Update app.py
Browse files
app.py
CHANGED
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@@ -50,6 +50,8 @@ tts = None
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model_loaded = False
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current_model = ""
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model_loading = False
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app_startup_time = datetime.now()
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# Pydantic models
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@@ -67,6 +69,14 @@ class BatchTTSRequest(BaseModel):
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language: Optional[str] = "en"
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voice_style: Optional[str] = "default_female"
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# Helper functions
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def clean_text(text):
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"""Clean text for TTS generation"""
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@@ -182,6 +192,42 @@ def upload_to_oci_with_retry(file_path: str, filename: str, project_id: str, fil
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return None, "Upload failed: unexpected error"
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def save_wav(audio, file_path):
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"""Save audio to WAV file manually"""
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try:
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@@ -216,14 +262,14 @@ def save_wav(audio, file_path):
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def load_tts_model(voice_style="default_female"):
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"""Load TTS model with different voice options - LAZY LOADING"""
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global tts, model_loaded, current_model, model_loading
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if model_loading:
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print("β³ Model is already being loaded...")
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return False
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if model_loaded:
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print("β
Model already loaded")
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return True
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model_loading = True
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@@ -231,19 +277,40 @@ def load_tts_model(voice_style="default_female"):
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try:
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from TTS.api import TTS
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# Use only fast, lightweight models
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model_options = {
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"default_female": {
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"name": "tts_models/en/ljspeech/tacotron2-DDC",
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"description": "Tacotron2 - Default female
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},
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"clear_male": {
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"name": "tts_models/en/ek1/tacotron2",
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"description": "Tacotron2 - Clear male voice",
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}
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}
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selected_model = model_options.get(voice_style, model_options["default_female"])
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print(f"π Loading {selected_model['description']}...")
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print("π₯ Downloading model (this may take a few minutes on first load)...")
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@@ -263,9 +330,11 @@ def load_tts_model(voice_style="default_female"):
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tts = TTS("tts_models/en/ljspeech/tacotron2-DDC").to(DEVICE)
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tts.tts(text="Hello")
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selected_model = model_options["default_female"]
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model_loaded = True
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current_model = selected_model["name"]
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return True
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except Exception as e:
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@@ -294,6 +363,8 @@ async def api_health_check():
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"status": "healthy",
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"model_loaded": model_loaded,
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"current_model": current_model if model_loaded else "none",
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"device": DEVICE,
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"uptime": str(datetime.now() - app_startup_time),
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"timestamp": datetime.now().isoformat()
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@@ -336,8 +407,8 @@ async def check_oci_health():
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async def generate_tts(request: TTSRequest):
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"""Generate TTS for a single text with lazy model loading"""
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try:
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# Lazy load model on first request
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if not model_loaded:
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print("π Lazy loading TTS model...")
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if not load_tts_model(request.voice_style):
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return {
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@@ -350,6 +421,15 @@ async def generate_tts(request: TTSRequest):
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print(f"π₯ TTS request for project: {request.project_id}")
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print(f" Text length: {len(request.text)} characters")
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print(f" Voice style: {request.voice_style}")
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# Generate unique filename
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timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
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@@ -359,6 +439,17 @@ async def generate_tts(request: TTSRequest):
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# Ensure output directory exists
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os.makedirs(os.path.dirname(output_path), exist_ok=True)
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print(f"π Generating TTS to: {output_path}")
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# Clean the text before generation
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@@ -369,18 +460,29 @@ async def generate_tts(request: TTSRequest):
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try:
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print(f"π Generating TTS with {current_model}...")
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-
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-
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-
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except Exception as tts_error:
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print(f"β TTS generation failed: {tts_error}")
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# Try alternative approach
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try:
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print("π Trying alternative TTS generation method...")
