afiaka87/clip-guided-diffusion 🔢📝❓🖼️✓ → 🖼️

▶️ 43.1K runs 📅 Oct 2021 ⚙️ Cog 0.4.4 🔗 GitHub 📄 Paper ⚖️ License

image-to-image text-to-image

About

Generate image from text by guiding a denoising diffusion model. Inference is somewhat slow.

Example Output

Prompt:

"metallic cube hovering above water"

Output

[object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object][object Object]

Performance Metrics

155.28s Total Time

All Input Parameters

{
  "seed": "0",
  "prompt": "metallic cube hovering above water",
  "respace": "250",
  "tv_scale": "150.0",
  "sat_scale": "0.0",
  "range_scale": "50.0",
  "use_magnitude": false,
  "use_augmentations": false,
  "clip_guidance_scale": "1000"
}

Input Parameters

seed Type: integerDefault: 0: Seed for reproducibility
prompt (required) Type: string: Text prompt to use.
respace Default: 250: Number of timesteps. Fewer is faster, but less accurate.
tv_scale Type: numberDefault: 50Range: 0 - 250: Scale for a denoising loss that effects the last half of the diffusion process. 0, 100, 150 and 200
sat_scale Type: numberDefault: 0Range: 0 - 128: Controls how much saturation is allowed. Use for ddim. From @nshepperd.
init_image Type: string: an image to blend with diffusion before clip guidance begins. Uses half as many timesteps.
range_scale Type: numberDefault: 50Range: 0 - 250: Controls how far out of RGB range values may get.
use_magnitude Type: booleanDefault: false: Use the magnitude of the loss. May help (only) with ddim and respacing <= 100
use_augmentations Type: booleanDefault: false: Whether to use augmentation during prediction. May help with ddim and respacing <= 100.
clip_guidance_scale Type: integerDefault: 1000Range: 0 - 2500: Scale for CLIP spherical distance loss. Values will need tinkering for different settings.

Output Schema

Output

Type: array • Items Type: string • Items Format: uri

Example Execution Logs

Using device cuda
--wandb_project not specified. Skipping W&B integration.

  0%|          | 0/250 [00:00<?, ?it/s]
CLIP Loss: 922.103	Range Loss: 0.000	TV Loss: 8.079	Total Loss: 930.182

  0%|          | 0/250 [00:00<?, ?it/s]

  0%|          | 1/250 [00:00<02:39,  1.57it/s]
CLIP Loss: 910.723	Range Loss: 0.002	TV Loss: 5.061	Total Loss: 915.786

  1%|          | 2/250 [00:01<02:22,  1.75it/s]
CLIP Loss: 904.701	Range Loss: 0.006	TV Loss: 5.223	Total Loss: 909.930

  1%|1         | 3/250 [00:01<02:17,  1.80it/s]
CLIP Loss: 903.745	Range Loss: 0.042	TV Loss: 6.265	Total Loss: 910.052

  2%|1         | 4/250 [00:02<02:13,  1.84it/s]
CLIP Loss: 886.442	Range Loss: 0.002	TV Loss: 4.309	Total Loss: 890.754

  2%|2         | 5/250 [00:02<02:11,  1.86it/s]
CLIP Loss: 881.362	Range Loss: 0.003	TV Loss: 4.326	Total Loss: 885.691

  2%|2         | 6/250 [00:03<02:25,  1.68it/s]
CLIP Loss: 871.746	Range Loss: 0.006	TV Loss: 3.699	Total Loss: 875.451

  3%|2         | 7/250 [00:03<02:20,  1.73it/s]
CLIP Loss: 874.997	Range Loss: 0.002	TV Loss: 3.509	Total Loss: 878.507

  3%|3         | 8/250 [00:04<02:15,  1.79it/s]
CLIP Loss: 861.439	Range Loss: 0.004	TV Loss: 3.393	Total Loss: 864.836

  4%|3         | 9/250 [00:05<02:12,  1.82it/s]
CLIP Loss: 870.587	Range Loss: 0.002	TV Loss: 2.902	Total Loss: 873.490

  4%|4         | 10/250 [00:05<02:10,  1.84it/s]
CLIP Loss: 851.564	Range Loss: 0.001	TV Loss: 3.192	Total Loss: 854.756

  4%|4         | 11/250 [00:06<02:23,  1.67it/s]
CLIP Loss: 859.246	Range Loss: 0.003	TV Loss: 3.057	Total Loss: 862.306

  5%|4         | 12/250 [00:06<02:16,  1.74it/s]
CLIP Loss: 850.871	Range Loss: 0.003	TV Loss: 3.281	Total Loss: 854.156

  5%|5         | 13/250 [00:07<02:13,  1.77it/s]
CLIP Loss: 845.111	Range Loss: 0.001	TV Loss: 2.490	Total Loss: 847.602

  6%|5         | 14/250 [00:07<02:11,  1.80it/s]
CLIP Loss: 836.665	Range Loss: 0.001	TV Loss: 2.210	Total Loss: 838.876

  6%|6         | 15/250 [00:08<02:08,  1.83it/s]
CLIP Loss: 836.714	Range Loss: 0.001	TV Loss: 2.158	Total Loss: 838.873

  6%|6         | 16/250 [00:09<02:20,  1.67it/s]
CLIP Loss: 835.980	Range Loss: 0.001	TV Loss: 1.726	Total Loss: 837.706

  7%|6         | 17/250 [00:09<02:15,  1.72it/s]
CLIP Loss: 845.000	Range Loss: 0.001	TV Loss: 2.379	Total Loss: 847.381

  7%|7         | 18/250 [00:10<02:11,  1.77it/s]
CLIP Loss: 822.580	Range Loss: 0.001	TV Loss: 1.666	Total Loss: 824.248

  8%|7         | 19/250 [00:10<02:07,  1.81it/s]
CLIP Loss: 823.019	Range Loss: 0.002	TV Loss: 1.509	Total Loss: 824.530

  8%|8         | 20/250 [00:11<02:05,  1.83it/s]
CLIP Loss: 812.318	Range Loss: 0.001	TV Loss: 1.288	Total Loss: 813.607

  8%|8         | 21/250 [00:11<02:17,  1.67it/s]
CLIP Loss: 813.542	Range Loss: 0.005	TV Loss: 1.275	Total Loss: 814.822

