0
Conv2d-1915 [-1, 64, 4, 4] 36,928
ReLU-1916 [-1, 64, 4, 4] 0
MaxPool2d-1917 [-1, 64, 2, 2] 0
Conv2d-1918 [-1, 128, 2, 2] 73,856
ReLU-1919 [-1, 128, 2, 2] 0
Conv2d-1920 [-1, 128, 2, 2] 147,584
ReLU-1921 [-1, 128, 2, 2] 0
Conv2d-1922 [-1, 128, 2, 2] 147,584
ReLU-1923 [-1, 128, 2, 2] 0
MaxPool2d-1924 [-1, 128, 1, 1] 0
Flatten-1925 [-1, 128] 0
Conv2d-1926 [-1, 16, 16, 16] 448
ReLU-1927 [-1, 16, 16, 16] 0
Conv2d-1928 [-1, 16, 16, 16] 2,320
ReLU-1929 [-1, 16, 16, 16] 0
MaxPool2d-1930 [-1, 16, 8, 8] 0
Conv2d-1931 [-1, 32, 8, 8] 4,640
ReLU-1932 [-1, 32, 8, 8] 0
Conv2d-1933 [-1, 32, 8, 8] 9,248
ReLU-1934 [-1, 32, 8, 8] 0
MaxPool2d-1935 [-1, 32, 4, 4] 0
Conv2d-1936 [-1, 64, 4, 4] 18,496
ReLU-1937 [-1, 64, 4, 4] 0
Conv2d-1938 [-1, 64, 4, 4] 36,928
ReLU-1939 [-1, 64, 4, 4] 0
Conv2d-1940 [-1, 64, 4, 4] 36,928
ReLU-1941 [-1, 64, 4, 4] 0
MaxPool2d-1942 [-1, 64, 2, 2] 0
Conv2d-1943 [-1, 128, 2, 2] 73,856
ReLU-1944 [-1, 128, 2, 2] 0
Conv2d-1945 [-1, 128, 2, 2] 147,584
ReLU-1946 [-1, 128, 2, 2] 0
Conv2d-1947 [-1, 128, 2, 2] 147,584
ReLU-1948 [-1, 128, 2, 2] 0
MaxPool2d-1949 [-1, 128, 1, 1] 0
Flatten-1950 [-1, 128] 0
Conv2d-1951 [-1, 16, 16, 16] 448
ReLU-1952 [-1, 16, 16, 16] 0
Conv2d-1953 [-1, 16, 16, 16] 2,320
ReLU-1954 [-1, 16, 16, 16] 0
MaxPool2d-1955 [-1, 16, 8, 8] 0
Conv2d-1956 [-1, 32, 8, 8] 4,640
ReLU-1957 [-1, 32, 8, 8] 0
Conv2d-1958 [-1, 32, 8, 8] 9,248
ReLU-1959 [-1, 32, 8, 8] 0
MaxPool2d-1960 [-1, 32, 4, 4] 0
Conv2d-1961 [-1, 64, 4, 4] 18,496
ReLU-1962 [-1, 64, 4, 4] 0
Conv2d-1963 [-1, 64, 4, 4] 36,928
ReLU-1964 [-1, 64, 4, 4] 0
Conv2d-1965 [-1, 64, 4, 4] 36,928
ReLU-1966 [-1, 64, 4, 4] 0
MaxPool2d-1967 [-1, 64, 2, 2] 0
Conv2d-1968 [-1, 128, 2, 2] 73,856
ReLU-1969 [-1, 128, 2, 2] 0
Conv2d-1970 [-1, 128, 2, 2] 147,584
ReLU-1971 [-1, 128, 2, 2] 0
Conv2d-1972 [-1, 128, 2, 2] 147,584
ReLU-1973 [-1, 128, 2, 2] 0
MaxPool2d-1974 [-1, 128, 1, 1] 0
Flatten-1975 [-1, 128] 0
Conv2d-1976 [-1, 16, 16, 16] 448
ReLU-1977 [-1, 16, 16, 16] 0
Conv2d-1978 [-1, 16, 16, 16] 2,320
ReLU-1979 [-1, 16, 16, 16] 0
MaxPool2d-1980 [-1, 16, 8, 8] 0
Conv2d-1981 [-1, 32, 8, 8] 4,640
ReLU-1982 [-1, 32, 8, 8] 0
Conv2d-1983 [-1, 32, 8, 8] 9,248
ReLU-1984 [-1, 32, 8, 8] 0
MaxPool2d-1985 [-1, 32, 4, 4] 0
Conv2d-1986 [-1, 64, 4, 4] 18,496
ReLU-1987 [-1, 64, 4, 4] 0
Conv2d-1988 [-1, 64, 4, 4] 36,928
ReLU-1989 [-1, 64, 4, 4] 0
Conv2d-1990 [-1, 64, 4, 4] 36,928
ReLU-1991 [-1, 64, 4, 4] 0
MaxPool2d-1992 [-1, 64, 2, 2] 0
Conv2d-1993 [-1, 128, 2, 2] 73,856
ReLU-1994 [-1, 128, 2, 2] 0
Conv2d-1995 [-1, 128, 2, 2] 147,584
ReLU-1996 [-1, 128, 2, 2] 0
Conv2d-1997 [-1, 128, 2, 2] 147,584
ReLU-1998 [-1, 128, 2, 2] 0
MaxPool2d-1999 [-1, 128, 1, 1] 0
Flatten-2000 [-1, 128] 0
Conv2d-2001 [-1, 16, 16, 16] 448
ReLU-2002 [-1, 16, 16, 16] 0
Conv2d-2003 [-1, 16, 16, 16] 2,320
ReLU-2004 [-1, 16, 16, 16] 0
MaxPool2d-2005 [-1, 16, 8, 8] 0
Conv2d-2006 [-1, 32, 8, 8] 4,640
ReLU-2007 [-1, 32, 8, 8] 0
Conv2d-2008 [-1, 32, 8, 8] 9,248
ReLU-2009 [-1, 32, 8, 8] 0
MaxPool2d-2010 [-1, 32, 4, 4] 0
Conv2d-2011 [-1, 64, 4, 4] 18,496
ReLU-2012 [-1, 64, 4, 4] 0
Conv2d-2013 [-1, 64, 4, 4] 36,928
ReLU-2014 [-1, 64, 4, 4] 0
Conv2d-2015 [-1, 64, 4, 4] 36,928
ReLU-2016 [-1, 64, 4, 4] 0
MaxPool2d-2017 [-1, 64, 2, 2] 0
Conv2d-2018 [-1, 128, 2, 2] 73,856
ReLU-2019 [-1, 128, 2, 2] 0
Conv2d-2020 [-1, 128, 2, 2] 147,584
ReLU-2021 [-1, 128, 2, 2] 0
Conv2d-2022 [-1, 128, 2, 2] 147,584
ReLU-2023 [-1, 128, 2, 2] 0
MaxPool2d-2024 [-1, 128, 1, 1] 0
Flatten-2025 [-1, 128] 0
Conv2d-2026 [-1, 16, 16, 16] 448
ReLU-2027 [-1, 16, 16, 16] 0
Conv2d-2028 [-1, 16, 16, 16] 2,320
ReLU-2029 [-1, 16, 16, 16] 0
MaxPool2d-2030 [-1, 16, 8, 8] 0
Conv2d-2031 [-1, 32, 8, 8] 4,640
ReLU-2032 [-1, 32, 8, 8] 0
Conv2d-2033 [-1, 32, 8, 8] 9,248
ReLU-2034 [-1, 32, 8, 8] 0
MaxPool2d-2035 [-1, 32, 4, 4] 0
Conv2d-2036 [-1, 64, 4, 4] 18,496
ReLU-2037 [-1, 64, 4, 4] 0
Conv2d-2038 [-1, 64, 4, 4] 36,928
ReLU-2039 [-1, 64, 4, 4] 0
Conv2d-2040 [-1, 64, 4, 4] 36,928
ReLU-2041 [-1, 64, 4, 4] 0
MaxPool2d-2042 [-1, 64, 2, 2] 0
Conv2d-2043 [-1, 128, 2, 2] 73,856
ReLU-2044 [-1, 128, 2, 2] 0
Conv2d-2045 [-1, 128, 2, 2] 147,584
ReLU-2046 [-1, 128, 2, 2] 0
Conv2d-2047 [-1, 128, 2, 2] 147,584
ReLU-2048 [-1, 128, 2, 2] 0
MaxPool2d-2049 [-1, 128, 1, 1] 0
Flatten-2050 [-1, 128] 0
Conv2d-2051 [-1, 16, 16, 16] 448
ReLU-2052 [-1, 16, 16, 16] 0
Conv2d-2053 [-1, 16, 16, 16] 2,320
ReLU-2054 [-1, 16, 16, 16] 0
MaxPool2d-2055 [-1, 16, 8, 8] 0
Conv2d-2056 [-1, 32, 8, 8] 4,640
ReLU-2057 [-1, 32, 8, 8] 0
Conv2d-2058 [-1, 32, 8, 8] 9,248
ReLU-2059 [-1, 32, 8, 8] 0
MaxPool2d-2060 [-1, 32, 4, 4] 0
Conv2d-2061 [-1, 64, 4, 4] 18,496
ReLU-2062 [-1, 64, 4, 4] 0
Conv2d-2063 [-1, 64, 4, 4] 36,928
ReLU-2064 [-1, 64, 4, 4] 0
Conv2d-2065 [-1, 64, 4, 4] 36,928
ReLU-2066 [-1, 64, 4, 4] 0
MaxPool2d-2067 [-1, 64, 2, 2] 0
