arielreplicate/multi-stage-blended-diffusion 🖼️📝🔢 → 🖼️

▶️ 801 runs 📅 Nov 2022 ⚙️ Cog 0.4.4 🔗 GitHub 📄 Paper ⚖️ License

image-editing image-inpainting

About

Multi stage image editing of images using stable-diffusion with a mask and a prompt

Example Output

Output

Performance Metrics

625.28s Prediction Time

921.38s Total Time

All Input Parameters

{
  "input_mask": "https://replicate.delivery/pbxt/Hqop9sF95X7wEbOK0yAFcokC6GOsR8faCuHQ8yfFYz1nPqrw/bedroom_painting_mask.png",
  "edit_prompt": "a painting is hanging on the wall",
  "input_image": "https://replicate.delivery/pbxt/HqopAAYEyqpSmf1OP2cw3Dl8pcZI6IWXdp1sxnMy2KuRvh3K/bedroom_painting.jpg",
  "margin_mult": 1.4
}

Input Parameters

input_mask (required) Type: string: Mask indicating edit area
edit_prompt (required) Type: string: Prompt for generation inside the editing area
input_image (required) Type: string: image to edit
margin_mult Type: numberDefault: 1.4

Output Schema

Output

Type: string • Format: uri

Example Execution Logs

INFO:root:starting multi_scale_generation for prompt "a painting is hanging on the wall"
mask size: 17651491
diffusion size: 2112 2496
INFO:root:Using seed 664402
Global seed set to 664402
Data shape for DDIM sampling is (5, 4, 64, 64), eta 1.0
Running blended DDIM Sampling with 50 timesteps with 5 repaint steps and 0 repaint jumps
INFO:root:repaint schedule: [981 981 981 981 981 981 961 961 961 961 961 961 941 941 941 941 941 941
921 921 921 921 921 921 901 901 901 901 901 901 881 881 881 881 881 881
861 861 861 861 861 861 841 841 841 841 841 841 821 821 821 821 821 821
801 801 801 801 801 801 781 781 781 781 781 781 761 761 761 761 761 761
741 741 741 741 741 741 721 721 721 721 721 721 701 701 701 701 701 701
681 681 681 681 681 681 661 661 661 661 661 661 641 641 641 641 641 641
621 621 621 621 621 621 601 601 601 601 601 601 581 581 581 581 581 581
561 561 561 561 561 561 541 541 541 541 541 541 521 521 521 521 521 521
501 501 501 501 501 501 481 481 481 481 481 481 461 461 461 461 461 461
441 441 441 441 441 441 421 421 421 421 421 421 401 401 401 401 401 401
381 381 381 381 381 381 361 361 361 361 361 361 341 341 341 341 341 341
321 321 321 321 321 321 301 301 301 301 301 301 281 281 281 281 281 281
261 261 261 261 261 261 241 241 241 241 241 241 221 221 221 221 221 221
201 201 201 201 201 201 181 181 181 181 181 181 161 161 161 161 161 161
141 141 141 141 141 141 121 121 121 121 121 121 101 101 101 101 101 101
81  81  81  81  81  81  61  61  61  61  61  61  41  41  41  41  41  41
21  21  21  21  21  21   1   1   1   1   1   1]
DDIM Sampler:   0%|          | 0/300 [00:00<?, ?it/s]
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INFO:root:clip took 30.08, probabilities: [21.57645, 20.956396, 21.550299, 23.035099, 22.140469]
INFO:root:Starting decoder optimization
INFO:root:Starting decoder optimization for 100 iterations.
INFO:root:Decoder opt it 0/100 loss: 0.27044838666915894
INFO:root:Decoder opt it 1/100 loss: 0.16435712575912476
INFO:root:Decoder opt it 2/100 loss: 0.14636069536209106
INFO:root:Decoder opt it 3/100 loss: 0.1142846941947937
INFO:root:Decoder opt it 4/100 loss: 0.09259652346372604
INFO:root:Decoder opt it 5/100 loss: 0.08595920354127884
INFO:root:Decoder opt it 6/100 loss: 0.08642715960741043
INFO:root:Decoder opt it 7/100 loss: 0.07665257155895233
INFO:root:Decoder opt it 8/100 loss: 0.061975330114364624
INFO:root:Decoder opt it 9/100 loss: 0.0585014633834362
INFO:root:Decoder opt it 10/100 loss: 0.06292712688446045
INFO:root:Decoder opt it 11/100 loss: 0.0603804811835289
INFO:root:Decoder opt it 12/100 loss: 0.052063167095184326
INFO:root:Decoder opt it 13/100 loss: 0.04632704704999924
INFO:root:Decoder opt it 14/100 loss: 0.045411333441734314
INFO:root:Decoder opt it 15/100 loss: 0.04636700451374054
INFO:root:Decoder opt it 16/100 loss: 0.04581790417432785
INFO:root:Decoder opt it 17/100 loss: 0.04215092957019806
INFO:root:Decoder opt it 18/100 loss: 0.03746698424220085
INFO:root:Decoder opt it 19/100 loss: 0.03531154990196228
INFO:root:Decoder opt it 20/100 loss: 0.035954803228378296
INFO:root:Decoder opt it 21/100 loss: 0.036178842186927795
INFO:root:Decoder opt it 22/100 loss: 0.034615904092788696
INFO:root:Decoder opt it 23/100 loss: 0.03249216079711914
INFO:root:Decoder opt it 24/100 loss: 0.03084186464548111
INFO:root:Decoder opt it 25/100 loss: 0.029818564653396606
INFO:root:Decoder opt it 26/100 loss: 0.029248809441924095
INFO:root:Decoder opt it 27/100 loss: 0.02863609604537487
INFO:root:Decoder opt it 28/100 loss: 0.027561703696846962
INFO:root:Decoder opt it 29/100 loss: 0.02648041769862175
INFO:root:Decoder opt it 30/100 loss: 0.025785615667700768
INFO:root:Decoder opt it 31/100 loss: 0.025115128606557846
INFO:root:Decoder opt it 32/100 loss: 0.024278854951262474
INFO:root:Decoder opt it 33/100 loss: 0.02362249605357647
INFO:root:Decoder opt it 34/100 loss: 0.02312787063419819
INFO:root:Decoder opt it 35/100 loss: 0.022554652765393257
INFO:root:Decoder opt it 36/100 loss: 0.02195505052804947
INFO:root:Decoder opt it 37/100 loss: 0.021397076547145844
INFO:root:Decoder opt it 38/100 loss: 0.020868945866823196
INFO:root:Decoder opt it 39/100 loss: 0.020442739129066467
INFO:root:Decoder opt it 40/100 loss: 0.020108060911297798
INFO:root:Decoder opt it 41/100 loss: 0.01969195157289505
INFO:root:Decoder opt it 42/100 loss: 0.019204577431082726
INFO:root:Decoder opt it 43/100 loss: 0.01877705007791519
INFO:root:Decoder opt it 44/100 loss: 0.01841365173459053
INFO:root:Decoder opt it 45/100 loss: 0.018079791218042374
INFO:root:Decoder opt it 46/100 loss: 0.017770620062947273
INFO:root:Decoder opt it 47/100 loss: 0.017437247559428215
INFO:root:Decoder opt it 48/100 loss: 0.017086852341890335
INFO:root:Decoder opt it 49/100 loss: 0.016801562160253525
INFO:root:Decoder opt it 50/100 loss: 0.016553519293665886
INFO:root:Decoder opt it 51/100 loss: 0.016270970925688744
INFO:root:Decoder opt it 52/100 loss: 0.015972865745425224
INFO:root:Decoder opt it 53/100 loss: 0.01570638082921505
INFO:root:Decoder opt it 54/100 loss: 0.01547930482774973
INFO:root:Decoder opt it 55/100 loss: 0.0152587890625
INFO:root:Decoder opt it 56/100 loss: 0.015005568042397499
INFO:root:Decoder opt it 57/100 loss: 0.014748101122677326
INFO:root:Decoder opt it 58/100 loss: 0.014555780217051506
INFO:root:Decoder opt it 59/100 loss: 0.014376730658113956
INFO:root:Decoder opt it 60/100 loss: 0.014153569005429745
INFO:root:Decoder opt it 61/100 loss: 0.013921141624450684