  9%|8         | 22/250 [00:12<02:11,  1.74it/s]
CLIP Loss: 820.043	Range Loss: 0.000	TV Loss: 1.200	Total Loss: 821.243

  9%|9         | 23/250 [00:13<02:08,  1.77it/s]
CLIP Loss: 802.321	Range Loss: 0.004	TV Loss: 1.124	Total Loss: 803.450

 10%|9         | 24/250 [00:13<02:05,  1.81it/s]
CLIP Loss: 803.630	Range Loss: 0.000	TV Loss: 1.223	Total Loss: 804.853

 10%|#         | 25/250 [00:14<02:04,  1.81it/s]
CLIP Loss: 798.530	Range Loss: 0.000	TV Loss: 0.967	Total Loss: 799.497

 10%|#         | 26/250 [00:14<02:13,  1.67it/s]
CLIP Loss: 793.256	Range Loss: 0.000	TV Loss: 0.987	Total Loss: 794.244

 11%|#         | 27/250 [00:15<02:08,  1.74it/s]
CLIP Loss: 793.444	Range Loss: 0.000	TV Loss: 0.727	Total Loss: 794.171

 11%|#1        | 28/250 [00:15<02:05,  1.77it/s]
CLIP Loss: 790.873	Range Loss: 0.000	TV Loss: 0.681	Total Loss: 791.554

 12%|#1        | 29/250 [00:16<02:02,  1.80it/s]
CLIP Loss: 788.600	Range Loss: 0.000	TV Loss: 0.644	Total Loss: 789.244

 12%|#2        | 30/250 [00:16<02:00,  1.82it/s]
CLIP Loss: 781.612	Range Loss: 0.000	TV Loss: 0.592	Total Loss: 782.204

 12%|#2        | 31/250 [00:17<02:12,  1.65it/s]
CLIP Loss: 791.584	Range Loss: 0.000	TV Loss: 0.528	Total Loss: 792.112

 13%|#2        | 32/250 [00:18<02:07,  1.71it/s]
CLIP Loss: 793.897	Range Loss: 0.000	TV Loss: 0.444	Total Loss: 794.342

 13%|#3        | 33/250 [00:18<02:03,  1.76it/s]
CLIP Loss: 772.153	Range Loss: 0.000	TV Loss: 0.429	Total Loss: 772.582

 14%|#3        | 34/250 [00:19<02:00,  1.80it/s]
CLIP Loss: 786.916	Range Loss: 0.000	TV Loss: 0.429	Total Loss: 787.345

 14%|#4        | 35/250 [00:19<01:57,  1.82it/s]
CLIP Loss: 777.487	Range Loss: 0.000	TV Loss: 0.465	Total Loss: 777.952

 14%|#4        | 36/250 [00:20<02:07,  1.67it/s]
CLIP Loss: 779.379	Range Loss: 0.000	TV Loss: 0.395	Total Loss: 779.774

 15%|#4        | 37/250 [00:21<02:02,  1.74it/s]
CLIP Loss: 783.559	Range Loss: 0.000	TV Loss: 0.335	Total Loss: 783.894

 15%|#5        | 38/250 [00:21<01:59,  1.77it/s]
CLIP Loss: 792.444	Range Loss: 0.000	TV Loss: 0.301	Total Loss: 792.744

 16%|#5        | 39/250 [00:22<01:57,  1.80it/s]
CLIP Loss: 775.368	Range Loss: 0.000	TV Loss: 0.298	Total Loss: 775.666

 16%|#6        | 40/250 [00:22<01:55,  1.82it/s]
CLIP Loss: 763.511	Range Loss: 0.000	TV Loss: 0.274	Total Loss: 763.785

 16%|#6        | 41/250 [00:23<02:07,  1.64it/s]
CLIP Loss: 762.476	Range Loss: 0.000	TV Loss: 0.243	Total Loss: 762.719

 17%|#6        | 42/250 [00:23<02:01,  1.72it/s]
CLIP Loss: 766.288	Range Loss: 0.000	TV Loss: 0.235	Total Loss: 766.523

 17%|#7        | 43/250 [00:24<01:58,  1.75it/s]
CLIP Loss: 779.867	Range Loss: 0.000	TV Loss: 0.207	Total Loss: 780.075

 18%|#7        | 44/250 [00:25<01:56,  1.77it/s]
CLIP Loss: 776.138	Range Loss: 0.000	TV Loss: 0.319	Total Loss: 776.457

 18%|#8        | 45/250 [00:25<01:54,  1.80it/s]
CLIP Loss: 788.498	Range Loss: 0.000	TV Loss: 0.184	Total Loss: 788.682

 18%|#8        | 46/250 [00:26<02:09,  1.58it/s]
CLIP Loss: 778.452	Range Loss: 0.000	TV Loss: 0.276	Total Loss: 778.727

 19%|#8        | 47/250 [00:26<02:01,  1.66it/s]
CLIP Loss: 788.846	Range Loss: 0.000	TV Loss: 0.165	Total Loss: 789.011

 19%|#9        | 48/250 [00:27<01:58,  1.71it/s]
CLIP Loss: 779.446	Range Loss: 0.000	TV Loss: 0.224	Total Loss: 779.670

 20%|#9        | 49/250 [00:27<01:54,  1.75it/s]
CLIP Loss: 787.757	Range Loss: 0.000	TV Loss: 0.160	Total Loss: 787.917

 20%|##        | 50/250 [00:28<01:51,  1.79it/s]
CLIP Loss: 801.158	Range Loss: 0.000	TV Loss: 0.263	Total Loss: 801.420

 20%|##        | 51/250 [00:29<02:06,  1.58it/s]
CLIP Loss: 784.200	Range Loss: 0.000	TV Loss: 0.135	Total Loss: 784.336

 21%|##        | 52/250 [00:29<02:00,  1.64it/s]
CLIP Loss: 775.391	Range Loss: 0.000	TV Loss: 0.195	Total Loss: 775.586

 21%|##1       | 53/250 [00:30<01:56,  1.69it/s]
CLIP Loss: 785.258	Range Loss: 0.000	TV Loss: 0.129	Total Loss: 785.387

 22%|##1       | 54/250 [00:30<01:53,  1.73it/s]
CLIP Loss: 792.729	Range Loss: 0.000	TV Loss: 0.196	Total Loss: 792.924

