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Joash
commited on
Commit
·
98edac6
1
Parent(s):
a77dc20
Add history and metrics tabs to Gradio interface
Browse files
app.py
CHANGED
@@ -5,6 +5,8 @@ from huggingface_hub import login
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import os
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import logging
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from datetime import datetime
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# Configure logging
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logging.basicConfig(level=logging.INFO)
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@@ -14,11 +16,25 @@ logger = logging.getLogger(__name__)
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HF_TOKEN = os.getenv("HUGGING_FACE_TOKEN")
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MODEL_NAME = os.getenv("MODEL_NAME", "google/gemma-2b-it")
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class CodeReviewer:
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def __init__(self):
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self.model = None
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self.tokenizer = None
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self.device = "cpu"
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self.initialize_model()
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def initialize_model(self):
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def review_code(self, code: str, language: str) -> str:
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"""Perform code review using the model."""
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try:
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prompt = self.create_review_prompt(code, language)
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inputs = self.tokenizer(
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)
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response = self.tokenizer.decode(outputs[0], skip_special_tokens=True)
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except Exception as e:
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logger.error(f"Error during code review: {e}")
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return f"Error performing code review: {str(e)}"
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# Initialize the reviewer
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reviewer = CodeReviewer()
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@@ -100,40 +165,97 @@ def review_code_interface(code: str, language: str) -> str:
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except Exception as e:
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return f"Error: {str(e)}"
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# Create Gradio interface
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return a + b""", "python"],
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-
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let sum = 0;
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for(let i = 0; i < numbers.length; i++) {
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sum += numbers[i];
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}
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return sum;
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}""", "javascript"]
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# Launch the app
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if __name__ == "__main__":
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import os
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import logging
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from datetime import datetime
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import json
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from typing import List, Dict
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# Configure logging
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logging.basicConfig(level=logging.INFO)
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HF_TOKEN = os.getenv("HUGGING_FACE_TOKEN")
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MODEL_NAME = os.getenv("MODEL_NAME", "google/gemma-2b-it")
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class Review:
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def __init__(self, code: str, language: str, suggestions: str):
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self.code = code
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self.language = language
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self.suggestions = suggestions
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self.timestamp = datetime.now().isoformat()
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self.response_time = 0.0
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class CodeReviewer:
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def __init__(self):
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self.model = None
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self.tokenizer = None
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self.device = "cpu"
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self.review_history: List[Review] = []
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self.metrics = {
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'total_reviews': 0,
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'avg_response_time': 0.0,
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'reviews_today': 0
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}
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self.initialize_model()
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def initialize_model(self):
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def review_code(self, code: str, language: str) -> str:
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"""Perform code review using the model."""
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try:
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start_time = datetime.now()
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prompt = self.create_review_prompt(code, language)
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inputs = self.tokenizer(
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)
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response = self.tokenizer.decode(outputs[0], skip_special_tokens=True)
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suggestions = response[len(prompt):].strip()
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# Create review and update metrics
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end_time = datetime.now()
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review = Review(code, language, suggestions)
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review.response_time = (end_time - start_time).total_seconds()
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self.review_history.append(review)
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# Update metrics
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self.update_metrics(review)
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return suggestions
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except Exception as e:
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logger.error(f"Error during code review: {e}")
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return f"Error performing code review: {str(e)}"
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def update_metrics(self, review: Review):
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"""Update metrics with new review."""
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self.metrics['total_reviews'] += 1
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# Update average response time
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total_time = self.metrics['avg_response_time'] * (self.metrics['total_reviews'] - 1)
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total_time += review.response_time
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self.metrics['avg_response_time'] = total_time / self.metrics['total_reviews']
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# Update reviews today
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today = datetime.now().date()
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self.metrics['reviews_today'] = sum(
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1 for r in self.review_history
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if datetime.fromisoformat(r.timestamp).date() == today
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)
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def get_history(self) -> List[Dict]:
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"""Get formatted review history."""
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return [
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{
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'timestamp': r.timestamp,
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'language': r.language,
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'code': r.code,
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'suggestions': r.suggestions,
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'response_time': f"{r.response_time:.2f}s"
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}
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for r in reversed(self.review_history[-10:]) # Last 10 reviews
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]
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def get_metrics(self) -> Dict:
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"""Get current metrics."""
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return {
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'Total Reviews': self.metrics['total_reviews'],
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'Average Response Time': f"{self.metrics['avg_response_time']:.2f}s",
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'Reviews Today': self.metrics['reviews_today']
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}
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# Initialize the reviewer
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reviewer = CodeReviewer()
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except Exception as e:
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return f"Error: {str(e)}"
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def get_history_interface() -> str:
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"""Format history for display."""
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history = reviewer.get_history()
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if not history:
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return "No reviews yet."
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result = ""
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for review in history:
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result += f"Time: {review['timestamp']}\n"
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result += f"Language: {review['language']}\n"
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result += f"Response Time: {review['response_time']}\n"
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result += "Code:\n```\n" + review['code'] + "\n```\n"
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result += "Suggestions:\n" + review['suggestions'] + "\n"
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result += "-" * 80 + "\n\n"
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return result
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def get_metrics_interface() -> Dict:
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"""Get metrics for display."""
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return reviewer.get_metrics()
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# Create Gradio interface
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with gr.Blocks(theme=gr.themes.Soft()) as iface:
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gr.Markdown("# Code Review Assistant")
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gr.Markdown("An automated code review system powered by Gemma-2b")
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with gr.Tabs():
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with gr.Tab("Review Code"):
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with gr.Row():
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with gr.Column():
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code_input = gr.Textbox(
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lines=10,
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placeholder="Enter your code here...",
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label="Code"
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)
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language_input = gr.Dropdown(
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choices=["python", "javascript", "java", "cpp", "typescript", "go", "rust"],
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value="python",
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label="Language"
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)
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submit_btn = gr.Button("Submit for Review")
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with gr.Column():
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output = gr.Textbox(
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label="Review Results",
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lines=10
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)
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with gr.Tab("History"):
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refresh_history = gr.Button("Refresh History")
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history_output = gr.Textbox(
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label="Review History",
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lines=20,
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value=get_history_interface()
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)
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with gr.Tab("Metrics"):
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refresh_metrics = gr.Button("Refresh Metrics")
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metrics_output = gr.JSON(
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label="Performance Metrics",
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value=get_metrics_interface()
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)
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# Set up event handlers
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submit_btn.click(
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review_code_interface,
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inputs=[code_input, language_input],
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outputs=output
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)
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refresh_history.click(
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get_history_interface,
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outputs=history_output
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)
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refresh_metrics.click(
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get_metrics_interface,
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outputs=metrics_output
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)
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# Add example inputs
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gr.Examples(
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examples=[
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["""def add_numbers(a, b):
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return a + b""", "python"],
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["""function calculateSum(numbers) {
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let sum = 0;
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for(let i = 0; i < numbers.length; i++) {
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sum += numbers[i];
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}
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return sum;
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}""", "javascript"]
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],
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inputs=[code_input, language_input]
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)
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# Launch the app
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if __name__ == "__main__":
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