----------------------------------------------------------------
Layer (type) Output Shape Param #
================================================================
LogitTransform-1 [-1, 3, 32, 32] 0
#1st-stackediresblocks
LogitTransform-2 [-1, 3, 32, 32] 0
ActNorm2d-3 [-1, 3, 32, 32] 6
#1st-iresblocks
InducedNormConv2d-4 [-1, 512, 32, 32] 14,336
Swish-5 [-1, 512, 32, 32] 1
InducedNormConv2d-6 [-1, 512, 32, 32] 262,656
Swish-7 [-1, 512, 32, 32] 1
InducedNormConv2d-8 [-1, 3, 32, 32] 13,827
ActNorm2d-9 [-1, 3, 32, 32] 6
#2nd-iresblocks
Swish-10 [-1, 3, 32, 32] 1
InducedNormConv2d-11 [-1, 512, 32, 32] 14,336
Swish-12 [-1, 512, 32, 32] 1
InducedNormConv2d-13 [-1, 512, 32, 32] 262,656
Swish-14 [-1, 512, 32, 32] 1
InducedNormConv2d-15 [-1, 3, 32, 32] 13,827
ActNorm2d-16 [-1, 3, 32, 32] 6
#3rd-iresblocks
Swish-17 [-1, 3, 32, 32] 1
InducedNormConv2d-18 [-1, 512, 32, 32] 14,336
Swish-19 [-1, 512, 32, 32] 1
InducedNormConv2d-20 [-1, 512, 32, 32] 262,656
Swish-21 [-1, 512, 32, 32] 1
InducedNormConv2d-22 [-1, 3, 32, 32] 13,827
ActNorm2d-23 [-1, 3, 32, 32] 6
#4th-iresblocks
Swish-24 [-1, 3, 32, 32] 1
InducedNormConv2d-25 [-1, 512, 32, 32] 14,336
Swish-26 [-1, 512, 32, 32] 1
InducedNormConv2d-27 [-1, 512, 32, 32] 262,656
Swish-28 [-1, 512, 32, 32] 1
InducedNormConv2d-29 [-1, 3, 32, 32] 13,827
ActNorm2d-30 [-1, 3, 32, 32] 6
#5th-iresblocks
Swish-31 [-1, 3, 32, 32] 1
InducedNormConv2d-32 [-1, 512, 32, 32] 14,336
Swish-33 [-1, 512, 32, 32] 1
InducedNormConv2d-34 [-1, 512, 32, 32] 262,656
Swish-35 [-1, 512, 32, 32] 1
InducedNormConv2d-36 [-1, 3, 32, 32] 13,827
ActNorm2d-37 [-1, 3, 32, 32] 6
Swish-38 [-1, 3, 32, 32] 1
InducedNormConv2d-39 [-1, 512, 32, 32] 14,336
Swish-40 [-1, 512, 32, 32] 1
InducedNormConv2d-41 [-1, 512, 32, 32] 262,656
Swish-42 [-1, 512, 32, 32] 1
InducedNormConv2d-43 [-1, 3, 32, 32] 13,827
ActNorm2d-44 [-1, 3, 32, 32] 6
Swish-45 [-1, 3, 32, 32] 1
InducedNormConv2d-46 [-1, 512, 32, 32] 14,336
Swish-47 [-1, 512, 32, 32] 1
InducedNormConv2d-48 [-1, 512, 32, 32] 262,656
Swish-49 [-1, 512, 32, 32] 1
InducedNormConv2d-50 [-1, 3, 32, 32] 13,827
ActNorm2d-51 [-1, 3, 32, 32] 6
Swish-52 [-1, 3, 32, 32] 1
InducedNormConv2d-53 [-1, 512, 32, 32] 14,336
Swish-54 [-1, 512, 32, 32] 1
InducedNormConv2d-55 [-1, 512, 32, 32] 262,656
Swish-56 [-1, 512, 32, 32] 1
InducedNormConv2d-57 [-1, 3, 32, 32] 13,827
