Update app.py
Browse files
app.py
CHANGED
@@ -37,7 +37,8 @@ def generate_systematic_review(pdf_files, review_question, include_tables=True):
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openai.api_key = api_key
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# Create the system message with systematic review guidelines
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system_prompt = """You are an expert academic assistant. Create a systematic review
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Step 1: Identify a Research Field
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The first step in writing a systematic review paper is to identify a research field. This involves selecting a specific area of study that you are interested in and want to explore further.
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@@ -70,6 +71,8 @@ def generate_systematic_review(pdf_files, review_question, include_tables=True):
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Step-11:
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Please include references in the form of citation and also link to the reference papers.
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"""
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# Extract text from each PDF
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@@ -101,7 +104,7 @@ def generate_systematic_review(pdf_files, review_question, include_tables=True):
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{"role": "user", "content": user_prompt + "\n\n" + "\n\n".join([f"Paper {i+1} - {pdf_names[i]}:\n{pdf_texts[i]}" for i in range(len(pdf_texts))])}
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]
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# Call the API with temperature=
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response = openai.ChatCompletion.create(
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model="gpt-4.1",
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messages=messages,
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@@ -110,19 +113,160 @@ def generate_systematic_review(pdf_files, review_question, include_tables=True):
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max_tokens=16384
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)
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#
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review_content = response["choices"][0]["message"]["content"]
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#
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<
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"""
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return
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except Exception as e:
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return f"
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# Function to save uploaded files
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def save_uploaded_files(files):
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@@ -139,34 +283,107 @@ def save_uploaded_files(files):
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return saved_paths
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# Add CSS styling
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custom_css = """
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<style>
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#generate_button {
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background: linear-gradient(135deg, #4a00e0 0%, #8e2de2 100%);
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color: white;
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font-weight: bold;
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}
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#generate_button:hover {
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background: linear-gradient(135deg, #5b10f1 0%, #9f3ef3 100%);
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}
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#api_key_button {
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background: linear-gradient(135deg, #68d391 0%, #48bb78 100%);
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color: white;
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font-weight: bold;
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margin-top: 27px;
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}
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#api_key_button:hover {
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background: linear-gradient(135deg, #38a169 0%, #68d391 100%);
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}
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-
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-
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-
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}
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</style>
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"""
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# Gradio UI Layout
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with gr.Blocks(css=custom_css) as demo:
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gr.Markdown("# Systematic Review Generator for Research Papers")
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@@ -179,29 +396,38 @@ with gr.Blocks(css=custom_css) as demo:
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4. Check the "Include Tables" option if you want the review to include comparison tables
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5. Click "Generate Systematic Review" to start the process
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### Tips:
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-
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- Be specific in your review question to get more focused results
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- The generated review will follow a systematic structure including research field identification, data extraction, analysis, and conclusions
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- The more papers you upload, the more comprehensive the review will be
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""")
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# API Key Input
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with gr.Row():
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-
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api_key_output = gr.Textbox(label="API Key Status", interactive=False)
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# PDF Upload and Review Settings
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with gr.Row():
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with gr.Column():
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-
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-
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include_tables = gr.Checkbox(label="Include Comparison Tables", value=True)
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generate_button = gr.Button("Generate Systematic Review", elem_id="generate_button")
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# Output
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# Button actions
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api_key_button.click(set_api_key, inputs=[api_key_input], outputs=[api_key_output])
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# Generate systematic review
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def process_files_and_generate_review(files, question, include_tables):
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if not files:
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return "
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# Save uploaded files
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saved_paths = save_uploaded_files(files)
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# Generate review
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review = generate_systematic_review(saved_paths, question, include_tables)
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@@ -224,7 +472,7 @@ with gr.Blocks(css=custom_css) as demo:
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except:
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pass
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-
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generate_button.click(
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process_files_and_generate_review,
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# Launch the app
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if __name__ == "__main__":
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demo.launch(share=True)
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openai.api_key = api_key
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# Create the system message with systematic review guidelines
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system_prompt = """You are an expert academic assistant. Create a systematic review using academic research paper formatting. The Systematic Review must be in great details. Structure it using these steps:
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+
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Step 1: Identify a Research Field
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The first step in writing a systematic review paper is to identify a research field. This involves selecting a specific area of study that you are interested in and want to explore further.