INFO:root:Decoder opt it 62/100 loss: 0.01373152807354927
INFO:root:Decoder opt it 63/100 loss: 0.013566846959292889
INFO:root:Decoder opt it 64/100 loss: 0.013383152894675732
INFO:root:Decoder opt it 65/100 loss: 0.0131800826638937
INFO:root:Decoder opt it 66/100 loss: 0.013001120649278164
INFO:root:Decoder opt it 67/100 loss: 0.012855427339673042
INFO:root:Decoder opt it 68/100 loss: 0.012694829143583775
INFO:root:Decoder opt it 69/100 loss: 0.012518900446593761
INFO:root:Decoder opt it 70/100 loss: 0.012359951622784138
INFO:root:Decoder opt it 71/100 loss: 0.012210574001073837
INFO:root:Decoder opt it 72/100 loss: 0.012061147019267082
INFO:root:Decoder opt it 73/100 loss: 0.011912520043551922
INFO:root:Decoder opt it 74/100 loss: 0.011770880781114101
INFO:root:Decoder opt it 75/100 loss: 0.01163717731833458
INFO:root:Decoder opt it 76/100 loss: 0.011499227024614811
INFO:root:Decoder opt it 77/100 loss: 0.01136435754597187
INFO:root:Decoder opt it 78/100 loss: 0.011239813640713692
INFO:root:Decoder opt it 79/100 loss: 0.011115613393485546
INFO:root:Decoder opt it 80/100 loss: 0.010990822687745094
INFO:root:Decoder opt it 81/100 loss: 0.010868437588214874
INFO:root:Decoder opt it 82/100 loss: 0.010750223882496357
INFO:root:Decoder opt it 83/100 loss: 0.01063581183552742
INFO:root:Decoder opt it 84/100 loss: 0.010522905737161636
INFO:root:Decoder opt it 85/100 loss: 0.010414360091090202
INFO:root:Decoder opt it 86/100 loss: 0.010305809788405895
INFO:root:Decoder opt it 87/100 loss: 0.010200466960668564
INFO:root:Decoder opt it 88/100 loss: 0.010101540945470333
INFO:root:Decoder opt it 89/100 loss: 0.010002139024436474
INFO:root:Decoder opt it 90/100 loss: 0.009904874488711357
INFO:root:Decoder opt it 91/100 loss: 0.009809961542487144
INFO:root:Decoder opt it 92/100 loss: 0.009717793203890324
INFO:root:Decoder opt it 93/100 loss: 0.009627188555896282
INFO:root:Decoder opt it 94/100 loss: 0.009538598358631134
INFO:root:Decoder opt it 95/100 loss: 0.00945208128541708
INFO:root:Decoder opt it 96/100 loss: 0.00936678797006607
INFO:root:Decoder opt it 97/100 loss: 0.009284336119890213
INFO:root:Decoder opt it 98/100 loss: 0.009202350862324238
INFO:root:Decoder opt it 99/100 loss: 0.009123440831899643
INFO:root:Finished decoder optimization in 17.75 seconds.
upsampling stages: [768, 2496]
INFO:root:Using seed 279893 in upscaling
Global seed set to 279893
INFO:root:Downscaling to [512 469], upscaling to [768 704].
Data shape for DDIM sampling is (1, 4, 96, 88), eta 1.0
INFO:root:Using SDEdit ratio 0.4, starting at 391/1000
Running blended DDIM Sampling with 40 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/40 [00:00<?, ?it/s]
DDIM Sampler:   2%|▎         | 1/40 [00:00<00:06,  6.34it/s]
DDIM Sampler:   5%|▌         | 2/40 [00:00<00:05,  6.37it/s]
DDIM Sampler:   8%|▊         | 3/40 [00:00<00:05,  6.38it/s]
DDIM Sampler:  10%|█         | 4/40 [00:00<00:05,  6.38it/s]
DDIM Sampler:  12%|█▎        | 5/40 [00:00<00:05,  6.38it/s]
DDIM Sampler:  15%|█▌        | 6/40 [00:00<00:05,  6.38it/s]
DDIM Sampler:  18%|█▊        | 7/40 [00:01<00:05,  6.39it/s]
DDIM Sampler:  20%|██        | 8/40 [00:01<00:05,  6.38it/s]
DDIM Sampler:  22%|██▎       | 9/40 [00:01<00:04,  6.39it/s]
DDIM Sampler:  25%|██▌       | 10/40 [00:01<00:04,  6.38it/s]
DDIM Sampler:  28%|██▊       | 11/40 [00:01<00:04,  6.38it/s]
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DDIM Sampler:  32%|███▎      | 13/40 [00:02<00:04,  6.39it/s]
DDIM Sampler:  35%|███▌      | 14/40 [00:02<00:04,  6.40it/s]
DDIM Sampler:  38%|███▊      | 15/40 [00:02<00:03,  6.41it/s]
DDIM Sampler:  40%|████      | 16/40 [00:02<00:03,  6.40it/s]
DDIM Sampler:  42%|████▎     | 17/40 [00:02<00:03,  6.39it/s]
DDIM Sampler:  45%|████▌     | 18/40 [00:02<00:03,  6.40it/s]
DDIM Sampler:  48%|████▊     | 19/40 [00:02<00:03,  6.40it/s]
DDIM Sampler:  50%|█████     | 20/40 [00:03<00:03,  6.40it/s]
DDIM Sampler:  52%|█████▎    | 21/40 [00:03<00:02,  6.40it/s]
DDIM Sampler:  55%|█████▌    | 22/40 [00:03<00:02,  6.39it/s]
DDIM Sampler:  57%|█████▊    | 23/40 [00:03<00:02,  6.39it/s]
DDIM Sampler:  60%|██████    | 24/40 [00:03<00:02,  6.39it/s]
DDIM Sampler:  62%|██████▎   | 25/40 [00:03<00:02,  6.40it/s]
DDIM Sampler:  65%|██████▌   | 26/40 [00:04<00:02,  6.41it/s]
DDIM Sampler:  68%|██████▊   | 27/40 [00:04<00:02,  6.41it/s]
DDIM Sampler:  70%|███████   | 28/40 [00:04<00:01,  6.39it/s]
DDIM Sampler:  72%|███████▎  | 29/40 [00:04<00:01,  6.38it/s]
DDIM Sampler:  75%|███████▌  | 30/40 [00:04<00:01,  6.37it/s]
DDIM Sampler:  78%|███████▊  | 31/40 [00:04<00:01,  6.38it/s]
DDIM Sampler:  80%|████████  | 32/40 [00:05<00:01,  6.39it/s]
DDIM Sampler:  82%|████████▎ | 33/40 [00:05<00:01,  6.38it/s]
DDIM Sampler:  85%|████████▌ | 34/40 [00:05<00:00,  6.37it/s]
DDIM Sampler:  88%|████████▊ | 35/40 [00:05<00:00,  6.38it/s]
DDIM Sampler:  90%|█████████ | 36/40 [00:05<00:00,  6.38it/s]
DDIM Sampler:  92%|█████████▎| 37/40 [00:05<00:00,  6.39it/s]
DDIM Sampler:  95%|█████████▌| 38/40 [00:05<00:00,  6.40it/s]
DDIM Sampler:  98%|█████████▊| 39/40 [00:06<00:00,  6.40it/s]
DDIM Sampler: 100%|██████████| 40/40 [00:06<00:00,  6.40it/s]
DDIM Sampler: 100%|██████████| 40/40 [00:06<00:00,  6.39it/s]
INFO:root:Starting decoder optimization
INFO:root:Starting decoder optimization for 100 iterations.
INFO:root:Decoder opt it 0/100 loss: 0.2025994062423706
INFO:root:Decoder opt it 1/100 loss: 0.20699456334114075
INFO:root:Decoder opt it 2/100 loss: 0.11565734446048737
INFO:root:Decoder opt it 3/100 loss: 0.09602420777082443
INFO:root:Decoder opt it 4/100 loss: 0.08443208038806915
INFO:root:Decoder opt it 5/100 loss: 0.07993177324533463
INFO:root:Decoder opt it 6/100 loss: 0.08301098644733429
INFO:root:Decoder opt it 7/100 loss: 0.06881292164325714
INFO:root:Decoder opt it 8/100 loss: 0.0550280325114727
INFO:root:Decoder opt it 9/100 loss: 0.05913737043738365
INFO:root:Decoder opt it 10/100 loss: 0.06429529190063477
INFO:root:Decoder opt it 11/100 loss: 0.056866493076086044
INFO:root:Decoder opt it 12/100 loss: 0.048115551471710205
INFO:root:Decoder opt it 13/100 loss: 0.04768482223153114
INFO:root:Decoder opt it 14/100 loss: 0.050320643931627274
INFO:root:Decoder opt it 15/100 loss: 0.04904358834028244
INFO:root:Decoder opt it 16/100 loss: 0.044912271201610565
INFO:root:Decoder opt it 17/100 loss: 0.041666626930236816
INFO:root:Decoder opt it 18/100 loss: 0.04060295224189758
INFO:root:Decoder opt it 19/100 loss: 0.040775518864393234
