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feat(rife): add support for frame interpolation and RIFE (#1244)

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* feat: add RIFE files and processor/interpolator abstractions
* feat: add `rife` as processor option
* feat: add frame interpolation math except first frame
* feat: complete motion interpolation and add scene detection
* feat: improve Vulkan device validation
* fix: fix casting issues and variable names
* refactor: improve error-checking; add abstractions and factories
* refactor: improve readability of the frames processor
* docs: update changelog

Signed-off-by: k4yt3x <i@k4yt3x.com>
This commit is contained in:
K4YT3X
2024-12-01 09:55:56 +00:00
committed by GitHub
parent 2fc89e3883
commit 627f3d84a4
84 changed files with 4914 additions and 615 deletions
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Input input.1 0 1 input.1
Split splitncnn_input0 1 2 input.1 input.1_splitncnn_0 input.1_splitncnn_1
Input flow.1 0 1 flow.1
UnaryOp flow.0 1 1 flow.1 flow.0 0=1
Split splitncnn_input1 1 2 flow.0 flow.1_splitncnn_0 flow.1_splitncnn_1
Convolution Conv_0 1 1 input.1_splitncnn_1 42 0=16 1=3 3=2 4=1 6=432
Convolution Conv_1 1 1 input.1_splitncnn_0 43 0=16 1=3 3=2 4=1 5=1 6=432
PReLU PRelu_2 1 1 43 45 0=16
Convolution Conv_3 1 1 45 46 0=16 1=3 4=1 5=1 6=2304
Split splitncnn_0 1 2 46 46_splitncnn_0 46_splitncnn_1
Pooling ReduceMean_5 1 1 46_splitncnn_1 48 0=1 4=1
InnerProduct Conv_6 1 1 48 51 0=16 2=256 9=2 -23310=1,1.170065e+00
InnerProduct Conv_8 1 1 51 53 0=16 2=256 9=4
BinaryOp Mul_10 2 1 46_splitncnn_0 53 54 0=2
BinaryOp Add_11 2 1 54 42 55
PReLU PRelu_12 1 1 55 57 0=16
Split splitncnn_1 1 3 57 57_splitncnn_0 57_splitncnn_1 57_splitncnn_2
rife.Warp Warp_18 2 1 57_splitncnn_2 flow.1_splitncnn_1 f1
Convolution Conv_19 1 1 57_splitncnn_1 64 0=32 1=3 3=2 4=1 6=4608
Convolution Conv_20 1 1 57_splitncnn_0 65 0=32 1=3 3=2 4=1 5=1 6=4608
PReLU PRelu_21 1 1 65 67 0=32
Convolution Conv_22 1 1 67 68 0=32 1=3 4=1 5=1 6=9216
Split splitncnn_2 1 2 68 68_splitncnn_0 68_splitncnn_1
Pooling ReduceMean_24 1 1 68_splitncnn_1 70 0=1 4=1
InnerProduct Conv_25 1 1 70 73 0=16 2=512 9=2 -23310=1,5.760695e-01
InnerProduct Conv_27 1 1 73 75 0=32 2=512 9=4
BinaryOp Mul_29 2 1 68_splitncnn_0 75 76 0=2
BinaryOp Add_30 2 1 76 64 77
PReLU PRelu_31 1 1 77 79 0=32
Split splitncnn_3 1 3 79 79_splitncnn_0 79_splitncnn_1 79_splitncnn_2
Interp Resize_33 1 1 flow.1_splitncnn_0 89 0=2 1=5.000000e-01 2=5.000000e-01
BinaryOp Mul_35 1 1 89 91 0=2 1=1 2=5.000000e-01
Split splitncnn_4 1 2 91 91_splitncnn_0 91_splitncnn_1
rife.Warp Warp_41 2 1 79_splitncnn_2 91_splitncnn_1 f2
Convolution Conv_42 1 1 79_splitncnn_1 98 0=64 1=3 3=2 4=1 6=18432
