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""" | |
app.py | |
Gradio UI for interacting with the Anthropic API, Hume TTS API, and ElevenLabs TTS API. | |
Users enter a prompt, which is processed using Claude by Anthropic to generate text. | |
The text is then converted into speech using both Hume and ElevenLabs TTS APIs. | |
Users can compare the outputs in an interactive UI. | |
""" | |
# Standard Library Imports | |
from concurrent.futures import ThreadPoolExecutor | |
from functools import partial | |
import random | |
# Third-Party Library Imports | |
import gradio as gr | |
# Local Application Imports | |
from src.config import logger | |
from src.constants import ( | |
OPTION_ONE, | |
OPTION_TWO, | |
VOTE_FOR_OPTION_ONE, | |
VOTE_FOR_OPTION_TWO, | |
PROMPT_MAX_LENGTH, | |
PROMPT_MIN_LENGTH, | |
SAMPLE_PROMPTS | |
) | |
from src.integrations import ( | |
generate_text_with_claude, | |
text_to_speech_with_hume, | |
text_to_speech_with_elevenlabs | |
) | |
from src.theme import CustomTheme | |
from src.utils import truncate_text, validate_prompt_length | |
def generate_text(prompt: str): | |
""" | |
Generates text from Claude API. | |
Args: | |
prompt (str): User-provided text prompt. | |
""" | |
logger.info(f'Generating text with prompt: {truncate_text(prompt, max_length=100)}') | |
try: | |
# Validate prompt length | |
validate_prompt_length(prompt, PROMPT_MAX_LENGTH, PROMPT_MIN_LENGTH) | |
# Generate text | |
generated_text = generate_text_with_claude(prompt) | |
logger.info(f'Generated text ({len(generated_text)} characters).') | |
return gr.update(value=generated_text) | |
except ValueError as ve: | |
logger.warning(f'Validation error: {ve}') | |
return str(ve) | |
def text_to_speech(prompt: str, generated_text: str): | |
try: | |
# Generate TTS output in parallel | |
with ThreadPoolExecutor(max_workers=2) as executor: | |
hume_audio, elevenlabs_audio = executor.map( | |
lambda func: func(), | |
[partial(text_to_speech_with_hume, prompt, generated_text), | |
partial(text_to_speech_with_elevenlabs, generated_text)] | |
) | |
logger.info( | |
f'TTS generated: Hume={len(hume_audio)} bytes, ElevenLabs={len(elevenlabs_audio)} bytes' | |
) | |
# Randomize audio order | |
options = [(hume_audio, 'Hume AI'), (elevenlabs_audio, 'ElevenLabs')] | |
random.shuffle(options) | |
option_1_audio = options[0][0] | |
option_2_audio = options[1][0] | |
option_1_provider = options[0][1] | |
option_2_provider = options[1][1] | |
options_map = { OPTION_ONE: option_1_provider, OPTION_TWO: option_2_provider } | |
return ( | |
gr.update(value=option_1_audio, autoplay=True), # Set option 1 audio | |
gr.update(value=option_2_audio), # Option 2 audio | |
options_map, # Set option mapping state | |
option_2_audio # Set option 2 audio state | |
) | |
except Exception as e: | |
logger.error(f'Unexpected error: {e}') | |
return None, None, {} | |
def vote(option_mapping: dict, selected_button: str): | |
""" | |
Updates both vote buttons to reflect the user's choice. | |
Args: | |
option_mapping (dict): Maps "Option 1" and "Option 2" to their TTS providers. | |
selected_button (str): The label of the button that was clicked. | |
Returns: | |
tuple[gr.update, gr.update]: Updated properties for both vote buttons. | |
""" | |
if not option_mapping: | |
return gr.update(), gr.update() # No updates if mapping is missing | |
# Determine selected option | |
is_option_1 = selected_button == VOTE_FOR_OPTION_ONE | |
selected_option, other_option = (OPTION_ONE, OPTION_TWO) if is_option_1 else (OPTION_TWO, OPTION_ONE) | |
# Get provider names | |
selected_provider = option_mapping.get(selected_option, "Unknown") | |
other_provider = option_mapping.get(other_option, "Unknown") | |
# Return updated button states | |
return ( | |
gr.update(value=f'{selected_provider} ✔', interactive=False, variant='primary') if is_option_1 else gr.update(value=other_provider, interactive=False, variant='secondary'), | |