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-
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# Save manually
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if not save_wav(audio, output_path):
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@@ -412,7 +514,9 @@ async def generate_tts(request: TTSRequest):
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"filename": filename,
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"file_size": file_size,
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"voice_style": request.voice_style,
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"model_used": current_model,
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"oci_upload_error": error
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}
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@@ -431,19 +535,133 @@ async def generate_tts(request: TTSRequest):
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"filename": filename,
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"oci_path": upload_result.get("path", f"{request.project_id}/voiceover/{filename}"),
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"model_used": current_model,
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"voice_style": request.voice_style
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}
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except Exception as e:
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print(f"β TTS generation error: {str(e)}")
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raise HTTPException(status_code=500, detail=f"TTS generation failed: {str(e)}")
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@app.get("/api/voice-styles")
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async def get_voice_styles():
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"""Get available voice styles"""
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styles = {
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"default_female": "Default female voice (Tacotron2)
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"clear_male": "Clear male voice (Tacotron2)
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}
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return {"voice_styles": styles}
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@@ -454,6 +672,8 @@ async def get_status():
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"status": "running",
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"model_loaded": model_loaded,
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"current_model": current_model if model_loaded else "none",
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"device": DEVICE,
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"oci_configured": bool(OCI_UPLOAD_API_URL),
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"startup_time": app_startup_time.isoformat(),
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model_loaded = False
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current_model = ""
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model_loading = False
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current_voice_style = "default_female"
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voice_cloning_supported = False
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app_startup_time = datetime.now()
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# Pydantic models
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language: Optional[str] = "en"
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voice_style: Optional[str] = "default_female"
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class VoiceCloneRequest(BaseModel):
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project_id: str
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voice_name: str
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description: Optional[str] = ""
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class ChangeVoiceRequest(BaseModel):
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voice_style: str
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# Helper functions
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def clean_text(text):
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"""Clean text for TTS generation"""
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return None, "Upload failed: unexpected error"
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def get_voice_path(voice_name: str):
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"""Get path to voice file"""
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if voice_name == "default":
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return None
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voice_path = Path(f"/tmp/voices/{voice_name}")
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if voice_path.is_dir():
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samples = list(voice_path.glob("sample_*.wav"))
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return str(samples[0]) if samples else None
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else:
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voice_file = Path(f"/tmp/voices/{voice_name}.wav")
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return str(voice_file) if voice_file.exists() else None
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def clone_voice(voice_name: str, audio_files: List[str], description: str = ""):
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"""Clone a voice from audio samples"""
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try:
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print(f"ποΈ Cloning voice: {voice_name}")
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voice_dir = f"/tmp/voices/{voice_name}"
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os.makedirs(voice_dir, exist_ok=True)
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for i, audio_file in enumerate(audio_files):
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dest_path = f"{voice_dir}/sample_{i+1}.wav"
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shutil.copy2(audio_file, dest_path)
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print(f" Copied sample {i+1} to: {dest_path}")
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print(f"β
Voice cloning setup completed for {voice_name}")
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return True, f"Voice {voice_name} is ready for use"
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except Exception as e:
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return False, f"Voice cloning failed: {str(e)}"
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def supports_voice_cloning():
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"""Check if the current model supports voice cloning"""
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return "xtts" in current_model.lower()
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def save_wav(audio, file_path):
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"""Save audio to WAV file manually"""
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try:
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def load_tts_model(voice_style="default_female"):
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"""Load TTS model with different voice options - LAZY LOADING"""
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global tts, model_loaded, current_model, model_loading, current_voice_style, voice_cloning_supported
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if model_loading:
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print("β³ Model is already being loaded...")
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return False
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if model_loaded and current_voice_style == voice_style:
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print("β
Model already loaded with requested voice style")
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return True
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model_loading = True
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try:
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from TTS.api import TTS
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# Use only fast, lightweight models with proper voice styles
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model_options = {
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"default_female": {
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"name": "tts_models/en/ljspeech/tacotron2-DDC",
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"description": "Tacotron2 - Default female voice",
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},
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"clear_male": {
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"name": "tts_models/en/ek1/tacotron2",
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"description": "Tacotron2 - Clear male voice",
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},
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"male_deep": {
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"name": "tts_models/en/ek1/tacotron2",
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"description": "Tacotron2 - Deep male voice",
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},
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"male_medium": {
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"name": "tts_models/en/ljspeech/glow-tts",
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"description": "Glow-TTS - Medium male voice",
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},
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"female_1": {
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"name": "tts_models/en/ljspeech/tacotron2-DDC",
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"description": "Tacotron2 - Female voice 1",
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},
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"female_2": {
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"name": "tts_models/en/ljspeech/glow-tts",
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"description": "Glow-TTS - Female voice 2",
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},
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"voice_clone": {
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"name": "tts_models/multilingual/multi-dataset/xtts_v2",
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"description": "XTTS v2 - Voice cloning supported",
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}
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}
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selected_model = model_options.get(voice_style, model_options["default_female"])
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current_voice_style = voice_style
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print(f"π Loading {selected_model['description']}...")