Convolution Conv_43 1 1 79_splitncnn_0 99 0=64 1=3 3=2 4=1 5=1 6=18432
PReLU PRelu_44 1 1 99 101 0=64
Convolution Conv_45 1 1 101 102 0=64 1=3 4=1 5=1 6=36864
Split splitncnn_5 1 2 102 102_splitncnn_0 102_splitncnn_1
Pooling ReduceMean_47 1 1 102_splitncnn_1 104 0=1 4=1
InnerProduct Conv_48 1 1 104 107 0=16 2=1024 9=2 -23310=1,3.197831e-01
InnerProduct Conv_50 1 1 107 109 0=64 2=1024 9=4
BinaryOp Mul_52 2 1 102_splitncnn_0 109 110 0=2
BinaryOp Add_53 2 1 110 98 111
PReLU PRelu_54 1 1 111 113 0=64
Split splitncnn_6 1 3 113 113_splitncnn_0 113_splitncnn_1 113_splitncnn_2
Interp Resize_56 1 1 91_splitncnn_0 123 0=2 1=5.000000e-01 2=5.000000e-01
BinaryOp Mul_58 1 1 123 125 0=2 1=1 2=5.000000e-01
Split splitncnn_7 1 2 125 125_splitncnn_0 125_splitncnn_1
rife.Warp Warp_64 2 1 113_splitncnn_2 125_splitncnn_1 f3
Convolution Conv_65 1 1 113_splitncnn_1 132 0=128 1=3 3=2 4=1 6=73728
Convolution Conv_66 1 1 113_splitncnn_0 133 0=128 1=3 3=2 4=1 5=1 6=73728
PReLU PRelu_67 1 1 133 135 0=128
Convolution Conv_68 1 1 135 136 0=128 1=3 4=1 5=1 6=147456
Split splitncnn_8 1 2 136 136_splitncnn_0 136_splitncnn_1
Pooling ReduceMean_70 1 1 136_splitncnn_1 138 0=1 4=1
InnerProduct Conv_71 1 1 138 141 0=16 2=2048 9=2 -23310=1,3.248079e-01
InnerProduct Conv_73 1 1 141 143 0=128 2=2048 9=4
BinaryOp Mul_75 2 1 136_splitncnn_0 143 144 0=2
BinaryOp Add_76 2 1 144 132 145
PReLU PRelu_77 1 1 145 147 0=128
Interp Resize_79 1 1 125_splitncnn_0 157 0=2 1=5.000000e-01 2=5.000000e-01
BinaryOp Mul_81 1 1 157 159 0=2 1=1 2=5.000000e-01
rife.Warp Warp_87 2 1 147 159 f4

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Input input0 0 1 input0
Input input1 0 1 input1
Concat input.1 2 1 input0 input1 input.1
Interp Resize_1 1 1 input.1 343 0=2 1=5.000000e-01 2=5.000000e-01
Split splitncnn_0 1 5 343 343_splitncnn_0 343_splitncnn_1 343_splitncnn_2 343_splitncnn_3 343_splitncnn_4
Interp Resize_3 1 1 343_splitncnn_4 353 0=2 1=2.500000e-01 2=2.500000e-01
Convolution Conv_4 1 1 353 355 0=192 1=3 3=2 4=1 5=1 6=10368
PReLU PRelu_6 1 1 355 357 0=192
Split splitncnn_1 1 2 357 357_splitncnn_0 357_splitncnn_1
Convolution Conv_7 1 1 357_splitncnn_1 359 0=192 1=3 4=1 5=1 6=331776
PReLU PRelu_9 1 1 359 361 0=192
Convolution Conv_10 1 1 361 363 0=192 1=3 4=1 5=1 6=331776
Split splitncnn_2 1 2 363 363_splitncnn_0 363_splitncnn_1
Pooling ReduceMean_13 1 1 363_splitncnn_1 365 0=1 4=1
InnerProduct Conv_14 1 1 365 368 0=16 2=3072 9=2 -23310=1,-9.818018e-04
InnerProduct Conv_16 1 1 368 370 0=192 2=3072 9=4
BinaryOp Mul_18 2 1 363_splitncnn_0 370 371 0=2
BinaryOp Add_19 2 1 371 357_splitncnn_0 372
PReLU PRelu_20 1 1 372 374 0=192
Split splitncnn_3 1 2 374 374_splitncnn_0 374_splitncnn_1
Convolution Conv_21 1 1 374_splitncnn_1 376 0=192 1=3 4=1 5=1 6=331776
PReLU PRelu_23 1 1 376 378 0=192