Conv2d-2068 [-1, 128, 2, 2] 73,856
ReLU-2069 [-1, 128, 2, 2] 0
Conv2d-2070 [-1, 128, 2, 2] 147,584
ReLU-2071 [-1, 128, 2, 2] 0
Conv2d-2072 [-1, 128, 2, 2] 147,584
ReLU-2073 [-1, 128, 2, 2] 0
MaxPool2d-2074 [-1, 128, 1, 1] 0
Flatten-2075 [-1, 128] 0
Conv2d-2076 [-1, 16, 16, 16] 448
ReLU-2077 [-1, 16, 16, 16] 0
Conv2d-2078 [-1, 16, 16, 16] 2,320
ReLU-2079 [-1, 16, 16, 16] 0
MaxPool2d-2080 [-1, 16, 8, 8] 0
Conv2d-2081 [-1, 32, 8, 8] 4,640
ReLU-2082 [-1, 32, 8, 8] 0
Conv2d-2083 [-1, 32, 8, 8] 9,248
ReLU-2084 [-1, 32, 8, 8] 0
MaxPool2d-2085 [-1, 32, 4, 4] 0
Conv2d-2086 [-1, 64, 4, 4] 18,496
ReLU-2087 [-1, 64, 4, 4] 0
Conv2d-2088 [-1, 64, 4, 4] 36,928
ReLU-2089 [-1, 64, 4, 4] 0
Conv2d-2090 [-1, 64, 4, 4] 36,928
ReLU-2091 [-1, 64, 4, 4] 0
MaxPool2d-2092 [-1, 64, 2, 2] 0
Conv2d-2093 [-1, 128, 2, 2] 73,856
ReLU-2094 [-1, 128, 2, 2] 0
Conv2d-2095 [-1, 128, 2, 2] 147,584
ReLU-2096 [-1, 128, 2, 2] 0
Conv2d-2097 [-1, 128, 2, 2] 147,584
ReLU-2098 [-1, 128, 2, 2] 0
MaxPool2d-2099 [-1, 128, 1, 1] 0
Flatten-2100 [-1, 128] 0
Conv2d-2101 [-1, 16, 16, 16] 448
ReLU-2102 [-1, 16, 16, 16] 0
Conv2d-2103 [-1, 16, 16, 16] 2,320
ReLU-2104 [-1, 16, 16, 16] 0
MaxPool2d-2105 [-1, 16, 8, 8] 0
Conv2d-2106 [-1, 32, 8, 8] 4,640
ReLU-2107 [-1, 32, 8, 8] 0
Conv2d-2108 [-1, 32, 8, 8] 9,248
ReLU-2109 [-1, 32, 8, 8] 0
MaxPool2d-2110 [-1, 32, 4, 4] 0
Conv2d-2111 [-1, 64, 4, 4] 18,496
ReLU-2112 [-1, 64, 4, 4] 0
Conv2d-2113 [-1, 64, 4, 4] 36,928
ReLU-2114 [-1, 64, 4, 4] 0
Conv2d-2115 [-1, 64, 4, 4] 36,928
ReLU-2116 [-1, 64, 4, 4] 0
MaxPool2d-2117 [-1, 64, 2, 2] 0
Conv2d-2118 [-1, 128, 2, 2] 73,856
ReLU-2119 [-1, 128, 2, 2] 0
Conv2d-2120 [-1, 128, 2, 2] 147,584
ReLU-2121 [-1, 128, 2, 2] 0
Conv2d-2122 [-1, 128, 2, 2] 147,584
ReLU-2123 [-1, 128, 2, 2] 0
MaxPool2d-2124 [-1, 128, 1, 1] 0
Flatten-2125 [-1, 128] 0
Conv2d-2126 [-1, 16, 16, 16] 448
ReLU-2127 [-1, 16, 16, 16] 0
Conv2d-2128 [-1, 16, 16, 16] 2,320
ReLU-2129 [-1, 16, 16, 16] 0
MaxPool2d-2130 [-1, 16, 8, 8] 0
Conv2d-2131 [-1, 32, 8, 8] 4,640
ReLU-2132 [-1, 32, 8, 8] 0
Conv2d-2133 [-1, 32, 8, 8] 9,248
ReLU-2134 [-1, 32, 8, 8] 0
MaxPool2d-2135 [-1, 32, 4, 4] 0
Conv2d-2136 [-1, 64, 4, 4] 18,496
ReLU-2137 [-1, 64, 4, 4] 0
Conv2d-2138 [-1, 64, 4, 4] 36,928
ReLU-2139 [-1, 64, 4, 4] 0
Conv2d-2140 [-1, 64, 4, 4] 36,928
ReLU-2141 [-1, 64, 4, 4] 0
MaxPool2d-2142 [-1, 64, 2, 2] 0
Conv2d-2143 [-1, 128, 2, 2] 73,856
ReLU-2144 [-1, 128, 2, 2] 0
Conv2d-2145 [-1, 128, 2, 2] 147,584
ReLU-2146 [-1, 128, 2, 2] 0
Conv2d-2147 [-1, 128, 2, 2] 147,584
ReLU-2148 [-1, 128, 2, 2] 0
MaxPool2d-2149 [-1, 128, 1, 1] 0
Flatten-2150 [-1, 128] 0
Conv2d-2151 [-1, 16, 16, 16] 448
ReLU-2152 [-1, 16, 16, 16] 0
Conv2d-2153 [-1, 16, 16, 16] 2,320
ReLU-2154 [-1, 16, 16, 16] 0
MaxPool2d-2155 [-1, 16, 8, 8] 0
Conv2d-2156 [-1, 32, 8, 8] 4,640
ReLU-2157 [-1, 32, 8, 8] 0
Conv2d-2158 [-1, 32, 8, 8] 9,248
ReLU-2159 [-1, 32, 8, 8] 0
MaxPool2d-2160 [-1, 32, 4, 4] 0
Conv2d-2161 [-1, 64, 4, 4] 18,496
ReLU-2162 [-1, 64, 4, 4] 0
Conv2d-2163 [-1, 64, 4, 4] 36,928
ReLU-2164 [-1, 64, 4, 4] 0
Conv2d-2165 [-1, 64, 4, 4] 36,928
ReLU-2166 [-1, 64, 4, 4] 0
MaxPool2d-2167 [-1, 64, 2, 2] 0
Conv2d-2168 [-1, 128, 2, 2] 73,856
ReLU-2169 [-1, 128, 2, 2] 0
Conv2d-2170 [-1, 128, 2, 2] 147,584
ReLU-2171 [-1, 128, 2, 2] 0
Conv2d-2172 [-1, 128, 2, 2] 147,584
ReLU-2173 [-1, 128, 2, 2] 0
MaxPool2d-2174 [-1, 128, 1, 1] 0
Flatten-2175 [-1, 128] 0
Conv2d-2176 [-1, 16, 16, 16] 448
ReLU-2177 [-1, 16, 16, 16] 0
Conv2d-2178 [-1, 16, 16, 16] 2,320
ReLU-2179 [-1, 16, 16, 16] 0
MaxPool2d-2180 [-1, 16, 8, 8] 0
Conv2d-2181 [-1, 32, 8, 8] 4,640
ReLU-2182 [-1, 32, 8, 8] 0
Conv2d-2183 [-1, 32, 8, 8] 9,248
ReLU-2184 [-1, 32, 8, 8] 0
MaxPool2d-2185 [-1, 32, 4, 4] 0
Conv2d-2186 [-1, 64, 4, 4] 18,496
ReLU-2187 [-1, 64, 4, 4] 0
Conv2d-2188 [-1, 64, 4, 4] 36,928
ReLU-2189 [-1, 64, 4, 4] 0
Conv2d-2190 [-1, 64, 4, 4] 36,928
ReLU-2191 [-1, 64, 4, 4] 0
MaxPool2d-2192 [-1, 64, 2, 2] 0
Conv2d-2193 [-1, 128, 2, 2] 73,856
ReLU-2194 [-1, 128, 2, 2] 0
Conv2d-2195 [-1, 128, 2, 2] 147,584
ReLU-2196 [-1, 128, 2, 2] 0
Conv2d-2197 [-1, 128, 2, 2] 147,584
ReLU-2198 [-1, 128, 2, 2] 0
MaxPool2d-2199 [-1, 128, 1, 1] 0
Flatten-2200 [-1, 128] 0
Conv2d-2201 [-1, 16, 16, 16] 448
ReLU-2202 [-1, 16, 16, 16] 0
Conv2d-2203 [-1, 16, 16, 16] 2,320
ReLU-2204 [-1, 16, 16, 16] 0
MaxPool2d-2205 [-1, 16, 8, 8] 0
Conv2d-2206 [-1, 32, 8, 8] 4,640
ReLU-2207 [-1, 32, 8, 8] 0
Conv2d-2208 [-1, 32, 8, 8] 9,248
ReLU-2209 [-1, 32, 8, 8] 0
MaxPool2d-2210 [-1, 32, 4, 4] 0
Conv2d-2211 [-1, 64, 4, 4] 18,496
ReLU-2212 [-1, 64, 4, 4] 0
Conv2d-2213 [-1, 64, 4, 4] 36,928
ReLU-2214 [-1, 64, 4, 4] 0
Conv2d-2215 [-1, 64, 4, 4] 36,928
ReLU-2216 [-1, 64, 4, 4] 0
MaxPool2d-2217 [-1, 64, 2, 2] 0
Conv2d-2218 [-1, 128, 2, 2] 73,856
ReLU-2219 [-1, 128, 2, 2] 0
Conv2d-2220 [-1, 128, 2, 2] 147,584
ReLU-2221 [-1, 128, 2, 2] 0