gr.update(value=other_provider, interactive=False, variant='secondary') if is_option_1 else gr.update(value=f'{selected_provider} ✔', interactive=False, variant='primary'), | |
gr.update(interactive=True, variant='primary') | |
) | |
def build_gradio_interface() -> gr.Blocks: | |
""" | |
Constructs the Gradio user interface. | |
Returns: | |
gr.Blocks: The Gradio UI layout. | |
""" | |
custom_theme = CustomTheme() | |
with gr.Blocks(title='Expressive TTS Arena', theme=custom_theme) as demo: | |
# Title | |
gr.Markdown('# Expressive TTS Arena') | |
with gr.Column(variant='compact'): | |
# Instructions | |
gr.Markdown( | |
'Generate text using **Claude by Anthropic**, then compare text-to-speech outputs ' | |
'from **Hume AI** and **ElevenLabs**. Listen to both samples and vote for your favorite!' | |
) | |
# Sample prompt select | |
sample_prompt_dropdown = gr.Dropdown( | |
choices=list(SAMPLE_PROMPTS.keys()), | |
label='Choose a sample prompt (or enter your own)', | |
value=None, | |
interactive=True, | |
) | |
# Prompt input | |
prompt_input = gr.Textbox( | |
label='Enter your prompt', | |
placeholder='Or type your own...', | |
lines=2, | |
max_lines=2, | |
show_copy_button=True, | |
) | |
# Generate Button | |
generate_button = gr.Button('Generate', variant='primary') | |
with gr.Column(variant='compact'): | |
# Generated text | |
generated_text = gr.Textbox( | |
label='Generated Text', | |
interactive=False, | |
autoscroll=False, | |
lines=5, | |
max_lines=5, | |
show_copy_button=True, | |
) | |
# Audio players | |
with gr.Row(): | |
option1_audio_player = gr.Audio(label=OPTION_ONE, type='filepath', interactive=False) | |
option2_audio_player = gr.Audio(label=OPTION_TWO, type='filepath', interactive=False) | |
# Vote buttons | |
with gr.Row(): | |
vote_button_1 = gr.Button(VOTE_FOR_OPTION_ONE, interactive=False) | |
vote_button_2 = gr.Button(VOTE_FOR_OPTION_TWO, interactive=False) | |
# UI state components | |
option_mapping_state = gr.State() | |
option2_audio_state = gr.State() | |
generated_text_state = gr.State() | |
# Event handlers | |
sample_prompt_dropdown.change( | |
fn=lambda choice: SAMPLE_PROMPTS.get(choice, ''), | |
inputs=[sample_prompt_dropdown], | |
outputs=[prompt_input], | |
) | |
generate_button.click( | |
fn=lambda _: ( | |
gr.update(interactive=False), | |
gr.update(interactive=False, value=VOTE_FOR_OPTION_ONE, variant='secondary'), | |
gr.update(interactive=False, value=VOTE_FOR_OPTION_TWO, variant='secondary'), | |
None, | |
None, | |
), | |
inputs=[], | |
outputs=[generate_button, vote_button_1, vote_button_2, option_mapping_state, option2_audio_state] | |
).then( | |
fn=generate_text, | |
inputs=[prompt_input], | |
outputs=[generated_text] | |
).then( | |
fn=text_to_speech, | |
inputs=[prompt_input, generated_text], | |
outputs=[option1_audio_player, option2_audio_player, option_mapping_state, option2_audio_state] | |
) | |
vote_button_1.click( | |
fn=vote, | |
inputs=[option_mapping_state, vote_button_1], | |
outputs=[vote_button_1, vote_button_2, generate_button] | |
) | |
vote_button_2.click( | |
fn=vote, | |
inputs=[option_mapping_state, vote_button_2], | |
outputs=[vote_button_1, vote_button_2, generate_button] | |
) | |
# Auto-play second audio after first finishes | |
option1_audio_player.stop( | |
fn=lambda _: gr.update(value=None), | |
inputs=[], | |
outputs=[option2_audio_player], | |
).then( | |
fn=lambda audio: gr.update(value=audio, autoplay=True), | |
inputs=[option2_audio_state], | |
outputs=[option2_audio_player], | |
) | |
# Enable voting after 2nd audio option playback finishes | |
option2_audio_player.stop( | |
fn=lambda _: (gr.update(interactive=True), gr.update(interactive=True)), | |
inputs=[], | |
outputs=[vote_button_1, vote_button_2], | |
) | |
logger.debug('Gradio interface built successfully') | |
return demo | |
if __name__ == '__main__': | |
logger.info('Launching TTS Arena Gradio app...') | |
demo = build_gradio_interface() | |
demo.launch() |