ActNorm2d-58 [-1, 3, 32, 32] 6
Swish-59 [-1, 3, 32, 32] 1
InducedNormConv2d-60 [-1, 512, 32, 32] 14,336
Swish-61 [-1, 512, 32, 32] 1
InducedNormConv2d-62 [-1, 512, 32, 32] 262,656
Swish-63 [-1, 512, 32, 32] 1
InducedNormConv2d-64 [-1, 3, 32, 32] 13,827
ActNorm2d-65 [-1, 3, 32, 32] 6
Swish-66 [-1, 3, 32, 32] 1
InducedNormConv2d-67 [-1, 512, 32, 32] 14,336
Swish-68 [-1, 512, 32, 32] 1
InducedNormConv2d-69 [-1, 512, 32, 32] 262,656
Swish-70 [-1, 512, 32, 32] 1
InducedNormConv2d-71 [-1, 3, 32, 32] 13,827
ActNorm2d-72 [-1, 3, 32, 32] 6
Swish-73 [-1, 3, 32, 32] 1
InducedNormConv2d-74 [-1, 512, 32, 32] 14,336
Swish-75 [-1, 512, 32, 32] 1
InducedNormConv2d-76 [-1, 512, 32, 32] 262,656
Swish-77 [-1, 512, 32, 32] 1
InducedNormConv2d-78 [-1, 3, 32, 32] 13,827
ActNorm2d-79 [-1, 3, 32, 32] 6
Swish-80 [-1, 3, 32, 32] 1
InducedNormConv2d-81 [-1, 512, 32, 32] 14,336
Swish-82 [-1, 512, 32, 32] 1
InducedNormConv2d-83 [-1, 512, 32, 32] 262,656
Swish-84 [-1, 512, 32, 32] 1
InducedNormConv2d-85 [-1, 3, 32, 32] 13,827
ActNorm2d-86 [-1, 3, 32, 32] 6
Swish-87 [-1, 3, 32, 32] 1
InducedNormConv2d-88 [-1, 512, 32, 32] 14,336
Swish-89 [-1, 512, 32, 32] 1
InducedNormConv2d-90 [-1, 512, 32, 32] 262,656
Swish-91 [-1, 512, 32, 32] 1
InducedNormConv2d-92 [-1, 3, 32, 32] 13,827
ActNorm2d-93 [-1, 3, 32, 32] 6
Swish-94 [-1, 3, 32, 32] 1
InducedNormConv2d-95 [-1, 512, 32, 32] 14,336
Swish-96 [-1, 512, 32, 32] 1
InducedNormConv2d-97 [-1, 512, 32, 32] 262,656
Swish-98 [-1, 512, 32, 32] 1
InducedNormConv2d-99 [-1, 3, 32, 32] 13,827
ActNorm2d-100 [-1, 3, 32, 32] 6
Swish-101 [-1, 3, 32, 32] 1
InducedNormConv2d-102 [-1, 512, 32, 32] 14,336
Swish-103 [-1, 512, 32, 32] 1
InducedNormConv2d-104 [-1, 512, 32, 32] 262,656
Swish-105 [-1, 512, 32, 32] 1
InducedNormConv2d-106 [-1, 3, 32, 32] 13,827
ActNorm2d-107 [-1, 3, 32, 32] 6
Swish-108 [-1, 3, 32, 32] 1
InducedNormConv2d-109 [-1, 512, 32, 32] 14,336
Swish-110 [-1, 512, 32, 32] 1
InducedNormConv2d-111 [-1, 512, 32, 32] 262,656
Swish-112 [-1, 512, 32, 32] 1
InducedNormConv2d-113 [-1, 3, 32, 32] 13,827
ActNorm2d-114 [-1, 3, 32, 32] 6
SqueezeLayer-115 [-1, 12, 16, 16] 0
Swish-116 [-1, 12, 16, 16] 1
InducedNormConv2d-117 [-1, 512, 16, 16] 55,808
Swish-118 [-1, 512, 16, 16] 1
InducedNormConv2d-119 [-1, 512, 16, 16] 262,656
Swish-120 [-1, 512, 16, 16] 1
InducedNormConv2d-121 [-1, 12, 16, 16] 55,308