Conv2d-2222 [-1, 128, 2, 2] 147,584
ReLU-2223 [-1, 128, 2, 2] 0
MaxPool2d-2224 [-1, 128, 1, 1] 0
Flatten-2225 [-1, 128] 0
Conv2d-2226 [-1, 16, 16, 16] 448
ReLU-2227 [-1, 16, 16, 16] 0
Conv2d-2228 [-1, 16, 16, 16] 2,320
ReLU-2229 [-1, 16, 16, 16] 0
MaxPool2d-2230 [-1, 16, 8, 8] 0
Conv2d-2231 [-1, 32, 8, 8] 4,640
ReLU-2232 [-1, 32, 8, 8] 0
Conv2d-2233 [-1, 32, 8, 8] 9,248
ReLU-2234 [-1, 32, 8, 8] 0
MaxPool2d-2235 [-1, 32, 4, 4] 0
Conv2d-2236 [-1, 64, 4, 4] 18,496
ReLU-2237 [-1, 64, 4, 4] 0
Conv2d-2238 [-1, 64, 4, 4] 36,928
ReLU-2239 [-1, 64, 4, 4] 0
Conv2d-2240 [-1, 64, 4, 4] 36,928
ReLU-2241 [-1, 64, 4, 4] 0
MaxPool2d-2242 [-1, 64, 2, 2] 0
Conv2d-2243 [-1, 128, 2, 2] 73,856
ReLU-2244 [-1, 128, 2, 2] 0
Conv2d-2245 [-1, 128, 2, 2] 147,584
ReLU-2246 [-1, 128, 2, 2] 0
Conv2d-2247 [-1, 128, 2, 2] 147,584
ReLU-2248 [-1, 128, 2, 2] 0
MaxPool2d-2249 [-1, 128, 1, 1] 0
Flatten-2250 [-1, 128] 0
Conv2d-2251 [-1, 16, 16, 16] 448
ReLU-2252 [-1, 16, 16, 16] 0
Conv2d-2253 [-1, 16, 16, 16] 2,320
ReLU-2254 [-1, 16, 16, 16] 0
MaxPool2d-2255 [-1, 16, 8, 8] 0
Conv2d-2256 [-1, 32, 8, 8] 4,640
ReLU-2257 [-1, 32, 8, 8] 0
Conv2d-2258 [-1, 32, 8, 8] 9,248
ReLU-2259 [-1, 32, 8, 8] 0
MaxPool2d-2260 [-1, 32, 4, 4] 0
Conv2d-2261 [-1, 64, 4, 4] 18,496
ReLU-2262 [-1, 64, 4, 4] 0
Conv2d-2263 [-1, 64, 4, 4] 36,928
ReLU-2264 [-1, 64, 4, 4] 0
Conv2d-2265 [-1, 64, 4, 4] 36,928
ReLU-2266 [-1, 64, 4, 4] 0
MaxPool2d-2267 [-1, 64, 2, 2] 0
Conv2d-2268 [-1, 128, 2, 2] 73,856
ReLU-2269 [-1, 128, 2, 2] 0
Conv2d-2270 [-1, 128, 2, 2] 147,584
ReLU-2271 [-1, 128, 2, 2] 0
Conv2d-2272 [-1, 128, 2, 2] 147,584
ReLU-2273 [-1, 128, 2, 2] 0
MaxPool2d-2274 [-1, 128, 1, 1] 0
Flatten-2275 [-1, 128] 0
Conv2d-2276 [-1, 16, 16, 16] 448
ReLU-2277 [-1, 16, 16, 16] 0
Conv2d-2278 [-1, 16, 16, 16] 2,320
ReLU-2279 [-1, 16, 16, 16] 0
MaxPool2d-2280 [-1, 16, 8, 8] 0
Conv2d-2281 [-1, 32, 8, 8] 4,640
ReLU-2282 [-1, 32, 8, 8] 0
Conv2d-2283 [-1, 32, 8, 8] 9,248
ReLU-2284 [-1, 32, 8, 8] 0
MaxPool2d-2285 [-1, 32, 4, 4] 0
Conv2d-2286 [-1, 64, 4, 4] 18,496
ReLU-2287 [-1, 64, 4, 4] 0
Conv2d-2288 [-1, 64, 4, 4] 36,928
ReLU-2289 [-1, 64, 4, 4] 0
Conv2d-2290 [-1, 64, 4, 4] 36,928
ReLU-2291 [-1, 64, 4, 4] 0
MaxPool2d-2292 [-1, 64, 2, 2] 0
Conv2d-2293 [-1, 128, 2, 2] 73,856
ReLU-2294 [-1, 128, 2, 2] 0
Conv2d-2295 [-1, 128, 2, 2] 147,584
ReLU-2296 [-1, 128, 2, 2] 0
Conv2d-2297 [-1, 128, 2, 2] 147,584
ReLU-2298 [-1, 128, 2, 2] 0
MaxPool2d-2299 [-1, 128, 1, 1] 0
Flatten-2300 [-1, 128] 0
Conv2d-2301 [-1, 16, 16, 16] 448
ReLU-2302 [-1, 16, 16, 16] 0
Conv2d-2303 [-1, 16, 16, 16] 2,320
ReLU-2304 [-1, 16, 16, 16] 0
MaxPool2d-2305 [-1, 16, 8, 8] 0
Conv2d-2306 [-1, 32, 8, 8] 4,640
ReLU-2307 [-1, 32, 8, 8] 0
Conv2d-2308 [-1, 32, 8, 8] 9,248
ReLU-2309 [-1, 32, 8, 8] 0
MaxPool2d-2310 [-1, 32, 4, 4] 0
Conv2d-2311 [-1, 64, 4, 4] 18,496
ReLU-2312 [-1, 64, 4, 4] 0
Conv2d-2313 [-1, 64, 4, 4] 36,928
ReLU-2314 [-1, 64, 4, 4] 0
Conv2d-2315 [-1, 64, 4, 4] 36,928
ReLU-2316 [-1, 64, 4, 4] 0
MaxPool2d-2317 [-1, 64, 2, 2] 0
Conv2d-2318 [-1, 128, 2, 2] 73,856
ReLU-2319 [-1, 128, 2, 2] 0
Conv2d-2320 [-1, 128, 2, 2] 147,584
ReLU-2321 [-1, 128, 2, 2] 0
Conv2d-2322 [-1, 128, 2, 2] 147,584
ReLU-2323 [-1, 128, 2, 2] 0
MaxPool2d-2324 [-1, 128, 1, 1] 0
Flatten-2325 [-1, 128] 0
Conv2d-2326 [-1, 16, 16, 16] 448
ReLU-2327 [-1, 16, 16, 16] 0
Conv2d-2328 [-1, 16, 16, 16] 2,320
ReLU-2329 [-1, 16, 16, 16] 0
MaxPool2d-2330 [-1, 16, 8, 8] 0
Conv2d-2331 [-1, 32, 8, 8] 4,640
ReLU-2332 [-1, 32, 8, 8] 0
Conv2d-2333 [-1, 32, 8, 8] 9,248
ReLU-2334 [-1, 32, 8, 8] 0
MaxPool2d-2335 [-1, 32, 4, 4] 0
Conv2d-2336 [-1, 64, 4, 4] 18,496
ReLU-2337 [-1, 64, 4, 4] 0
Conv2d-2338 [-1, 64, 4, 4] 36,928
ReLU-2339 [-1, 64, 4, 4] 0
Conv2d-2340 [-1, 64, 4, 4] 36,928
ReLU-2341 [-1, 64, 4, 4] 0
MaxPool2d-2342 [-1, 64, 2, 2] 0
Conv2d-2343 [-1, 128, 2, 2] 73,856
ReLU-2344 [-1, 128, 2, 2] 0
Conv2d-2345 [-1, 128, 2, 2] 147,584
ReLU-2346 [-1, 128, 2, 2] 0
Conv2d-2347 [-1, 128, 2, 2] 147,584
ReLU-2348 [-1, 128, 2, 2] 0
MaxPool2d-2349 [-1, 128, 1, 1] 0
Flatten-2350 [-1, 128] 0
Conv2d-2351 [-1, 16, 16, 16] 448
ReLU-2352 [-1, 16, 16, 16] 0
Conv2d-2353 [-1, 16, 16, 16] 2,320
ReLU-2354 [-1, 16, 16, 16] 0
MaxPool2d-2355 [-1, 16, 8, 8] 0
Conv2d-2356 [-1, 32, 8, 8] 4,640
ReLU-2357 [-1, 32, 8, 8] 0
Conv2d-2358 [-1, 32, 8, 8] 9,248
ReLU-2359 [-1, 32, 8, 8] 0
MaxPool2d-2360 [-1, 32, 4, 4] 0
Conv2d-2361 [-1, 64, 4, 4] 18,496
ReLU-2362 [-1, 64, 4, 4] 0
Conv2d-2363 [-1, 64, 4, 4] 36,928
ReLU-2364 [-1, 64, 4, 4] 0
Conv2d-2365 [-1, 64, 4, 4] 36,928
ReLU-2366 [-1, 64, 4, 4] 0
MaxPool2d-2367 [-1, 64, 2, 2] 0
Conv2d-2368 [-1, 128, 2, 2] 73,856
ReLU-2369 [-1, 128, 2, 2] 0
Conv2d-2370 [-1, 128, 2, 2] 147,584
ReLU-2371 [-1, 128, 2, 2] 0
Conv2d-2372 [-1, 128, 2, 2] 147,584
ReLU-2373 [-1, 128, 2, 2] 0
MaxPool2d-2374 [-1, 128, 1, 1] 0
