Spaces:
Running
on
Zero
Running
on
Zero
Better quantize selection
Browse files
app.py
CHANGED
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@@ -15,6 +15,12 @@ from huggingface_hub import hf_hub_download
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# Available OuteTTS models based on the documentation
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MODELS = {v.value: v for _, v in outetts.Models.__members__.items()}
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# Cache for speaker profiles to avoid re-transcribing the same audio
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speaker_cache = {}
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@@ -58,7 +64,8 @@ def get_cached_interface(model_name: str):
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"""Get cached interface instance for the model."""
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model = MODELS[model_name]
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-
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if not config:
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# Fallback to HF model
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model_config = MODEL_INFO[model]
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@@ -73,11 +80,11 @@ def get_cached_interface(model_name: str):
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interface = outetts.Interface(config=config)
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return interface
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def get_or_create_speaker(interface, audio_file
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"""Get speaker from cache or create new one if not cached."""
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# Calculate file hash for caching
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file_hash = get_file_hash(audio_file)
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cache_key = f"{
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# Check if speaker profile is already cached
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if cache_key in speaker_cache:
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@@ -104,7 +111,7 @@ def create_speaker_and_generate(model_name, audio_file, test_text: Optional[str]
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interface = get_cached_interface(model_name)
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# Get or create speaker profile (with caching)
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speaker = get_or_create_speaker(interface, audio_file
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# Convert speaker dict to formatted JSON
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speaker_json = json.dumps(speaker, indent=2, ensure_ascii=False)
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# Available OuteTTS models based on the documentation
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MODELS = {v.value: v for _, v in outetts.Models.__members__.items()}
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MODEL_QUANTIZATION = {
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outetts.Models.VERSION_0_1_SIZE_350M: outetts.LlamaCppQuantization.Q8_0,
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outetts.Models.VERSION_0_2_SIZE_500M: outetts.LlamaCppQuantization.Q8_0,
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outetts.Models.VERSION_0_3_SIZE_500M: outetts.LlamaCppQuantization.Q8_0,
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}
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# Cache for speaker profiles to avoid re-transcribing the same audio
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speaker_cache = {}
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"""Get cached interface instance for the model."""
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model = MODELS[model_name]
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quantization = MODEL_QUANTIZATION.get(model, outetts.LlamaCppQuantization.Q6_K)
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config = try_auto_model_config(model, outetts.Backend.LLAMACPP, quantization)
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if not config:
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# Fallback to HF model
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model_config = MODEL_INFO[model]
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interface = outetts.Interface(config=config)
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return interface
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def get_or_create_speaker(interface, audio_file):
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"""Get speaker from cache or create new one if not cached."""
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# Calculate file hash for caching
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file_hash = get_file_hash(audio_file)
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cache_key = f"{interface.config.interface_version}_{file_hash}"
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# Check if speaker profile is already cached
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if cache_key in speaker_cache:
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interface = get_cached_interface(model_name)
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# Get or create speaker profile (with caching)
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speaker = get_or_create_speaker(interface, audio_file)
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# Convert speaker dict to formatted JSON
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speaker_json = json.dumps(speaker, indent=2, ensure_ascii=False)
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