retrocirce/zero_shot_audio_source_separation 🖼️ → 🖼️

▶️ 56.9K runs 📅 Apr 2022 ⚙️ Cog 0.3.0 🔗 GitHub 📄 Paper ⚖️ License
audio-to-audio music-source-separation

About

Zero shot Sound separation by arbitrary query samples

Example Output

Output

Example output

Performance Metrics

33.37s Prediction Time
246.61s Total Time
All Input Parameters
{
  "mix_file": "https://replicate.delivery/mgxm/37dba301-948f-493d-89d6-7adacb8160ad/SevenNationArmy_trimmed.mp3",
  "query_file": "https://replicate.delivery/mgxm/2362d82d-d016-445d-b9e2-b99f3e3f70ac/bass.wav"
}
Input Parameters
mix_file (required) Type: string
Reference sound to extract source from
query_file (required) Type: string
Query sound to be searched and extracted from mix
Output Schema

Output

Type: stringFormat: uri

Example Execution Logs
/root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/librosa/core/audio.py:162: UserWarning: PySoundFile failed. Trying audioread instead.
  warnings.warn("PySoundFile failed. Trying audioread instead.")
GPU available: True, used: True
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
/root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/pytorch_lightning/trainer/trainer.py:679: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.
  rank_zero_deprecation(
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
/root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/pytorch_lightning/trainer/data_loading.py:105: UserWarning: The dataloader, test dataloader 0, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 8 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.
  rank_zero_warn(

Testing: 0it [00:00, ?it/s]
Testing: 100%|██████████| 1/1 [00:01<00:00,  1.05s/it](1, 2048)
(2048,)
--------------------------------------------------------------------------------
DATALOADER:0 TEST RESULTS
{}
--------------------------------------------------------------------------------

Testing: 100%|██████████| 1/1 [00:01<00:00,  1.13s/it]
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

Testing: 0it [00:00, ?it/s]

0 {'query_name': 0.0}

Testing:   0%|          | 0/1 [00:01<?, ?it/s]
Testing: 100%|██████████| 1/1 [00:01<00:00,  1.09s/it]

median_sdr: {'query_name': 0.0}

Testing: 100%|██████████| 1/1 [00:01<00:00,  1.09s/it]

max: {'query_name': 0.0}

Testing: 100%|██████████| 1/1 [00:01<00:00,  1.09s/it]

min: {'query_name': 0.0}

Testing: 100%|██████████| 1/1 [00:01<00:00,  1.09s/it]--------------------------------------------------------------------------------
DATALOADER:0 TEST RESULTS
{}
--------------------------------------------------------------------------------

Testing: 100%|██████████| 1/1 [00:01<00:00,  1.17s/it]
Version Details
Version ID
4accc6885290aa9d1503a0d1d5c3a86e1917c076475357c87343eb6481be4bdf
Version Created
April 26, 2022
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