Flatten-2375 [-1, 128] 0
Conv2d-2376 [-1, 16, 16, 16] 448
ReLU-2377 [-1, 16, 16, 16] 0
Conv2d-2378 [-1, 16, 16, 16] 2,320
ReLU-2379 [-1, 16, 16, 16] 0
MaxPool2d-2380 [-1, 16, 8, 8] 0
Conv2d-2381 [-1, 32, 8, 8] 4,640
ReLU-2382 [-1, 32, 8, 8] 0
Conv2d-2383 [-1, 32, 8, 8] 9,248
ReLU-2384 [-1, 32, 8, 8] 0
MaxPool2d-2385 [-1, 32, 4, 4] 0
Conv2d-2386 [-1, 64, 4, 4] 18,496
ReLU-2387 [-1, 64, 4, 4] 0
Conv2d-2388 [-1, 64, 4, 4] 36,928
ReLU-2389 [-1, 64, 4, 4] 0
Conv2d-2390 [-1, 64, 4, 4] 36,928
ReLU-2391 [-1, 64, 4, 4] 0
MaxPool2d-2392 [-1, 64, 2, 2] 0
Conv2d-2393 [-1, 128, 2, 2] 73,856
ReLU-2394 [-1, 128, 2, 2] 0
Conv2d-2395 [-1, 128, 2, 2] 147,584
ReLU-2396 [-1, 128, 2, 2] 0
Conv2d-2397 [-1, 128, 2, 2] 147,584
ReLU-2398 [-1, 128, 2, 2] 0
MaxPool2d-2399 [-1, 128, 1, 1] 0
Flatten-2400 [-1, 128] 0
Conv2d-2401 [-1, 16, 16, 16] 448
ReLU-2402 [-1, 16, 16, 16] 0
Conv2d-2403 [-1, 16, 16, 16] 2,320
ReLU-2404 [-1, 16, 16, 16] 0
MaxPool2d-2405 [-1, 16, 8, 8] 0
Conv2d-2406 [-1, 32, 8, 8] 4,640
ReLU-2407 [-1, 32, 8, 8] 0
Conv2d-2408 [-1, 32, 8, 8] 9,248
ReLU-2409 [-1, 32, 8, 8] 0
MaxPool2d-2410 [-1, 32, 4, 4] 0
Conv2d-2411 [-1, 64, 4, 4] 18,496
ReLU-2412 [-1, 64, 4, 4] 0
Conv2d-2413 [-1, 64, 4, 4] 36,928
ReLU-2414 [-1, 64, 4, 4] 0
Conv2d-2415 [-1, 64, 4, 4] 36,928
ReLU-2416 [-1, 64, 4, 4] 0
MaxPool2d-2417 [-1, 64, 2, 2] 0
Conv2d-2418 [-1, 128, 2, 2] 73,856
ReLU-2419 [-1, 128, 2, 2] 0
Conv2d-2420 [-1, 128, 2, 2] 147,584
ReLU-2421 [-1, 128, 2, 2] 0
Conv2d-2422 [-1, 128, 2, 2] 147,584
ReLU-2423 [-1, 128, 2, 2] 0
MaxPool2d-2424 [-1, 128, 1, 1] 0
Flatten-2425 [-1, 128] 0
Conv2d-2426 [-1, 16, 16, 16] 448
ReLU-2427 [-1, 16, 16, 16] 0
Conv2d-2428 [-1, 16, 16, 16] 2,320
ReLU-2429 [-1, 16, 16, 16] 0
MaxPool2d-2430 [-1, 16, 8, 8] 0
Conv2d-2431 [-1, 32, 8, 8] 4,640
ReLU-2432 [-1, 32, 8, 8] 0
Conv2d-2433 [-1, 32, 8, 8] 9,248
ReLU-2434 [-1, 32, 8, 8] 0
MaxPool2d-2435 [-1, 32, 4, 4] 0
Conv2d-2436 [-1, 64, 4, 4] 18,496
ReLU-2437 [-1, 64, 4, 4] 0
Conv2d-2438 [-1, 64, 4, 4] 36,928
ReLU-2439 [-1, 64, 4, 4] 0
Conv2d-2440 [-1, 64, 4, 4] 36,928
ReLU-2441 [-1, 64, 4, 4] 0
MaxPool2d-2442 [-1, 64, 2, 2] 0
Conv2d-2443 [-1, 128, 2, 2] 73,856
ReLU-2444 [-1, 128, 2, 2] 0
Conv2d-2445 [-1, 128, 2, 2] 147,584
ReLU-2446 [-1, 128, 2, 2] 0
Conv2d-2447 [-1, 128, 2, 2] 147,584
ReLU-2448 [-1, 128, 2, 2] 0
MaxPool2d-2449 [-1, 128, 1, 1] 0
Flatten-2450 [-1, 128] 0
Conv2d-2451 [-1, 16, 16, 16] 448
ReLU-2452 [-1, 16, 16, 16] 0
Conv2d-2453 [-1, 16, 16, 16] 2,320
ReLU-2454 [-1, 16, 16, 16] 0
MaxPool2d-2455 [-1, 16, 8, 8] 0
Conv2d-2456 [-1, 32, 8, 8] 4,640
ReLU-2457 [-1, 32, 8, 8] 0
Conv2d-2458 [-1, 32, 8, 8] 9,248
ReLU-2459 [-1, 32, 8, 8] 0
MaxPool2d-2460 [-1, 32, 4, 4] 0
Conv2d-2461 [-1, 64, 4, 4] 18,496
ReLU-2462 [-1, 64, 4, 4] 0
Conv2d-2463 [-1, 64, 4, 4] 36,928
ReLU-2464 [-1, 64, 4, 4] 0
Conv2d-2465 [-1, 64, 4, 4] 36,928
ReLU-2466 [-1, 64, 4, 4] 0
MaxPool2d-2467 [-1, 64, 2, 2] 0
Conv2d-2468 [-1, 128, 2, 2] 73,856
ReLU-2469 [-1, 128, 2, 2] 0
Conv2d-2470 [-1, 128, 2, 2] 147,584
ReLU-2471 [-1, 128, 2, 2] 0
Conv2d-2472 [-1, 128, 2, 2] 147,584
ReLU-2473 [-1, 128, 2, 2] 0
MaxPool2d-2474 [-1, 128, 1, 1] 0
Flatten-2475 [-1, 128] 0
Conv2d-2476 [-1, 16, 16, 16] 448
ReLU-2477 [-1, 16, 16, 16] 0
Conv2d-2478 [-1, 16, 16, 16] 2,320
ReLU-2479 [-1, 16, 16, 16] 0
MaxPool2d-2480 [-1, 16, 8, 8] 0
Conv2d-2481 [-1, 32, 8, 8] 4,640
ReLU-2482 [-1, 32, 8, 8] 0
Conv2d-2483 [-1, 32, 8, 8] 9,248
ReLU-2484 [-1, 32, 8, 8] 0
MaxPool2d-2485 [-1, 32, 4, 4] 0
Conv2d-2486 [-1, 64, 4, 4] 18,496
ReLU-2487 [-1, 64, 4, 4] 0
Conv2d-2488 [-1, 64, 4, 4] 36,928
ReLU-2489 [-1, 64, 4, 4] 0
Conv2d-2490 [-1, 64, 4, 4] 36,928
ReLU-2491 [-1, 64, 4, 4] 0
MaxPool2d-2492 [-1, 64, 2, 2] 0
Conv2d-2493 [-1, 128, 2, 2] 73,856
ReLU-2494 [-1, 128, 2, 2] 0
Conv2d-2495 [-1, 128, 2, 2] 147,584
ReLU-2496 [-1, 128, 2, 2] 0
Conv2d-2497 [-1, 128, 2, 2] 147,584
ReLU-2498 [-1, 128, 2, 2] 0
MaxPool2d-2499 [-1, 128, 1, 1] 0
Flatten-2500 [-1, 128] 0
Conv2d-2501 [-1, 16, 16, 16] 448
ReLU-2502 [-1, 16, 16, 16] 0
Conv2d-2503 [-1, 16, 16, 16] 2,320
ReLU-2504 [-1, 16, 16, 16] 0
MaxPool2d-2505 [-1, 16, 8, 8] 0
Conv2d-2506 [-1, 32, 8, 8] 4,640
ReLU-2507 [-1, 32, 8, 8] 0
Conv2d-2508 [-1, 32, 8, 8] 9,248
ReLU-2509 [-1, 32, 8, 8] 0
MaxPool2d-2510 [-1, 32, 4, 4] 0
Conv2d-2511 [-1, 64, 4, 4] 18,496
ReLU-2512 [-1, 64, 4, 4] 0
Conv2d-2513 [-1, 64, 4, 4] 36,928
ReLU-2514 [-1, 64, 4, 4] 0
Conv2d-2515 [-1, 64, 4, 4] 36,928
ReLU-2516 [-1, 64, 4, 4] 0
MaxPool2d-2517 [-1, 64, 2, 2] 0
Conv2d-2518 [-1, 128, 2, 2] 73,856
ReLU-2519 [-1, 128, 2, 2] 0
Conv2d-2520 [-1, 128, 2, 2] 147,584
ReLU-2521 [-1, 128, 2, 2] 0
Conv2d-2522 [-1, 128, 2, 2] 147,584
ReLU-2523 [-1, 128, 2, 2] 0
MaxPool2d-2524 [-1, 128, 1, 1] 0
Flatten-2525 [-1, 128] 0
Conv2d-2526 [-1, 16, 16, 16] 448
ReLU-2527 [-1, 16, 16, 16] 0
Conv2d-2528 [-1, 16, 16, 16] 2,320