Convolution Conv_24 1 1 378 380 0=192 1=3 4=1 5=1 6=331776
Split splitncnn_4 1 2 380 380_splitncnn_0 380_splitncnn_1
Pooling ReduceMean_27 1 1 380_splitncnn_1 382 0=1 4=1
InnerProduct Conv_28 1 1 382 385 0=16 2=3072 9=2 -23310=1,1.656540e-01
InnerProduct Conv_30 1 1 385 387 0=192 2=3072 9=4
BinaryOp Mul_32 2 1 380_splitncnn_0 387 388 0=2
BinaryOp Add_33 2 1 388 374_splitncnn_0 389
PReLU PRelu_34 1 1 389 391 0=192
Split splitncnn_5 1 2 391 391_splitncnn_0 391_splitncnn_1
Convolution Conv_35 1 1 391_splitncnn_1 393 0=192 1=3 4=1 5=1 6=331776
PReLU PRelu_37 1 1 393 395 0=192
Convolution Conv_38 1 1 395 397 0=192 1=3 4=1 5=1 6=331776
Split splitncnn_6 1 2 397 397_splitncnn_0 397_splitncnn_1
Pooling ReduceMean_41 1 1 397_splitncnn_1 399 0=1 4=1
InnerProduct Conv_42 1 1 399 402 0=16 2=3072 9=2 -23310=1,3.486148e-01
InnerProduct Conv_44 1 1 402 404 0=192 2=3072 9=4
BinaryOp Mul_46 2 1 397_splitncnn_0 404 405 0=2
BinaryOp Add_47 2 1 405 391_splitncnn_0 406
PReLU PRelu_48 1 1 406 408 0=192
Split splitncnn_7 1 2 408 408_splitncnn_0 408_splitncnn_1
Convolution Conv_49 1 1 408_splitncnn_1 410 0=192 1=3 4=1 5=1 6=331776
PReLU PRelu_51 1 1 410 412 0=192
Convolution Conv_52 1 1 412 414 0=192 1=3 4=1 5=1 6=331776
Split splitncnn_8 1 2 414 414_splitncnn_0 414_splitncnn_1
Pooling ReduceMean_55 1 1 414_splitncnn_1 416 0=1 4=1
InnerProduct Conv_56 1 1 416 419 0=16 2=3072 9=2 -23310=1,4.422835e-02
InnerProduct Conv_58 1 1 419 421 0=192 2=3072 9=4
BinaryOp Mul_60 2 1 414_splitncnn_0 421 422 0=2
BinaryOp Add_61 2 1 422 408_splitncnn_0 423
PReLU PRelu_62 1 1 423 425 0=192
Split splitncnn_9 1 2 425 425_splitncnn_0 425_splitncnn_1
Convolution Conv_63 1 1 425_splitncnn_1 427 0=192 1=3 4=1 5=1 6=331776
PReLU PRelu_65 1 1 427 429 0=192
Convolution Conv_66 1 1 429 431 0=192 1=3 4=1 5=1 6=331776
Split splitncnn_10 1 2 431 431_splitncnn_0 431_splitncnn_1
Pooling ReduceMean_69 1 1 431_splitncnn_1 433 0=1 4=1
InnerProduct Conv_70 1 1 433 436 0=16 2=3072 9=2 -23310=1,1.658438e-01
InnerProduct Conv_72 1 1 436 438 0=192 2=3072 9=4
BinaryOp Mul_74 2 1 431_splitncnn_0 438 439 0=2
BinaryOp Add_75 2 1 439 425_splitncnn_0 440
PReLU PRelu_76 1 1 440 442 0=192
Split splitncnn_11 1 2 442 442_splitncnn_0 442_splitncnn_1
Convolution Conv_77 1 1 442_splitncnn_1 444 0=192 1=3 4=1 5=1 6=331776
PReLU PRelu_79 1 1 444 446 0=192
Convolution Conv_80 1 1 446 448 0=192 1=3 4=1 5=1 6=331776
Split splitncnn_12 1 2 448 448_splitncnn_0 448_splitncnn_1
Pooling ReduceMean_83 1 1 448_splitncnn_1 450 0=1 4=1
InnerProduct Conv_84 1 1 450 453 0=16 2=3072 9=2 -23310=1,2.899390e-01
InnerProduct Conv_86 1 1 453 455 0=192 2=3072 9=4
BinaryOp Mul_88 2 1 448_splitncnn_0 455 456 0=2
BinaryOp Add_89 2 1 456 442_splitncnn_0 457
PReLU PRelu_90 1 1 457 459 0=192
