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30a893c
1
Parent(s):
878b136
Update Maya1 Gradio app with preset characters
Browse files- app.py +248 -0
- requirements.txt +10 -0
app.py
ADDED
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| 1 |
+
import gradio as gr
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| 2 |
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import asyncio
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| 3 |
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import io
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| 4 |
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import sys
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sys.path.insert(0, '.')
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# Mock spaces module for local testing
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try:
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import spaces
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except ImportError:
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class SpacesMock:
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@staticmethod
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def GPU(func):
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return func
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spaces = SpacesMock()
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from maya1.model_loader import Maya1Model
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from maya1.pipeline import Maya1Pipeline
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from maya1.prompt_builder import Maya1PromptBuilder
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from maya1.snac_decoder import SNACDecoder
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from maya1.constants import AUDIO_SAMPLE_RATE
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# Preset characters (2 realistic + 2 creative)
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PRESET_CHARACTERS = {
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"Realistic: Sarcastic Male (American)": {
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"description": "Realistic male voice in the 30s age with a american accent. Low pitch, nasally timbre, conversational pacing, sarcastic tone delivery at low intensity, commercial domain, product_demo_voice role, formal delivery",
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"example_text": "<sarcastic> He really stood up there and said we need to <chuckle> save the world. <sigh> What a joke."
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| 28 |
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},
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"Realistic: Excited Female (Asian-American)": {
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"description": "Realistic female voice in the 20s age with a asian_american accent. Normal pitch, smooth timbre, conversational pacing, neutral tone delivery at high intensity, viral_content domain, meme_voice role, formal delivery",
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"example_text": "<excited> I am issuing a formal commendation for this particular item! It has exceeded all established metrics for excellence. <gasp> This is something I would actually spend my own money on. <laugh> Seriously!"
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},
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"Creative: Alpha Leader (Indian)": {
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"description": "Creative, alpha character. Male voice in their 30s with a indian accent. Normal pitch, nasally timbre, very_fast pacing, energetic tone at medium intensity.",
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| 35 |
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"example_text": "<angry> I don't want to hear excuses, I only want to see solutions! <sigh> Get your teams together, brainstorm for thirty minutes, and come back to me with a plan. <excited> Now move!"
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| 36 |
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},
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"Creative: Vampire (Middle Eastern)": {
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"description": "Creative, vampire character. Male voice in their 40s with a middle_eastern accent. Low pitch, nasally timbre, very_slow pacing, excited tone at medium intensity.",
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"example_text": "<whisper> Soon you will join me in this magnificent eternal darkness. <laugh> And we shall feast upon the world together, <excited> bound by this exquisite night forever. <mischievous>"
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| 40 |
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}
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}
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# Global pipeline variables
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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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@spaces.GPU
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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 model is None:
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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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| 73 |
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pipeline = Maya1Pipeline(model, prompt_builder, snac_decoder)
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| 74 |
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| 75 |
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print("Models loaded successfully!")
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| 76 |
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| 77 |
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def preset_selected(preset_name):
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| 78 |
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"""Update description and text when preset is selected."""
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| 79 |
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if preset_name in PRESET_CHARACTERS:
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| 80 |
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char = PRESET_CHARACTERS[preset_name]
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| 81 |
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return char["description"], char["example_text"]
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| 82 |
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return "", ""
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| 83 |
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| 84 |
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@spaces.GPU
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| 85 |
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def generate_speech(preset_name, description, text, temperature, max_tokens):
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| 86 |
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"""Generate emotional speech from description and text using vLLM."""
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| 87 |
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try:
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| 88 |
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# Load models if not already loaded
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| 89 |
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asyncio.run(load_models())
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| 90 |
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| 91 |
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# If using preset, override description
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| 92 |
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if preset_name and preset_name in PRESET_CHARACTERS:
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| 93 |
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description = PRESET_CHARACTERS[preset_name]["description"]
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| 94 |
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| 95 |
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# Validate inputs
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| 96 |
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if not description or not text:
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return None, "Error: Please provide both description and text!"