INFO:root:Decoder opt it 20/100 loss: 0.040835533291101456
INFO:root:Decoder opt it 21/100 loss: 0.03936218470335007
INFO:root:Decoder opt it 22/100 loss: 0.036778517067432404
INFO:root:Decoder opt it 23/100 loss: 0.03521614521741867
INFO:root:Decoder opt it 24/100 loss: 0.0356084480881691
INFO:root:Decoder opt it 25/100 loss: 0.035776395350694656
INFO:root:Decoder opt it 26/100 loss: 0.034340936690568924
INFO:root:Decoder opt it 27/100 loss: 0.03261584788560867
INFO:root:Decoder opt it 28/100 loss: 0.03207292780280113
INFO:root:Decoder opt it 29/100 loss: 0.032255131751298904
INFO:root:Decoder opt it 30/100 loss: 0.03192881867289543
INFO:root:Decoder opt it 31/100 loss: 0.030937453731894493
INFO:root:Decoder opt it 32/100 loss: 0.02997012436389923
INFO:root:Decoder opt it 33/100 loss: 0.02940359339118004
INFO:root:Decoder opt it 34/100 loss: 0.029215628281235695
INFO:root:Decoder opt it 35/100 loss: 0.02904197946190834
INFO:root:Decoder opt it 36/100 loss: 0.02850007265806198
INFO:root:Decoder opt it 37/100 loss: 0.027705073356628418
INFO:root:Decoder opt it 38/100 loss: 0.027171744033694267
INFO:root:Decoder opt it 39/100 loss: 0.02705087885260582
INFO:root:Decoder opt it 40/100 loss: 0.026846297085285187
INFO:root:Decoder opt it 41/100 loss: 0.026325812563300133
INFO:root:Decoder opt it 42/100 loss: 0.025839131325483322
INFO:root:Decoder opt it 43/100 loss: 0.02559620514512062
INFO:root:Decoder opt it 44/100 loss: 0.02540891058743
INFO:root:Decoder opt it 45/100 loss: 0.025074250996112823
INFO:root:Decoder opt it 46/100 loss: 0.024675467982888222
INFO:root:Decoder opt it 47/100 loss: 0.02433731034398079
INFO:root:Decoder opt it 48/100 loss: 0.02410685271024704
INFO:root:Decoder opt it 49/100 loss: 0.023893212899565697
INFO:root:Decoder opt it 50/100 loss: 0.02359251119196415
INFO:root:Decoder opt it 51/100 loss: 0.02325085550546646
INFO:root:Decoder opt it 52/100 loss: 0.02298377826809883
INFO:root:Decoder opt it 53/100 loss: 0.022810790687799454
INFO:root:Decoder opt it 54/100 loss: 0.022590579465031624
INFO:root:Decoder opt it 55/100 loss: 0.022286362946033478
INFO:root:Decoder opt it 56/100 loss: 0.02202303148806095
INFO:root:Decoder opt it 57/100 loss: 0.021833470091223717
INFO:root:Decoder opt it 58/100 loss: 0.021636927500367165
INFO:root:Decoder opt it 59/100 loss: 0.02140251360833645
INFO:root:Decoder opt it 60/100 loss: 0.021170398220419884
INFO:root:Decoder opt it 61/100 loss: 0.020962737500667572
INFO:root:Decoder opt it 62/100 loss: 0.0207806508988142
INFO:root:Decoder opt it 63/100 loss: 0.020586561411619186
INFO:root:Decoder opt it 64/100 loss: 0.020367728546261787
INFO:root:Decoder opt it 65/100 loss: 0.020171120762825012
INFO:root:Decoder opt it 66/100 loss: 0.0200144425034523
INFO:root:Decoder opt it 67/100 loss: 0.01983783394098282
INFO:root:Decoder opt it 68/100 loss: 0.019637245684862137
INFO:root:Decoder opt it 69/100 loss: 0.019464995712041855
INFO:root:Decoder opt it 70/100 loss: 0.019308632239699364
INFO:root:Decoder opt it 71/100 loss: 0.01914667896926403
INFO:root:Decoder opt it 72/100 loss: 0.018975665792822838
INFO:root:Decoder opt it 73/100 loss: 0.01880859211087227
INFO:root:Decoder opt it 74/100 loss: 0.018662890419363976
INFO:root:Decoder opt it 75/100 loss: 0.018514810130000114
INFO:root:Decoder opt it 76/100 loss: 0.018351523205637932
INFO:root:Decoder opt it 77/100 loss: 0.018205460160970688
INFO:root:Decoder opt it 78/100 loss: 0.018069744110107422
INFO:root:Decoder opt it 79/100 loss: 0.01792200095951557
INFO:root:Decoder opt it 80/100 loss: 0.017778120934963226
INFO:root:Decoder opt it 81/100 loss: 0.017646830528974533
INFO:root:Decoder opt it 82/100 loss: 0.017514893785119057
INFO:root:Decoder opt it 83/100 loss: 0.017381412908434868
INFO:root:Decoder opt it 84/100 loss: 0.01725086383521557
INFO:root:Decoder opt it 85/100 loss: 0.017124855890870094
INFO:root:Decoder opt it 86/100 loss: 0.01700318045914173
INFO:root:Decoder opt it 87/100 loss: 0.0168774351477623
INFO:root:Decoder opt it 88/100 loss: 0.016755543649196625
INFO:root:Decoder opt it 89/100 loss: 0.016639558598399162
INFO:root:Decoder opt it 90/100 loss: 0.016522953286767006
INFO:root:Decoder opt it 91/100 loss: 0.016407780349254608
INFO:root:Decoder opt it 92/100 loss: 0.016296617686748505
INFO:root:Decoder opt it 93/100 loss: 0.01618645153939724
INFO:root:Decoder opt it 94/100 loss: 0.016078108921647072
INFO:root:Decoder opt it 95/100 loss: 0.015969935804605484
INFO:root:Decoder opt it 96/100 loss: 0.01586534082889557
INFO:root:Decoder opt it 97/100 loss: 0.015763038769364357
INFO:root:Decoder opt it 98/100 loss: 0.015658987686038017
INFO:root:Decoder opt it 99/100 loss: 0.015557737089693546
INFO:root:Finished decoder optimization in 34.36 seconds.
INFO:root:Running upscaling to [2496 2112] in 16 segments of [f768 x 768].
INFO:root:Upscaling segment 0/16.
INFO:root:Using seed 550105 in upscaling
Global seed set to 550105
INFO:root:Downscaling to [236 236], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.50it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.55it/s]
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DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:03,  5.59it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:03,  5.60it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.62it/s]
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DDIM Sampler:  56%|█████▌    | 14/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:02<00:01,  5.61it/s]
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DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.61it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.60it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.61it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.62it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
INFO:root:Upscaling segment 1/16.
INFO:root:Using seed 544884 in upscaling
Global seed set to 544884
INFO:root:Downscaling to [236 237], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.59it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.61it/s]
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DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.61it/s]
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DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.62it/s]
