Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,7 +1,166 @@
|
|
| 1 |
import gradio as gr
|
|
|
|
|
|
|
|
|
|
| 2 |
|
| 3 |
-
|
| 4 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 5 |
|
| 6 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 7 |
demo.launch()
|
|
|
|
| 1 |
import gradio as gr
|
| 2 |
+
import openai
|
| 3 |
+
import os
|
| 4 |
+
from typing import List, Tuple
|
| 5 |
|
| 6 |
+
# Initialize OpenAI client
|
| 7 |
+
def initialize_openai():
|
| 8 |
+
"""Initialize OpenAI client with API key"""
|
| 9 |
+
api_key = os.getenv('OPENAI_API_KEY')
|
| 10 |
+
if not api_key:
|
| 11 |
+
raise ValueError("Please set your OPENAI_API_KEY environment variable")
|
| 12 |
+
return openai.OpenAI(api_key=api_key)
|
| 13 |
|
| 14 |
+
def generate_qa_pairs(topic: str, difficulty: str = "Medium") -> str:
|
| 15 |
+
"""
|
| 16 |
+
Generate 10 questions and answers for a given topic using GPT-4 Mini
|
| 17 |
+
|
| 18 |
+
Args:
|
| 19 |
+
topic (str): The topic to generate Q&A pairs for
|
| 20 |
+
difficulty (str): Difficulty level (Easy, Medium, Hard)
|
| 21 |
+
|
| 22 |
+
Returns:
|
| 23 |
+
str: Formatted Q&A pairs
|
| 24 |
+
"""
|
| 25 |
+
try:
|
| 26 |
+
client = initialize_openai()
|
| 27 |
+
|
| 28 |
+
# Create the prompt
|
| 29 |
+
prompt = f"""Generate exactly 10 questions and answers about the topic: "{topic}"
|
| 30 |
+
|
| 31 |
+
Requirements:
|
| 32 |
+
- Difficulty level: {difficulty}
|
| 33 |
+
- Questions should be diverse and cover different aspects of the topic
|
| 34 |
+
- Answers should be comprehensive but concise (2-4 sentences each)
|
| 35 |
+
- Format each Q&A pair clearly with "Q:" and "A:" labels
|
| 36 |
+
- Number each pair (1-10)
|
| 37 |
+
|
| 38 |
+
Topic: {topic}
|
| 39 |
+
Difficulty: {difficulty}
|
| 40 |
+
|
| 41 |
+
Please generate the questions and answers now:"""
|
| 42 |
+
|
| 43 |
+
# Make API call to GPT-4 Mini
|
| 44 |
+
response = client.chat.completions.create(
|
| 45 |
+
model="gpt-4o-mini", # Updated model name
|
| 46 |
+
messages=[
|
| 47 |
+
{
|
| 48 |
+
"role": "system",
|
| 49 |
+
"content": "You are an expert educator who creates high-quality questions and answers on various topics. Your responses are well-structured, accurate, and educational."
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"role": "user",
|
| 53 |
+
"content": prompt
|
| 54 |
+
}
|
| 55 |
+
],
|
| 56 |
+
max_tokens=2000,
|
| 57 |
+
temperature=0.7
|
| 58 |
+
)
|
| 59 |
+
|
| 60 |
+
return response.choices[0].message.content
|
| 61 |
+
|
| 62 |
+
except openai.AuthenticationError:
|
| 63 |
+
return "β Authentication Error: Please check your OpenAI API key."
|
| 64 |
+
except openai.RateLimitError:
|
| 65 |
+
return "β Rate Limit Error: You've exceeded your API quota. Please try again later."
