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Create app.py
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app.py
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| 1 |
+
import gradio as gr
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| 2 |
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import torch
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| 3 |
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from transformers import pipeline
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| 4 |
+
import re
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| 5 |
+
import time
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| 6 |
+
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| 7 |
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# Initialize the model pipeline
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| 8 |
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model_id = "openai/gpt-oss-120b"
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| 9 |
+
pipe = None
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| 10 |
+
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| 11 |
+
def initialize_model():
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| 12 |
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global pipe
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| 13 |
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try:
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| 14 |
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pipe = pipeline(
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| 15 |
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"text-generation",
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| 16 |
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model=model_id,
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| 17 |
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torch_dtype="auto",
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| 18 |
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device_map="auto",
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| 19 |
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)
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| 20 |
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return "β
Model loaded successfully!"
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| 21 |
+
except Exception as e:
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| 22 |
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return f"β Error loading model: {str(e)}"
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| 23 |
+
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| 24 |
+
def generate_code(prompt, task_type, language, max_tokens, temperature):
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| 25 |
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if pipe is None:
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| 26 |
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return "β Model not initialized. Please load the model first.", ""
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| 27 |
+
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| 28 |
+
try:
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| 29 |
+
# Customize prompt based on task type
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| 30 |
+
if task_type == "Generate Code":
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| 31 |
+
system_prompt = f"You are an expert {language} programmer. Generate clean, optimized, and well-commented code for the following request:"
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| 32 |
+
full_prompt = f"{system_prompt}\n\n{prompt}\n\nCode:"
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| 33 |
+
elif task_type == "Fix Bugs":
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| 34 |
+
system_prompt = f"You are an expert {language} debugger. Analyze the following code and fix all bugs, then provide the corrected version:"
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| 35 |
+
full_prompt = f"{system_prompt}\n\n{prompt}\n\nFixed Code:"
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| 36 |
+
elif task_type == "Optimize Code":
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| 37 |
+
system_prompt = f"You are an expert {language} optimizer. Analyze and optimize the following code for better performance and readability:"
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| 38 |
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full_prompt = f"{system_prompt}\n\n{prompt}\n\nOptimized Code:"
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| 39 |
+
else: # Explain Code
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| 40 |
+
system_prompt = f"You are an expert {language} teacher. Explain the following code step by step:"
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| 41 |
+
full_prompt = f"{system_prompt}\n\n{prompt}\n\nExplanation:"
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| 42 |
+
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| 43 |
+
messages = [
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| 44 |
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{"role": "user", "content": full_prompt},
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| 45 |
+
]
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| 46 |
+
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| 47 |
+
outputs = pipe(
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| 48 |
+
messages,
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| 49 |
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max_new_tokens=int(max_tokens),
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| 50 |
+
temperature=temperature,
|
| 51 |
+
do_sample=True,
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| 52 |
+
pad_token_id=pipe.tokenizer.eos_token_id
|
| 53 |
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)
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| 54 |
+
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| 55 |
+
generated_text = outputs[0]["generated_text"][-1]["content"] if isinstance(outputs[0]["generated_text"], list) else outputs[0]["generated_text"]
|
| 56 |
+
|
| 57 |
+
# Extract code if it's wrapped in code blocks
|
| 58 |
+
code_match = re.search(r'```(?:\w+\n)?(.*?)```', generated_text, re.DOTALL)
|
| 59 |
+
if code_match:
|
| 60 |
+
code_output = code_match.group(1).strip()
|
| 61 |
+
else:
|
| 62 |
+
code_output = generated_text.strip()
|
| 63 |
+
|
| 64 |
+
# Generate explanation based on the output
|
| 65 |
+
explanation = f"Task completed successfully! Generated {len(code_output)} characters of {language} code."
|
| 66 |
+
if task_type == "Fix Bugs":
|
| 67 |
+
explanation = "Bugs have been identified and fixed. Please review the corrected code."
|
| 68 |
+
elif task_type == "Optimize Code":
|
| 69 |
+
explanation = "Code has been optimized for better performance and readability."
|
| 70 |
+
elif task_type == "Explain Code":
|
| 71 |
+
explanation = "Code explanation provided below."