ActNorm2d-122 [-1, 12, 16, 16] 24
Swish-123 [-1, 12, 16, 16] 1
InducedNormConv2d-124 [-1, 512, 16, 16] 55,808
Swish-125 [-1, 512, 16, 16] 1
InducedNormConv2d-126 [-1, 512, 16, 16] 262,656
Swish-127 [-1, 512, 16, 16] 1
InducedNormConv2d-128 [-1, 12, 16, 16] 55,308
ActNorm2d-129 [-1, 12, 16, 16] 24
Swish-130 [-1, 12, 16, 16] 1
InducedNormConv2d-131 [-1, 512, 16, 16] 55,808
Swish-132 [-1, 512, 16, 16] 1
InducedNormConv2d-133 [-1, 512, 16, 16] 262,656
Swish-134 [-1, 512, 16, 16] 1
InducedNormConv2d-135 [-1, 12, 16, 16] 55,308
ActNorm2d-136 [-1, 12, 16, 16] 24
Swish-137 [-1, 12, 16, 16] 1
InducedNormConv2d-138 [-1, 512, 16, 16] 55,808
Swish-139 [-1, 512, 16, 16] 1
InducedNormConv2d-140 [-1, 512, 16, 16] 262,656
Swish-141 [-1, 512, 16, 16] 1
InducedNormConv2d-142 [-1, 12, 16, 16] 55,308
ActNorm2d-143 [-1, 12, 16, 16] 24
Swish-144 [-1, 12, 16, 16] 1
InducedNormConv2d-145 [-1, 512, 16, 16] 55,808
Swish-146 [-1, 512, 16, 16] 1
InducedNormConv2d-147 [-1, 512, 16, 16] 262,656
Swish-148 [-1, 512, 16, 16] 1
InducedNormConv2d-149 [-1, 12, 16, 16] 55,308
ActNorm2d-150 [-1, 12, 16, 16] 24
Swish-151 [-1, 12, 16, 16] 1
InducedNormConv2d-152 [-1, 512, 16, 16] 55,808
Swish-153 [-1, 512, 16, 16] 1
InducedNormConv2d-154 [-1, 512, 16, 16] 262,656
Swish-155 [-1, 512, 16, 16] 1
InducedNormConv2d-156 [-1, 12, 16, 16] 55,308
ActNorm2d-157 [-1, 12, 16, 16] 24
Swish-158 [-1, 12, 16, 16] 1
InducedNormConv2d-159 [-1, 512, 16, 16] 55,808
Swish-160 [-1, 512, 16, 16] 1
InducedNormConv2d-161 [-1, 512, 16, 16] 262,656
Swish-162 [-1, 512, 16, 16] 1
InducedNormConv2d-163 [-1, 12, 16, 16] 55,308
ActNorm2d-164 [-1, 12, 16, 16] 24
Swish-165 [-1, 12, 16, 16] 1
InducedNormConv2d-166 [-1, 512, 16, 16] 55,808
Swish-167 [-1, 512, 16, 16] 1
InducedNormConv2d-168 [-1, 512, 16, 16] 262,656
Swish-169 [-1, 512, 16, 16] 1
InducedNormConv2d-170 [-1, 12, 16, 16] 55,308
ActNorm2d-171 [-1, 12, 16, 16] 24
Swish-172 [-1, 12, 16, 16] 1
InducedNormConv2d-173 [-1, 512, 16, 16] 55,808
Swish-174 [-1, 512, 16, 16] 1
InducedNormConv2d-175 [-1, 512, 16, 16] 262,656
Swish-176 [-1, 512, 16, 16] 1
InducedNormConv2d-177 [-1, 12, 16, 16] 55,308
ActNorm2d-178 [-1, 12, 16, 16] 24
Swish-179 [-1, 12, 16, 16] 1
InducedNormConv2d-180 [-1, 512, 16, 16] 55,808
Swish-181 [-1, 512, 16, 16] 1
InducedNormConv2d-182 [-1, 512, 16, 16] 262,656
Swish-183 [-1, 512, 16, 16] 1