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DDIM Sampler:  64%|██████▍   | 16/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.60it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.60it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.60it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.60it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.60it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.60it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.60it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.60it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.60it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
INFO:root:Upscaling segment 2/16.
INFO:root:Using seed 884313 in upscaling
Global seed set to 884313
INFO:root:Downscaling to [236 237], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.64it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.62it/s]
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DDIM Sampler:  20%|██        | 5/25 [00:00<00:03,  5.62it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:01<00:03,  5.62it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.62it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.62it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.61it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.61it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:02<00:02,  5.62it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.63it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.61it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.61it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.62it/s]
INFO:root:Upscaling segment 3/16.
INFO:root:Using seed 73025 in upscaling
Global seed set to 73025
INFO:root:Downscaling to [236 157], upscaling to [768 512].
Data shape for DDIM sampling is (1, 4, 96, 64), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:02,  8.13it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:02,  8.89it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:02,  9.12it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:02,  9.21it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:02,  9.33it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:00<00:02,  9.33it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:00<00:01,  9.37it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:00<00:01,  9.38it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:00<00:01,  9.47it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:01,  9.52it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:01,  9.52it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:01<00:01,  9.55it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:01<00:01,  9.51it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:01<00:01,  9.55it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:01<00:01,  9.56it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:01<00:00,  9.50it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:01<00:00,  9.52it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:01<00:00,  9.56it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:02<00:00,  9.61it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:02<00:00,  9.57it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:02<00:00,  9.55it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:02<00:00,  9.59it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:02<00:00,  9.64it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:02<00:00,  9.68it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  9.70it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  9.49it/s]
INFO:root:Upscaling segment 4/16.
INFO:root:Using seed 585491 in upscaling
Global seed set to 585491
INFO:root:Downscaling to [237 236], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.63it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.61it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:03,  5.62it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:03,  5.62it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:03,  5.62it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:01<00:03,  5.62it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.62it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.61it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:02,  5.61it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.61it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.61it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:02<00:02,  5.62it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.63it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.63it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.61it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.61it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.61it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.60it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.60it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
INFO:root:Upscaling segment 5/16.
INFO:root:Using seed 819007 in upscaling
Global seed set to 819007
INFO:root:Downscaling to [237 237], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.63it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.62it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:03,  5.63it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:03,  5.63it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:03,  5.62it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:01<00:03,  5.60it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.62it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:02<00:02,  5.62it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.63it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.63it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.63it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.62it/s]
INFO:root:Upscaling segment 6/16.
INFO:root:Using seed 26520 in upscaling
Global seed set to 26520
INFO:root:Downscaling to [237 237], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.62it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.61it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:03,  5.60it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:03,  5.61it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:03,  5.59it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:01<00:03,  5.60it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.60it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.60it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.60it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:02,  5.60it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.60it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.61it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:02<00:02,  5.61it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.61it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.62it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