 22%|##2       | 55/250 [00:31<01:50,  1.76it/s]
CLIP Loss: 790.784	Range Loss: 0.000	TV Loss: 0.122	Total Loss: 790.905

 22%|##2       | 56/250 [00:32<02:05,  1.54it/s]
CLIP Loss: 790.224	Range Loss: 0.000	TV Loss: 0.117	Total Loss: 790.341

 23%|##2       | 57/250 [00:32<01:58,  1.63it/s]
CLIP Loss: 783.482	Range Loss: 0.000	TV Loss: 0.099	Total Loss: 783.582

 23%|##3       | 58/250 [00:33<01:53,  1.68it/s]
CLIP Loss: 798.870	Range Loss: 0.000	TV Loss: 0.159	Total Loss: 799.029

 24%|##3       | 59/250 [00:33<01:50,  1.73it/s]
CLIP Loss: 809.179	Range Loss: 0.000	TV Loss: 0.082	Total Loss: 809.261

 24%|##4       | 60/250 [00:34<01:47,  1.77it/s]
CLIP Loss: 786.066	Range Loss: 0.000	TV Loss: 0.111	Total Loss: 786.177

 24%|##4       | 61/250 [00:35<02:02,  1.54it/s]
CLIP Loss: 798.102	Range Loss: 0.000	TV Loss: 0.185	Total Loss: 798.286

 25%|##4       | 62/250 [00:35<01:55,  1.63it/s]
CLIP Loss: 811.200	Range Loss: 0.000	TV Loss: 0.209	Total Loss: 811.409

 25%|##5       | 63/250 [00:36<01:51,  1.68it/s]
CLIP Loss: 806.224	Range Loss: 0.000	TV Loss: 0.193	Total Loss: 806.417

 26%|##5       | 64/250 [00:36<01:47,  1.73it/s]
CLIP Loss: 793.800	Range Loss: 0.000	TV Loss: 0.230	Total Loss: 794.030

 26%|##6       | 65/250 [00:37<01:45,  1.75it/s]
CLIP Loss: 782.792	Range Loss: 0.000	TV Loss: 0.287	Total Loss: 783.079

 26%|##6       | 66/250 [00:38<01:59,  1.54it/s]
CLIP Loss: 781.379	Range Loss: 0.000	TV Loss: 0.252	Total Loss: 781.631

 27%|##6       | 67/250 [00:38<01:52,  1.63it/s]
CLIP Loss: 774.588	Range Loss: 0.000	TV Loss: 0.201	Total Loss: 774.789

 27%|##7       | 68/250 [00:39<01:47,  1.69it/s]
CLIP Loss: 774.866	Range Loss: 0.000	TV Loss: 0.219	Total Loss: 775.084

 28%|##7       | 69/250 [00:39<01:44,  1.73it/s]
CLIP Loss: 773.334	Range Loss: 0.000	TV Loss: 0.235	Total Loss: 773.569

 28%|##8       | 70/250 [00:40<01:42,  1.75it/s]
CLIP Loss: 763.244	Range Loss: 0.000	TV Loss: 0.290	Total Loss: 763.534

 28%|##8       | 71/250 [00:41<01:54,  1.56it/s]
CLIP Loss: 760.725	Range Loss: 0.001	TV Loss: 0.216	Total Loss: 760.941

 29%|##8       | 72/250 [00:41<01:48,  1.65it/s]
CLIP Loss: 763.265	Range Loss: 0.001	TV Loss: 0.317	Total Loss: 763.583

 29%|##9       | 73/250 [00:42<01:44,  1.70it/s]
CLIP Loss: 761.148	Range Loss: 0.002	TV Loss: 0.272	Total Loss: 761.423

 30%|##9       | 74/250 [00:42<01:40,  1.74it/s]
CLIP Loss: 760.245	Range Loss: 0.009	TV Loss: 0.298	Total Loss: 760.552

 30%|###       | 75/250 [00:43<01:38,  1.78it/s]
CLIP Loss: 753.029	Range Loss: 0.017	TV Loss: 0.278	Total Loss: 753.324

 30%|###       | 76/250 [00:44<01:50,  1.58it/s]
CLIP Loss: 760.707	Range Loss: 0.013	TV Loss: 0.276	Total Loss: 760.995

 31%|###       | 77/250 [00:44<01:44,  1.66it/s]
CLIP Loss: 788.993	Range Loss: 0.021	TV Loss: 0.250	Total Loss: 789.264

 31%|###1      | 78/250 [00:45<01:40,  1.70it/s]
CLIP Loss: 791.683	Range Loss: 0.013	TV Loss: 0.441	Total Loss: 792.137

 32%|###1      | 79/250 [00:45<01:37,  1.75it/s]
CLIP Loss: 772.022	Range Loss: 0.017	TV Loss: 0.350	Total Loss: 772.389

 32%|###2      | 80/250 [00:46<01:35,  1.78it/s]
CLIP Loss: 763.581	Range Loss: 0.010	TV Loss: 0.331	Total Loss: 763.921

 32%|###2      | 81/250 [00:47<01:47,  1.58it/s]
CLIP Loss: 754.517	Range Loss: 0.010	TV Loss: 0.331	Total Loss: 754.858

 33%|###2      | 82/250 [00:47<01:41,  1.66it/s]
CLIP Loss: 746.966	Range Loss: 0.017	TV Loss: 0.323	Total Loss: 747.307

 33%|###3      | 83/250 [00:48<01:37,  1.71it/s]
CLIP Loss: 748.893	Range Loss: 0.009	TV Loss: 0.263	Total Loss: 749.165

 34%|###3      | 84/250 [00:48<01:35,  1.74it/s]
CLIP Loss: 751.421	Range Loss: 0.009	TV Loss: 0.337	Total Loss: 751.767

 34%|###4      | 85/250 [00:49<01:33,  1.76it/s]
CLIP Loss: 750.358	Range Loss: 0.020	TV Loss: 0.355	Total Loss: 750.733

 34%|###4      | 86/250 [00:50<01:44,  1.57it/s]
CLIP Loss: 742.121	Range Loss: 0.012	TV Loss: 0.314	Total Loss: 742.448

 35%|###4      | 87/250 [00:50<01:38,  1.65it/s]
CLIP Loss: 744.384	Range Loss: 0.016	TV Loss: 0.324	Total Loss: 744.724