InducedNormConv2d-184 [-1, 12, 16, 16] 55,308
ActNorm2d-185 [-1, 12, 16, 16] 24
Swish-186 [-1, 12, 16, 16] 1
InducedNormConv2d-187 [-1, 512, 16, 16] 55,808
Swish-188 [-1, 512, 16, 16] 1
InducedNormConv2d-189 [-1, 512, 16, 16] 262,656
Swish-190 [-1, 512, 16, 16] 1
InducedNormConv2d-191 [-1, 12, 16, 16] 55,308
ActNorm2d-192 [-1, 12, 16, 16] 24
Swish-193 [-1, 12, 16, 16] 1
InducedNormConv2d-194 [-1, 512, 16, 16] 55,808
Swish-195 [-1, 512, 16, 16] 1
InducedNormConv2d-196 [-1, 512, 16, 16] 262,656
Swish-197 [-1, 512, 16, 16] 1
InducedNormConv2d-198 [-1, 12, 16, 16] 55,308
ActNorm2d-199 [-1, 12, 16, 16] 24
Swish-200 [-1, 12, 16, 16] 1
InducedNormConv2d-201 [-1, 512, 16, 16] 55,808
Swish-202 [-1, 512, 16, 16] 1
InducedNormConv2d-203 [-1, 512, 16, 16] 262,656
Swish-204 [-1, 512, 16, 16] 1
InducedNormConv2d-205 [-1, 12, 16, 16] 55,308
ActNorm2d-206 [-1, 12, 16, 16] 24
Swish-207 [-1, 12, 16, 16] 1
InducedNormConv2d-208 [-1, 512, 16, 16] 55,808
Swish-209 [-1, 512, 16, 16] 1
InducedNormConv2d-210 [-1, 512, 16, 16] 262,656
Swish-211 [-1, 512, 16, 16] 1
InducedNormConv2d-212 [-1, 12, 16, 16] 55,308
ActNorm2d-213 [-1, 12, 16, 16] 24
Swish-214 [-1, 12, 16, 16] 1
InducedNormConv2d-215 [-1, 512, 16, 16] 55,808
Swish-216 [-1, 512, 16, 16] 1
InducedNormConv2d-217 [-1, 512, 16, 16] 262,656
Swish-218 [-1, 512, 16, 16] 1
InducedNormConv2d-219 [-1, 12, 16, 16] 55,308
ActNorm2d-220 [-1, 12, 16, 16] 24
Swish-221 [-1, 12, 16, 16] 1
InducedNormConv2d-222 [-1, 512, 16, 16] 55,808
Swish-223 [-1, 512, 16, 16] 1
InducedNormConv2d-224 [-1, 512, 16, 16] 262,656
Swish-225 [-1, 512, 16, 16] 1
InducedNormConv2d-226 [-1, 12, 16, 16] 55,308
ActNorm2d-227 [-1, 12, 16, 16] 24
SqueezeLayer-228 [-1, 48, 8, 8] 0
Swish-229 [-1, 48, 8, 8] 1
InducedNormConv2d-230 [-1, 512, 8, 8] 221,696
Swish-231 [-1, 512, 8, 8] 1
InducedNormConv2d-232 [-1, 512, 8, 8] 262,656
Swish-233 [-1, 512, 8, 8] 1
InducedNormConv2d-234 [-1, 48, 8, 8] 221,232
ActNorm2d-235 [-1, 48, 8, 8] 96
Swish-236 [-1, 48, 8, 8] 1
InducedNormConv2d-237 [-1, 512, 8, 8] 221,696
Swish-238 [-1, 512, 8, 8] 1
InducedNormConv2d-239 [-1, 512, 8, 8] 262,656
Swish-240 [-1, 512, 8, 8] 1
InducedNormConv2d-241 [-1, 48, 8, 8] 221,232
ActNorm2d-242 [-1, 48, 8, 8] 96
Swish-243 [-1, 48, 8, 8] 1
InducedNormConv2d-244 [-1, 512, 8, 8] 221,696
Swish-245 [-1, 512, 8, 8] 1
InducedNormConv2d-246 [-1, 512, 8, 8] 262,656