INFO:root:Upscaling segment 7/16.
INFO:root:Using seed 996694 in upscaling
Global seed set to 996694
INFO:root:Downscaling to [237 157], upscaling to [768 512].
Data shape for DDIM sampling is (1, 4, 96, 64), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:02,  9.18it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:02,  9.40it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:02,  9.41it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:02,  9.44it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:02,  9.22it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:00<00:02,  9.21it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:00<00:01,  9.33it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:00<00:01,  9.44it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:00<00:01,  9.52it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:01,  9.53it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:01,  9.56it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:01<00:01,  9.47it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:01<00:01,  9.47it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:01<00:01,  9.48it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:01<00:01,  9.40it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:01<00:00,  9.42it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:01<00:00,  9.46it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:01<00:00,  9.48it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:02<00:00,  9.47it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:02<00:00,  9.45it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:02<00:00,  9.42it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:02<00:00,  9.39it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:02<00:00,  9.38it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:02<00:00,  9.34it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  9.32it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  9.41it/s]
INFO:root:Upscaling segment 8/16.
INFO:root:Using seed 192119 in upscaling
Global seed set to 192119
INFO:root:Downscaling to [237 236], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.62it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.60it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:03,  5.60it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:03,  5.60it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:03,  5.60it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:01<00:03,  5.60it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.62it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.62it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:02<00:02,  5.61it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.61it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.61it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.62it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.63it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.62it/s]
INFO:root:Upscaling segment 9/16.
INFO:root:Using seed 834869 in upscaling
Global seed set to 834869
INFO:root:Downscaling to [237 237], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.64it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.63it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:03,  5.62it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:03,  5.61it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:03,  5.61it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:01<00:03,  5.60it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.60it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.61it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:02,  5.60it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.60it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.60it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:02<00:02,  5.60it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:02<00:01,  5.60it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.61it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.61it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.61it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.61it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.61it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.61it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
INFO:root:Upscaling segment 10/16.
INFO:root:Using seed 101130 in upscaling
Global seed set to 101130
INFO:root:Downscaling to [237 237], upscaling to [768 768].
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:04,  5.64it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:04,  5.63it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:03,  5.62it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:03,  5.62it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:03,  5.60it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:01<00:03,  5.61it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:02,  5.60it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:02,  5.61it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:02,  5.60it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:02<00:02,  5.61it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:02<00:02,  5.61it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:02<00:01,  5.61it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:02<00:01,  5.62it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:02<00:01,  5.60it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:03<00:01,  5.60it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:03<00:01,  5.61it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:03<00:01,  5.62it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:03<00:00,  5.62it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:03<00:00,  5.61it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:04<00:00,  5.60it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:04<00:00,  5.60it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.60it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:04<00:00,  5.61it/s]
INFO:root:Upscaling segment 11/16.
