Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,91 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import gradio as gr
|
| 3 |
+
from huggingface_hub import InferenceClient
|
| 4 |
+
|
| 5 |
+
# Configuration
|
| 6 |
+
HF_TOKEN = os.getenv("HF_TOKEN") # Get Hugging Face token from Hugging Face Secrets
|
| 7 |
+
MODEL_NAME = "microsoft/Phi-3-mini-4k-instruct" # Default model (you can change this if needed)
|
| 8 |
+
|
| 9 |
+
def generate_response(prompt):
|
| 10 |
+
"""Generate response using Hugging Face Inference API"""
|
| 11 |
+
try:
|
| 12 |
+
# Initialize InferenceClient with Hugging Face token
|
| 13 |
+
client = InferenceClient(token=HF_TOKEN)
|
| 14 |
+
response = client.text_generation(
|
| 15 |
+
prompt=prompt,
|
| 16 |
+
temperature=0.7,
|
| 17 |
+
top_p=0.9,
|
| 18 |
+
max_new_tokens=800,
|
| 19 |
+
model=MODEL_NAME
|
| 20 |
+
)
|
| 21 |
+
return response
|
| 22 |
+
except Exception as e:
|
| 23 |
+
return f"Error generating response: {str(e)}"
|
| 24 |
+
|
| 25 |
+
def explain_code(code):
|
| 26 |
+
"""Generate explanation for provided code"""
|
| 27 |
+
if not code.strip():
|
| 28 |
+
return "Please enter some code to explain."
|
| 29 |
+
|
| 30 |
+
prompt = f"""<|system|>
|
| 31 |
+
You are an AI programming tutor. Explain this code in detail:
|
| 32 |
+
{code}
|
| 33 |
+
Provide a structured explanation covering:
|
| 34 |
+
1. Overall purpose and functionality
|
| 35 |
+
2. Key components and their roles
|
| 36 |
+
3. Flow of execution
|
| 37 |
+
4. Important patterns or techniques used
|
| 38 |
+
<|end|>
|
| 39 |
+
<|user|>
|
| 40 |
+
Please explain this code<|end|>
|
| 41 |
+
<|assistant|>"""
|
| 42 |
+
|
| 43 |
+
return generate_response(prompt)
|
| 44 |
+
|
| 45 |
+
def create_demo():
|
| 46 |
+
"""Create Gradio interface"""
|
| 47 |
+
with gr.Blocks(title="AI Programming Tutor", theme=gr.themes.Soft()) as demo:
|
| 48 |
+
gr.Markdown("""
|
| 49 |
+
# 🤖 AI Programming Tutor
|
| 50 |
+
Get detailed explanations for your code snippets.
|
| 51 |
+
""")
|
| 52 |
+
|
| 53 |
+
with gr.Row():
|
| 54 |
+
with gr.Column():
|
| 55 |
+
code_input = gr.Code(
|
| 56 |
+
label="Your Code",
|
| 57 |
+
value="# Enter your code here...", # Default value instead of placeholder
|
| 58 |
+
language="python",
|
| 59 |
+
lines=10,
|
| 60 |
+
interactive=True
|
| 61 |
+
)
|
| 62 |
+
with gr.Row():
|
| 63 |
+
submit_btn = gr.Button("Explain Code", variant="primary")
|
| 64 |
+
clear_btn = gr.Button("Clear")
|
| 65 |
+
|
| 66 |
+
with gr.Column():
|
| 67 |
+
explanation_output = gr.Textbox(
|
| 68 |
+
label="Code Explanation",
|
| 69 |
+
lines=15,
|
| 70 |
+
interactive=False
|
| 71 |
+
)
|
| 72 |
+
|
| 73 |
+
submit_btn.click(
|
| 74 |
+
fn=explain_code,
|
| 75 |
+
inputs=code_input,
|
| 76 |
+
outputs=explanation_output
|
| 77 |
+
)
|
| 78 |
+
|
| 79 |
+
clear_btn.click(
|
| 80 |
+
fn=lambda: ("# Enter your code here...", ""), # Reset to default value
|
| 81 |
+
inputs=None,
|
| 82 |
+
outputs=[code_input, explanation_output]
|
| 83 |
+
)
|
| 84 |
+
|
| 85 |
+
return demo
|
| 86 |
+
|
| 87 |
+
# Create and launch the interface
|
| 88 |
+
demo = create_demo()
|
| 89 |
+
|
| 90 |
+
if __name__ == "__main__":
|
| 91 |
+
demo.launch()
|