Convolution Conv_91 1 1 459 460 0=8 1=3 4=1 5=1 6=13824
PixelShuffle DepthToSpace_92 1 1 460 461 0=2
Interp Resize_94 1 1 461 471 0=2 1=4.000000e+00 2=4.000000e+00
Split splitncnn_13 1 5 471 471_splitncnn_0 471_splitncnn_1 471_splitncnn_2 471_splitncnn_3 471_splitncnn_4
Crop Slice_99 1 1 343_splitncnn_3 476 -23309=1,0 -23310=1,3 -23311=1,0
rife.Warp Warp_105 2 1 476 471_splitncnn_4 482
Crop Slice_110 1 1 343_splitncnn_2 487 -23309=1,3 -23310=1,2147483647 -23311=1,0
UnaryOp Neg_111 1 1 471_splitncnn_3 488 0=1
rife.Warp Warp_117 2 1 487 488 494
Concat Concat_118 3 1 482 494 471_splitncnn_2 495
Interp Resize_120 1 1 495 505 0=2 1=5.000000e-01 2=5.000000e-01
Convolution Conv_121 1 1 505 507 0=128 1=3 3=2 4=1 5=1 6=9216
PReLU PRelu_123 1 1 507 509 0=128
Split splitncnn_14 1 2 509 509_splitncnn_0 509_splitncnn_1
Convolution Conv_124 1 1 509_splitncnn_1 511 0=128 1=3 4=1 5=1 6=147456
PReLU PRelu_126 1 1 511 513 0=128
Convolution Conv_127 1 1 513 515 0=128 1=3 4=1 5=1 6=147456
Split splitncnn_15 1 2 515 515_splitncnn_0 515_splitncnn_1
Pooling ReduceMean_130 1 1 515_splitncnn_1 517 0=1 4=1
InnerProduct Conv_131 1 1 517 520 0=16 2=2048 9=2 -23310=1,3.783025e-02
InnerProduct Conv_133 1 1 520 522 0=128 2=2048 9=4
BinaryOp Mul_135 2 1 515_splitncnn_0 522 523 0=2
BinaryOp Add_136 2 1 523 509_splitncnn_0 524
PReLU PRelu_137 1 1 524 526 0=128
Split splitncnn_16 1 2 526 526_splitncnn_0 526_splitncnn_1
Convolution Conv_138 1 1 526_splitncnn_1 528 0=128 1=3 4=1 5=1 6=147456
PReLU PRelu_140 1 1 528 530 0=128
Convolution Conv_141 1 1 530 532 0=128 1=3 4=1 5=1 6=147456
Split splitncnn_17 1 2 532 532_splitncnn_0 532_splitncnn_1
Pooling ReduceMean_144 1 1 532_splitncnn_1 534 0=1 4=1
InnerProduct Conv_145 1 1 534 537 0=16 2=2048 9=2 -23310=1,2.474383e-01
InnerProduct Conv_147 1 1 537 539 0=128 2=2048 9=4
BinaryOp Mul_149 2 1 532_splitncnn_0 539 540 0=2
BinaryOp Add_150 2 1 540 526_splitncnn_0 541
PReLU PRelu_151 1 1 541 543 0=128
Split splitncnn_18 1 2 543 543_splitncnn_0 543_splitncnn_1
Convolution Conv_152 1 1 543_splitncnn_1 545 0=128 1=3 4=1 5=1 6=147456
PReLU PRelu_154 1 1 545 547 0=128
Convolution Conv_155 1 1 547 549 0=128 1=3 4=1 5=1 6=147456
Split splitncnn_19 1 2 549 549_splitncnn_0 549_splitncnn_1
Pooling ReduceMean_158 1 1 549_splitncnn_1 551 0=1 4=1
InnerProduct Conv_159 1 1 551 554 0=16 2=2048 9=2 -23310=1,2.253069e-01
InnerProduct Conv_161 1 1 554 556 0=128 2=2048 9=4
BinaryOp Mul_163 2 1 549_splitncnn_0 556 557 0=2
BinaryOp Add_164 2 1 557 543_splitncnn_0 558
PReLU PRelu_165 1 1 558 560 0=128
Split splitncnn_20 1 2 560 560_splitncnn_0 560_splitncnn_1
Convolution Conv_166 1 1 560_splitncnn_1 562 0=128 1=3 4=1 5=1 6=147456
PReLU PRelu_168 1 1 562 564 0=128
Convolution Conv_169 1 1 564 566 0=128 1=3 4=1 5=1 6=147456