INFO:root:Using seed 754324 in upscaling
Global seed set to 754324
INFO:root:Downscaling to [237 157], upscaling to [768 512].
Data shape for DDIM sampling is (1, 4, 96, 64), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:02,  9.34it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:02,  9.37it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:02,  9.46it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:02,  9.52it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:02,  9.50it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:00<00:01,  9.54it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:00<00:01,  9.59it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:00<00:01,  9.61it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:00<00:01,  9.64it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:01,  9.63it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:01,  9.59it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:01<00:01,  9.57it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:01<00:01,  9.53it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:01<00:01,  8.93it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:01<00:01,  9.10it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:01<00:00,  9.26it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:01<00:00,  9.37it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:01<00:00,  9.46it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:02<00:00,  9.45it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:02<00:00,  9.42it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:02<00:00,  9.41it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:02<00:00,  9.43it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:02<00:00,  9.46it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:02<00:00,  9.34it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  9.35it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  9.42it/s]
INFO:root:Upscaling segment 12/16.
INFO:root:Using seed 326319 in upscaling
Global seed set to 326319
INFO:root:Downscaling to [178 236], upscaling to [576 768].
Data shape for DDIM sampling is (1, 4, 72, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:03,  7.26it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:02,  7.85it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:02,  8.12it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:02,  8.20it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:02,  8.27it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:00<00:02,  8.32it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:00<00:02,  8.33it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:00<00:02,  8.37it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:01,  8.41it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:01,  8.40it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:01,  8.44it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:01<00:01,  8.47it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:01<00:01,  8.49it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:01<00:01,  8.45it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:01<00:01,  8.42it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:01<00:01,  8.42it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:02<00:00,  8.44it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:02<00:00,  8.45it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:02<00:00,  8.43it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:02<00:00,  8.39it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:02<00:00,  8.36it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:02<00:00,  8.43it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:02<00:00,  8.47it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:02<00:00,  8.44it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  8.40it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  8.37it/s]
INFO:root:Upscaling segment 13/16.
INFO:root:Using seed 275556 in upscaling
Global seed set to 275556
INFO:root:Downscaling to [178 237], upscaling to [576 768].
Data shape for DDIM sampling is (1, 4, 72, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:02,  8.45it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:02,  8.47it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:02,  8.51it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:02,  8.47it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:02,  8.50it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:00<00:02,  8.55it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:00<00:02,  8.55it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:00<00:01,  8.56it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:01,  8.57it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:01,  8.49it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:01,  8.48it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:01<00:01,  8.37it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:01<00:01,  8.41it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:01<00:01,  8.45it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:01<00:01,  8.38it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:01<00:01,  8.31it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:02<00:00,  8.26it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:02<00:00,  8.28it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:02<00:00,  8.20it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:02<00:00,  8.26it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:02<00:00,  8.27it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:02<00:00,  8.33it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:02<00:00,  8.38it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:02<00:00,  8.40it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  8.44it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  8.41it/s]
INFO:root:Upscaling segment 14/16.
INFO:root:Using seed 669994 in upscaling
Global seed set to 669994
INFO:root:Downscaling to [178 237], upscaling to [576 768].
Data shape for DDIM sampling is (1, 4, 72, 96), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:02,  8.60it/s]
DDIM Sampler:   8%|▊         | 2/25 [00:00<00:02,  8.61it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:02,  8.58it/s]
DDIM Sampler:  16%|█▌        | 4/25 [00:00<00:02,  8.58it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:02,  8.46it/s]