ReLU-2529 [-1, 16, 16, 16] 0
MaxPool2d-2530 [-1, 16, 8, 8] 0
Conv2d-2531 [-1, 32, 8, 8] 4,640
ReLU-2532 [-1, 32, 8, 8] 0
Conv2d-2533 [-1, 32, 8, 8] 9,248
ReLU-2534 [-1, 32, 8, 8] 0
MaxPool2d-2535 [-1, 32, 4, 4] 0
Conv2d-2536 [-1, 64, 4, 4] 18,496
ReLU-2537 [-1, 64, 4, 4] 0
Conv2d-2538 [-1, 64, 4, 4] 36,928
ReLU-2539 [-1, 64, 4, 4] 0
Conv2d-2540 [-1, 64, 4, 4] 36,928
ReLU-2541 [-1, 64, 4, 4] 0
MaxPool2d-2542 [-1, 64, 2, 2] 0
Conv2d-2543 [-1, 128, 2, 2] 73,856
ReLU-2544 [-1, 128, 2, 2] 0
Conv2d-2545 [-1, 128, 2, 2] 147,584
ReLU-2546 [-1, 128, 2, 2] 0
Conv2d-2547 [-1, 128, 2, 2] 147,584
ReLU-2548 [-1, 128, 2, 2] 0
MaxPool2d-2549 [-1, 128, 1, 1] 0
Flatten-2550 [-1, 128] 0
Conv2d-2551 [-1, 16, 16, 16] 448
ReLU-2552 [-1, 16, 16, 16] 0
Conv2d-2553 [-1, 16, 16, 16] 2,320
ReLU-2554 [-1, 16, 16, 16] 0
MaxPool2d-2555 [-1, 16, 8, 8] 0
Conv2d-2556 [-1, 32, 8, 8] 4,640
ReLU-2557 [-1, 32, 8, 8] 0
Conv2d-2558 [-1, 32, 8, 8] 9,248
ReLU-2559 [-1, 32, 8, 8] 0
MaxPool2d-2560 [-1, 32, 4, 4] 0
Conv2d-2561 [-1, 64, 4, 4] 18,496
ReLU-2562 [-1, 64, 4, 4] 0
Conv2d-2563 [-1, 64, 4, 4] 36,928
ReLU-2564 [-1, 64, 4, 4] 0
Conv2d-2565 [-1, 64, 4, 4] 36,928
ReLU-2566 [-1, 64, 4, 4] 0
MaxPool2d-2567 [-1, 64, 2, 2] 0
Conv2d-2568 [-1, 128, 2, 2] 73,856
ReLU-2569 [-1, 128, 2, 2] 0
Conv2d-2570 [-1, 128, 2, 2] 147,584
ReLU-2571 [-1, 128, 2, 2] 0
Conv2d-2572 [-1, 128, 2, 2] 147,584
ReLU-2573 [-1, 128, 2, 2] 0
MaxPool2d-2574 [-1, 128, 1, 1] 0
Flatten-2575 [-1, 128] 0
Conv2d-2576 [-1, 16, 16, 16] 448
ReLU-2577 [-1, 16, 16, 16] 0
Conv2d-2578 [-1, 16, 16, 16] 2,320
ReLU-2579 [-1, 16, 16, 16] 0
MaxPool2d-2580 [-1, 16, 8, 8] 0
Conv2d-2581 [-1, 32, 8, 8] 4,640
ReLU-2582 [-1, 32, 8, 8] 0
Conv2d-2583 [-1, 32, 8, 8] 9,248
ReLU-2584 [-1, 32, 8, 8] 0
MaxPool2d-2585 [-1, 32, 4, 4] 0
Conv2d-2586 [-1, 64, 4, 4] 18,496
ReLU-2587 [-1, 64, 4, 4] 0
Conv2d-2588 [-1, 64, 4, 4] 36,928
ReLU-2589 [-1, 64, 4, 4] 0
Conv2d-2590 [-1, 64, 4, 4] 36,928
ReLU-2591 [-1, 64, 4, 4] 0
MaxPool2d-2592 [-1, 64, 2, 2] 0
Conv2d-2593 [-1, 128, 2, 2] 73,856
ReLU-2594 [-1, 128, 2, 2] 0
Conv2d-2595 [-1, 128, 2, 2] 147,584
ReLU-2596 [-1, 128, 2, 2] 0
Conv2d-2597 [-1, 128, 2, 2] 147,584
ReLU-2598 [-1, 128, 2, 2] 0
MaxPool2d-2599 [-1, 128, 1, 1] 0
Flatten-2600 [-1, 128] 0
Conv2d-2601 [-1, 16, 16, 16] 448
ReLU-2602 [-1, 16, 16, 16] 0
Conv2d-2603 [-1, 16, 16, 16] 2,320
ReLU-2604 [-1, 16, 16, 16] 0
MaxPool2d-2605 [-1, 16, 8, 8] 0
Conv2d-2606 [-1, 32, 8, 8] 4,640
ReLU-2607 [-1, 32, 8, 8] 0
Conv2d-2608 [-1, 32, 8, 8] 9,248
ReLU-2609 [-1, 32, 8, 8] 0
MaxPool2d-2610 [-1, 32, 4, 4] 0
Conv2d-2611 [-1, 64, 4, 4] 18,496
ReLU-2612 [-1, 64, 4, 4] 0
Conv2d-2613 [-1, 64, 4, 4] 36,928
ReLU-2614 [-1, 64, 4, 4] 0
Conv2d-2615 [-1, 64, 4, 4] 36,928
ReLU-2616 [-1, 64, 4, 4] 0
MaxPool2d-2617 [-1, 64, 2, 2] 0
Conv2d-2618 [-1, 128, 2, 2] 73,856
ReLU-2619 [-1, 128, 2, 2] 0
Conv2d-2620 [-1, 128, 2, 2] 147,584
ReLU-2621 [-1, 128, 2, 2] 0
Conv2d-2622 [-1, 128, 2, 2] 147,584
ReLU-2623 [-1, 128, 2, 2] 0
MaxPool2d-2624 [-1, 128, 1, 1] 0
Flatten-2625 [-1, 128] 0
Conv2d-2626 [-1, 16, 16, 16] 448
ReLU-2627 [-1, 16, 16, 16] 0
Conv2d-2628 [-1, 16, 16, 16] 2,320
ReLU-2629 [-1, 16, 16, 16] 0
MaxPool2d-2630 [-1, 16, 8, 8] 0
Conv2d-2631 [-1, 32, 8, 8] 4,640
ReLU-2632 [-1, 32, 8, 8] 0
Conv2d-2633 [-1, 32, 8, 8] 9,248
ReLU-2634 [-1, 32, 8, 8] 0
MaxPool2d-2635 [-1, 32, 4, 4] 0
Conv2d-2636 [-1, 64, 4, 4] 18,496
ReLU-2637 [-1, 64, 4, 4] 0
Conv2d-2638 [-1, 64, 4, 4] 36,928
ReLU-2639 [-1, 64, 4, 4] 0
Conv2d-2640 [-1, 64, 4, 4] 36,928
ReLU-2641 [-1, 64, 4, 4] 0
MaxPool2d-2642 [-1, 64, 2, 2] 0
Conv2d-2643 [-1, 128, 2, 2] 73,856
ReLU-2644 [-1, 128, 2, 2] 0
Conv2d-2645 [-1, 128, 2, 2] 147,584
ReLU-2646 [-1, 128, 2, 2] 0
Conv2d-2647 [-1, 128, 2, 2] 147,584
ReLU-2648 [-1, 128, 2, 2] 0
MaxPool2d-2649 [-1, 128, 1, 1] 0
Flatten-2650 [-1, 128] 0
Conv2d-2651 [-1, 16, 16, 16] 448
ReLU-2652 [-1, 16, 16, 16] 0
Conv2d-2653 [-1, 16, 16, 16] 2,320
ReLU-2654 [-1, 16, 16, 16] 0
MaxPool2d-2655 [-1, 16, 8, 8] 0
Conv2d-2656 [-1, 32, 8, 8] 4,640
ReLU-2657 [-1, 32, 8, 8] 0
Conv2d-2658 [-1, 32, 8, 8] 9,248
ReLU-2659 [-1, 32, 8, 8] 0
MaxPool2d-2660 [-1, 32, 4, 4] 0
Conv2d-2661 [-1, 64, 4, 4] 18,496
ReLU-2662 [-1, 64, 4, 4] 0
Conv2d-2663 [-1, 64, 4, 4] 36,928
ReLU-2664 [-1, 64, 4, 4] 0
Conv2d-2665 [-1, 64, 4, 4] 36,928
ReLU-2666 [-1, 64, 4, 4] 0
MaxPool2d-2667 [-1, 64, 2, 2] 0
Conv2d-2668 [-1, 128, 2, 2] 73,856
ReLU-2669 [-1, 128, 2, 2] 0
Conv2d-2670 [-1, 128, 2, 2] 147,584
ReLU-2671 [-1, 128, 2, 2] 0
Conv2d-2672 [-1, 128, 2, 2] 147,584
ReLU-2673 [-1, 128, 2, 2] 0
MaxPool2d-2674 [-1, 128, 1, 1] 0
Flatten-2675 [-1, 128] 0
Conv2d-2676 [-1, 16, 16, 16] 448
ReLU-2677 [-1, 16, 16, 16] 0
Conv2d-2678 [-1, 16, 16, 16] 2,320
ReLU-2679 [-1, 16, 16, 16] 0
MaxPool2d-2680 [-1, 16, 8, 8] 0
Conv2d-2681 [-1, 32, 8, 8] 4,640
ReLU-2682 [-1, 32, 8, 8] 0