Split splitncnn_21 1 2 566 566_splitncnn_0 566_splitncnn_1
Pooling ReduceMean_172 1 1 566_splitncnn_1 568 0=1 4=1
InnerProduct Conv_173 1 1 568 571 0=16 2=2048 9=2 -23310=1,2.221507e-01
InnerProduct Conv_175 1 1 571 573 0=128 2=2048 9=4
BinaryOp Mul_177 2 1 566_splitncnn_0 573 574 0=2
BinaryOp Add_178 2 1 574 560_splitncnn_0 575
PReLU PRelu_179 1 1 575 577 0=128
Split splitncnn_22 1 2 577 577_splitncnn_0 577_splitncnn_1
Convolution Conv_180 1 1 577_splitncnn_1 579 0=128 1=3 4=1 5=1 6=147456
PReLU PRelu_182 1 1 579 581 0=128
Convolution Conv_183 1 1 581 583 0=128 1=3 4=1 5=1 6=147456
Split splitncnn_23 1 2 583 583_splitncnn_0 583_splitncnn_1
Pooling ReduceMean_186 1 1 583_splitncnn_1 585 0=1 4=1
InnerProduct Conv_187 1 1 585 588 0=16 2=2048 9=2 -23310=1,1.850068e-01
InnerProduct Conv_189 1 1 588 590 0=128 2=2048 9=4
BinaryOp Mul_191 2 1 583_splitncnn_0 590 591 0=2
BinaryOp Add_192 2 1 591 577_splitncnn_0 592
PReLU PRelu_193 1 1 592 594 0=128
Split splitncnn_24 1 2 594 594_splitncnn_0 594_splitncnn_1
Convolution Conv_194 1 1 594_splitncnn_1 596 0=128 1=3 4=1 5=1 6=147456
PReLU PRelu_196 1 1 596 598 0=128
Convolution Conv_197 1 1 598 600 0=128 1=3 4=1 5=1 6=147456
Split splitncnn_25 1 2 600 600_splitncnn_0 600_splitncnn_1
Pooling ReduceMean_200 1 1 600_splitncnn_1 602 0=1 4=1
InnerProduct Conv_201 1 1 602 605 0=16 2=2048 9=2 -23310=1,1.788969e-01
InnerProduct Conv_203 1 1 605 607 0=128 2=2048 9=4
BinaryOp Mul_205 2 1 600_splitncnn_0 607 608 0=2
BinaryOp Add_206 2 1 608 594_splitncnn_0 609
PReLU PRelu_207 1 1 609 611 0=128
Convolution Conv_208 1 1 611 612 0=8 1=3 4=1 5=1 6=9216
PixelShuffle DepthToSpace_209 1 1 612 613 0=2
Interp Resize_211 1 1 613 623 0=2 1=2.000000e+00 2=2.000000e+00
Split splitncnn_26 1 2 623 623_splitncnn_0 623_splitncnn_1
BinaryOp Add_212 2 1 471_splitncnn_1 623_splitncnn_1 624
Split splitncnn_27 1 3 624 624_splitncnn_0 624_splitncnn_1 624_splitncnn_2
Crop Slice_217 1 1 343_splitncnn_1 629 -23309=1,0 -23310=1,3 -23311=1,0
rife.Warp Warp_223 2 1 629 624_splitncnn_2 635
Crop Slice_228 1 1 343_splitncnn_0 640 -23309=1,3 -23310=1,2147483647 -23311=1,0
UnaryOp Neg_229 1 1 624_splitncnn_1 641 0=1
rife.Warp Warp_235 2 1 640 641 647
Concat Concat_236 3 1 635 647 624_splitncnn_0 648
Convolution Conv_237 1 1 648 650 0=64 1=3 3=2 4=1 5=1 6=4608
PReLU PRelu_239 1 1 650 652 0=64
Split splitncnn_28 1 2 652 652_splitncnn_0 652_splitncnn_1
Convolution Conv_240 1 1 652_splitncnn_1 654 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_242 1 1 654 656 0=64
Convolution Conv_243 1 1 656 658 0=64 1=3 4=1 5=1 6=36864
Split splitncnn_29 1 2 658 658_splitncnn_0 658_splitncnn_1
Pooling ReduceMean_246 1 1 658_splitncnn_1 660 0=1 4=1
InnerProduct Conv_247 1 1 660 663 0=16 2=1024 9=2 -23310=1,1.606955e-01