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Step-11:
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Please include references in the form of citation and also link to the reference papers.
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Your response should be formatted in HTML but generate the content to look like a professional academic paper. Include proper section headers, abstracts, methodology sections, etc. Number all sections like an academic paper.
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"""
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# Extract text from each PDF
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{"role": "user", "content": user_prompt + "\n\n" + "\n\n".join([f"Paper {i+1} - {pdf_names[i]}:\n{pdf_texts[i]}" for i in range(len(pdf_texts))])}
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]
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# Call the API with temperature=0.7 and top_p=1
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response = openai.ChatCompletion.create(
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model="gpt-4.1",
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messages=messages,
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max_tokens=16384
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)
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# Get the AI response
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review_content = response["choices"][0]["message"]["content"]
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# Apply professional academic paper styling
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styled_html = f"""
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>Systematic Review</title>
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<style>
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/* Academic Paper Styling */
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body {{
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font-family: 'Times New Roman', Times, serif;
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line-height: 1.6;
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color: #333;
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margin: 0;
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padding: 0;
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background-color: #f9f9f9;
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}}
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.paper-container {{
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max-width: 800px;
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margin: 0 auto;
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padding: 40px;
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background-color: white;
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box-shadow: 0 0 20px rgba(0, 0, 0, 0.1);
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}}
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header {{
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text-align: center;
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margin-bottom: 30px;
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border-bottom: 1px solid #ddd;
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padding-bottom: 20px;
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}}
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h1 {{
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font-size: 24px;
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margin: 0 0 15px;
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font-weight: bold;
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}}
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.author-info {{
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font-size: 14px;
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margin-bottom: 15px;
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}}
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.abstract {{
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font-style: italic;
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margin: 20px 0;
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padding: 15px;
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background-color: #f8f8f8;
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border-left: 3px solid #ccc;
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}}
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h2 {{
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font-size: 18px;
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margin: 30px 0 15px;
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border-bottom: 1px solid #eee;
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padding-bottom: 5px;
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}}
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h3 {{
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font-size: 16px;
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margin: 25px 0 10px;
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}}
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p {{
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margin: 0 0 15px;
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text-align: justify;
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}}
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.section {{
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margin-bottom: 30px;
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}}
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table {{
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width: 100%;
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border-collapse: collapse;
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margin: 20px 0;
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font-size: 14px;
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}}
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table, th, td {{
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border: 1px solid #ddd;
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}}
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th, td {{
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padding: 10px;
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text-align: left;
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}}
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th {{
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background-color: #f2f2f2;
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}}
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tr:nth-child(even) {{
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background-color: #f9f9f9;
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}}
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.citation {{
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font-size: 14px;
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color: #555;
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}}
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.reference-list {{
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margin-top: 40px;
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border-top: 1px solid #ddd;
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padding-top: 20px;
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}}
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.reference-list h2 {{
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margin-top: 0;
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}}
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.reference-item {{
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margin-bottom: 10px;
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padding-left: 25px;
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text-indent: -25px;
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}}
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ul, ol {{
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margin: 15px 0;
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padding-left: 25px;
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}}
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li {{
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margin-bottom: 5px;
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}}
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.figure {{
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margin: 25px 0;
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text-align: center;
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}}
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.figure img {{
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max-width: 100%;
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}}
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.figure-caption {{
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font-size: 14px;
