sakemin/audiosr-long-audio 🔢🖼️✓ → 🖼️

▶️ 2.7K runs 📅 Dec 2023 ⚙️ Cog 0.8.6 🔗 GitHub 📄 Paper
audio-super-resolution audio-to-audio

About

Versatile Audio Super-resolution at Scale which upsamples audio files to 48khz. Longer audio input is possible with this model

Example Output

Output

Example output

Performance Metrics

79.77s Prediction Time
139.56s Total Time
All Input Parameters 
{
  "ddim_steps": 50,
  "input_file": "https://replicate.delivery/pbxt/KAKI8ICYErWME5r97mH0u9PTiWSahhMWKQe6MBgyWt2bXku7/replicate-prediction-7qwdluzb3dgucqauj4gbkzl4w4.wav",
  "guidance_scale": 3.5,
  "truncated_batches": true
}
Input Parameters
seed Type: integer
Random seed. Leave blank to randomize the seed
ddim_steps Type: integerDefault: 50Range: 10 - 500
Number of inference steps
input_file (required) Type: string
Audio to upsample
guidance_scale Type: numberDefault: 3.5Range: 1 - 20
Scale for classifier free guidance
truncated_batches Type: booleanDefault: true
Truncate batches to 5.12 seconds. Essential with long audio files, due to memory issues.
Output Schema