InnerProduct Conv_249 1 1 663 665 0=64 2=1024 9=4
BinaryOp Mul_251 2 1 658_splitncnn_0 665 666 0=2
BinaryOp Add_252 2 1 666 652_splitncnn_0 667
PReLU PRelu_253 1 1 667 669 0=64
Split splitncnn_30 1 2 669 669_splitncnn_0 669_splitncnn_1
Convolution Conv_254 1 1 669_splitncnn_1 671 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_256 1 1 671 673 0=64
Convolution Conv_257 1 1 673 675 0=64 1=3 4=1 5=1 6=36864
Split splitncnn_31 1 2 675 675_splitncnn_0 675_splitncnn_1
Pooling ReduceMean_260 1 1 675_splitncnn_1 677 0=1 4=1
InnerProduct Conv_261 1 1 677 680 0=16 2=1024 9=2 -23310=1,3.747779e-01
InnerProduct Conv_263 1 1 680 682 0=64 2=1024 9=4
BinaryOp Mul_265 2 1 675_splitncnn_0 682 683 0=2
BinaryOp Add_266 2 1 683 669_splitncnn_0 684
PReLU PRelu_267 1 1 684 686 0=64
Split splitncnn_32 1 2 686 686_splitncnn_0 686_splitncnn_1
Convolution Conv_268 1 1 686_splitncnn_1 688 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_270 1 1 688 690 0=64
Convolution Conv_271 1 1 690 692 0=64 1=3 4=1 5=1 6=36864
Split splitncnn_33 1 2 692 692_splitncnn_0 692_splitncnn_1
Pooling ReduceMean_274 1 1 692_splitncnn_1 694 0=1 4=1
InnerProduct Conv_275 1 1 694 697 0=16 2=1024 9=2 -23310=1,5.849604e-01
InnerProduct Conv_277 1 1 697 699 0=64 2=1024 9=4
BinaryOp Mul_279 2 1 692_splitncnn_0 699 700 0=2
BinaryOp Add_280 2 1 700 686_splitncnn_0 701
PReLU PRelu_281 1 1 701 703 0=64
Split splitncnn_34 1 2 703 703_splitncnn_0 703_splitncnn_1
Convolution Conv_282 1 1 703_splitncnn_1 705 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_284 1 1 705 707 0=64
Convolution Conv_285 1 1 707 709 0=64 1=3 4=1 5=1 6=36864
Split splitncnn_35 1 2 709 709_splitncnn_0 709_splitncnn_1
Pooling ReduceMean_288 1 1 709_splitncnn_1 711 0=1 4=1
InnerProduct Conv_289 1 1 711 714 0=16 2=1024 9=2 -23310=1,2.789340e-01
InnerProduct Conv_291 1 1 714 716 0=64 2=1024 9=4
BinaryOp Mul_293 2 1 709_splitncnn_0 716 717 0=2
BinaryOp Add_294 2 1 717 703_splitncnn_0 718
PReLU PRelu_295 1 1 718 720 0=64
Split splitncnn_36 1 2 720 720_splitncnn_0 720_splitncnn_1
Convolution Conv_296 1 1 720_splitncnn_1 722 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_298 1 1 722 724 0=64
Convolution Conv_299 1 1 724 726 0=64 1=3 4=1 5=1 6=36864
Split splitncnn_37 1 2 726 726_splitncnn_0 726_splitncnn_1
Pooling ReduceMean_302 1 1 726_splitncnn_1 728 0=1 4=1
InnerProduct Conv_303 1 1 728 731 0=16 2=1024 9=2 -23310=1,4.707932e-01
InnerProduct Conv_305 1 1 731 733 0=64 2=1024 9=4
BinaryOp Mul_307 2 1 726_splitncnn_0 733 734 0=2
BinaryOp Add_308 2 1 734 720_splitncnn_0 735
PReLU PRelu_309 1 1 735 737 0=64
Split splitncnn_38 1 2 737 737_splitncnn_0 737_splitncnn_1
Convolution Conv_310 1 1 737_splitncnn_1 739 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_312 1 1 739 741 0=64