|
| 72 |
+
|
| 73 |
+
return code_output, explanation
|
| 74 |
+
|
| 75 |
+
except Exception as e:
|
| 76 |
+
return f"β Error generating code: {str(e)}", "Please try again with different parameters."
|
| 77 |
+
|
| 78 |
+
# Custom CSS for modern UI
|
| 79 |
+
css = """
|
| 80 |
+
.gradio-container {
|
| 81 |
+
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
|
| 82 |
+
}
|
| 83 |
+
|
| 84 |
+
.header {
|
| 85 |
+
text-align: center;
|
| 86 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 87 |
+
color: white;
|
| 88 |
+
padding: 2rem;
|
| 89 |
+
border-radius: 15px;
|
| 90 |
+
margin-bottom: 2rem;
|
| 91 |
+
box-shadow: 0 10px 30px rgba(0,0,0,0.2);
|
| 92 |
+
}
|
| 93 |
+
|
| 94 |
+
.header h1 {
|
| 95 |
+
font-size: 2.5rem;
|
| 96 |
+
font-weight: 700;
|
| 97 |
+
margin: 0;
|
| 98 |
+
text-shadow: 2px 2px 4px rgba(0,0,0,0.3);
|
| 99 |
+
}
|
| 100 |
+
|
| 101 |
+
.header p {
|
| 102 |
+
font-size: 1.2rem;
|
| 103 |
+
margin: 0.5rem 0 0 0;
|
| 104 |
+
opacity: 0.9;
|
| 105 |
+
}
|
| 106 |
+
|
| 107 |
+
.custom-button {
|
| 108 |
+
background: linear-gradient(135deg, #4facfe 0%, #00f2fe 100%);
|
| 109 |
+
border: none;
|
| 110 |
+
color: white;
|
| 111 |
+
font-weight: 600;
|
| 112 |
+
border-radius: 8px;
|
| 113 |
+
transition: all 0.3s ease;
|
| 114 |
+
}
|
| 115 |
+
|
| 116 |
+
.custom-button:hover {
|
| 117 |
+
transform: translateY(-2px);
|
| 118 |
+
box-shadow: 0 5px 15px rgba(79, 172, 254, 0.4);
|
| 119 |
+
}
|
| 120 |
+
|
| 121 |
+
.footer {
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| 122 |
+
text-align: center;
|
| 123 |
+
margin-top: 3rem;
|
| 124 |
+
padding: 2rem;
|
| 125 |
+
background: linear-gradient(135deg, #2d3436 0%, #636e72 100%);
|
| 126 |
+
color: white;
|
| 127 |
+
border-radius: 15px;
|
| 128 |
+
box-shadow: 0 5px 15px rgba(0,0,0,0.1);
|
| 129 |
+
}
|
| 130 |
+
|
| 131 |
+
.footer h3 {
|
| 132 |
+
margin: 0 0 1rem 0;
|
| 133 |
+
font-size: 1.3rem;
|
| 134 |
+
}
|
| 135 |
+
|
| 136 |
+
.footer a {
|
| 137 |
+
color: #74b9ff;
|
| 138 |
+
text-decoration: none;
|
| 139 |
+
margin: 0 1rem;
|
| 140 |
+
font-weight: 500;
|
| 141 |
+
transition: color 0.3s ease;
|
| 142 |
+
}
|
| 143 |
+
|
| 144 |
+
.footer a:hover {
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| 145 |
+
color: #0984e3;
|
| 146 |
+
}
|
| 147 |
+
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| 148 |
+
.status-box {
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| 149 |
+
padding: 1rem;
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| 150 |
+
border-radius: 8px;
|
| 151 |
+
margin: 1rem 0;
|
| 152 |
+
font-weight: 500;
|
| 153 |
+
}
|
| 154 |
+
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| 155 |
+
.code-output {
|
| 156 |
+
background: #1e1e1e;
|
| 157 |
+
border-radius: 8px;
|
| 158 |
+
border: 1px solid #333;
|
| 159 |
+
}
|
| 160 |
+
|
| 161 |
+
.explanation-output {
|
| 162 |
+
background: linear-gradient(135deg, #a8edea 0%, #fed6e3 100%);