DDIM Sampler:  24%|██▍       | 6/25 [00:00<00:02,  8.21it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:00<00:02,  8.28it/s]
DDIM Sampler:  32%|███▏      | 8/25 [00:00<00:02,  8.35it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:01<00:01,  8.40it/s]
DDIM Sampler:  40%|████      | 10/25 [00:01<00:01,  8.41it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:01,  8.43it/s]
DDIM Sampler:  48%|████▊     | 12/25 [00:01<00:01,  8.39it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:01<00:01,  8.42it/s]
DDIM Sampler:  56%|█████▌    | 14/25 [00:01<00:01,  8.43it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:01<00:01,  8.46it/s]
DDIM Sampler:  64%|██████▍   | 16/25 [00:01<00:01,  8.50it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:02<00:00,  8.53it/s]
DDIM Sampler:  72%|███████▏  | 18/25 [00:02<00:00,  8.55it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:02<00:00,  8.56it/s]
DDIM Sampler:  80%|████████  | 20/25 [00:02<00:00,  8.50it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:02<00:00,  8.49it/s]
DDIM Sampler:  88%|████████▊ | 22/25 [00:02<00:00,  8.47it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:02<00:00,  8.44it/s]
DDIM Sampler:  96%|█████████▌| 24/25 [00:02<00:00,  8.45it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  8.46it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00,  8.45it/s]
INFO:root:Upscaling segment 15/16.
INFO:root:Using seed 499108 in upscaling
Global seed set to 499108
INFO:root:Downscaling to [178 157], upscaling to [576 512].
Data shape for DDIM sampling is (1, 4, 72, 64), eta 1.0
INFO:root:Using SDEdit ratio 0.25, starting at 241/1000
Running blended DDIM Sampling with 25 timesteps with 0 repaint steps and 0 repaint jumps
DDIM Sampler:   0%|          | 0/25 [00:00<?, ?it/s]
DDIM Sampler:   4%|▍         | 1/25 [00:00<00:02,  9.14it/s]
DDIM Sampler:  12%|█▏        | 3/25 [00:00<00:02, 10.23it/s]
DDIM Sampler:  20%|██        | 5/25 [00:00<00:01, 10.56it/s]
DDIM Sampler:  28%|██▊       | 7/25 [00:00<00:01, 10.74it/s]
DDIM Sampler:  36%|███▌      | 9/25 [00:00<00:01, 10.75it/s]
DDIM Sampler:  44%|████▍     | 11/25 [00:01<00:01, 10.77it/s]
DDIM Sampler:  52%|█████▏    | 13/25 [00:01<00:01, 10.83it/s]
DDIM Sampler:  60%|██████    | 15/25 [00:01<00:00, 10.90it/s]
DDIM Sampler:  68%|██████▊   | 17/25 [00:01<00:00, 10.95it/s]
DDIM Sampler:  76%|███████▌  | 19/25 [00:01<00:00, 10.97it/s]
DDIM Sampler:  84%|████████▍ | 21/25 [00:01<00:00, 11.03it/s]
DDIM Sampler:  92%|█████████▏| 23/25 [00:02<00:00, 10.98it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00, 10.97it/s]
DDIM Sampler: 100%|██████████| 25/25 [00:02<00:00, 10.84it/s]
INFO:root:Starting decoder optimization
INFO:root:Performing decoder optimization in 25 segments.
INFO:root:Starting decoder optimization for 100 iterations.
INFO:root:Decoder opt it 0/100 loss: 2.601363217807375
INFO:root:Decoder opt it 1/100 loss: 1.9065383153501898
INFO:root:Decoder opt it 2/100 loss: 2.365960159804672
INFO:root:Decoder opt it 3/100 loss: 2.730911374092102
INFO:root:Decoder opt it 4/100 loss: 2.7891711879055947
INFO:root:Decoder opt it 5/100 loss: 2.4695936026982963
INFO:root:Decoder opt it 6/100 loss: 2.598250558366999
INFO:root:Decoder opt it 7/100 loss: 2.5064597711898386
INFO:root:Decoder opt it 8/100 loss: 2.413946515880525
INFO:root:Decoder opt it 9/100 loss: 2.1693620127625763
INFO:root:Decoder opt it 10/100 loss: 2.1433791466988623
INFO:root:Decoder opt it 11/100 loss: 2.013470300240442
INFO:root:Decoder opt it 12/100 loss: 2.253684229683131
INFO:root:Decoder opt it 13/100 loss: 2.4404461125377566
INFO:root:Decoder opt it 14/100 loss: 2.3324393638176844
INFO:root:Decoder opt it 15/100 loss: 2.1186314483638853
INFO:root:Decoder opt it 16/100 loss: 2.2251341049559414
INFO:root:Decoder opt it 17/100 loss: 1.9236218021251261
INFO:root:Decoder opt it 18/100 loss: 1.794082593289204
INFO:root:Decoder opt it 19/100 loss: 1.778631006134674
INFO:root:Decoder opt it 20/100 loss: 1.7791867330670357
INFO:root:Decoder opt it 21/100 loss: 1.6133217592723668
INFO:root:Decoder opt it 22/100 loss: 1.5123419500887394
INFO:root:Decoder opt it 23/100 loss: 1.5059748881030828
INFO:root:Decoder opt it 24/100 loss: 1.5212868116796017
INFO:root:Decoder opt it 25/100 loss: 1.5931051899679005
INFO:root:Decoder opt it 26/100 loss: 1.7035929143894464
INFO:root:Decoder opt it 27/100 loss: 1.6880211818497628
INFO:root:Decoder opt it 28/100 loss: 1.8187168366275728
INFO:root:Decoder opt it 29/100 loss: 1.7120646904222667
INFO:root:Decoder opt it 30/100 loss: 1.7332780952565372
INFO:root:Decoder opt it 31/100 loss: 1.6610349394613877
INFO:root:Decoder opt it 32/100 loss: 1.520449664676562
INFO:root:Decoder opt it 33/100 loss: 1.480747757712379
INFO:root:Decoder opt it 34/100 loss: 1.3413416718831286
INFO:root:Decoder opt it 35/100 loss: 1.3266132231801748
INFO:root:Decoder opt it 36/100 loss: 1.3214782500872388
INFO:root:Decoder opt it 37/100 loss: 1.3356374161085114
INFO:root:Decoder opt it 38/100 loss: 1.4105410721385852
INFO:root:Decoder opt it 39/100 loss: 1.3345216003945097
INFO:root:Decoder opt it 40/100 loss: 1.2567916279658675
INFO:root:Decoder opt it 41/100 loss: 1.2339981582481414
INFO:root:Decoder opt it 42/100 loss: 1.23857424443122
INFO:root:Decoder opt it 43/100 loss: 1.292530162143521
INFO:root:Decoder opt it 44/100 loss: 1.3006587284617126
INFO:root:Decoder opt it 45/100 loss: 1.3449829053133726
INFO:root:Decoder opt it 46/100 loss: 1.3140510052908212
INFO:root:Decoder opt it 47/100 loss: 1.3955605651717633
INFO:root:Decoder opt it 48/100 loss: 1.345054714998696
INFO:root:Decoder opt it 49/100 loss: 1.3144730301573873
INFO:root:Decoder opt it 50/100 loss: 1.4240233777090907
INFO:root:Decoder opt it 51/100 loss: 1.3362181030679494
INFO:root:Decoder opt it 52/100 loss: 1.4207629628945142
INFO:root:Decoder opt it 53/100 loss: 1.4149411084363237
INFO:root:Decoder opt it 54/100 loss: 1.4107820036588237
INFO:root:Decoder opt it 55/100 loss: 1.5261071873828769
INFO:root:Decoder opt it 56/100 loss: 1.5333485486917198
INFO:root:Decoder opt it 57/100 loss: 1.5483188210055232
INFO:root:Decoder opt it 58/100 loss: 1.5506961207138374
INFO:root:Decoder opt it 59/100 loss: 1.4165010853903368
INFO:root:Decoder opt it 60/100 loss: 1.468126725871116
INFO:root:Decoder opt it 61/100 loss: 1.3829794543562457
INFO:root:Decoder opt it 62/100 loss: 1.3850037100492045
INFO:root:Decoder opt it 63/100 loss: 1.4263317399891093
INFO:root:Decoder opt it 64/100 loss: 1.4670417120214552