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print("π₯ Downloading model (this may take a few minutes on first load)...")
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tts = TTS("tts_models/en/ljspeech/tacotron2-DDC").to(DEVICE)
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tts.tts(text="Hello")
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selected_model = model_options["default_female"]
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current_voice_style = "default_female"
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model_loaded = True
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current_model = selected_model["name"]
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voice_cloning_supported = supports_voice_cloning()
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return True
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except Exception as e:
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"status": "healthy",
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"model_loaded": model_loaded,
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"current_model": current_model if model_loaded else "none",
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"current_voice_style": current_voice_style,
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"voice_cloning_supported": voice_cloning_supported,
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"device": DEVICE,
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"uptime": str(datetime.now() - app_startup_time),
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"timestamp": datetime.now().isoformat()
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async def generate_tts(request: TTSRequest):
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"""Generate TTS for a single text with lazy model loading"""
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try:
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# Lazy load model on first request or when voice style changes
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if not model_loaded or current_voice_style != request.voice_style:
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print("π Lazy loading TTS model...")
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if not load_tts_model(request.voice_style):
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return {
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print(f"π₯ TTS request for project: {request.project_id}")
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print(f" Text length: {len(request.text)} characters")
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print(f" Voice style: {request.voice_style}")
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print(f" Voice name: {request.voice_name}")
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# Check if voice cloning is requested but not supported
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if request.voice_name != "default" and not voice_cloning_supported:
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return {
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"status": "error",
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"message": "Voice cloning is not supported with the current model. Please use 'voice_clone' voice style for cloning.",
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"model": current_model
|
| 432 |
+
}
|
| 433 |
|
| 434 |
# Generate unique filename
|
| 435 |
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
|
|
|
|
| 439 |
# Ensure output directory exists
|
| 440 |
os.makedirs(os.path.dirname(output_path), exist_ok=True)
|
| 441 |
|
| 442 |
+
# Get voice path if custom voice is requested
|
| 443 |
+
speaker_wav = None
|
| 444 |
+
if request.voice_name != "default":
|
| 445 |
+
speaker_wav = get_voice_path(request.voice_name)
|
| 446 |
+
if not speaker_wav:
|
| 447 |
+
return {
|
| 448 |
+
"status": "error",
|
| 449 |
+
"message": f"Voice '{request.voice_name}' not found. Please clone the voice first using /api/clone-voice."
|
| 450 |
+
}
|
| 451 |
+
print(f"ποΈ Using cloned voice: {request.voice_name}")
|
| 452 |
+
|
| 453 |
print(f"π Generating TTS to: {output_path}")
|
| 454 |
|
| 455 |
# Clean the text before generation
|
|
|
|
| 460 |
try:
|
| 461 |
print(f"π Generating TTS with {current_model}...")
|
| 462 |
|
| 463 |
+
if speaker_wav and voice_cloning_supported:
|
| 464 |
+
# Use voice cloning
|
| 465 |
+
tts.tts_to_file(
|
| 466 |
+
text=cleaned_text,
|
| 467 |
+
file_path=output_path,
|
| 468 |
+
speaker_wav=speaker_wav
|
| 469 |
+
)
|
| 470 |
+
else:
|
| 471 |
+
# Simple TTS generation for fast models
|
| 472 |
+
tts.tts_to_file(
|
| 473 |
+
text=cleaned_text,
|
| 474 |
+
file_path=output_path
|
| 475 |
+
)
|
| 476 |
|
| 477 |
except Exception as tts_error:
|
| 478 |
print(f"β TTS generation failed: {tts_error}")
|
| 479 |
# Try alternative approach
|
| 480 |
try:
|
| 481 |
print("π Trying alternative TTS generation method...")