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| 163 |
+
border-radius: 8px;
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| 164 |
+
padding: 1rem;
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| 165 |
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}
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| 166 |
+
"""
|
| 167 |
+
|
| 168 |
+
# Create the Gradio interface
|
| 169 |
+
with gr.Blocks(css=css, title="AI Code Generator & Bug Fixer", theme=gr.themes.Soft()) as demo:
|
| 170 |
+
|
| 171 |
+
# Header
|
| 172 |
+
gr.HTML("""
|
| 173 |
+
<div class="header">
|
| 174 |
+
<h1>π AI Code Generator & Bug Fixer</h1>
|
| 175 |
+
<p>Powered by Advanced AI β’ Generate, Fix, Optimize & Explain Code</p>
|
| 176 |
+
</div>
|
| 177 |
+
""")
|
| 178 |
+
|
| 179 |
+
# Model initialization section
|
| 180 |
+
with gr.Row():
|
| 181 |
+
with gr.Column(scale=3):
|
| 182 |
+
model_status = gr.Textbox(
|
| 183 |
+
label="π€ Model Status",
|
| 184 |
+
value="Click 'Initialize Model' to load the AI model",
|
| 185 |
+
interactive=False
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| 186 |
+
)
|
| 187 |
+
with gr.Column(scale=1):
|
| 188 |
+
init_btn = gr.Button(
|
| 189 |
+
"Initialize Model",
|
| 190 |
+
variant="primary",
|
| 191 |
+
elem_classes=["custom-button"]
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| 192 |
+
)
|
| 193 |
+
|
| 194 |
+
gr.Markdown("---")
|
| 195 |
+
|
| 196 |
+
# Main interface
|
| 197 |
+
with gr.Row():
|
| 198 |
+
with gr.Column(scale=1):
|
| 199 |
+
gr.Markdown("### βοΈ Configuration")
|
| 200 |
+
|
| 201 |
+
task_type = gr.Dropdown(
|
| 202 |
+
choices=["Generate Code", "Fix Bugs", "Optimize Code", "Explain Code"],
|
| 203 |
+
value="Generate Code",
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| 204 |
+
label="π― Task Type"
|
| 205 |
+
)
|
| 206 |
+
|
| 207 |
+
language = gr.Dropdown(
|
| 208 |
+
choices=["Python", "JavaScript", "Java", "C++", "C#", "Go", "Rust", "TypeScript", "PHP", "Ruby"],
|
| 209 |
+
value="Python",
|
| 210 |
+
label="π» Programming Language"
|
| 211 |
+
)
|
| 212 |
+
|
| 213 |
+
max_tokens = gr.Slider(
|
| 214 |
+
minimum=50,
|
| 215 |
+
maximum=1000,
|
| 216 |
+
value=256,
|
| 217 |
+
step=50,
|
| 218 |
+
label="π Max Tokens"
|
| 219 |
+
)
|
| 220 |
+
|
| 221 |
+
temperature = gr.Slider(
|
| 222 |
+
minimum=0.1,
|
| 223 |
+
maximum=1.0,
|
| 224 |
+
value=0.7,
|
| 225 |
+
step=0.1,
|
| 226 |
+
label="π‘οΈ Temperature (Creativity)"
|
| 227 |
+
)
|
| 228 |
+
|
| 229 |
+
generate_btn = gr.Button(
|
| 230 |
+
"π Generate/Fix Code",
|
| 231 |
+
variant="primary",
|
| 232 |
+
size="lg",
|
| 233 |
+
elem_classes=["custom-button"]
|
| 234 |
+
)
|
| 235 |
+
|
| 236 |
+
with gr.Column(scale=2):
|
| 237 |
+
gr.Markdown("### π Input")
|
| 238 |
+
|
| 239 |
+
prompt = gr.Textbox(
|
| 240 |
+
label="Your Code Request or Buggy Code",
|
| 241 |
+
placeholder="Example: Create a function to sort a list of dictionaries by a specific key...",