Swish-247 [-1, 512, 8, 8] 1
InducedNormConv2d-248 [-1, 48, 8, 8] 221,232
ActNorm2d-249 [-1, 48, 8, 8] 96
Swish-250 [-1, 48, 8, 8] 1
InducedNormConv2d-251 [-1, 512, 8, 8] 221,696
Swish-252 [-1, 512, 8, 8] 1
InducedNormConv2d-253 [-1, 512, 8, 8] 262,656
Swish-254 [-1, 512, 8, 8] 1
InducedNormConv2d-255 [-1, 48, 8, 8] 221,232
ActNorm2d-256 [-1, 48, 8, 8] 96
Swish-257 [-1, 48, 8, 8] 1
InducedNormConv2d-258 [-1, 512, 8, 8] 221,696
Swish-259 [-1, 512, 8, 8] 1
InducedNormConv2d-260 [-1, 512, 8, 8] 262,656
Swish-261 [-1, 512, 8, 8] 1
InducedNormConv2d-262 [-1, 48, 8, 8] 221,232
ActNorm2d-263 [-1, 48, 8, 8] 96
Swish-264 [-1, 48, 8, 8] 1
InducedNormConv2d-265 [-1, 512, 8, 8] 221,696
Swish-266 [-1, 512, 8, 8] 1
InducedNormConv2d-267 [-1, 512, 8, 8] 262,656
Swish-268 [-1, 512, 8, 8] 1
InducedNormConv2d-269 [-1, 48, 8, 8] 221,232
ActNorm2d-270 [-1, 48, 8, 8] 96
Swish-271 [-1, 48, 8, 8] 1
InducedNormConv2d-272 [-1, 512, 8, 8] 221,696
Swish-273 [-1, 512, 8, 8] 1
InducedNormConv2d-274 [-1, 512, 8, 8] 262,656
Swish-275 [-1, 512, 8, 8] 1
InducedNormConv2d-276 [-1, 48, 8, 8] 221,232
ActNorm2d-277 [-1, 48, 8, 8] 96
Swish-278 [-1, 48, 8, 8] 1
InducedNormConv2d-279 [-1, 512, 8, 8] 221,696
Swish-280 [-1, 512, 8, 8] 1
InducedNormConv2d-281 [-1, 512, 8, 8] 262,656
Swish-282 [-1, 512, 8, 8] 1
InducedNormConv2d-283 [-1, 48, 8, 8] 221,232
ActNorm2d-284 [-1, 48, 8, 8] 96
Swish-285 [-1, 48, 8, 8] 1
InducedNormConv2d-286 [-1, 512, 8, 8] 221,696
Swish-287 [-1, 512, 8, 8] 1
InducedNormConv2d-288 [-1, 512, 8, 8] 262,656
Swish-289 [-1, 512, 8, 8] 1
InducedNormConv2d-290 [-1, 48, 8, 8] 221,232
ActNorm2d-291 [-1, 48, 8, 8] 96
Swish-292 [-1, 48, 8, 8] 1
InducedNormConv2d-293 [-1, 512, 8, 8] 221,696
Swish-294 [-1, 512, 8, 8] 1
InducedNormConv2d-295 [-1, 512, 8, 8] 262,656
Swish-296 [-1, 512, 8, 8] 1
InducedNormConv2d-297 [-1, 48, 8, 8] 221,232
ActNorm2d-298 [-1, 48, 8, 8] 96
Swish-299 [-1, 48, 8, 8] 1
InducedNormConv2d-300 [-1, 512, 8, 8] 221,696
Swish-301 [-1, 512, 8, 8] 1
InducedNormConv2d-302 [-1, 512, 8, 8] 262,656
Swish-303 [-1, 512, 8, 8] 1
InducedNormConv2d-304 [-1, 48, 8, 8] 221,232
ActNorm2d-305 [-1, 48, 8, 8] 96
Swish-306 [-1, 48, 8, 8] 1
InducedNormConv2d-307 [-1, 512, 8, 8] 221,696
Swish-308 [-1, 512, 8, 8] 1
InducedNormConv2d-309 [-1, 512, 8, 8] 262,656
Swish-310 [-1, 512, 8, 8] 1
InducedNormConv2d-311 [-1, 48, 8, 8] 221,232