INFO:root:Decoder opt it 65/100 loss: 1.4096986157819629
INFO:root:Decoder opt it 66/100 loss: 1.48334845143836
INFO:root:Decoder opt it 67/100 loss: 1.5542701880913228
INFO:root:Decoder opt it 68/100 loss: 1.730072625912726
INFO:root:Decoder opt it 69/100 loss: 1.7592696733772755
INFO:root:Decoder opt it 70/100 loss: 1.6821577013470232
INFO:root:Decoder opt it 71/100 loss: 1.7046484767924994
INFO:root:Decoder opt it 72/100 loss: 1.8891414019744843
INFO:root:Decoder opt it 73/100 loss: 1.4950905680889264
INFO:root:Decoder opt it 74/100 loss: 1.860311329830438
INFO:root:Decoder opt it 75/100 loss: 2.0558503358624876
INFO:root:Decoder opt it 76/100 loss: 1.753185044042766
INFO:root:Decoder opt it 77/100 loss: 1.5385141083970666
INFO:root:Decoder opt it 78/100 loss: 1.9382925473619252
INFO:root:Decoder opt it 79/100 loss: 1.9303928674198687
INFO:root:Decoder opt it 80/100 loss: 1.8327613095752895
INFO:root:Decoder opt it 81/100 loss: 1.9024825644446537
INFO:root:Decoder opt it 82/100 loss: 1.7107996558770537
INFO:root:Decoder opt it 83/100 loss: 1.7869847116526216
INFO:root:Decoder opt it 84/100 loss: 1.8401014204137027
INFO:root:Decoder opt it 85/100 loss: 1.9645512416027486
INFO:root:Decoder opt it 86/100 loss: 2.145273487549275
INFO:root:Decoder opt it 87/100 loss: 2.046490265754983
INFO:root:Decoder opt it 88/100 loss: 2.2552033227402717
INFO:root:Decoder opt it 89/100 loss: 1.7122143327724189
INFO:root:Decoder opt it 90/100 loss: 1.6228972849203274
INFO:root:Decoder opt it 91/100 loss: 1.5357817369513214
INFO:root:Decoder opt it 92/100 loss: 1.499453570926562
INFO:root:Decoder opt it 93/100 loss: 1.8176402649842203
INFO:root:Decoder opt it 94/100 loss: 1.684781583957374
INFO:root:Decoder opt it 95/100 loss: 1.8769112550653517
INFO:root:Decoder opt it 96/100 loss: 2.0315278756897897
INFO:root:Decoder opt it 97/100 loss: 1.4649523062398657
INFO:root:Decoder opt it 98/100 loss: 1.54085499397479
INFO:root:Decoder opt it 99/100 loss: 1.7024363311938941
INFO:root:Finished decoder optimization in 376.06 seconds.
INFO:root:Running upscaling to [2496 2112] in 25 segments of [f768 x 768].
INFO:root:Upscaling segment 0/25.
INFO:root:Using seed 482166 in upscaling
Global seed set to 482166
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 1/25.
INFO:root:Using seed 445747 in upscaling
Global seed set to 445747
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 2/25.
INFO:root:Using seed 532395 in upscaling
Global seed set to 532395
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 3/25.
INFO:root:Using seed 3896 in upscaling
Global seed set to 3896
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 72), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 4/25.
INFO:root:Using seed 475580 in upscaling
Global seed set to 475580
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 64), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 5/25.
INFO:root:Using seed 663862 in upscaling
Global seed set to 663862
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 6/25.
INFO:root:Using seed 739358 in upscaling
Global seed set to 739358
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 7/25.
INFO:root:Using seed 690223 in upscaling
Global seed set to 690223
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 8/25.
INFO:root:Using seed 959373 in upscaling
Global seed set to 959373
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 72), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 9/25.
INFO:root:Using seed 610709 in upscaling
Global seed set to 610709
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 64), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 10/25.
INFO:root:Using seed 400096 in upscaling
Global seed set to 400096
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 11/25.
INFO:root:Using seed 698623 in upscaling
Global seed set to 698623
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 12/25.
INFO:root:Using seed 250602 in upscaling
Global seed set to 250602
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 13/25.
INFO:root:Using seed 626607 in upscaling
Global seed set to 626607
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 72), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 14/25.
INFO:root:Using seed 18117 in upscaling
Global seed set to 18117
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 64), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 15/25.
INFO:root:Using seed 696954 in upscaling
Global seed set to 696954
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 16/25.
INFO:root:Using seed 954733 in upscaling
Global seed set to 954733
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 17/25.
INFO:root:Using seed 473879 in upscaling
Global seed set to 473879
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 18/25.
INFO:root:Using seed 646058 in upscaling
Global seed set to 646058
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 72), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 19/25.
INFO:root:Using seed 443612 in upscaling
Global seed set to 443612
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 96, 64), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 20/25.
INFO:root:Using seed 407558 in upscaling
Global seed set to 407558
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 64, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 21/25.
INFO:root:Using seed 275798 in upscaling
Global seed set to 275798
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 64, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 22/25.
INFO:root:Using seed 745486 in upscaling
Global seed set to 745486
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 64, 96), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 23/25.
INFO:root:Using seed 660688 in upscaling
Global seed set to 660688
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 64, 72), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image
INFO:root:Upscaling segment 24/25.
INFO:root:Using seed 497536 in upscaling
Global seed set to 497536
[1;31mWARNING[1;0m:root:Upscale in parts called with input size already being target imagesize!
Data shape for DDIM sampling is (1, 4, 64, 64), eta 1.0
[1;31mWARNING[1;0m:root:Start timestep is 0.0, or rounded down to zero, returning original image

Version Details

Version ID: 820140071733b5ea3e741477432b6481ca0b9ae967680f9dcfea32c7b3bf9f74
Version Created: November 25, 2022

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