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| 98 |
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| 99 |
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print(f"Generating with temperature={temperature}, max_tokens={max_tokens}...")
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| 100 |
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| 101 |
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# Generate audio using vLLM pipeline
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| 102 |
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audio_bytes = asyncio.run(
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| 103 |
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pipeline.generate_speech(
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description=description,
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| 105 |
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text=text,
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| 106 |
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temperature=temperature,
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| 107 |
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top_p=0.9,
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| 108 |
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max_tokens=max_tokens,
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repetition_penalty=1.1,
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| 110 |
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seed=None,
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| 111 |
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)
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| 112 |
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)
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| 114 |
+
if audio_bytes is None:
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| 115 |
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return None, "Error: Audio generation failed. Try different text or increase max_tokens."
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| 116 |
+
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| 117 |
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# Convert bytes to WAV file
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| 118 |
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import wave
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| 119 |
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wav_buffer = io.BytesIO()
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| 120 |
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with wave.open(wav_buffer, 'wb') as wav_file:
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| 121 |
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wav_file.setnchannels(1)
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| 122 |
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wav_file.setsampwidth(2)
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| 123 |
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wav_file.setframerate(AUDIO_SAMPLE_RATE)
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| 124 |
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wav_file.writeframes(audio_bytes)
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| 125 |
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wav_buffer.seek(0)
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| 127 |
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| 128 |
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# Calculate duration
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| 129 |
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duration = len(audio_bytes) // 2 / AUDIO_SAMPLE_RATE
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| 130 |
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frames = len(audio_bytes) // 2 // (AUDIO_SAMPLE_RATE // 6.86) // 7
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| 131 |
+
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| 132 |
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status_msg = f"Generated {duration:.2f}s of emotional speech!"
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| 133 |
+
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| 134 |
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return wav_buffer, status_msg
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| 135 |
+
|
| 136 |
+
except Exception as e:
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| 137 |
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import traceback
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| 138 |
+
error_msg = f"Error: {str(e)}\n{traceback.format_exc()}"
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| 139 |
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print(error_msg)
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| 140 |
+
return None, error_msg
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| 141 |
+
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| 142 |
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# Create Gradio interface
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| 143 |
+
with gr.Blocks(title="Maya1 - Open Source Emotional TTS", theme=gr.themes.Soft()) as demo:
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| 144 |
+
gr.Markdown("""
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| 145 |
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# Maya1 - Open Source Emotional Text-to-Speech
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| 146 |
+
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| 147 |
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**The best open source voice AI model with emotions!**
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| 148 |
+
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| 149 |
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Generate realistic and expressive speech with natural language voice design.
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| 150 |
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Choose a preset character or create your own custom voice.
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| 151 |
+
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| 152 |
+
[Model](https://huggingface.co/maya-research/maya1) | [GitHub](https://github.com/MayaResearch/maya1-fastapi)
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| 153 |
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""")
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| 154 |
+
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| 155 |
+
with gr.Row():
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| 156 |
+
with gr.Column(scale=1):
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| 157 |
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gr.Markdown("### Character Selection")
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| 158 |
+
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| 159 |
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preset_dropdown = gr.Dropdown(
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| 160 |
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choices=list(PRESET_CHARACTERS.keys()),
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| 161 |
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label="Preset Characters",
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| 162 |
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value=list(PRESET_CHARACTERS.keys())[0],
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| 163 |
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info="Quick pick from 4 preset characters"
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| 164 |
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)
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| 165 |
+
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| 166 |
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gr.Markdown("### Voice Design")
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| 167 |
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| 168 |
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description_input = gr.Textbox(
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| 169 |
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label="Voice Description",
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| 170 |
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placeholder="E.g., Male voice in their 30s with american accent. Normal pitch, warm timbre...",
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| 171 |
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lines=3,
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| 172 |
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value=PRESET_CHARACTERS[list(PRESET_CHARACTERS.keys())[0]]["description"]
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| 173 |
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)
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| 174 |
+
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| 175 |
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text_input = gr.Textbox(
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| 176 |
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label="Text to Speak",
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| 177 |