|
| 66 |
+
except openai.APIError as e:
|
| 67 |
+
return f"β OpenAI API Error: {str(e)}"
|
| 68 |
+
except Exception as e:
|
| 69 |
+
return f"β Error: {str(e)}"
|
| 70 |
+
|
| 71 |
+
def create_interface():
|
| 72 |
+
"""Create and configure the Gradio interface"""
|
| 73 |
+
|
| 74 |
+
with gr.Blocks(
|
| 75 |
+
title="Q&A Generator with GPT-4 Mini",
|
| 76 |
+
theme=gr.themes.Soft(),
|
| 77 |
+
css="""
|
| 78 |
+
.main-header {
|
| 79 |
+
text-align: center;
|
| 80 |
+
margin-bottom: 2rem;
|
| 81 |
+
}
|
| 82 |
+
.qa-output {
|
| 83 |
+
font-family: 'Georgia', serif;
|
| 84 |
+
line-height: 1.6;
|
| 85 |
+
}
|
| 86 |
+
"""
|
| 87 |
+
) as interface:
|
| 88 |
+
|
| 89 |
+
gr.HTML("""
|
| 90 |
+
<div class="main-header">
|
| 91 |
+
<h1>π€ Q&A Generator</h1>
|
| 92 |
+
<p>Generate 10 comprehensive questions and answers on any topic using GPT-4 Mini</p>
|
| 93 |
+
</div>
|
| 94 |
+
""")
|
| 95 |
+
|
| 96 |
+
with gr.Row():
|
| 97 |
+
with gr.Column(scale=2):
|
| 98 |
+
topic_input = gr.Textbox(
|
| 99 |
+
label="Topic",
|
| 100 |
+
placeholder="Enter any topic (e.g., 'Climate Change', 'Machine Learning', 'Ancient Rome')",
|
| 101 |
+
lines=2
|
| 102 |
+
)
|
| 103 |
+
|
| 104 |
+
difficulty_dropdown = gr.Dropdown(
|
| 105 |
+
label="Difficulty Level",
|
| 106 |
+
choices=["Easy", "Medium", "Hard"],
|
| 107 |
+
value="Medium"
|
| 108 |
+
)
|
| 109 |
+
|
| 110 |
+
generate_btn = gr.Button(
|
| 111 |
+
"Generate Q&A Pairs",
|
| 112 |
+
variant="primary",
|
| 113 |
+
size="lg"
|
| 114 |
+
)
|
| 115 |
+
|
| 116 |
+
with gr.Column(scale=1):
|
| 117 |
+
gr.HTML("""
|
| 118 |
+
<div style="padding: 1rem; background-color: #f0f8ff; border-radius: 8px; margin-top: 1rem;">
|
| 119 |
+
<h3>π Instructions:</h3>
|
| 120 |
+
<ol>
|
| 121 |
+
<li>Enter a topic you want to learn about</li>
|
| 122 |
+
<li>Choose difficulty level</li>
|
| 123 |
+
<li>Click "Generate Q&A Pairs"</li>
|
| 124 |
+
</ol>
|
| 125 |
+
<p><strong>Note:</strong> Make sure to set your <code>OPENAI_API_KEY</code> environment variable before running.</p>
|
| 126 |
+
</div>
|
| 127 |
+
""")
|
| 128 |
+
|
| 129 |
+
qa_output = gr.Textbox(
|
| 130 |
+
label="Generated Questions & Answers",
|
| 131 |
+
lines=25,
|
| 132 |
+
max_lines=50,
|
| 133 |
+
elem_classes=["qa-output"],
|
| 134 |
+
show_copy_button=True
|
| 135 |
+
)
|
| 136 |
+
|
| 137 |
+
# Example topics for quick testing
|
| 138 |
+
gr.Examples(
|
| 139 |
+
examples=[
|
| 140 |
+
["Artificial Intelligence", "Medium"],
|
| 141 |
+
["Photosynthesis", "Easy"],
|
| 142 |
+
["Quantum Physics", "Hard"],
|
| 143 |
+
["Renaissance Art", "Medium"],
|
| 144 |
+
["Cryptocurrency", "Medium"]
|
| 145 |
+
],
|
| 146 |
+
inputs=[topic_input, difficulty_dropdown]
|
| 147 |
+
)
|
| 148 |
+
|
| 149 |
+
# Event handlers
|
| 150 |
+
generate_btn.click(
|
| 151 |
+
fn=generate_qa_pairs,
|
| 152 |
+
inputs=[topic_input, difficulty_dropdown],
|
| 153 |
+
outputs=qa_output
|
| 154 |
+
)
|
| 155 |
+
|
| 156 |
+
# Allow Enter key to trigger generation
|
| 157 |
+
topic_input.submit(
|
| 158 |
+
fn=generate_qa_pairs,
|
| 159 |
+
inputs=[topic_input, difficulty_dropdown],
|
| 160 |
+
outputs=qa_output
|
| 161 |
+
)
|
| 162 |
+
|
| 163 |
+
return interface
|
| 164 |
+
|
| 165 |
+
demo = gr.Interface(fn=create_interface, inputs="text", outputs="text")
|
| 166 |
demo.launch()
|