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color: #666;
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margin-top: 10px;
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}}
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.footnote {{
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font-size: 12px;
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color: #777;
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}}
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@media print {{
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body {{
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background-color: white;
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}}
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.paper-container {{
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box-shadow: none;
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padding: 0;
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}}
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}}
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</style>
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</head>
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<body>
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<div class="paper-container">
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{review_content}
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</div>
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</body>
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</html>
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"""
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return styled_html
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except Exception as e:
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return f"""
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<div style="color: red; padding: 20px; border: 1px solid red; border-radius: 5px; background-color: #ffecec;">
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<h3>Error Generating Systematic Review</h3>
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<p>{str(e)}</p>
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</div>
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"""
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# Function to save uploaded files
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def save_uploaded_files(files):
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return saved_paths
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# Add CSS styling for the Gradio interface
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custom_css = """
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<style>
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/* Main UI */
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.gradio-container {
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font-family: 'Arial', sans-serif;
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background-color: #f9f9f9;
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}
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/* Header */
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h1 {
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font-size: 28px;
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color: #333;
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margin-bottom: 20px;
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text-align: center;
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padding-bottom: 10px;
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border-bottom: 2px solid #4a00e0;
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}
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/* Primary Button */
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#generate_button {
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background: linear-gradient(135deg, #4a00e0 0%, #8e2de2 100%);
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color: white;
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font-weight: bold;
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padding: 10px 20px;
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border-radius: 5px;
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transition: all 0.3s ease;
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}
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#generate_button:hover {
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background: linear-gradient(135deg, #5b10f1 0%, #9f3ef3 100%);
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transform: translateY(-2px);
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box-shadow: 0 4px 8px rgba(0,0,0,0.1);
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}
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/* API Key Button */
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#api_key_button {
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background: linear-gradient(135deg, #68d391 0%, #48bb78 100%);
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color: white;
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font-weight: bold;
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margin-top: 27px;
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padding: 10px 20px;
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border-radius: 5px;
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transition: all 0.3s ease;
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}
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#api_key_button:hover {
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background: linear-gradient(135deg, #38a169 0%, #68d391 100%);
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transform: translateY(-2px);
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box-shadow: 0 4px 8px rgba(0,0,0,0.1);
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}
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/* Form Elements */
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.input-container {
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background-color: white;
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padding: 20px;
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border-radius: 8px;
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box-shadow: 0 2px 10px rgba(0,0,0,0.05);
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margin-bottom: 20px;
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}
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/* Labels */
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label {
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font-weight: 600;
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color: #555;
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margin-bottom: 8px;
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}
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+
|
352 |
+
/* Instructions Accordion */
|
353 |
+
.accordion {
|
354 |
+
background-color: white;
|
355 |
+
border: 1px solid #e0e0e0;
|
356 |
+
border-radius: 8px;
|
357 |
+
margin-bottom: 20px;
|
358 |
+
}
|
359 |
+
|
360 |
+
/* Output Container */
|
361 |
+
.output-container {
|
362 |
+
background-color: white;
|
363 |
+
padding: 15px;
|
364 |
+
border-radius: 8px;
|
365 |
+
box-shadow: 0 2px 10px rgba(0,0,0,0.05);
|
366 |
+
}
|
367 |
+
|
368 |
+
/* File Upload Area */
|
369 |
+
.file-upload {
|
370 |
+
border: 2px dashed #ccc;
|
371 |
+
border-radius: 5px;
|
372 |
+
padding: 20px;
|
373 |
+
text-align: center;
|
374 |
+
margin-bottom: 20px;
|
375 |
+
}
|
376 |
+
|
377 |
+
/* Responsive adjustments */
|
378 |
+
@media screen and (max-width: 768px) {
|
379 |
+
.gradio-container {
|
380 |
+
padding: 10px;
|
381 |
+
}
|
382 |
}
|
383 |
</style>
|
384 |
"""
|
385 |
|
386 |
+
# Gradio UI Layout with improved styling
|
387 |
with gr.Blocks(css=custom_css) as demo:
|
388 |
gr.Markdown("# Systematic Review Generator for Research Papers")
|
389 |
|
|
|
396 |
4. Check the "Include Tables" option if you want the review to include comparison tables
|
397 |
5. Click "Generate Systematic Review" to start the process
|
398 |
|
399 |
+
### Tips for Best Results:
|
400 |
+
- Upload papers that are related to the same research topic or field
|
401 |
- Be specific in your review question to get more focused results
|
402 |
- The generated review will follow a systematic structure including research field identification, data extraction, analysis, and conclusions
|
403 |
- The more papers you upload, the more comprehensive the review will be
|
404 |
+
- The review will be formatted as a professional academic paper with proper sections and citations
|
405 |
""")
|
406 |
|
407 |
+
# API Key Input in a styled container
|
408 |
+
with gr.Row(elem_classes="input-container"):
|
409 |
+
with gr.Column(scale=3):
|
410 |
+
api_key_input = gr.Textbox(label="Enter OpenAI API Key", type="password", placeholder="sk-...")