 35%|###5      | 88/250 [00:51<01:35,  1.69it/s]
CLIP Loss: 762.015	Range Loss: 0.012	TV Loss: 0.340	Total Loss: 762.366

 36%|###5      | 89/250 [00:51<01:32,  1.74it/s]
CLIP Loss: 736.487	Range Loss: 0.013	TV Loss: 0.341	Total Loss: 736.841

 36%|###6      | 90/250 [00:52<01:30,  1.76it/s]
CLIP Loss: 735.443	Range Loss: 0.016	TV Loss: 0.373	Total Loss: 735.833

 36%|###6      | 91/250 [00:53<01:41,  1.57it/s]
CLIP Loss: 722.483	Range Loss: 0.017	TV Loss: 0.322	Total Loss: 722.821

 37%|###6      | 92/250 [00:53<01:35,  1.65it/s]
CLIP Loss: 732.035	Range Loss: 0.011	TV Loss: 0.290	Total Loss: 732.335

 37%|###7      | 93/250 [00:54<01:32,  1.70it/s]
CLIP Loss: 771.205	Range Loss: 0.031	TV Loss: 0.350	Total Loss: 771.586

 38%|###7      | 94/250 [00:54<01:29,  1.75it/s]
CLIP Loss: 766.254	Range Loss: 0.039	TV Loss: 0.336	Total Loss: 766.630

 38%|###8      | 95/250 [00:55<01:27,  1.78it/s]
CLIP Loss: 748.158	Range Loss: 0.048	TV Loss: 0.444	Total Loss: 748.650

 38%|###8      | 96/250 [00:56<01:37,  1.58it/s]
CLIP Loss: 758.882	Range Loss: 0.038	TV Loss: 0.399	Total Loss: 759.319

 39%|###8      | 97/250 [00:56<01:32,  1.65it/s]
CLIP Loss: 738.693	Range Loss: 0.043	TV Loss: 0.407	Total Loss: 739.142

 39%|###9      | 98/250 [00:57<01:29,  1.71it/s]
CLIP Loss: 772.676	Range Loss: 0.042	TV Loss: 0.487	Total Loss: 773.204

 40%|###9      | 99/250 [00:57<01:26,  1.75it/s]
CLIP Loss: 737.594	Range Loss: 0.034	TV Loss: 0.517	Total Loss: 738.144

 40%|####      | 100/250 [00:58<01:24,  1.78it/s]
CLIP Loss: 733.944	Range Loss: 0.033	TV Loss: 0.587	Total Loss: 734.564

 40%|####      | 101/250 [00:59<01:34,  1.58it/s]
CLIP Loss: 720.845	Range Loss: 0.028	TV Loss: 0.638	Total Loss: 721.511

 41%|####      | 102/250 [00:59<01:28,  1.67it/s]
CLIP Loss: 739.768	Range Loss: 0.031	TV Loss: 0.841	Total Loss: 740.640

 41%|####1     | 103/250 [01:00<01:26,  1.71it/s]
CLIP Loss: 750.847	Range Loss: 0.035	TV Loss: 1.448	Total Loss: 752.331

 42%|####1     | 104/250 [01:00<01:23,  1.75it/s]
CLIP Loss: 727.480	Range Loss: 0.034	TV Loss: 1.445	Total Loss: 728.960

 42%|####2     | 105/250 [01:01<01:21,  1.78it/s]
CLIP Loss: 714.732	Range Loss: 0.033	TV Loss: 1.505	Total Loss: 716.270

 42%|####2     | 106/250 [01:02<01:30,  1.58it/s]
CLIP Loss: 709.268	Range Loss: 0.031	TV Loss: 1.672	Total Loss: 710.971

 43%|####2     | 107/250 [01:02<01:26,  1.66it/s]
CLIP Loss: 693.999	Range Loss: 0.028	TV Loss: 1.651	Total Loss: 695.677

 43%|####3     | 108/250 [01:03<01:22,  1.71it/s]
CLIP Loss: 687.605	Range Loss: 0.020	TV Loss: 1.649	Total Loss: 689.275

 44%|####3     | 109/250 [01:03<01:20,  1.75it/s]
CLIP Loss: 679.977	Range Loss: 0.023	TV Loss: 1.790	Total Loss: 681.790

 44%|####4     | 110/250 [01:04<01:18,  1.78it/s]
CLIP Loss: 680.299	Range Loss: 0.026	TV Loss: 1.858	Total Loss: 682.183

 44%|####4     | 111/250 [01:05<01:28,  1.58it/s]
CLIP Loss: 675.292	Range Loss: 0.026	TV Loss: 1.978	Total Loss: 677.296

 45%|####4     | 112/250 [01:05<01:23,  1.66it/s]
CLIP Loss: 672.942	Range Loss: 0.029	TV Loss: 2.021	Total Loss: 674.992

 45%|####5     | 113/250 [01:06<01:20,  1.71it/s]
CLIP Loss: 665.988	Range Loss: 0.034	TV Loss: 2.228	Total Loss: 668.250

 46%|####5     | 114/250 [01:06<01:17,  1.75it/s]
CLIP Loss: 659.410	Range Loss: 0.032	TV Loss: 2.351	Total Loss: 661.794

 46%|####6     | 115/250 [01:07<01:16,  1.77it/s]
CLIP Loss: 655.492	Range Loss: 0.034	TV Loss: 2.328	Total Loss: 657.855

 46%|####6     | 116/250 [01:07<01:24,  1.59it/s]
CLIP Loss: 649.510	Range Loss: 0.036	TV Loss: 2.303	Total Loss: 651.849

 47%|####6     | 117/250 [01:08<01:19,  1.67it/s]
CLIP Loss: 653.121	Range Loss: 0.041	TV Loss: 2.457	Total Loss: 655.619

 47%|####7     | 118/250 [01:09<01:17,  1.71it/s]
CLIP Loss: 653.362	Range Loss: 0.043	TV Loss: 2.545	Total Loss: 655.950

 48%|####7     | 119/250 [01:09<01:15,  1.75it/s]
CLIP Loss: 645.747	Range Loss: 0.047	TV Loss: 2.690	Total Loss: 648.484

 48%|####8     | 120/250 [01:10<01:13,  1.78it/s]
CLIP Loss: 649.729	Range Loss: 0.048	TV Loss: 2.754	Total Loss: 652.531

