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Update app.py
Browse files
app.py
CHANGED
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@@ -183,11 +183,22 @@ def fetch_exoplanet_data():
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return exoplanet_data
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def generate_response(user_input, relevant_context="", references=[], max_tokens=150, temperature=0.7, top_p=0.9, frequency_penalty=0.5, presence_penalty=0.0):
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else:
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combined_input = f"User Input: {user_input}\nPlease generate a
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response = client.chat.completions.create(
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model="gpt-4o",
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@@ -355,7 +366,7 @@ def gpt_response_to_dataframe(gpt_response):
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df = pd.DataFrame(rows, columns=headers)
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return df
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def chatbot(user_input, context="", subdomain="", use_encoder=False, max_tokens=150, temperature=0.7, top_p=0.9, frequency_penalty=0.5, presence_penalty=0.0):
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if use_encoder and context:
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context_texts = context
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relevant_context = retrieve_relevant_context(user_input, context_texts)
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@@ -366,7 +377,17 @@ def chatbot(user_input, context="", subdomain="", use_encoder=False, max_tokens=
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references = fetch_nasa_ads_references(subdomain)
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# Generate response from GPT-4
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response = generate_response(
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# Export the response to a Word document
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word_doc_path = export_to_word(response, subdomain, user_input)
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@@ -418,12 +439,30 @@ def chatbot(user_input, context="", subdomain="", use_encoder=False, max_tokens=
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"""
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return full_response, extracted_table_df, word_doc_path, iframe_html, mapify_button_html
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iface = gr.Interface(
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fn=chatbot,
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inputs=[
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gr.Textbox(lines=5, placeholder="Enter your Science Goal...", label="Science Goal"),
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gr.Textbox(lines=10, placeholder="Enter Context Text...", label="Context"),
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gr.Textbox(lines=2, placeholder="Define your Subdomain...", label="Subdomain Definition"),
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gr.Checkbox(label="Use NASA SMD Bi-Encoder for Context"),
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gr.Slider(50, 2000, value=150, step=10, label="Max Tokens"),
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gr.Slider(0.0, 1.0, value=0.7, step=0.1, label="Temperature"),
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return exoplanet_data
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def generate_response(user_input, science_objectives="", relevant_context="", references=[], max_tokens=150, temperature=0.7, top_p=0.9, frequency_penalty=0.5, presence_penalty=0.0):
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# Case 1: Both relevant context and science objectives are provided
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if relevant_context and science_objectives.strip():
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combined_input = f"Scientific Context: {relevant_context}\nUser Input: {user_input}\nScience Objectives (User Provided): {science_objectives}\n\nPlease generate only the remaining sections as per the defined format."
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# Case 2: Only relevant context is provided
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elif relevant_context:
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combined_input = f"Scientific Context: {relevant_context}\nUser Input: {user_input}\n\nPlease generate a full structured response, including Science Objectives."
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# Case 3: Neither context nor science objectives are provided
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elif science_objectives.strip():
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combined_input = f"User Input: {user_input}\nScience Objectives (User Provided): {science_objectives}\n\nPlease generate only the remaining sections as per the defined format."
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# Default: No relevant context or science objectives → Generate everything
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else:
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combined_input = f"User Input: {user_input}\n\nPlease generate a full structured response, including Science Objectives."
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response = client.chat.completions.create(
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model="gpt-4o",
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df = pd.DataFrame(rows, columns=headers)
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return df
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def chatbot(user_input, science_objectives="", context="", subdomain="", use_encoder=False, max_tokens=150, temperature=0.7, top_p=0.9, frequency_penalty=0.5, presence_penalty=0.0):
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if use_encoder and context:
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context_texts = context
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relevant_context = retrieve_relevant_context(user_input, context_texts)
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references = fetch_nasa_ads_references(subdomain)
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# Generate response from GPT-4
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response = generate_response(
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user_input=user_input,
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science_objectives=science_objectives, # Pass Science Objectives
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relevant_context=relevant_context, # Pass retrieved context (if any)
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references=references,
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max_tokens=max_tokens,
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temperature=temperature,
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top_p=top_p,
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frequency_penalty=frequency_penalty,
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presence_penalty=presence_penalty
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)
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# Export the response to a Word document
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word_doc_path = export_to_word(response, subdomain, user_input)
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"""
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return full_response, extracted_table_df, word_doc_path, iframe_html, mapify_button_html
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science_objectives_button = gr.Button("Manually Enter Science Objectives")
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science_objectives_input = gr.Textbox(
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lines=5,
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placeholder="Enter Science Objectives...",
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label="Science Objectives",
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visible=False # Initially hidden
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def show_science_objectives():
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return gr.update(visible=True)
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science_objectives_button.click(
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show_science_objectives, # Function to call
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inputs=[], # No inputs needed
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outputs=[science_objectives_input] # Target output
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)
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iface = gr.Interface(
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fn=chatbot,
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inputs=[
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gr.Textbox(lines=5, placeholder="Enter your Science Goal...", label="Science Goal"),
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gr.Textbox(lines=10, placeholder="Enter Context Text...", label="Context"),
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gr.Textbox(lines=2, placeholder="Define your Subdomain...", label="Subdomain Definition"),
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science_objectives_button, # Button to show the textbox
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science_objectives_input, # Initially hidden textbox
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gr.Checkbox(label="Use NASA SMD Bi-Encoder for Context"),
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gr.Slider(50, 2000, value=150, step=10, label="Max Tokens"),
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gr.Slider(0.0, 1.0, value=0.7, step=0.1, label="Temperature"),
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