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zach
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Parent(s):
d4052d1
Add gradio UI code, and anthropic integration
Browse files- anthropic_api.py +135 -0
- app.py +95 -0
anthropic_api.py
CHANGED
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"""
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anthropic_api.py
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This file defines the interaction with the Anthropic API, focusing on generating text
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using the Claude model. It includes functionality for input validation, API request handling,
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and processing API responses.
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Key Features:
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- Encapsulates all logic related to the Anthropic API.
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- Implements retry logic for handling transient API errors.
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- Validates the response content to ensure API compatibility.
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- Provides detailed logging for debugging and error tracking.
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Classes:
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- AnthropicError: Custom exception for Anthropic API-related errors.
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- SystemPrompt: Frozen dataclass for storing the system prompt, ensuring immutability.
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Functions:
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- generate_text_with_claude: Generates text using the Anthropic SDK with input validation and retry logic.
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"""
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# Standard Library Imports
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from dataclasses import dataclass
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from typing import Union, List
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# Third-Party Library Imports
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from anthropic import Anthropic
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from anthropic.types import Message, ModelParam, TextBlock
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from tenacity import retry, stop_after_attempt, wait_fixed
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# Local Application Imports
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from config import logger
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from utils import truncate_text, validate_env_var
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@dataclass(frozen=True)
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class AnthropicConfig:
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"""Immutable configuration for interacting with the Anthropic API."""
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model: ModelParam = "claude-3-5-sonnet-latest" # Valid predefined model
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max_tokens: int = 300 # Max tokens for API response
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system_prompt: str = """You are a highly creative and articulate assistant specialized in generating vivid, engaging, and well-written content.
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Your task is to respond to user prompts by creating:
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1. Short stories,
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2. Poems,
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3. Or other creative written outputs.
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Ensure that your responses are:
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- Imaginative and original,
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- Coherent and well-structured,
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- Suitable for a wide audience, avoiding controversial or sensitive topics.
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When writing, tailor your tone and style to match the user's request. For example:
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- If the user requests a poem, provide creative and rhythmic verse.
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- If the user requests a short story, ensure a clear beginning, middle, and end with compelling details.
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Always keep your responses concise, unless explicitly instructed to elaborate."""
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class AnthropicError(Exception):
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"""Custom exception for errors related to the Anthropic API."""
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def __init__(self, message: str, original_exception: Exception = None):
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super().__init__(message)
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self.original_exception = original_exception
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# Initialize the Anthropic client
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api_key: str = validate_env_var("ANTHROPIC_API_KEY")
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client: Anthropic = Anthropic(api_key=api_key)
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anthropic_config = AnthropicConfig()
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@retry(stop=stop_after_attempt(3), wait=wait_fixed(2))
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def generate_text_with_claude(prompt: str) -> str:
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"""
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Generates text using Claude via the Anthropic SDK.
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Args:
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prompt (str): The input prompt for Claude.
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Returns:
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str: The generated text.
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Raises:
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ValueError: If the prompt exceeds the maximum allowed length.
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AnthropicError: If there is an error communicating with the Anthropic API.
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Example:
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>>> generate_text_with_claude("Write a haiku about nature.")
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"Gentle waves crashing, / Whispering secrets softly, / Infinite blue skies."
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>>> generate_text_with_claude("")
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"The prompt exceeds the maximum allowed length of 500 characters. Your prompt contains 512 characters."
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"""
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# Log model, max tokens, and system prompt for debugging
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logger.debug(f"Using model: {anthropic_config.model}, max tokens: {anthropic_config.max_tokens}")
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logger.debug(f"System prompt: {truncate_text(anthropic_config.system_prompt)}")
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logger.debug(f"Preparing API request with prompt: {prompt[:50]}{'...' if len(prompt) > 50 else ''}")
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try:
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response: Message = client.messages.create(
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model=anthropic_config.model,
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max_tokens=anthropic_config.max_tokens,
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system=anthropic_config.system_prompt,
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messages=[{"role": "user", "content": prompt}],
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)
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logger.debug(f"API response received: {truncate_text(str(response))}")
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# Validate response content
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if not hasattr(response, "content"):
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logger.error("Response is missing 'content'. Response: %s", response)
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raise AnthropicError("Invalid API response: Missing 'content'.")