ActNorm2d-312 [-1, 48, 8, 8] 96
Swish-313 [-1, 48, 8, 8] 1
InducedNormConv2d-314 [-1, 512, 8, 8] 221,696
Swish-315 [-1, 512, 8, 8] 1
InducedNormConv2d-316 [-1, 512, 8, 8] 262,656
Swish-317 [-1, 512, 8, 8] 1
InducedNormConv2d-318 [-1, 48, 8, 8] 221,232
ActNorm2d-319 [-1, 48, 8, 8] 96
Swish-320 [-1, 48, 8, 8] 1
InducedNormConv2d-321 [-1, 512, 8, 8] 221,696
Swish-322 [-1, 512, 8, 8] 1
InducedNormConv2d-323 [-1, 512, 8, 8] 262,656
Swish-324 [-1, 512, 8, 8] 1
InducedNormConv2d-325 [-1, 48, 8, 8] 221,232
ActNorm2d-326 [-1, 48, 8, 8] 96
Swish-327 [-1, 48, 8, 8] 1
InducedNormConv2d-328 [-1, 512, 8, 8] 221,696
Swish-329 [-1, 512, 8, 8] 1
InducedNormConv2d-330 [-1, 512, 8, 8] 262,656
Swish-331 [-1, 512, 8, 8] 1
InducedNormConv2d-332 [-1, 48, 8, 8] 221,232
ActNorm2d-333 [-1, 48, 8, 8] 96
Swish-334 [-1, 48, 8, 8] 1
InducedNormConv2d-335 [-1, 512, 8, 8] 221,696
Swish-336 [-1, 512, 8, 8] 1
InducedNormConv2d-337 [-1, 512, 8, 8] 262,656
Swish-338 [-1, 512, 8, 8] 1
InducedNormConv2d-339 [-1, 48, 8, 8] 221,232
ActNorm2d-340 [-1, 48, 8, 8] 96
Swish-341 [-1, 3072] 1
InducedNormLinear-342 [-1, 128] 393,344
Swish-343 [-1, 128] 1
InducedNormLinear-344 [-1, 128] 16,512
Swish-345 [-1, 128] 1
InducedNormLinear-346 [-1, 3072] 396,288
ActNorm1d-347 [-1, 3072] 6,144
Swish-348 [-1, 3072] 1
InducedNormLinear-349 [-1, 128] 393,344
Swish-350 [-1, 128] 1
InducedNormLinear-351 [-1, 128] 16,512
Swish-352 [-1, 128] 1
InducedNormLinear-353 [-1, 3072] 396,288
ActNorm1d-354 [-1, 3072] 6,144
Swish-355 [-1, 3072] 1
InducedNormLinear-356 [-1, 128] 393,344
Swish-357 [-1, 128] 1
InducedNormLinear-358 [-1, 128] 16,512
Swish-359 [-1, 128] 1
InducedNormLinear-360 [-1, 3072] 396,288
ActNorm1d-361 [-1, 3072] 6,144
Swish-362 [-1, 3072] 1
InducedNormLinear-363 [-1, 128] 393,344
Swish-364 [-1, 128] 1
InducedNormLinear-365 [-1, 128] 16,512
Swish-366 [-1, 128] 1
InducedNormLinear-367 [-1, 3072] 396,288
ActNorm1d-368 [-1, 3072] 6,144
================================================================
Total params: 25,174,129
Trainable params: 25,174,129
Non-trainable params: 0
----------------------------------------------------------------
Input size (MB): 0.011719
Forward/backward pass size (MB): 339.765625
Params size (MB): 96.031681
Estimated Total Size (MB): 435.809025
----------------------------------------------------------------