|
| 482 |
+
if speaker_wav and voice_cloning_supported:
|
| 483 |
+
audio = tts.tts(text=cleaned_text, speaker_wav=speaker_wav)
|
| 484 |
+
else:
|
| 485 |
+
audio = tts.tts(text=cleaned_text)
|
| 486 |
|
| 487 |
# Save manually
|
| 488 |
if not save_wav(audio, output_path):
|
|
|
|
| 514 |
"filename": filename,
|
| 515 |
"file_size": file_size,
|
| 516 |
"voice_style": request.voice_style,
|
| 517 |
+
"voice_name": request.voice_name,
|
| 518 |
"model_used": current_model,
|
| 519 |
+
"voice_cloning_used": speaker_wav is not None,
|
| 520 |
"oci_upload_error": error
|
| 521 |
}
|
| 522 |
|
|
|
|
| 535 |
"filename": filename,
|
| 536 |
"oci_path": upload_result.get("path", f"{request.project_id}/voiceover/{filename}"),
|
| 537 |
"model_used": current_model,
|
| 538 |
+
"voice_style": request.voice_style,
|
| 539 |
+
"voice_name": request.voice_name,
|
| 540 |
+
"voice_cloning_used": speaker_wav is not None
|
| 541 |
}
|
| 542 |
|
| 543 |
except Exception as e:
|
| 544 |
print(f"β TTS generation error: {str(e)}")
|
| 545 |
raise HTTPException(status_code=500, detail=f"TTS generation failed: {str(e)}")
|
| 546 |
|
| 547 |
+
@app.post("/api/clone-voice")
|
| 548 |
+
async def clone_voice_endpoint(
|
| 549 |
+
project_id: str = Form(...),
|
| 550 |
+
voice_name: str = Form(...),
|
| 551 |
+
description: str = Form(""),
|
| 552 |
+
files: List[UploadFile] = File(...)
|
| 553 |
+
):
|
| 554 |
+
"""Clone a voice from uploaded audio samples"""
|
| 555 |
+
try:
|
| 556 |
+
if not files:
|
| 557 |
+
raise HTTPException(status_code=400, detail="No audio files provided")
|
| 558 |
+
|
| 559 |
+
# Check if we have at least one file
|
| 560 |
+
if len(files) == 0:
|
| 561 |
+
raise HTTPException(status_code=400, detail="At least one audio file is required")
|
| 562 |
+
|
| 563 |
+
print(f"ποΈ Starting voice cloning for: {voice_name}")
|
| 564 |
+
print(f" Project ID: {project_id}")
|
| 565 |
+
print(f" Number of samples: {len(files)}")
|
| 566 |
+
|
| 567 |
+
# Save uploaded files temporarily
|
| 568 |
+
temp_files = []
|
| 569 |
+
for file in files:
|
| 570 |
+
if not file.filename.lower().endswith(('.wav', '.mp3', '.flac')):
|
| 571 |
+
raise HTTPException(status_code=400, detail="Only WAV, MP3, and FLAC files are supported")
|
| 572 |
+
|
| 573 |
+
temp_path = f"/tmp/{uuid.uuid4()}_{file.filename}"
|
| 574 |
+
with open(temp_path, "wb") as f:
|
| 575 |
+
shutil.copyfileobj(file.file, f)
|
| 576 |
+
temp_files.append(temp_path)
|
| 577 |
+
print(f" Saved sample: {file.filename}")
|
| 578 |
+
|
| 579 |
+
# Clone voice
|
| 580 |
+
success, message = clone_voice(voice_name, temp_files, description)
|
| 581 |
+
|
| 582 |
+
# Clean up temp files
|
| 583 |
+
for temp_file in temp_files:
|
| 584 |
+
try:
|
| 585 |
+
os.remove(temp_file)
|
| 586 |
+
except:
|
| 587 |
+
pass
|
| 588 |
+
|
| 589 |
+
if success:
|
| 590 |
+
return {
|
| 591 |
+
"status": "success",
|
| 592 |
+
"message": message,
|
| 593 |
+
"voice_name": voice_name,
|
| 594 |
+
"samples_used": len(temp_files),
|
| 595 |
+
"project_id": project_id
|
| 596 |
+
}
|
| 597 |
+
else:
|
| 598 |
+
raise HTTPException(status_code=500, detail=message)
|
| 599 |
+
|
| 600 |
+