 48%|####8     | 121/250 [01:10<01:20,  1.59it/s]
CLIP Loss: 642.909	Range Loss: 0.043	TV Loss: 2.764	Total Loss: 645.716

 49%|####8     | 122/250 [01:11<01:17,  1.66it/s]
CLIP Loss: 643.981	Range Loss: 0.049	TV Loss: 2.817	Total Loss: 646.847

 49%|####9     | 123/250 [01:11<01:14,  1.71it/s]
CLIP Loss: 645.551	Range Loss: 0.052	TV Loss: 2.856	Total Loss: 648.459

 50%|####9     | 124/250 [01:12<01:13,  1.73it/s]
CLIP Loss: 638.906	Range Loss: 0.048	TV Loss: 2.968	Total Loss: 641.923

 50%|#####     | 125/250 [01:13<01:11,  1.76it/s]
CLIP Loss: 641.203	Range Loss: 0.044	TV Loss: 3.109	Total Loss: 644.357

 50%|#####     | 126/250 [01:13<01:19,  1.57it/s]
CLIP Loss: 641.850	Range Loss: 0.042	TV Loss: 3.376	Total Loss: 645.268

 51%|#####     | 127/250 [01:14<01:14,  1.65it/s]
CLIP Loss: 638.065	Range Loss: 0.041	TV Loss: 3.458	Total Loss: 641.564

 51%|#####1    | 128/250 [01:14<01:11,  1.70it/s]
CLIP Loss: 636.203	Range Loss: 0.042	TV Loss: 3.624	Total Loss: 639.869

 52%|#####1    | 129/250 [01:15<01:09,  1.74it/s]
CLIP Loss: 640.000	Range Loss: 0.042	TV Loss: 3.817	Total Loss: 643.859

 52%|#####2    | 130/250 [01:16<01:07,  1.78it/s]
CLIP Loss: 645.812	Range Loss: 0.043	TV Loss: 4.038	Total Loss: 649.893

 52%|#####2    | 131/250 [01:16<01:16,  1.56it/s]
CLIP Loss: 648.624	Range Loss: 0.043	TV Loss: 4.140	Total Loss: 652.807

 53%|#####2    | 132/250 [01:17<01:11,  1.64it/s]
CLIP Loss: 646.961	Range Loss: 0.041	TV Loss: 4.300	Total Loss: 651.302

 53%|#####3    | 133/250 [01:17<01:09,  1.69it/s]
CLIP Loss: 644.640	Range Loss: 0.037	TV Loss: 4.504	Total Loss: 649.182

 54%|#####3    | 134/250 [01:18<01:06,  1.73it/s]
CLIP Loss: 646.840	Range Loss: 0.035	TV Loss: 4.779	Total Loss: 651.654

 54%|#####4    | 135/250 [01:19<01:04,  1.77it/s]
CLIP Loss: 648.812	Range Loss: 0.031	TV Loss: 4.999	Total Loss: 653.842

 54%|#####4    | 136/250 [01:19<01:12,  1.58it/s]
CLIP Loss: 649.144	Range Loss: 0.033	TV Loss: 5.112	Total Loss: 654.290

 55%|#####4    | 137/250 [01:20<01:08,  1.66it/s]
CLIP Loss: 644.191	Range Loss: 0.036	TV Loss: 5.303	Total Loss: 649.531

 55%|#####5    | 138/250 [01:20<01:05,  1.70it/s]
CLIP Loss: 645.918	Range Loss: 0.036	TV Loss: 5.523	Total Loss: 651.477

 56%|#####5    | 139/250 [01:21<01:03,  1.74it/s]
CLIP Loss: 642.456	Range Loss: 0.039	TV Loss: 5.776	Total Loss: 648.271

 56%|#####6    | 140/250 [01:22<01:02,  1.77it/s]
CLIP Loss: 644.789	Range Loss: 0.044	TV Loss: 6.056	Total Loss: 650.889

 56%|#####6    | 141/250 [01:22<01:08,  1.60it/s]
CLIP Loss: 644.479	Range Loss: 0.042	TV Loss: 6.349	Total Loss: 650.870

 57%|#####6    | 142/250 [01:23<01:04,  1.67it/s]
CLIP Loss: 641.192	Range Loss: 0.044	TV Loss: 6.553	Total Loss: 647.789

 57%|#####7    | 143/250 [01:23<01:03,  1.70it/s]
CLIP Loss: 646.366	Range Loss: 0.043	TV Loss: 6.715	Total Loss: 653.124

 58%|#####7    | 144/250 [01:24<01:01,  1.74it/s]
CLIP Loss: 649.157	Range Loss: 0.038	TV Loss: 6.959	Total Loss: 656.154

 58%|#####8    | 145/250 [01:24<00:59,  1.77it/s]
CLIP Loss: 646.253	Range Loss: 0.037	TV Loss: 7.309	Total Loss: 653.599

 58%|#####8    | 146/250 [01:25<01:05,  1.59it/s]
CLIP Loss: 646.037	Range Loss: 0.035	TV Loss: 7.574	Total Loss: 653.646

 59%|#####8    | 147/250 [01:26<01:01,  1.66it/s]
CLIP Loss: 644.108	Range Loss: 0.033	TV Loss: 7.915	Total Loss: 652.057

 59%|#####9    | 148/250 [01:26<00:59,  1.70it/s]
CLIP Loss: 647.482	Range Loss: 0.034	TV Loss: 8.178	Total Loss: 655.694

 60%|#####9    | 149/250 [01:27<00:57,  1.75it/s]
CLIP Loss: 647.341	Range Loss: 0.034	TV Loss: 8.573	Total Loss: 655.947

 60%|######    | 150/250 [01:27<00:56,  1.78it/s]
CLIP Loss: 651.468	Range Loss: 0.031	TV Loss: 8.951	Total Loss: 660.451

 60%|######    | 151/250 [01:28<01:01,  1.60it/s]
CLIP Loss: 647.965	Range Loss: 0.034	TV Loss: 9.370	Total Loss: 657.370

 61%|######    | 152/250 [01:29<00:58,  1.68it/s]
CLIP Loss: 643.584	Range Loss: 0.033	TV Loss: 9.692	Total Loss: 653.308