Convolution Conv_313 1 1 741 743 0=64 1=3 4=1 5=1 6=36864
Split splitncnn_39 1 2 743 743_splitncnn_0 743_splitncnn_1
Pooling ReduceMean_316 1 1 743_splitncnn_1 745 0=1 4=1
InnerProduct Conv_317 1 1 745 748 0=16 2=1024 9=2 -23310=1,7.429121e-01
InnerProduct Conv_319 1 1 748 750 0=64 2=1024 9=4
BinaryOp Mul_321 2 1 743_splitncnn_0 750 751 0=2
BinaryOp Add_322 2 1 751 737_splitncnn_0 752
PReLU PRelu_323 1 1 752 754 0=64
Convolution Conv_324 1 1 754 755 0=8 1=3 4=1 5=1 6=4608
PixelShuffle DepthToSpace_325 1 1 755 756 0=2
BinaryOp Add_326 2 1 471_splitncnn_0 623_splitncnn_0 757
BinaryOp Add_327 2 1 757 756 flow

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Input img0 0 1 img0
Input img1 0 1 img1
Input flow 0 1 flow
Input 3 0 1 3
Input 4 0 1 4
Input 5 0 1 5
Input 6 0 1 6
Input 7 0 1 7
Input 8 0 1 8
Input 9 0 1 9
Input 10 0 1 10
Interp Resize_1 1 1 flow 74 0=2 1=2.000000e+00 2=2.000000e+00
BinaryOp Mul_3 1 1 74 76 0=2 1=1 2=2.000000e+00
Split splitncnn_0 1 3 76 76_splitncnn_0 76_splitncnn_1 76_splitncnn_2
rife.Warp Warp_9 2 1 img0 76_splitncnn_2 82
Split splitncnn_1 1 2 82 82_splitncnn_0 82_splitncnn_1
UnaryOp Neg_10 1 1 76_splitncnn_1 83 0=1
rife.Warp Warp_16 2 1 img1 83 89
Split splitncnn_2 1 2 89 89_splitncnn_0 89_splitncnn_1
Concat Concat_17 3 1 82_splitncnn_1 89_splitncnn_1 76_splitncnn_0 90
Split splitncnn_3 1 2 90 90_splitncnn_0 90_splitncnn_1
Convolution Conv_18 1 1 90_splitncnn_1 91 0=32 1=3 3=2 4=1 6=2304
Convolution Conv_19 1 1 90_splitncnn_0 92 0=32 1=3 3=2 4=1 5=1 6=2304
PReLU PRelu_20 1 1 92 94 0=32
Convolution Conv_21 1 1 94 95 0=32 1=3 4=1 5=1 6=9216
Split splitncnn_4 1 2 95 95_splitncnn_0 95_splitncnn_1
Pooling ReduceMean_23 1 1 95_splitncnn_1 97 0=1 4=1
InnerProduct Conv_24 1 1 97 100 0=16 2=512 9=2 -23310=1,8.258036e-02
InnerProduct Conv_26 1 1 100 102 0=32 2=512 9=4
BinaryOp Mul_28 2 1 95_splitncnn_0 102 103 0=2
BinaryOp Add_29 2 1 103 91 104
PReLU PRelu_30 1 1 104 106 0=32
Split splitncnn_5 1 2 106 106_splitncnn_0 106_splitncnn_1
Concat Concat_31 3 1 106_splitncnn_1 3 7 107
Split splitncnn_6 1 2 107 107_splitncnn_0 107_splitncnn_1
Convolution Conv_32 1 1 107_splitncnn_1 108 0=64 1=3 3=2 4=1 6=36864
Convolution Conv_33 1 1 107_splitncnn_0 109 0=64 1=3 3=2 4=1 5=1 6=36864
PReLU PRelu_34 1 1 109 111 0=64
Convolution Conv_35 1 1 111 112 0=64 1=3 4=1 5=1 6=36864
Split splitncnn_7 1 2 112 112_splitncnn_0 112_splitncnn_1
Pooling ReduceMean_37 1 1 112_splitncnn_1 114 0=1 4=1
InnerProduct Conv_38 1 1 114 117 0=16 2=1024 9=2 -23310=1,1.095001e-01
InnerProduct Conv_40 1 1 117 119 0=64 2=1024 9=4
BinaryOp Mul_42 2 1 112_splitncnn_0 119 120 0=2
BinaryOp Add_43 2 1 120 108 121
PReLU PRelu_44 1 1 121 123 0=64
Split splitncnn_8 1 2 123 123_splitncnn_0 123_splitncnn_1