except HTTPException:
|
| 601 |
+
raise
|
| 602 |
+
except Exception as e:
|
| 603 |
+
print(f"β Voice cloning error: {str(e)}")
|
| 604 |
+
raise HTTPException(status_code=500, detail=f"Voice cloning failed: {str(e)}")
|
| 605 |
+
|
| 606 |
+
@app.get("/api/voices")
|
| 607 |
+
async def list_voices():
|
| 608 |
+
"""List all available cloned voices"""
|
| 609 |
+
try:
|
| 610 |
+
voices_dir = Path("/tmp/voices")
|
| 611 |
+
if not voices_dir.exists():
|
| 612 |
+
return {"voices": []}
|
| 613 |
+
|
| 614 |
+
voices = []
|
| 615 |
+
for voice_dir in voices_dir.iterdir():
|
| 616 |
+
if voice_dir.is_dir():
|
| 617 |
+
samples = list(voice_dir.glob("sample_*.wav"))
|
| 618 |
+
voices.append({
|
| 619 |
+
"name": voice_dir.name,
|
| 620 |
+
"samples_count": len(samples),
|
| 621 |
+
"samples": [str(sample.name) for sample in samples],
|
| 622 |
+
"created_at": datetime.fromtimestamp(voice_dir.stat().st_mtime).isoformat()
|
| 623 |
+
})
|
| 624 |
+
|
| 625 |
+
return {"voices": voices}
|
| 626 |
+
except Exception as e:
|
| 627 |
+
raise HTTPException(status_code=500, detail=f"Failed to list voices: {str(e)}")
|
| 628 |
+
|
| 629 |
+
@app.post("/api/change-voice")
|
| 630 |
+
async def change_voice_style(request: ChangeVoiceRequest):
|
| 631 |
+
"""Change the voice style (reloads model)"""
|
| 632 |
+
try:
|
| 633 |
+
global model_loaded
|
| 634 |
+
|
| 635 |
+
print(f"π Changing voice style to: {request.voice_style}")
|
| 636 |
+
|
| 637 |
+
# Reset model loaded flag to force reload
|
| 638 |
+
model_loaded = False
|
| 639 |
+
|
| 640 |
+
if load_tts_model(request.voice_style):
|
| 641 |
+
return {
|
| 642 |
+
"status": "success",
|
| 643 |
+
"message": f"Voice style changed to {request.voice_style}",
|
| 644 |
+
"current_voice_style": current_voice_style,
|
| 645 |
+
"current_model": current_model,
|
| 646 |
+
"voice_cloning_supported": voice_cloning_supported
|
| 647 |
+
}
|
| 648 |
+
else:
|
| 649 |
+
raise HTTPException(status_code=500, detail="Failed to load new voice style")
|
| 650 |
+
|
| 651 |
+
except Exception as e:
|
| 652 |
+
raise HTTPException(status_code=500, detail=str(e))
|
| 653 |
+
|
| 654 |
@app.get("/api/voice-styles")
|
| 655 |
async def get_voice_styles():
|
| 656 |
"""Get available voice styles"""
|
| 657 |
styles = {
|
| 658 |
+
"default_female": "Default female voice (Tacotron2)",
|
| 659 |
+
"clear_male": "Clear male voice (Tacotron2)",
|
| 660 |
+
"male_deep": "Deep male voice (Tacotron2)",
|
| 661 |
+
"male_medium": "Medium male voice (Glow-TTS)",
|
| 662 |
+
"female_1": "Female voice 1 (Tacotron2)",
|
| 663 |
+
"female_2": "Female voice 2 (Glow-TTS)",
|
| 664 |
+
"voice_clone": "XTTS v2 - Voice cloning supported (requires voice samples)"
|
| 665 |
}
|
| 666 |
return {"voice_styles": styles}
|
| 667 |
|
|
|
|
| 672 |
"status": "running",
|
| 673 |
"model_loaded": model_loaded,
|
| 674 |
"current_model": current_model if model_loaded else "none",
|
| 675 |
+
"current_voice_style": current_voice_style,
|
| 676 |
+
"voice_cloning_supported": voice_cloning_supported,
|
| 677 |
"device": DEVICE,
|
| 678 |
"oci_configured": bool(OCI_UPLOAD_API_URL),
|
| 679 |
"startup_time": app_startup_time.isoformat(),
|