don't do eval on stt because it's so slow and I don't even bother doing any metrics against it anyways (to-do: make this a flag)
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@ -43,6 +43,7 @@ def main():
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parser.add_argument("--demo-dir", type=Path, default=None)
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parser.add_argument("--skip-existing", action="store_true")
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parser.add_argument("--sample-from-dataset", action="store_true")
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parser.add_argument("--load-from-dataloader", action="store_true")
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parser.add_argument("--dataset-samples", type=int, default=0)
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parser.add_argument("--audio-path-root", type=str, default=None)
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parser.add_argument("--preamble", type=str, default=None)
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@ -120,40 +121,40 @@ def main():
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samples_dirs["dataset"] = args.demo_dir / "dataset"
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"""
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_logger.info("Loading dataloader...")
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dataloader = create_train_dataloader()
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_logger.info("Loaded dataloader.")
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if args.load_from_dataloader:
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_logger.info("Loading dataloader...")
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dataloader = create_train_dataloader()
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_logger.info("Loaded dataloader.")
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num = args.dataset_samples if args.dataset_samples else cfg.evaluation.size
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num = args.dataset_samples if args.dataset_samples else cfg.evaluation.size
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length = len( dataloader.dataset )
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for i in trange( num, desc="Sampling dataset for samples" ):
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idx = random.randint( 0, length )
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batch = dataloader.dataset[idx]
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length = len( dataloader.dataset )
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for i in trange( num, desc="Sampling dataset for samples" ):
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idx = random.randint( 0, length )
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batch = dataloader.dataset[idx]
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dir = args.demo_dir / "dataset" / f'{i}'
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dir = args.demo_dir / "dataset" / f'{i}'
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(dir / "out").mkdir(parents=True, exist_ok=True)
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(dir / "out").mkdir(parents=True, exist_ok=True)
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metadata = batch["metadata"]
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metadata = batch["metadata"]
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text = metadata["text"]
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language = metadata["language"]
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prompt = dir / "prompt.wav"
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reference = dir / "reference.wav"
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out_path = dir / "out" / "ours.wav"
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text = metadata["text"]
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language = metadata["language"]
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prompt = dir / "prompt.wav"
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reference = dir / "reference.wav"
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out_path = dir / "out" / "ours.wav"
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if args.skip_existing and out_path.exists():
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continue
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if args.skip_existing and out_path.exists():
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continue
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open( dir / "prompt.txt", "w", encoding="utf-8" ).write( text )
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open( dir / "language.txt", "w", encoding="utf-8" ).write( language )
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open( dir / "prompt.txt", "w", encoding="utf-8" ).write( text )
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open( dir / "language.txt", "w", encoding="utf-8" ).write( language )
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decode_to_file( batch["proms"].to("cuda"), prompt, device="cuda" )
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decode_to_file( batch["resps"].to("cuda"), reference, device="cuda" )
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decode_to_file( batch["proms"].to("cuda"), prompt, device="cuda" )
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decode_to_file( batch["resps"].to("cuda"), reference, device="cuda" )
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"""
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for k, sample_dir in samples_dirs.items():
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if not sample_dir.exists():
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continue
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@ -115,7 +115,7 @@ def run_eval(engines, eval_name, dl):
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for i, task in enumerate( batch["task"] ):
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# easier to just change it to a tts task than drop stt tasks from the batch
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if task == "stt":
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has_stt = True
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# has_stt = True
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batch["task"][i] = "tts"
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batch["proms"][i] = batch["resps"][i][:75*3, :]
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