|
| 242 |
+
lines=8
|
| 243 |
+
)
|
| 244 |
+
|
| 245 |
+
gr.Markdown("### π‘ Examples")
|
| 246 |
+
examples = gr.Examples(
|
| 247 |
+
examples=[
|
| 248 |
+
["Generate Code", "Python", "Create a REST API with FastAPI for user management with CRUD operations"],
|
| 249 |
+
["Fix Bugs", "JavaScript", "function calculateSum(arr) {\n let sum = 0;\n for (let i = 0; i <= arr.length; i++) {\n sum += arr[i];\n }\n return sum;\n}"],
|
| 250 |
+
["Optimize Code", "Python", "def fibonacci(n):\n if n <= 1:\n return n\n return fibonacci(n-1) + fibonacci(n-2)"],
|
| 251 |
+
["Explain Code", "Python", "class decorator(func):\n def wrapper(*args, **kwargs):\n print('Before')\n result = func(*args, **kwargs)\n print('After')\n return result\n return wrapper"]
|
| 252 |
+
],
|
| 253 |
+
inputs=[task_type, language, prompt]
|
| 254 |
+
)
|
| 255 |
+
|
| 256 |
+
gr.Markdown("---")
|
| 257 |
+
|
| 258 |
+
# Output section
|
| 259 |
+
with gr.Row():
|
| 260 |
+
with gr.Column():
|
| 261 |
+
gr.Markdown("### π€ Generated Code")
|
| 262 |
+
code_output = gr.Code(
|
| 263 |
+
label="Result",
|
| 264 |
+
language="python",
|
| 265 |
+
elem_classes=["code-output"]
|
| 266 |
+
)
|
| 267 |
+
|
| 268 |
+
gr.Markdown("### π¬ AI Explanation")
|
| 269 |
+
explanation_output = gr.Textbox(
|
| 270 |
+
label="Analysis & Explanation",
|
| 271 |
+
lines=3,
|
| 272 |
+
elem_classes=["explanation-output"]
|
| 273 |
+
)
|
| 274 |
+
|
| 275 |
+
# Footer
|
| 276 |
+
gr.HTML("""
|
| 277 |
+
<div class="footer">
|
| 278 |
+
<h3>π οΈ Built by Hariom Kumar Pandit</h3>
|
| 279 |
+
<p>
|
| 280 |
+
<a href="https://github.com/hari7261" target="_blank">π GitHub: hari7261</a>
|
| 281 |
+
<a href="https://huggingface.co/hari7261" target="_blank">π€ HuggingFace: hari7261</a>
|
| 282 |
+
</p>
|
| 283 |
+
<p style="margin-top: 1rem; font-size: 0.9rem; opacity: 0.8;">
|
| 284 |
+
Empowering developers with AI-assisted coding β’ Made with β€οΈ
|
| 285 |
+
</p>
|
| 286 |
+
</div>
|
| 287 |
+
""")
|
| 288 |
+
|
| 289 |
+
# Event handlers
|
| 290 |
+
init_btn.click(
|
| 291 |
+
fn=initialize_model,
|
| 292 |
+
outputs=model_status
|
| 293 |
+
)
|
| 294 |
+
|
| 295 |
+
generate_btn.click(
|
| 296 |
+
fn=generate_code,
|
| 297 |
+
inputs=[prompt, task_type, language, max_tokens, temperature],
|
| 298 |
+
outputs=[code_output, explanation_output]
|
| 299 |
+
)
|
| 300 |
+
|
| 301 |
+
# Update code language based on selection
|
| 302 |
+
def update_code_language(lang):
|
| 303 |
+
return gr.Code(language=lang.lower())
|
| 304 |
+
|
| 305 |
+
language.change(
|
| 306 |
+
fn=update_code_language,
|
| 307 |
+
inputs=language,
|
| 308 |
+
outputs=code_output
|
| 309 |
+
)
|
| 310 |
+
|
| 311 |
+
# Launch the app
|
| 312 |
+
if __name__ == "__main__":
|
| 313 |
+
demo.launch(
|
| 314 |
+
server_name="0.0.0.0",
|
| 315 |
+
server_port=7860,
|
| 316 |
+
share=True,
|
| 317 |
+
debug=True
|
| 318 |
+
)
|