Conv2d-2683 [-1, 32, 8, 8] 9,248
ReLU-2684 [-1, 32, 8, 8] 0
MaxPool2d-2685 [-1, 32, 4, 4] 0
Conv2d-2686 [-1, 64, 4, 4] 18,496
ReLU-2687 [-1, 64, 4, 4] 0
Conv2d-2688 [-1, 64, 4, 4] 36,928
ReLU-2689 [-1, 64, 4, 4] 0
Conv2d-2690 [-1, 64, 4, 4] 36,928
ReLU-2691 [-1, 64, 4, 4] 0
MaxPool2d-2692 [-1, 64, 2, 2] 0
Conv2d-2693 [-1, 128, 2, 2] 73,856
ReLU-2694 [-1, 128, 2, 2] 0
Conv2d-2695 [-1, 128, 2, 2] 147,584
ReLU-2696 [-1, 128, 2, 2] 0
Conv2d-2697 [-1, 128, 2, 2] 147,584
ReLU-2698 [-1, 128, 2, 2] 0
MaxPool2d-2699 [-1, 128, 1, 1] 0
Flatten-2700 [-1, 128] 0
Conv2d-2701 [-1, 16, 16, 16] 448
ReLU-2702 [-1, 16, 16, 16] 0
Conv2d-2703 [-1, 16, 16, 16] 2,320
ReLU-2704 [-1, 16, 16, 16] 0
MaxPool2d-2705 [-1, 16, 8, 8] 0
Conv2d-2706 [-1, 32, 8, 8] 4,640
ReLU-2707 [-1, 32, 8, 8] 0
Conv2d-2708 [-1, 32, 8, 8] 9,248
ReLU-2709 [-1, 32, 8, 8] 0
MaxPool2d-2710 [-1, 32, 4, 4] 0
Conv2d-2711 [-1, 64, 4, 4] 18,496
ReLU-2712 [-1, 64, 4, 4] 0
Conv2d-2713 [-1, 64, 4, 4] 36,928
ReLU-2714 [-1, 64, 4, 4] 0
Conv2d-2715 [-1, 64, 4, 4] 36,928
ReLU-2716 [-1, 64, 4, 4] 0
MaxPool2d-2717 [-1, 64, 2, 2] 0
Conv2d-2718 [-1, 128, 2, 2] 73,856
ReLU-2719 [-1, 128, 2, 2] 0
Conv2d-2720 [-1, 128, 2, 2] 147,584
ReLU-2721 [-1, 128, 2, 2] 0
Conv2d-2722 [-1, 128, 2, 2] 147,584
ReLU-2723 [-1, 128, 2, 2] 0
MaxPool2d-2724 [-1, 128, 1, 1] 0
Flatten-2725 [-1, 128] 0
Conv2d-2726 [-1, 16, 16, 16] 448
ReLU-2727 [-1, 16, 16, 16] 0
Conv2d-2728 [-1, 16, 16, 16] 2,320
ReLU-2729 [-1, 16, 16, 16] 0
MaxPool2d-2730 [-1, 16, 8, 8] 0
Conv2d-2731 [-1, 32, 8, 8] 4,640
ReLU-2732 [-1, 32, 8, 8] 0
Conv2d-2733 [-1, 32, 8, 8] 9,248
ReLU-2734 [-1, 32, 8, 8] 0
MaxPool2d-2735 [-1, 32, 4, 4] 0
Conv2d-2736 [-1, 64, 4, 4] 18,496
ReLU-2737 [-1, 64, 4, 4] 0
Conv2d-2738 [-1, 64, 4, 4] 36,928
ReLU-2739 [-1, 64, 4, 4] 0
Conv2d-2740 [-1, 64, 4, 4] 36,928
ReLU-2741 [-1, 64, 4, 4] 0
MaxPool2d-2742 [-1, 64, 2, 2] 0
Conv2d-2743 [-1, 128, 2, 2] 73,856
ReLU-2744 [-1, 128, 2, 2] 0
Conv2d-2745 [-1, 128, 2, 2] 147,584
ReLU-2746 [-1, 128, 2, 2] 0
Conv2d-2747 [-1, 128, 2, 2] 147,584
ReLU-2748 [-1, 128, 2, 2] 0
MaxPool2d-2749 [-1, 128, 1, 1] 0
Flatten-2750 [-1, 128] 0
Conv2d-2751 [-1, 16, 16, 16] 448
ReLU-2752 [-1, 16, 16, 16] 0
Conv2d-2753 [-1, 16, 16, 16] 2,320
ReLU-2754 [-1, 16, 16, 16] 0
MaxPool2d-2755 [-1, 16, 8, 8] 0
Conv2d-2756 [-1, 32, 8, 8] 4,640
ReLU-2757 [-1, 32, 8, 8] 0
Conv2d-2758 [-1, 32, 8, 8] 9,248
ReLU-2759 [-1, 32, 8, 8] 0
MaxPool2d-2760 [-1, 32, 4, 4] 0
Conv2d-2761 [-1, 64, 4, 4] 18,496
ReLU-2762 [-1, 64, 4, 4] 0
Conv2d-2763 [-1, 64, 4, 4] 36,928
ReLU-2764 [-1, 64, 4, 4] 0
Conv2d-2765 [-1, 64, 4, 4] 36,928
ReLU-2766 [-1, 64, 4, 4] 0
MaxPool2d-2767 [-1, 64, 2, 2] 0
Conv2d-2768 [-1, 128, 2, 2] 73,856
ReLU-2769 [-1, 128, 2, 2] 0
Conv2d-2770 [-1, 128, 2, 2] 147,584
ReLU-2771 [-1, 128, 2, 2] 0
Conv2d-2772 [-1, 128, 2, 2] 147,584
ReLU-2773 [-1, 128, 2, 2] 0
MaxPool2d-2774 [-1, 128, 1, 1] 0
Flatten-2775 [-1, 128] 0
Conv2d-2776 [-1, 16, 16, 16] 448
ReLU-2777 [-1, 16, 16, 16] 0
Conv2d-2778 [-1, 16, 16, 16] 2,320
ReLU-2779 [-1, 16, 16, 16] 0
MaxPool2d-2780 [-1, 16, 8, 8] 0
Conv2d-2781 [-1, 32, 8, 8] 4,640
ReLU-2782 [-1, 32, 8, 8] 0
Conv2d-2783 [-1, 32, 8, 8] 9,248
ReLU-2784 [-1, 32, 8, 8] 0
MaxPool2d-2785 [-1, 32, 4, 4] 0
Conv2d-2786 [-1, 64, 4, 4] 18,496
ReLU-2787 [-1, 64, 4, 4] 0
Conv2d-2788 [-1, 64, 4, 4] 36,928
ReLU-2789 [-1, 64, 4, 4] 0
Conv2d-2790 [-1, 64, 4, 4] 36,928
ReLU-2791 [-1, 64, 4, 4] 0
MaxPool2d-2792 [-1, 64, 2, 2] 0
Conv2d-2793 [-1, 128, 2, 2] 73,856
ReLU-2794 [-1, 128, 2, 2] 0
Conv2d-2795 [-1, 128, 2, 2] 147,584
ReLU-2796 [-1, 128, 2, 2] 0
Conv2d-2797 [-1, 128, 2, 2] 147,584
ReLU-2798 [-1, 128, 2, 2] 0
MaxPool2d-2799 [-1, 128, 1, 1] 0
Flatten-2800 [-1, 128] 0
Conv2d-2801 [-1, 16, 16, 16] 448
ReLU-2802 [-1, 16, 16, 16] 0
Conv2d-2803 [-1, 16, 16, 16] 2,320
ReLU-2804 [-1, 16, 16, 16] 0
MaxPool2d-2805 [-1, 16, 8, 8] 0
Conv2d-2806 [-1, 32, 8, 8] 4,640
ReLU-2807 [-1, 32, 8, 8] 0
Conv2d-2808 [-1, 32, 8, 8] 9,248
ReLU-2809 [-1, 32, 8, 8] 0
MaxPool2d-2810 [-1, 32, 4, 4] 0
Conv2d-2811 [-1, 64, 4, 4] 18,496
ReLU-2812 [-1, 64, 4, 4] 0
Conv2d-2813 [-1, 64, 4, 4] 36,928
ReLU-2814 [-1, 64, 4, 4] 0
Conv2d-2815 [-1, 64, 4, 4] 36,928
ReLU-2816 [-1, 64, 4, 4] 0
MaxPool2d-2817 [-1, 64, 2, 2] 0
Conv2d-2818 [-1, 128, 2, 2] 73,856
ReLU-2819 [-1, 128, 2, 2] 0
Conv2d-2820 [-1, 128, 2, 2] 147,584
ReLU-2821 [-1, 128, 2, 2] 0
Conv2d-2822 [-1, 128, 2, 2] 147,584
ReLU-2823 [-1, 128, 2, 2] 0
MaxPool2d-2824 [-1, 128, 1, 1] 0
Flatten-2825 [-1, 128] 0
Conv2d-2826 [-1, 16, 16, 16] 448
ReLU-2827 [-1, 16, 16, 16] 0
Conv2d-2828 [-1, 16, 16, 16] 2,320
ReLU-2829 [-1, 16, 16, 16] 0
MaxPool2d-2830 [-1, 16, 8, 8] 0
Conv2d-2831 [-1, 32, 8, 8] 4,640
ReLU-2832 [-1, 32, 8, 8] 0
Conv2d-2833 [-1, 32, 8, 8] 9,248
ReLU-2834 [-1, 32, 8, 8] 0
MaxPool2d-2835 [-1, 32, 4, 4] 0