 61%|######1   | 153/250 [01:29<00:56,  1.72it/s]
CLIP Loss: 648.053	Range Loss: 0.032	TV Loss: 10.066	Total Loss: 658.151

 62%|######1   | 154/250 [01:30<00:54,  1.75it/s]
CLIP Loss: 649.396	Range Loss: 0.032	TV Loss: 10.408	Total Loss: 659.836

 62%|######2   | 155/250 [01:30<00:53,  1.77it/s]
CLIP Loss: 645.033	Range Loss: 0.030	TV Loss: 10.853	Total Loss: 655.916

 62%|######2   | 156/250 [01:31<00:58,  1.60it/s]
CLIP Loss: 648.702	Range Loss: 0.030	TV Loss: 11.183	Total Loss: 659.915

 63%|######2   | 157/250 [01:32<00:55,  1.68it/s]
CLIP Loss: 647.901	Range Loss: 0.033	TV Loss: 11.588	Total Loss: 659.522

 63%|######3   | 158/250 [01:32<00:53,  1.71it/s]
CLIP Loss: 646.250	Range Loss: 0.033	TV Loss: 12.017	Total Loss: 658.300

 64%|######3   | 159/250 [01:33<00:52,  1.75it/s]
CLIP Loss: 646.013	Range Loss: 0.032	TV Loss: 12.542	Total Loss: 658.587

 64%|######4   | 160/250 [01:33<00:50,  1.77it/s]
CLIP Loss: 644.041	Range Loss: 0.032	TV Loss: 13.030	Total Loss: 657.103

 64%|######4   | 161/250 [01:34<00:55,  1.60it/s]
CLIP Loss: 647.061	Range Loss: 0.031	TV Loss: 13.577	Total Loss: 660.670

 65%|######4   | 162/250 [01:35<00:52,  1.67it/s]
CLIP Loss: 648.777	Range Loss: 0.030	TV Loss: 14.055	Total Loss: 662.862

 65%|######5   | 163/250 [01:35<00:51,  1.70it/s]
CLIP Loss: 650.728	Range Loss: 0.031	TV Loss: 14.568	Total Loss: 665.327

 66%|######5   | 164/250 [01:36<00:49,  1.74it/s]
CLIP Loss: 645.052	Range Loss: 0.030	TV Loss: 15.178	Total Loss: 660.260

 66%|######6   | 165/250 [01:36<00:48,  1.76it/s]
CLIP Loss: 650.448	Range Loss: 0.030	TV Loss: 15.902	Total Loss: 666.380

 66%|######6   | 166/250 [01:37<00:53,  1.57it/s]
CLIP Loss: 647.806	Range Loss: 0.030	TV Loss: 16.483	Total Loss: 664.318

 67%|######6   | 167/250 [01:38<00:50,  1.65it/s]
CLIP Loss: 644.420	Range Loss: 0.031	TV Loss: 17.136	Total Loss: 661.586

 67%|######7   | 168/250 [01:38<00:48,  1.68it/s]
CLIP Loss: 646.683	Range Loss: 0.032	TV Loss: 17.731	Total Loss: 664.446

 68%|######7   | 169/250 [01:39<00:47,  1.72it/s]
CLIP Loss: 646.778	Range Loss: 0.032	TV Loss: 18.372	Total Loss: 665.182

 68%|######8   | 170/250 [01:39<00:45,  1.76it/s]
CLIP Loss: 648.376	Range Loss: 0.031	TV Loss: 19.059	Total Loss: 667.467

 68%|######8   | 171/250 [01:40<00:49,  1.58it/s]
CLIP Loss: 648.284	Range Loss: 0.031	TV Loss: 19.784	Total Loss: 668.100

 69%|######8   | 172/250 [01:41<00:47,  1.63it/s]
CLIP Loss: 650.183	Range Loss: 0.028	TV Loss: 20.427	Total Loss: 670.639

 69%|######9   | 173/250 [01:41<00:45,  1.68it/s]
CLIP Loss: 646.233	Range Loss: 0.029	TV Loss: 21.027	Total Loss: 667.288

 70%|######9   | 174/250 [01:42<00:44,  1.72it/s]
CLIP Loss: 646.945	Range Loss: 0.029	TV Loss: 21.750	Total Loss: 668.724

 70%|#######   | 175/250 [01:42<00:42,  1.75it/s]
CLIP Loss: 650.536	Range Loss: 0.027	TV Loss: 22.336	Total Loss: 672.899

 70%|#######   | 176/250 [01:43<00:47,  1.56it/s]
CLIP Loss: 648.527	Range Loss: 0.028	TV Loss: 23.100	Total Loss: 671.656

 71%|#######   | 177/250 [01:44<00:44,  1.64it/s]
CLIP Loss: 650.454	Range Loss: 0.027	TV Loss: 23.969	Total Loss: 674.450

 71%|#######1  | 178/250 [01:44<00:42,  1.69it/s]
CLIP Loss: 649.601	Range Loss: 0.027	TV Loss: 24.650	Total Loss: 674.279

 72%|#######1  | 179/250 [01:45<00:40,  1.73it/s]
CLIP Loss: 652.054	Range Loss: 0.027	TV Loss: 25.402	Total Loss: 677.483

 72%|#######2  | 180/250 [01:45<00:39,  1.77it/s]
CLIP Loss: 645.935	Range Loss: 0.026	TV Loss: 26.274	Total Loss: 672.235

 72%|#######2  | 181/250 [01:46<00:43,  1.59it/s]
CLIP Loss: 647.909	Range Loss: 0.027	TV Loss: 27.037	Total Loss: 674.973

 73%|#######2  | 182/250 [01:47<00:40,  1.67it/s]
CLIP Loss: 646.627	Range Loss: 0.025	TV Loss: 27.860	Total Loss: 674.512

 73%|#######3  | 183/250 [01:47<00:39,  1.70it/s]
CLIP Loss: 646.482	Range Loss: 0.025	TV Loss: 28.567	Total Loss: 675.074

 74%|#######3  | 184/250 [01:48<00:37,  1.75it/s]
CLIP Loss: 645.620	Range Loss: 0.024	TV Loss: 29.257	Total Loss: 674.900

 74%|#######4  | 185/250 [01:48<00:36,  1.78it/s]
CLIP Loss: 649.510	Range Loss: 0.024	TV Loss: 30.026	Total Loss: 679.559