|
411 |
+
with gr.Column(scale=1):
|
412 |
+
api_key_button = gr.Button("Set API Key", elem_id="api_key_button")
|
413 |
api_key_output = gr.Textbox(label="API Key Status", interactive=False)
|
414 |
|
415 |
# PDF Upload and Review Settings
|
416 |
+
with gr.Row(elem_classes="input-container"):
|
417 |
with gr.Column():
|
418 |
+
gr.Markdown("### Upload Research Papers")
|
419 |
+
pdf_files = gr.File(label="Upload PDF Research Papers", file_count="multiple", type="binary", elem_classes="file-upload")
|
420 |
+
review_question = gr.Textbox(
|
421 |
+
label="Review Question or Topic",
|
422 |
+
value="Please generate a systematic review of the following papers.",
|
423 |
+
placeholder="e.g., What are the effects of mindfulness meditation on stress reduction?"
|
424 |
+
)
|
425 |
include_tables = gr.Checkbox(label="Include Comparison Tables", value=True)
|
426 |
+
generate_button = gr.Button("Generate Systematic Review", elem_id="generate_button", size="large")
|
427 |
+
|
428 |
+
# Output with improved styling
|
429 |
+
with gr.Row(elem_classes="output-container"):
|
430 |
+
review_output = gr.HTML(label="Systematic Review")
|
431 |
|
432 |
# Button actions
|
433 |
api_key_button.click(set_api_key, inputs=[api_key_input], outputs=[api_key_output])
|
|
|
435 |
# Generate systematic review
|
436 |
def process_files_and_generate_review(files, question, include_tables):
|
437 |
if not files:
|
438 |
+
return """
|
439 |
+
<div style="padding: 20px; border: 1px solid #e0e0e0; border-radius: 5px; background-color: #f9f9f9;">
|
440 |
+
<h3 style="color: #666;">Please upload at least one PDF file.</h3>
|
441 |
+
<p>To generate a systematic review, upload one or more research papers in PDF format.</p>
|
442 |
+
</div>
|
443 |
+
"""
|
444 |
|
445 |
# Save uploaded files
|
446 |
saved_paths = save_uploaded_files(files)
|
447 |
|
448 |
+
# Show loading message
|
449 |
+
yield """
|
450 |
+
<div style="padding: 20px; text-align: center;">
|
451 |
+
<h3>Generating Systematic Review...</h3>
|
452 |
+
<p>This may take a few minutes depending on the number and size of papers.</p>
|
453 |
+
<div style="width: 100%; height: 4px; background-color: #f0f0f0; margin: 20px 0; border-radius: 2px; overflow: hidden;">
|
454 |
+
<div style="width: 30%; height: 100%; background: linear-gradient(90deg, #4a00e0, #8e2de2); animation: progress 2s infinite linear;"></div>
|
455 |
+
</div>
|
456 |
+
<style>
|
457 |
+
@keyframes progress {
|
458 |
+
0% { margin-left: -30%; }
|
459 |
+
100% { margin-left: 100%; }
|
460 |
+
}
|
461 |
+
</style>
|
462 |
+
</div>
|
463 |
+
"""
|
464 |
+
|
465 |
# Generate review
|
466 |
review = generate_systematic_review(saved_paths, question, include_tables)
|
467 |
|
|
|
472 |
except:
|
473 |
pass
|
474 |
|
475 |
+
yield review
|
476 |
|
477 |
generate_button.click(
|
478 |
process_files_and_generate_review,
|
|
|
482 |
|
483 |
# Launch the app
|
484 |
if __name__ == "__main__":
|
485 |
+
demo.launch(share=True)
|