Conv2d-2836 [-1, 64, 4, 4] 18,496
ReLU-2837 [-1, 64, 4, 4] 0
Conv2d-2838 [-1, 64, 4, 4] 36,928
ReLU-2839 [-1, 64, 4, 4] 0
Conv2d-2840 [-1, 64, 4, 4] 36,928
ReLU-2841 [-1, 64, 4, 4] 0
MaxPool2d-2842 [-1, 64, 2, 2] 0
Conv2d-2843 [-1, 128, 2, 2] 73,856
ReLU-2844 [-1, 128, 2, 2] 0
Conv2d-2845 [-1, 128, 2, 2] 147,584
ReLU-2846 [-1, 128, 2, 2] 0
Conv2d-2847 [-1, 128, 2, 2] 147,584
ReLU-2848 [-1, 128, 2, 2] 0
MaxPool2d-2849 [-1, 128, 1, 1] 0
Flatten-2850 [-1, 128] 0
Conv2d-2851 [-1, 16, 16, 16] 448
ReLU-2852 [-1, 16, 16, 16] 0
Conv2d-2853 [-1, 16, 16, 16] 2,320
ReLU-2854 [-1, 16, 16, 16] 0
MaxPool2d-2855 [-1, 16, 8, 8] 0
Conv2d-2856 [-1, 32, 8, 8] 4,640
ReLU-2857 [-1, 32, 8, 8] 0
Conv2d-2858 [-1, 32, 8, 8] 9,248
ReLU-2859 [-1, 32, 8, 8] 0
MaxPool2d-2860 [-1, 32, 4, 4] 0
Conv2d-2861 [-1, 64, 4, 4] 18,496
ReLU-2862 [-1, 64, 4, 4] 0
Conv2d-2863 [-1, 64, 4, 4] 36,928
ReLU-2864 [-1, 64, 4, 4] 0
Conv2d-2865 [-1, 64, 4, 4] 36,928
ReLU-2866 [-1, 64, 4, 4] 0
MaxPool2d-2867 [-1, 64, 2, 2] 0
Conv2d-2868 [-1, 128, 2, 2] 73,856
ReLU-2869 [-1, 128, 2, 2] 0
Conv2d-2870 [-1, 128, 2, 2] 147,584
ReLU-2871 [-1, 128, 2, 2] 0
Conv2d-2872 [-1, 128, 2, 2] 147,584
ReLU-2873 [-1, 128, 2, 2] 0
MaxPool2d-2874 [-1, 128, 1, 1] 0
Flatten-2875 [-1, 128] 0
Conv2d-2876 [-1, 16, 16, 16] 448
ReLU-2877 [-1, 16, 16, 16] 0
Conv2d-2878 [-1, 16, 16, 16] 2,320
ReLU-2879 [-1, 16, 16, 16] 0
MaxPool2d-2880 [-1, 16, 8, 8] 0
Conv2d-2881 [-1, 32, 8, 8] 4,640
ReLU-2882 [-1, 32, 8, 8] 0
Conv2d-2883 [-1, 32, 8, 8] 9,248
ReLU-2884 [-1, 32, 8, 8] 0
MaxPool2d-2885 [-1, 32, 4, 4] 0
Conv2d-2886 [-1, 64, 4, 4] 18,496
ReLU-2887 [-1, 64, 4, 4] 0
Conv2d-2888 [-1, 64, 4, 4] 36,928
ReLU-2889 [-1, 64, 4, 4] 0
Conv2d-2890 [-1, 64, 4, 4] 36,928
ReLU-2891 [-1, 64, 4, 4] 0
MaxPool2d-2892 [-1, 64, 2, 2] 0
Conv2d-2893 [-1, 128, 2, 2] 73,856
ReLU-2894 [-1, 128, 2, 2] 0
Conv2d-2895 [-1, 128, 2, 2] 147,584
ReLU-2896 [-1, 128, 2, 2] 0
Conv2d-2897 [-1, 128, 2, 2] 147,584
ReLU-2898 [-1, 128, 2, 2] 0
MaxPool2d-2899 [-1, 128, 1, 1] 0
Flatten-2900 [-1, 128] 0
Conv2d-2901 [-1, 16, 16, 16] 448
ReLU-2902 [-1, 16, 16, 16] 0
Conv2d-2903 [-1, 16, 16, 16] 2,320
ReLU-2904 [-1, 16, 16, 16] 0
MaxPool2d-2905 [-1, 16, 8, 8] 0
Conv2d-2906 [-1, 32, 8, 8] 4,640
ReLU-2907 [-1, 32, 8, 8] 0
Conv2d-2908 [-1, 32, 8, 8] 9,248
ReLU-2909 [-1, 32, 8, 8] 0
MaxPool2d-2910 [-1, 32, 4, 4] 0
Conv2d-2911 [-1, 64, 4, 4] 18,496
ReLU-2912 [-1, 64, 4, 4] 0
Conv2d-2913 [-1, 64, 4, 4] 36,928
ReLU-2914 [-1, 64, 4, 4] 0
Conv2d-2915 [-1, 64, 4, 4] 36,928
ReLU-2916 [-1, 64, 4, 4] 0
MaxPool2d-2917 [-1, 64, 2, 2] 0
Conv2d-2918 [-1, 128, 2, 2] 73,856
ReLU-2919 [-1, 128, 2, 2] 0
Conv2d-2920 [-1, 128, 2, 2] 147,584
ReLU-2921 [-1, 128, 2, 2] 0
Conv2d-2922 [-1, 128, 2, 2] 147,584
ReLU-2923 [-1, 128, 2, 2] 0
MaxPool2d-2924 [-1, 128, 1, 1] 0
Flatten-2925 [-1, 128] 0
Conv2d-2926 [-1, 16, 16, 16] 448
ReLU-2927 [-1, 16, 16, 16] 0
Conv2d-2928 [-1, 16, 16, 16] 2,320
ReLU-2929 [-1, 16, 16, 16] 0
MaxPool2d-2930 [-1, 16, 8, 8] 0
Conv2d-2931 [-1, 32, 8, 8] 4,640
ReLU-2932 [-1, 32, 8, 8] 0
Conv2d-2933 [-1, 32, 8, 8] 9,248
ReLU-2934 [-1, 32, 8, 8] 0
MaxPool2d-2935 [-1, 32, 4, 4] 0
Conv2d-2936 [-1, 64, 4, 4] 18,496
ReLU-2937 [-1, 64, 4, 4] 0
Conv2d-2938 [-1, 64, 4, 4] 36,928
ReLU-2939 [-1, 64, 4, 4] 0
Conv2d-2940 [-1, 64, 4, 4] 36,928
ReLU-2941 [-1, 64, 4, 4] 0
MaxPool2d-2942 [-1, 64, 2, 2] 0
Conv2d-2943 [-1, 128, 2, 2] 73,856
ReLU-2944 [-1, 128, 2, 2] 0
Conv2d-2945 [-1, 128, 2, 2] 147,584
ReLU-2946 [-1, 128, 2, 2] 0
Conv2d-2947 [-1, 128, 2, 2] 147,584
ReLU-2948 [-1, 128, 2, 2] 0
MaxPool2d-2949 [-1, 128, 1, 1] 0
Flatten-2950 [-1, 128] 0
Conv2d-2951 [-1, 16, 16, 16] 448
ReLU-2952 [-1, 16, 16, 16] 0
Conv2d-2953 [-1, 16, 16, 16] 2,320
ReLU-2954 [-1, 16, 16, 16] 0
MaxPool2d-2955 [-1, 16, 8, 8] 0
Conv2d-2956 [-1, 32, 8, 8] 4,640
ReLU-2957 [-1, 32, 8, 8] 0
Conv2d-2958 [-1, 32, 8, 8] 9,248
ReLU-2959 [-1, 32, 8, 8] 0
MaxPool2d-2960 [-1, 32, 4, 4] 0
Conv2d-2961 [-1, 64, 4, 4] 18,496
ReLU-2962 [-1, 64, 4, 4] 0
Conv2d-2963 [-1, 64, 4, 4] 36,928
ReLU-2964 [-1, 64, 4, 4] 0
Conv2d-2965 [-1, 64, 4, 4] 36,928
ReLU-2966 [-1, 64, 4, 4] 0
MaxPool2d-2967 [-1, 64, 2, 2] 0
Conv2d-2968 [-1, 128, 2, 2] 73,856
ReLU-2969 [-1, 128, 2, 2] 0
Conv2d-2970 [-1, 128, 2, 2] 147,584
ReLU-2971 [-1, 128, 2, 2] 0
Conv2d-2972 [-1, 128, 2, 2] 147,584
ReLU-2973 [-1, 128, 2, 2] 0
MaxPool2d-2974 [-1, 128, 1, 1] 0
Flatten-2975 [-1, 128] 0
Conv2d-2976 [-1, 16, 16, 16] 448
ReLU-2977 [-1, 16, 16, 16] 0
Conv2d-2978 [-1, 16, 16, 16] 2,320
ReLU-2979 [-1, 16, 16, 16] 0
MaxPool2d-2980 [-1, 16, 8, 8] 0
Conv2d-2981 [-1, 32, 8, 8] 4,640
ReLU-2982 [-1, 32, 8, 8] 0
Conv2d-2983 [-1, 32, 8, 8] 9,248
ReLU-2984 [-1, 32, 8, 8] 0
MaxPool2d-2985 [-1, 32, 4, 4] 0
Conv2d-2986 [-1, 64, 4, 4] 18,496
ReLU-2987 [-1, 64, 4, 4] 0
Conv2d-2988 [-1, 64, 4, 4] 36,928
ReLU-2989 [-1, 64, 4, 4] 0