Concat Concat_45 3 1 123_splitncnn_1 4 8 124
Split splitncnn_9 1 2 124 124_splitncnn_0 124_splitncnn_1
Convolution Conv_46 1 1 124_splitncnn_1 125 0=128 1=3 3=2 4=1 6=147456
Convolution Conv_47 1 1 124_splitncnn_0 126 0=128 1=3 3=2 4=1 5=1 6=147456
PReLU PRelu_48 1 1 126 128 0=128
Convolution Conv_49 1 1 128 129 0=128 1=3 4=1 5=1 6=147456
Split splitncnn_10 1 2 129 129_splitncnn_0 129_splitncnn_1
Pooling ReduceMean_51 1 1 129_splitncnn_1 131 0=1 4=1
InnerProduct Conv_52 1 1 131 134 0=16 2=2048 9=2 -23310=1,1.442167e-02
InnerProduct Conv_54 1 1 134 136 0=128 2=2048 9=4
BinaryOp Mul_56 2 1 129_splitncnn_0 136 137 0=2
BinaryOp Add_57 2 1 137 125 138
PReLU PRelu_58 1 1 138 140 0=128
Split splitncnn_11 1 2 140 140_splitncnn_0 140_splitncnn_1
Concat Concat_59 3 1 140_splitncnn_1 5 9 141
Split splitncnn_12 1 2 141 141_splitncnn_0 141_splitncnn_1
Convolution Conv_60 1 1 141_splitncnn_1 142 0=256 1=3 3=2 4=1 6=589824
Convolution Conv_61 1 1 141_splitncnn_0 143 0=256 1=3 3=2 4=1 5=1 6=589824
PReLU PRelu_62 1 1 143 145 0=256
Convolution Conv_63 1 1 145 146 0=256 1=3 4=1 5=1 6=589824
Split splitncnn_13 1 2 146 146_splitncnn_0 146_splitncnn_1
Pooling ReduceMean_65 1 1 146_splitncnn_1 148 0=1 4=1
InnerProduct Conv_66 1 1 148 151 0=16 2=4096 9=2 -23310=1,1.379933e-02
InnerProduct Conv_68 1 1 151 153 0=256 2=4096 9=4
BinaryOp Mul_70 2 1 146_splitncnn_0 153 154 0=2
BinaryOp Add_71 2 1 154 142 155
PReLU PRelu_72 1 1 155 157 0=256
Concat Concat_73 3 1 157 6 10 158
Deconvolution ConvTranspose_74 1 1 158 159 0=128 1=4 3=2 4=1 5=1 6=1048576
PReLU PRelu_75 1 1 159 161 0=128
Concat Concat_76 2 1 161 140_splitncnn_0 162
Deconvolution ConvTranspose_77 1 1 162 163 0=64 1=4 3=2 4=1 5=1 6=262144
PReLU PRelu_78 1 1 163 165 0=64
Concat Concat_79 2 1 165 123_splitncnn_0 166
Deconvolution ConvTranspose_80 1 1 166 167 0=32 1=4 3=2 4=1 5=1 6=65536
PReLU PRelu_81 1 1 167 169 0=32
Concat Concat_82 2 1 169 106_splitncnn_0 170
Deconvolution ConvTranspose_83 1 1 170 171 0=16 1=4 3=2 4=1 5=1 6=16384
PReLU PRelu_84 1 1 171 173 0=16
Convolution Conv_85 1 1 173 175 0=4 1=3 4=1 5=1 6=576 9=4
Split splitncnn_14 1 2 175 175_splitncnn_0 175_splitncnn_1
Crop Slice_91 1 1 175_splitncnn_1 180 -23309=1,0 -23310=1,3 -23311=1,0
BinaryOp Mul_93 1 1 180 182 0=2 1=1 2=2.000000e+00
BinaryOp Sub_95 1 1 182 184 0=1 1=1 2=1.000000e+00
Crop Slice_100 1 1 175_splitncnn_0 189 -23309=1,3 -23310=1,4 -23311=1,0
Split splitncnn_15 1 2 189 189_splitncnn_0 189_splitncnn_1
BinaryOp Mul_101 2 1 82_splitncnn_0 189_splitncnn_1 190 0=2
BinaryOp Sub_103 1 1 189_splitncnn_0 192 0=7 1=1 2=1.000000e+00
BinaryOp Mul_104 2 1 89_splitncnn_0 192 193 0=2
BinaryOp Add_105 2 1 190 193 194
BinaryOp Add_106 2 1 194 184 195
Clip Clip_107 1 1 195 output 0=0.000000e+00 1=1.000000e+00