Create app.py

app.py

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+import streamlit as st
+from transformers import pipeline
+import time
+
+# Load the text generation pipeline (Use a smaller model if 2.7B is too resource-intensive)
+generator = pipeline("text-generation", model="EleutherAI/gpt-neo-2.7B")
+
+def generate_article(title, intro, key_points, tone, style):
+    # Prompt to guide the model toward a humanized output
+    prompt = (
+        f"Write an article with the following details:\n"
+        f"Title: {title}\n\n"
+        f"Introduction: {intro}\n\n"
+        f"Main Points:\n{key_points}\n\n"
+        f"Tone: {tone}\nStyle: {style}\n\n"
+        f"Please write in a human-like, engaging, and coherent manner.\n\n"
+        f"Full Article:\n"
+    )
+    
+    start_time = time.time()
+    result = generator(
+        prompt,
+        max_length=4000,        # Approximate length for 2000 words
+        temperature=0.85,       # Increased temperature for a more human-like output
+        top_p=0.9,              # Nucleus sampling for coherence
+        repetition_penalty=1.2  # Reduces repetitiveness
+    )
+    end_time = time.time()
+    
+    generated_text = result[0]['generated_text']
+    time_taken = f"Time taken: {round(end_time - start_time, 2)} seconds"
+    return generated_text, time_taken
+
+# Streamlit App Structure
+st.title("Humanized Article Writer Chatbot")
+st.write("Generate a human-like, 2000-word article by providing structured prompts. This tool is designed to produce natural, engaging text.")
+
+# Input fields
+title = st.text_input("Article Title")
+intro = st.text_area("Introduction (What is the article about?)", placeholder="Enter the main theme or opening lines...")
+key_points = st.text_area("Key Points (Provide bullet points or main ideas)", placeholder="List the main points or topics to cover...")
+tone = st.text_input("Tone (e.g., Informative, Casual, Formal)", placeholder="Enter the desired tone...")
+style = st.text_input("Style (e.g., Blog Post, Essay, News Article)", placeholder="Enter the desired style...")
+
+# Generate article button
+if st.button("Generate Article"):
+    if title and intro and key_points and tone and style:
+        with st.spinner("Generating article..."):
+            generated_text, time_taken = generate_article(title, intro, key_points, tone, style)
+        st.success(time_taken)
+        st.write(generated_text)
+    else:
+        st.warning("Please fill in all fields before generating the article.")