Output

Type: string • Format: uri

Example Execution Logs 
Setting seed to: 546155375
Truncating batches to 5.12 seconds
/src/audiosr/utils.py:109: FutureWarning: Pass sr=48000, n_fft=2048, n_mels=256, fmin=20, fmax=24000 as keyword args. From version 0.10 passing these as positional arguments will result in an error
mel = librosa_mel_fn(sampling_rate, filter_length, n_mel, mel_fmin, mel_fmax)
2
Running DDIM Sampling with 50 timesteps
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Running DDIM Sampling with 50 timesteps
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DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.31it/s]
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Running DDIM Sampling with 50 timesteps
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Running DDIM Sampling with 50 timesteps
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DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.20it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.22it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.31it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.37it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.41it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.44it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.06it/s]
Running DDIM Sampling with 50 timesteps
 67%|██████▋   | 4/6 [00:30<00:13,  6.79s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.92it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.91it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.98it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.04it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.06it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:05,  8.69it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.91it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.02it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  9.05it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.05it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.06it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  8.98it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.00it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.09it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  8.96it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.01it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.03it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:02<00:03,  9.00it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  8.98it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.01it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.04it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.06it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.08it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.10it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.11it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.11it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.11it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.06it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.07it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.09it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.10it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.10it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.10it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.11it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.23it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.31it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.37it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.41it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.19it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.15it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.90it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  8.83it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  8.92it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  8.97it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.00it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.03it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.05it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.06it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.07it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.08it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.06it/s]
Running DDIM Sampling with 50 timesteps
 83%|████████▎ | 5/6 [00:36<00:06,  6.48s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.25it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.22it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.25it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.28it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.31it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.34it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.34it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.37it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.38it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.40it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.41it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.43it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:03,  9.44it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.46it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.47it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.47it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.48it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.49it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.48it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.49it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.48it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:02,  9.36it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.23it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.20it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.35it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:02<00:02,  9.40it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.44it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.46it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.48it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.50it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.50it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.41it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.13it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.12it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.12it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.24it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.32it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.35it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.38it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.37it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.36it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.33it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.22it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  8.91it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  8.72it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  8.58it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  8.49it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  8.43it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.23it/s]
100%|██████████| 6/6 [00:42<00:00,  6.26s/it]
100%|██████████| 6/6 [00:42<00:00,  7.01s/it]
Running DDIM Sampling with 50 timesteps
  0%|          | 0/6 [00:00<?, ?it/s]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.30it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.41it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.23it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.30it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.34it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.37it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.38it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.35it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.26it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.18it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.13it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.10it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.16it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.24it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.29it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.25it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.29it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.33it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.37it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.40it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.43it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:02,  9.45it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.38it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.17it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.15it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.25it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.34it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.40it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.37it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.30it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.25it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.21it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.19it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.17it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.15it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.21it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.12it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.12it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.12it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.08it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.05it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.03it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.02it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.15it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.15it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.14it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.22it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.16it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.11it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.23it/s]
Running DDIM Sampling with 50 timesteps
 17%|█▋        | 1/6 [00:05<00:29,  5.84s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.77it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.90it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.94it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  8.98it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:05,  8.99it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  8.94it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.90it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  8.94it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  8.96it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  8.97it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.05it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.18it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:03,  9.28it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.34it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.16it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  8.97it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  8.98it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  8.98it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  8.97it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  8.98it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  8.99it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  8.98it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:03,  8.97it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  8.96it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  8.95it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  8.93it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:03<00:02,  8.91it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  8.89it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  8.91it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  8.91it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  8.93it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:02,  8.92it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  8.93it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  8.95it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.09it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:04<00:01,  9.09it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.05it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.01it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.00it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  8.99it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.94it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  8.95it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  8.96it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  8.97it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:05<00:00,  8.97it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  8.97it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  8.98it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  8.99it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  8.99it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.04it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  8.99it/s]
Running DDIM Sampling with 50 timesteps
 33%|███▎      | 2/6 [00:11<00:23,  5.93s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.82it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.89it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.14it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.27it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.33it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.36it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.27it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.16it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.09it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.02it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.01it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.02it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.03it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.02it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.02it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.11it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.23it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.19it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.13it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.09it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.06it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.05it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.18it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.26it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.22it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.19it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.17it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.01it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.05it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.08it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.09it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.11it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.11it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.13it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.13it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.23it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.27it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.18it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.16it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.07it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.08it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.20it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.29it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.35it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.42it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.38it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.29it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.15it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.11it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.15it/s]
Running DDIM Sampling with 50 timesteps
 50%|█████     | 3/6 [00:17<00:17,  5.91s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.06it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.25it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.37it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.40it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.42it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.39it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.34it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.18it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.27it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.23it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.20it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.28it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.09it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.13it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.22it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.24it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.26it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.23it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.19it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.28it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.22it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.05it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.11it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.21it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.29it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.33it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.37it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.39it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.42it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.38it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.42it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.44it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.45it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.46it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.42it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.42it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.44it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.38it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.40it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.39it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.42it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.42it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.36it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.25it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.21it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.20it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.27it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.29it/s]
Running DDIM Sampling with 50 timesteps
 67%|██████▋   | 4/6 [00:23<00:11,  5.87s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.25it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.65it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.97it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.13it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.25it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.32it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.75it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  8.85it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  8.95it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.10it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.21it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.17it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.08it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:04,  8.76it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:04,  8.71it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  8.86it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  8.86it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:02<00:03,  8.99it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.08it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.17it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.06it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.02it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.14it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.23it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.26it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.19it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.23it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.26it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.29it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.31it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.08it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.13it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.16it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.20it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.25it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.06it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  8.90it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  8.84it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  8.80it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.97it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.00it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.09it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.10it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.17it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.22it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.25it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.13it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.12it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.16it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.08it/s]
Running DDIM Sampling with 50 timesteps
 83%|████████▎ | 5/6 [00:29<00:05,  5.89s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.82it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.02it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.21it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.08it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.21it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.15it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.12it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.18it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.28it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.32it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.18it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.24it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.14it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.12it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.21it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.16it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.24it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.23it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.20it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.26it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.19it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.21it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.27it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.31it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.35it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.36it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.37it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.37it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.26it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.30it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.32it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.36it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.38it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.41it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.43it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.44it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.39it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.24it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.21it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.24it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.26it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.20it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.21it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.10it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.17it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.19it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.15it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.20it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.24it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.28it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.25it/s]
100%|██████████| 6/6 [00:35<00:00,  5.87s/it]
100%|██████████| 6/6 [00:35<00:00,  5.88s/it]
torch.Size([1, 1, 2, 1474656])
Version Details
Version ID
c09c6f035c611e15285c2d6c87837de80b1bc9d01cd3bd310efdae19adf28919
Version Created
January 3, 2024
Run on Replicate →