 74%|#######4  | 186/250 [01:49<00:40,  1.59it/s]
CLIP Loss: 647.022	Range Loss: 0.024	TV Loss: 30.887	Total Loss: 677.932

 75%|#######4  | 187/250 [01:49<00:37,  1.66it/s]
CLIP Loss: 649.909	Range Loss: 0.023	TV Loss: 31.593	Total Loss: 681.525

 75%|#######5  | 188/250 [01:50<00:36,  1.70it/s]
CLIP Loss: 646.024	Range Loss: 0.023	TV Loss: 32.404	Total Loss: 678.450

 76%|#######5  | 189/250 [01:51<00:35,  1.73it/s]
CLIP Loss: 649.889	Range Loss: 0.023	TV Loss: 33.206	Total Loss: 683.118

 76%|#######6  | 190/250 [01:51<00:34,  1.76it/s]
CLIP Loss: 650.447	Range Loss: 0.022	TV Loss: 33.933	Total Loss: 684.403

 76%|#######6  | 191/250 [01:52<00:37,  1.58it/s]
CLIP Loss: 647.204	Range Loss: 0.022	TV Loss: 34.799	Total Loss: 682.025

 77%|#######6  | 192/250 [01:52<00:35,  1.65it/s]
CLIP Loss: 647.128	Range Loss: 0.022	TV Loss: 35.502	Total Loss: 682.652

 77%|#######7  | 193/250 [01:53<00:33,  1.69it/s]
CLIP Loss: 645.488	Range Loss: 0.023	TV Loss: 36.206	Total Loss: 681.718

 78%|#######7  | 194/250 [01:54<00:32,  1.74it/s]
CLIP Loss: 644.793	Range Loss: 0.022	TV Loss: 36.880	Total Loss: 681.695

 78%|#######8  | 195/250 [01:54<00:31,  1.76it/s]
CLIP Loss: 649.515	Range Loss: 0.023	TV Loss: 37.538	Total Loss: 687.075

 78%|#######8  | 196/250 [01:55<00:33,  1.59it/s]
CLIP Loss: 646.805	Range Loss: 0.024	TV Loss: 38.217	Total Loss: 685.045

 79%|#######8  | 197/250 [01:55<00:31,  1.67it/s]
CLIP Loss: 651.117	Range Loss: 0.023	TV Loss: 38.921	Total Loss: 690.062

 79%|#######9  | 198/250 [01:56<00:30,  1.71it/s]
CLIP Loss: 654.973	Range Loss: 0.024	TV Loss: 39.528	Total Loss: 694.525

 80%|#######9  | 199/250 [01:57<00:29,  1.75it/s]
CLIP Loss: 649.106	Range Loss: 0.023	TV Loss: 39.953	Total Loss: 689.082

 80%|########  | 200/250 [01:57<00:28,  1.78it/s]
CLIP Loss: 654.651	Range Loss: 0.022	TV Loss: 40.325	Total Loss: 694.998

 80%|########  | 201/250 [01:58<00:30,  1.61it/s]
CLIP Loss: 653.069	Range Loss: 0.021	TV Loss: 40.777	Total Loss: 693.866

 81%|########  | 202/250 [01:58<00:28,  1.68it/s]
CLIP Loss: 645.897	Range Loss: 0.022	TV Loss: 41.127	Total Loss: 687.047

 81%|########1 | 203/250 [01:59<00:27,  1.72it/s]
CLIP Loss: 645.033	Range Loss: 0.022	TV Loss: 41.430	Total Loss: 686.484

 82%|########1 | 204/250 [01:59<00:26,  1.74it/s]
CLIP Loss: 648.296	Range Loss: 0.021	TV Loss: 41.656	Total Loss: 689.973

 82%|########2 | 205/250 [02:00<00:25,  1.76it/s]
CLIP Loss: 652.116	Range Loss: 0.022	TV Loss: 41.861	Total Loss: 693.999

 82%|########2 | 206/250 [02:01<00:27,  1.59it/s]
CLIP Loss: 651.452	Range Loss: 0.022	TV Loss: 41.919	Total Loss: 693.392

 83%|########2 | 207/250 [02:01<00:25,  1.66it/s]
CLIP Loss: 651.016	Range Loss: 0.021	TV Loss: 41.971	Total Loss: 693.008

 83%|########3 | 208/250 [02:02<00:24,  1.71it/s]
CLIP Loss: 657.651	Range Loss: 0.020	TV Loss: 42.102	Total Loss: 699.773

 84%|########3 | 209/250 [02:02<00:23,  1.74it/s]
CLIP Loss: 646.542	Range Loss: 0.021	TV Loss: 42.070	Total Loss: 688.633

 84%|########4 | 210/250 [02:03<00:22,  1.77it/s]
CLIP Loss: 649.631	Range Loss: 0.021	TV Loss: 42.092	Total Loss: 691.744

 84%|########4 | 211/250 [02:04<00:24,  1.61it/s]
CLIP Loss: 644.504	Range Loss: 0.020	TV Loss: 41.933	Total Loss: 686.457

 85%|########4 | 212/250 [02:04<00:22,  1.68it/s]
CLIP Loss: 647.809	Range Loss: 0.019	TV Loss: 41.738	Total Loss: 689.565

 85%|########5 | 213/250 [02:05<00:21,  1.72it/s]
CLIP Loss: 648.191	Range Loss: 0.019	TV Loss: 41.518	Total Loss: 689.729

 86%|########5 | 214/250 [02:05<00:20,  1.76it/s]
CLIP Loss: 653.721	Range Loss: 0.019	TV Loss: 41.239	Total Loss: 694.979

 86%|########6 | 215/250 [02:06<00:19,  1.78it/s]
CLIP Loss: 653.629	Range Loss: 0.019	TV Loss: 40.820	Total Loss: 694.468

 86%|########6 | 216/250 [02:07<00:21,  1.61it/s]
CLIP Loss: 651.680	Range Loss: 0.019	TV Loss: 40.336	Total Loss: 692.036

 87%|########6 | 217/250 [02:07<00:19,  1.67it/s]
CLIP Loss: 651.262	Range Loss: 0.019	TV Loss: 39.781	Total Loss: 691.062

 87%|########7 | 218/250 [02:08<00:18,  1.71it/s]
CLIP Loss: 649.889	Range Loss: 0.018	TV Loss: 39.088	Total Loss: 688.995