Conv2d-2990 [-1, 64, 4, 4] 36,928
ReLU-2991 [-1, 64, 4, 4] 0
MaxPool2d-2992 [-1, 64, 2, 2] 0
Conv2d-2993 [-1, 128, 2, 2] 73,856
ReLU-2994 [-1, 128, 2, 2] 0
Conv2d-2995 [-1, 128, 2, 2] 147,584
ReLU-2996 [-1, 128, 2, 2] 0
Conv2d-2997 [-1, 128, 2, 2] 147,584
ReLU-2998 [-1, 128, 2, 2] 0
MaxPool2d-2999 [-1, 128, 1, 1] 0
Flatten-3000 [-1, 128] 0
Conv2d-3001 [-1, 16, 16, 16] 448
ReLU-3002 [-1, 16, 16, 16] 0
Conv2d-3003 [-1, 16, 16, 16] 2,320
ReLU-3004 [-1, 16, 16, 16] 0
MaxPool2d-3005 [-1, 16, 8, 8] 0
Conv2d-3006 [-1, 32, 8, 8] 4,640
ReLU-3007 [-1, 32, 8, 8] 0
Conv2d-3008 [-1, 32, 8, 8] 9,248
ReLU-3009 [-1, 32, 8, 8] 0
MaxPool2d-3010 [-1, 32, 4, 4] 0
Conv2d-3011 [-1, 64, 4, 4] 18,496
ReLU-3012 [-1, 64, 4, 4] 0
Conv2d-3013 [-1, 64, 4, 4] 36,928
ReLU-3014 [-1, 64, 4, 4] 0
Conv2d-3015 [-1, 64, 4, 4] 36,928
ReLU-3016 [-1, 64, 4, 4] 0
MaxPool2d-3017 [-1, 64, 2, 2] 0
Conv2d-3018 [-1, 128, 2, 2] 73,856
ReLU-3019 [-1, 128, 2, 2] 0
Conv2d-3020 [-1, 128, 2, 2] 147,584
ReLU-3021 [-1, 128, 2, 2] 0
Conv2d-3022 [-1, 128, 2, 2] 147,584
ReLU-3023 [-1, 128, 2, 2] 0
MaxPool2d-3024 [-1, 128, 1, 1] 0
Flatten-3025 [-1, 128] 0
Conv2d-3026 [-1, 16, 16, 16] 448
ReLU-3027 [-1, 16, 16, 16] 0
Conv2d-3028 [-1, 16, 16, 16] 2,320
ReLU-3029 [-1, 16, 16, 16] 0
MaxPool2d-3030 [-1, 16, 8, 8] 0
Conv2d-3031 [-1, 32, 8, 8] 4,640
ReLU-3032 [-1, 32, 8, 8] 0
Conv2d-3033 [-1, 32, 8, 8] 9,248
ReLU-3034 [-1, 32, 8, 8] 0
MaxPool2d-3035 [-1, 32, 4, 4] 0
Conv2d-3036 [-1, 64, 4, 4] 18,496
ReLU-3037 [-1, 64, 4, 4] 0
Conv2d-3038 [-1, 64, 4, 4] 36,928
ReLU-3039 [-1, 64, 4, 4] 0
Conv2d-3040 [-1, 64, 4, 4] 36,928
ReLU-3041 [-1, 64, 4, 4] 0
MaxPool2d-3042 [-1, 64, 2, 2] 0
Conv2d-3043 [-1, 128, 2, 2] 73,856
ReLU-3044 [-1, 128, 2, 2] 0
Conv2d-3045 [-1, 128, 2, 2] 147,584
ReLU-3046 [-1, 128, 2, 2] 0
Conv2d-3047 [-1, 128, 2, 2] 147,584
ReLU-3048 [-1, 128, 2, 2] 0
MaxPool2d-3049 [-1, 128, 1, 1] 0
Flatten-3050 [-1, 128] 0
Conv2d-3051 [-1, 16, 16, 16] 448
ReLU-3052 [-1, 16, 16, 16] 0
Conv2d-3053 [-1, 16, 16, 16] 2,320
ReLU-3054 [-1, 16, 16, 16] 0
MaxPool2d-3055 [-1, 16, 8, 8] 0
Conv2d-3056 [-1, 32, 8, 8] 4,640
ReLU-3057 [-1, 32, 8, 8] 0
Conv2d-3058 [-1, 32, 8, 8] 9,248
ReLU-3059 [-1, 32, 8, 8] 0
MaxPool2d-3060 [-1, 32, 4, 4] 0
Conv2d-3061 [-1, 64, 4, 4] 18,496
ReLU-3062 [-1, 64, 4, 4] 0
Conv2d-3063 [-1, 64, 4, 4] 36,928
ReLU-3064 [-1, 64, 4, 4] 0
Conv2d-3065 [-1, 64, 4, 4] 36,928
ReLU-3066 [-1, 64, 4, 4] 0
MaxPool2d-3067 [-1, 64, 2, 2] 0
Conv2d-3068 [-1, 128, 2, 2] 73,856
ReLU-3069 [-1, 128, 2, 2] 0
Conv2d-3070 [-1, 128, 2, 2] 147,584
ReLU-3071 [-1, 128, 2, 2] 0
Conv2d-3072 [-1, 128, 2, 2] 147,584
ReLU-3073 [-1, 128, 2, 2] 0
MaxPool2d-3074 [-1, 128, 1, 1] 0
Flatten-3075 [-1, 128] 0
Conv2d-3076 [-1, 16, 16, 16] 448
ReLU-3077 [-1, 16, 16, 16] 0
Conv2d-3078 [-1, 16, 16, 16] 2,320
ReLU-3079 [-1, 16, 16, 16] 0
MaxPool2d-3080 [-1, 16, 8, 8] 0
Conv2d-3081 [-1, 32, 8, 8] 4,640
ReLU-3082 [-1, 32, 8, 8] 0
Conv2d-3083 [-1, 32, 8, 8] 9,248
ReLU-3084 [-1, 32, 8, 8] 0
MaxPool2d-3085 [-1, 32, 4, 4] 0
Conv2d-3086 [-1, 64, 4, 4] 18,496
ReLU-3087 [-1, 64, 4, 4] 0
Conv2d-3088 [-1, 64, 4, 4] 36,928
ReLU-3089 [-1, 64, 4, 4] 0
Conv2d-3090 [-1, 64, 4, 4] 36,928
ReLU-3091 [-1, 64, 4, 4] 0
MaxPool2d-3092 [-1, 64, 2, 2] 0
Conv2d-3093 [-1, 128, 2, 2] 73,856
ReLU-3094 [-1, 128, 2, 2] 0
Conv2d-3095 [-1, 128, 2, 2] 147,584
ReLU-3096 [-1, 128, 2, 2] 0
Conv2d-3097 [-1, 128, 2, 2] 147,584
ReLU-3098 [-1, 128, 2, 2] 0
MaxPool2d-3099 [-1, 128, 1, 1] 0
Flatten-3100 [-1, 128] 0
Conv2d-3101 [-1, 16, 16, 16] 448
ReLU-3102 [-1, 16, 16, 16] 0
Conv2d-3103 [-1, 16, 16, 16] 2,320
ReLU-3104 [-1, 16, 16, 16] 0
MaxPool2d-3105 [-1, 16, 8, 8] 0
Conv2d-3106 [-1, 32, 8, 8] 4,640
ReLU-3107 [-1, 32, 8, 8] 0
Conv2d-3108 [-1, 32, 8, 8] 9,248
ReLU-3109 [-1, 32, 8, 8] 0
MaxPool2d-3110 [-1, 32, 4, 4] 0
Conv2d-3111 [-1, 64, 4, 4] 18,496
ReLU-3112 [-1, 64, 4, 4] 0
Conv2d-3113 [-1, 64, 4, 4] 36,928
ReLU-3114 [-1, 64, 4, 4] 0
Conv2d-3115 [-1, 64, 4, 4] 36,928
ReLU-3116 [-1, 64, 4, 4] 0
MaxPool2d-3117 [-1, 64, 2, 2] 0
Conv2d-3118 [-1, 128, 2, 2] 73,856
ReLU-3119 [-1, 128, 2, 2] 0
Conv2d-3120 [-1, 128, 2, 2] 147,584
ReLU-3121 [-1, 128, 2, 2] 0
Conv2d-3122 [-1, 128, 2, 2] 147,584
ReLU-3123 [-1, 128, 2, 2] 0
MaxPool2d-3124 [-1, 128, 1, 1] 0
Flatten-3125 [-1, 128] 0
GRU-3126 [[-1, 1, 64], [-1, 1, 64]] 0
ReLU-3127 [-1, 1, 64] 0
Linear-3128 [-1, 1, 64] 4,160
ReLU-3129 [-1, 1, 64] 0
GRULinear-3130 [-1, 1, 64] 0
================================================================
Total params: 59,758,160
Trainable params: 59,758,160
Non-trainable params: 0
----------------------------------------------------------------
Input size (MB): 0.37
Forward/backward pass size (MB): 34.15
Params size (MB): 227.96
Estimated Total Size (MB): 262.48
----------------------------------------------------------------