Veena
commited on
Commit
·
a596bee
1
Parent(s):
002a88c
Update Maya1 Gradio app with preset characters
Browse files
app.py
CHANGED
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@@ -45,34 +45,37 @@ model = None
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prompt_builder = None
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snac_decoder = None
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pipeline = None
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async def load_models():
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"""Load Maya1 vLLM model and pipeline (runs once)."""
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global model, prompt_builder, snac_decoder, pipeline
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if
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def preset_selected(preset_name):
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"""Update description and text when preset is selected."""
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@@ -86,7 +89,7 @@ def generate_speech(preset_name, description, text, temperature, max_tokens):
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"""Generate emotional speech from description and text using vLLM."""
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try:
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# Load models if not already loaded
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# If using preset, override description
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if preset_name and preset_name in PRESET_CHARACTERS:
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@@ -98,8 +101,10 @@ def generate_speech(preset_name, description, text, temperature, max_tokens):
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print(f"Generating with temperature={temperature}, max_tokens={max_tokens}...")
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# Generate audio using vLLM pipeline
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pipeline.generate_speech(
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description=description,
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text=text,
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@@ -110,6 +115,7 @@ def generate_speech(preset_name, description, text, temperature, max_tokens):
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seed=None,
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)
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)
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if audio_bytes is None:
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return None, "Error: Audio generation failed. Try different text or increase max_tokens."
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prompt_builder = None
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snac_decoder = None
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pipeline = None
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models_loaded = False
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def load_models():
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"""Load Maya1 vLLM model and pipeline (runs once)."""
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global model, prompt_builder, snac_decoder, pipeline, models_loaded
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if models_loaded:
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return
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print("Loading Maya1 model with vLLM...")
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model = Maya1Model(
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model_path="maya-research/maya1",
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dtype="bfloat16",
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max_model_len=8192,
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gpu_memory_utilization=0.85,
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)
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print("Initializing prompt builder...")
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prompt_builder = Maya1PromptBuilder(model.tokenizer, model)
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print("Loading SNAC decoder...")
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snac_decoder = SNACDecoder(
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device="cuda",
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enable_batching=False,
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)
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print("Initializing pipeline...")
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pipeline = Maya1Pipeline(model, prompt_builder, snac_decoder)
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models_loaded = True
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print("Models loaded successfully!")
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def preset_selected(preset_name):
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"""Update description and text when preset is selected."""
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"""Generate emotional speech from description and text using vLLM."""
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try:
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# Load models if not already loaded
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load_models()
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# If using preset, override description
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if preset_name and preset_name in PRESET_CHARACTERS:
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print(f"Generating with temperature={temperature}, max_tokens={max_tokens}...")
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# Generate audio using vLLM pipeline (async wrapper)
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loop = asyncio.new_event_loop()
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asyncio.set_event_loop(loop)
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audio_bytes = loop.run_until_complete(
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pipeline.generate_speech(
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description=description,
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text=text,
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seed=None,
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)
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)
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loop.close()
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if audio_bytes is None:
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return None, "Error: Audio generation failed. Try different text or increase max_tokens."
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