 88%|########7 | 219/250 [02:08<00:17,  1.75it/s]
CLIP Loss: 650.567	Range Loss: 0.019	TV Loss: 38.441	Total Loss: 689.027

 88%|########8 | 220/250 [02:09<00:16,  1.77it/s]
CLIP Loss: 650.781	Range Loss: 0.019	TV Loss: 37.759	Total Loss: 688.559

 88%|########8 | 221/250 [02:10<00:17,  1.62it/s]
CLIP Loss: 652.006	Range Loss: 0.019	TV Loss: 36.891	Total Loss: 688.916

 89%|########8 | 222/250 [02:10<00:16,  1.69it/s]
CLIP Loss: 649.151	Range Loss: 0.019	TV Loss: 36.072	Total Loss: 685.242

 89%|########9 | 223/250 [02:11<00:15,  1.72it/s]
CLIP Loss: 646.213	Range Loss: 0.019	TV Loss: 35.177	Total Loss: 681.410

 90%|########9 | 224/250 [02:11<00:14,  1.76it/s]
CLIP Loss: 644.400	Range Loss: 0.018	TV Loss: 34.182	Total Loss: 678.600

 90%|######### | 225/250 [02:12<00:14,  1.78it/s]
CLIP Loss: 648.071	Range Loss: 0.018	TV Loss: 33.110	Total Loss: 681.199

 90%|######### | 226/250 [02:13<00:15,  1.60it/s]
CLIP Loss: 650.552	Range Loss: 0.018	TV Loss: 31.975	Total Loss: 682.545

 91%|######### | 227/250 [02:13<00:13,  1.67it/s]
CLIP Loss: 643.359	Range Loss: 0.018	TV Loss: 30.853	Total Loss: 674.230

 91%|#########1| 228/250 [02:14<00:12,  1.71it/s]
CLIP Loss: 649.520	Range Loss: 0.018	TV Loss: 29.629	Total Loss: 679.167

 92%|#########1| 229/250 [02:14<00:12,  1.75it/s]
CLIP Loss: 647.136	Range Loss: 0.018	TV Loss: 28.283	Total Loss: 675.438

 92%|#########2| 230/250 [02:15<00:11,  1.78it/s]
CLIP Loss: 649.140	Range Loss: 0.017	TV Loss: 26.999	Total Loss: 676.156

 92%|#########2| 231/250 [02:15<00:11,  1.59it/s]
CLIP Loss: 648.104	Range Loss: 0.017	TV Loss: 25.686	Total Loss: 673.807

 93%|#########2| 232/250 [02:16<00:10,  1.66it/s]
CLIP Loss: 649.329	Range Loss: 0.017	TV Loss: 24.336	Total Loss: 673.683

 93%|#########3| 233/250 [02:17<00:10,  1.69it/s]
CLIP Loss: 648.400	Range Loss: 0.017	TV Loss: 22.981	Total Loss: 671.397

 94%|#########3| 234/250 [02:17<00:09,  1.73it/s]
CLIP Loss: 648.816	Range Loss: 0.016	TV Loss: 21.567	Total Loss: 670.399

 94%|#########3| 235/250 [02:18<00:08,  1.76it/s]
CLIP Loss: 648.306	Range Loss: 0.016	TV Loss: 20.156	Total Loss: 668.479

 94%|#########4| 236/250 [02:19<00:09,  1.54it/s]
CLIP Loss: 642.442	Range Loss: 0.016	TV Loss: 18.727	Total Loss: 661.185

 95%|#########4| 237/250 [02:19<00:08,  1.62it/s]
CLIP Loss: 644.273	Range Loss: 0.016	TV Loss: 17.347	Total Loss: 661.635

 95%|#########5| 238/250 [02:20<00:07,  1.68it/s]
CLIP Loss: 645.265	Range Loss: 0.015	TV Loss: 15.992	Total Loss: 661.272

 96%|#########5| 239/250 [02:20<00:06,  1.71it/s]
CLIP Loss: 646.692	Range Loss: 0.015	TV Loss: 14.673	Total Loss: 661.380

 96%|#########6| 240/250 [02:21<00:05,  1.75it/s]
CLIP Loss: 648.577	Range Loss: 0.015	TV Loss: 13.400	Total Loss: 661.992

 96%|#########6| 241/250 [02:21<00:05,  1.56it/s]
CLIP Loss: 645.580	Range Loss: 0.015	TV Loss: 12.184	Total Loss: 657.779

 97%|#########6| 242/250 [02:22<00:04,  1.64it/s]
CLIP Loss: 643.902	Range Loss: 0.015	TV Loss: 11.037	Total Loss: 654.954

 97%|#########7| 243/250 [02:23<00:04,  1.69it/s]
CLIP Loss: 648.145	Range Loss: 0.014	TV Loss: 9.924	Total Loss: 658.083

 98%|#########7| 244/250 [02:23<00:03,  1.74it/s]
CLIP Loss: 648.148	Range Loss: 0.014	TV Loss: 8.938	Total Loss: 657.100

 98%|#########8| 245/250 [02:24<00:02,  1.77it/s]
CLIP Loss: 650.983	Range Loss: 0.014	TV Loss: 8.028	Total Loss: 659.025

 98%|#########8| 246/250 [02:24<00:02,  1.59it/s]
CLIP Loss: 650.411	Range Loss: 0.013	TV Loss: 7.239	Total Loss: 657.662

 99%|#########8| 247/250 [02:25<00:01,  1.67it/s]
CLIP Loss: 651.936	Range Loss: 0.013	TV Loss: 6.580	Total Loss: 658.529

 99%|#########9| 248/250 [02:26<00:01,  1.71it/s]
CLIP Loss: 650.844	Range Loss: 0.013	TV Loss: 6.070	Total Loss: 656.927

100%|#########9| 249/250 [02:26<00:00,  1.75it/s]
CLIP Loss: 658.261	Range Loss: 0.013	TV Loss: 5.701	Total Loss: 663.975

100%|##########| 250/250 [02:27<00:00,  1.59it/s]

100%|##########| 250/250 [02:27<00:00,  1.70it/s]

Version Details

Version ID: a9650e4b263abd9e00d3e45bd991b32e458ba7df1b6413e98b88562440200260
Version Created: October 14, 2022

Run on Replicate →