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# Process response content
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blocks: Union[List[TextBlock], TextBlock, None] = response.content
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if isinstance(blocks, list):
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result = "\n\n".join(block.text for block in blocks if isinstance(block, TextBlock))
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logger.debug(f"Processed response from list: {truncate_text(result)}")
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return result
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if isinstance(blocks, TextBlock):
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logger.debug(f"Processed response from single TextBlock: {truncate_text(blocks.text)}")
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return blocks.text
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logger.warning(f"Unexpected response type: {type(blocks)}")
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return str(blocks or "No content generated.")
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except Exception as e:
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logger.exception(f"Error generating text with Claude: {e}")
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raise AnthropicError(
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message=(
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f"Error generating text with Claude: {e}. "
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f"HTTP Status: {getattr(response, 'status', 'N/A')}. "
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f"Prompt (truncated): {truncate_text(prompt)}. "
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f"Model: {anthropic_config.model}, Max tokens: {anthropic_config.max_tokens}"
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),
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original_exception=e,
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)
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app.py
CHANGED
@@ -0,0 +1,95 @@
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"""
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app.py
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This file defines the Gradio user interface for interacting with the Anthropic API.
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Users can input prompts, which are processed and passed to the Claude model via the API.
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The generated responses are displayed back to the user in the Gradio UI.
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Key Features:
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- Gradio interface for user interaction.
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- Input validation via prompt length constraints.
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- Logging of user interactions and API responses.
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Functions:
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- process_prompt: Handles user input, calls the API, and returns generated text.
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- build_gradio_interface: Constructs the Gradio Blocks-based interface.
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"""
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# Third-Party Library Imports
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import gradio as gr
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# Local Application Imports
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from anthropic_api import generate_text_with_claude
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from config import logger
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from utils import truncate_text, validate_prompt_length
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# Constants
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PROMPT_MIN_LENGTH: int = 10
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PROMPT_MAX_LENGTH: int = 500
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def process_prompt(prompt: str) -> str:
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"""
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Process the user prompt and generate text using the Claude API.
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Args:
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prompt (str): The user's input prompt.
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Returns:
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str: The generated text or an error message.
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"""
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logger.debug(f"Entering process_prompt with prompt: {prompt}")
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try:
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# Validate prompt length before processing
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validate_prompt_length(prompt, PROMPT_MAX_LENGTH, PROMPT_MIN_LENGTH)
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generated_text = generate_text_with_claude(prompt)
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logger.debug(f"Generated text: {generated_text}")
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logger.info("Successfully generated text.")
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return generated_text
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except ValueError as ve:
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logger.warning(f"Validation error: {ve}")
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return str(ve) # Return validation error directly to the UI
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except Exception as e:
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logger.error(f"Unexpected error generating text: {e}")
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return "An unexpected error occurred. Please try again."
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def build_gradio_interface() -> gr.Blocks:
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"""
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Build the Gradio user interface.
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Returns:
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gr.Blocks: The Gradio Blocks object representing the interface.
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"""
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with gr.Blocks() as demo:
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gr.Markdown("# TTS Arena")
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gr.Markdown("Generate text from a prompt using **Claude by Anthropic**.")
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with gr.Row():
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prompt_input = gr.Textbox(
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label="Enter your prompt",
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placeholder=f"Prompt Claude to generate a poem or short story...",
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lines=2,
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)
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with gr.Row():
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generate_button = gr.Button("Generate")
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with gr.Row():
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output_text = gr.Textbox(label="Generated Text", interactive=False, lines=10)
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# Attach the validation and processing logic
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generate_button.click(
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fn=process_prompt,
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inputs=prompt_input,
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outputs=output_text,
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)
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logger.debug("Gradio interface built successfully")
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return demo
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if __name__ == "__main__":
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logger.info("Launching TTS Arena Gradio app...")
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demo = build_gradio_interface()
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demo.launch()
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