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placeholder="Enter text with <emotion> tags like <laugh>, <sigh>, <excited>...",
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| 178 |
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lines=4,
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value=PRESET_CHARACTERS[list(PRESET_CHARACTERS.keys())[0]]["example_text"]
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| 180 |
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)
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| 181 |
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| 182 |
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with gr.Accordion("Advanced Settings", open=False):
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| 183 |
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temperature_slider = gr.Slider(
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| 184 |
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minimum=0.1,
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| 185 |
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maximum=1.0,
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| 186 |
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value=0.4,
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| 187 |
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step=0.1,
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| 188 |
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label="Temperature",
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| 189 |
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info="Lower = more stable, Higher = more creative"
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| 190 |
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)
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| 191 |
+
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| 192 |
+
max_tokens_slider = gr.Slider(
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| 193 |
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minimum=100,
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| 194 |
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maximum=2048,
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| 195 |
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value=500,
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| 196 |
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step=50,
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| 197 |
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label="Max Tokens",
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| 198 |
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info="More tokens = longer audio"
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| 199 |
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)
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| 200 |
+
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generate_btn = gr.Button("Generate Speech", variant="primary", size="lg")
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| 202 |
+
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| 203 |
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with gr.Column(scale=1):
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| 204 |
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gr.Markdown("### Generated Audio")
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| 205 |
+
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| 206 |
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audio_output = gr.Audio(
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| 207 |
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label="Generated Speech",
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type="filepath",
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| 209 |
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interactive=False
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| 210 |
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)
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| 211 |
+
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| 212 |
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status_output = gr.Textbox(
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| 213 |
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label="Status",
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| 214 |
+
lines=3,
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| 215 |
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interactive=False
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| 216 |
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)
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| 217 |
+
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| 218 |
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gr.Markdown("""
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| 219 |
+
### Supported Emotions
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| 220 |
+
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| 221 |
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`<angry>` `<appalled>` `<chuckle>` `<cry>` `<curious>` `<disappointed>`
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| 222 |
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`<excited>` `<exhale>` `<gasp>` `<giggle>` `<gulp>` `<laugh>`
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| 223 |
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`<laugh_harder>` `<mischievous>` `<sarcastic>` `<scream>` `<sigh>`
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| 224 |
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`<sing>` `<snort>` `<whisper>`
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| 225 |
+
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| 226 |
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### Tips
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| 227 |
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- Use emotion tags naturally in your text
|
| 228 |
+
- Longer text needs more max_tokens
|
| 229 |
+
- Lower temperature for consistent results
|
| 230 |
+
- Presets are great starting points!
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| 231 |
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""")
|
| 232 |
+
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| 233 |
+
# Event handlers
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| 234 |
+
preset_dropdown.change(
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| 235 |
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fn=preset_selected,
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| 236 |
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inputs=[preset_dropdown],
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| 237 |
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outputs=[description_input, text_input]
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| 238 |
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)
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| 239 |
+
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| 240 |
+
generate_btn.click(
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| 241 |
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fn=generate_speech,
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| 242 |
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inputs=[preset_dropdown, description_input, text_input, temperature_slider, max_tokens_slider],
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| 243 |
+
outputs=[audio_output, status_output]
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| 244 |
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)
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| 245 |
+
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| 246 |
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if __name__ == "__main__":
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| 247 |
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demo.launch()
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| 248 |
+
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requirements.txt
ADDED
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| 1 |
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torch>=2.5.0
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transformers>=4.57.0
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| 3 |
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gradio>=5.0.0
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| 4 |
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vllm>=0.11.0
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| 5 |
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snac>=1.2.1
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| 6 |
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soundfile>=0.13.0
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| 7 |
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numpy>=2.1.0
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| 8 |
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accelerate>=1.10.0
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| 9 |
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xformers>=0.0.32
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| 10 |
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