Update app.py
Browse files
app.py
CHANGED
@@ -3,6 +3,7 @@ from newspaper import Article
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from modules.online_search import search_online
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from modules.validation import calculate_truthfulness_score
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from modules.knowledge_graph import search_kg
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from dotenv import load_dotenv
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import os
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from concurrent.futures import ThreadPoolExecutor
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@@ -18,7 +19,7 @@ SEARCH_BASE_URL = os.getenv("SEARCH_BASE_URL")
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SEARCH_MODEL = os.getenv("SEARCH_MODEL")
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# Initialize ThreadPoolExecutor
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executor = ThreadPoolExecutor(max_workers=
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# Function to process input and evaluate truthfulness
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def evaluate_news(news_input):
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@@ -49,12 +50,13 @@ def evaluate_news(news_input):
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online_search_results = future_online.result()
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# Combine context from KG and online search
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context = online_search_results['message_content'] + '\n' + kg_content
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# Calculate truth score
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truth_score = calculate_truthfulness_score(info=news_text, context=context)
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#
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if truth_score > 0.7:
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status = "likely true"
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recommendation = "You can reasonably trust this information, but further verification is always recommended for critical decisions."
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@@ -65,11 +67,30 @@ def evaluate_news(news_input):
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status = "unlikely to be true"
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recommendation = "It is recommended to verify this information through multiple reliable sources before trusting it."
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#
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result = f"**News**: \"{news_text[:300]}...\"\n\n"
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result += f"**Truthfulness Score**: {truth_score:.2f} (**{status.capitalize()}**)\n\n"
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result += f"**Analysis**: {recommendation}\n\n"
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yield result
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except Exception as e:
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yield f"**Error occurred while processing the input:** {str(e)}"
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@@ -77,25 +98,32 @@ def evaluate_news(news_input):
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# Gradio Interface
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with gr.Blocks() as demo:
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gr.Markdown("# 📰 EchoTruth:
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gr.Markdown("### Enter a piece of news or a URL below
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with gr.Row():
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input_box = gr.Textbox(
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# Output display
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output_box = gr.Markdown()
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# Submit button
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submit_btn = gr.Button("Check Truthfulness")
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submit_btn.click(
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fn=evaluate_news,
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inputs=[input_box],
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outputs=[output_box]
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)
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from modules.online_search import search_online
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from modules.validation import calculate_truthfulness_score
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from modules.knowledge_graph import search_kg
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from modules.generate_explanation import generate_explanation # Import the explanation generator
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from dotenv import load_dotenv
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import os
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from concurrent.futures import ThreadPoolExecutor
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SEARCH_MODEL = os.getenv("SEARCH_MODEL")
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# Initialize ThreadPoolExecutor
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executor = ThreadPoolExecutor(max_workers=3) # Increased workers to accommodate explanation task
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# Function to process input and evaluate truthfulness
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def evaluate_news(news_input):
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online_search_results = future_online.result()
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# Combine context from KG and online search
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context = online_search_results['message_content'] + '\n' + kg_content + '\n' + 'Device set to use cpu'
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# print(context) # Debug log
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# Calculate truth score
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truth_score = calculate_truthfulness_score(info=news_text, context=context)
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# Determine truthfulness status and recommendation
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if truth_score > 0.7:
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status = "likely true"
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recommendation = "You can reasonably trust this information, but further verification is always recommended for critical decisions."
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status = "unlikely to be true"
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recommendation = "It is recommended to verify this information through multiple reliable sources before trusting it."
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# Display initial result with score
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result = f"**News**: \"{news_text[:300]}...\"\n\n"
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result += f"**Truthfulness Score**: {truth_score:.2f} (**{status.capitalize()}**)\n\n"
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result += f"**Analysis**: {recommendation}\n\n"
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yield result # Immediately display score and recommendation
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# Generate explanation asynchronously
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future_explanation = executor.submit(generate_explanation, news_text, context, truth_score)
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# Add explanation and sources once available
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explanation = future_explanation.result() # Wait for explanation result
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if explanation:
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result += f"**Explanation**: {explanation}\n\n" # Append explanation
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# Add sources from the online search results (top 5 sources)
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sources = online_search_results.get('sources', [])
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if sources:
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result += "\n**Sources**:\n"
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# Ensure we only show up to 5 sources
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for i, source in enumerate(sources[:5]):
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result += f"{i + 1}. {source}\n"
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result += "\n*Please make sure to do your own research for more confirmation and to cross-check the information.*"
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yield result # Update UI with explanation and sources
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except Exception as e:
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yield f"**Error occurred while processing the input:** {str(e)}"
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# Gradio Interface
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with gr.Blocks() as demo:
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gr.Markdown("# 📰 EchoTruth: Verify News Authenticity in Real-Time")
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gr.Markdown("### Enter a piece of news or a URL below, and we'll help you evaluate its truthfulness using advanced AI.")
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gr.Markdown("### How to Use:")
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gr.Markdown("1. Paste a news article link or type in the text.")
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gr.Markdown("2. Click **Check Truthfulness** to analyze the authenticity of the news.")
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gr.Markdown("3. Get your truthfulness score along with explanations and sources.")
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with gr.Row():
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input_box = gr.Textbox(
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placeholder="Enter news text or URL here... (e.g., https://example.com)",
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label="Input News or URL",
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lines=5
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)
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submit_btn = gr.Button("Check Truthfulness")
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output_box = gr.Markdown()
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submit_btn.click(
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fn=evaluate_news,
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inputs=[input_box],
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outputs=[output_box]
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)
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gr.Markdown("### **About EchoTruth**")
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gr.Markdown("EchoTruth uses AI to help users verify news authenticity in real-time. We recommend checking multiple sources before making decisions based on news.")
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demo.launch()
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