Spaces:
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Create app.py
#1
by
isana25
- opened
app.py
ADDED
@@ -0,0 +1,555 @@
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1 |
+
import os
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2 |
+
import gradio as gr
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3 |
+
import requests
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4 |
+
from groq import Groq
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5 |
+
import json
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6 |
+
from typing import Dict, List, Tuple, Optional
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7 |
+
from datetime import datetime
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8 |
+
import re
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9 |
+
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10 |
+
# Get API keys from Hugging Face secrets (environment variables)
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11 |
+
GROQ_API_KEY = os.getenv('GROQ_API_KEY')
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12 |
+
BLACKBOX_API_KEY = os.getenv('BLACKBOX_API_KEY')
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13 |
+
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14 |
+
# Initialize Groq client
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15 |
+
client = Groq(api_key=GROQ_API_KEY) if GROQ_API_KEY else None
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16 |
+
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17 |
+
# BLACKBOX API configuration
|
18 |
+
BLACKBOX_API_URL = "https://api.blackbox.ai/v1/chat/completions"
|
19 |
+
|
20 |
+
def comprehensive_code_review(code: str) -> Dict[str, str]:
|
21 |
+
"""
|
22 |
+
Perform comprehensive automated code review using Groq + Llama
|
23 |
+
"""
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24 |
+
if not client:
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25 |
+
return {
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26 |
+
"groq_review": "Error: Groq API key not configured. Please set GROQ_API_KEY in environment variables.",
|
27 |
+
"timestamp": datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
|
28 |
+
"model": "error"
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29 |
+
}
|
30 |
+
|
31 |
+
try:
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32 |
+
# Enhanced prompt for comprehensive code review
|
33 |
+
review_prompt = f"""
|
34 |
+
Perform a comprehensive automated code review for the following code:
|
35 |
+
|
36 |
+
```
|
37 |
+
{code}
|
38 |
+
```
|
39 |
+
|
40 |
+
Provide detailed analysis in the following categories:
|
41 |
+
|
42 |
+
1. **CODE QUALITY ASSESSMENT**
|
43 |
+
- Overall code quality score (1-10)
|
44 |
+
- Readability and maintainability
|
45 |
+
- Code structure and organization
|
46 |
+
|
47 |
+
2. **STYLE & BEST PRACTICES**
|
48 |
+
- Coding style compliance
|
49 |
+
- Naming conventions
|
50 |
+
- Best practices adherence
|
51 |
+
- Documentation quality
|
52 |
+
|
53 |
+
3. **BUG DETECTION**
|
54 |
+
- Syntax errors
|
55 |
+
- Logic errors
|
56 |
+
- Potential runtime issues
|
57 |
+
- Edge case handling
|
58 |
+
|
59 |
+
4. **SECURITY ANALYSIS**
|
60 |
+
- Security vulnerabilities
|
61 |
+
- Input validation issues
|
62 |
+
- Authentication/authorization concerns
|
63 |
+
- Data exposure risks
|
64 |
+
|
65 |
+
5. **PERFORMANCE OPTIMIZATION**
|
66 |
+
- Performance bottlenecks
|
67 |
+
- Memory usage optimization
|
68 |
+
- Algorithm efficiency
|
69 |
+
- Database query optimization (if applicable)
|
70 |
+
|
71 |
+
6. **IMPROVEMENT SUGGESTIONS**
|
72 |
+
- Specific code improvements
|
73 |
+
- Refactoring recommendations
|
74 |
+
- Alternative implementations
|
75 |
+
- Testing suggestions
|
76 |
+
|
77 |
+
7. **REVIEW COMMENTS**
|
78 |
+
- Line-by-line review comments
|
79 |
+
- Priority levels (Critical, High, Medium, Low)
|
80 |
+
- Actionable recommendations
|
81 |
+
|
82 |
+
Format your response with clear headings and provide specific examples where possible.
|
83 |
+
"""
|
84 |
+
|
85 |
+
chat_completion = client.chat.completions.create(
|
86 |
+
messages=[
|
87 |
+
{
|
88 |
+
"role": "system",
|
89 |
+
"content": "You are a senior software engineer and code review expert. Provide detailed, constructive, and actionable code review feedback."
|
90 |
+
},
|
91 |
+
{
|
92 |
+
"role": "user",
|
93 |
+
"content": review_prompt
|
94 |
+
}
|
95 |
+
],
|
96 |
+
model="llama3-8b-8192",
|
97 |
+
temperature=0.1,
|
98 |
+
max_tokens=2000,
|
99 |
+
top_p=1,
|
100 |
+
stream=False,
|
101 |
+
)
|
102 |
+
|
103 |
+
return {
|
104 |
+
"groq_review": chat_completion.choices[0].message.content,
|
105 |
+
"timestamp": datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
|
106 |
+
"model": "llama3-8b-8192"
|
107 |
+
}
|
108 |
+
|
109 |
+
except Exception as e:
|
110 |
+
return {
|
111 |
+
"groq_review": f"Error performing code review: {str(e)}",
|
112 |
+
"timestamp": datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
|
113 |
+
"model": "error"
|
114 |
+
}
|
115 |
+
|
116 |
+
def enhanced_blackbox_review(code: str, groq_review: str) -> str:
|
117 |
+
"""
|
118 |
+
Enhanced BLACKBOX.AI review with focus on automated review features
|
119 |
+
"""
|
120 |
+
if not BLACKBOX_API_KEY:
|
121 |
+
return "Error: BLACKBOX API key not configured. Please set BLACKBOX_API_KEY in environment variables."
|
122 |
+
|
123 |
+
try:
|
124 |
+
headers = {
|
125 |
+
"Authorization": f"Bearer {BLACKBOX_API_KEY}",
|
126 |
+
"Content-Type": "application/json"
|
127 |
+
}
|
128 |
+
|
129 |
+
payload = {
|
130 |
+
"model": "blackbox",
|
131 |
+
"messages": [
|
132 |
+
{
|
133 |
+
"role": "system",
|
134 |
+
"content": "You are BLACKBOX.AI, an expert automated code review assistant. Focus on providing additional insights, alternative solutions, and integration recommendations."
|
135 |
+
},
|
136 |
+
{
|
137 |
+
"role": "user",
|
138 |
+
"content": f"""
|
139 |
+
Original Code:
|
140 |
+
```
|
141 |
+
{code}
|
142 |
+
```
|
143 |
+
|
144 |
+
Previous Review Analysis:
|
145 |
+
{groq_review}
|
146 |
+
|
147 |
+
Please provide additional automated code review insights:
|
148 |
+
|
149 |
+
1. **ADVANCED PATTERNS & ARCHITECTURE**
|
150 |
+
- Design pattern suggestions
|
151 |
+
- Architecture improvements
|
152 |
+
- SOLID principles compliance
|
153 |
+
|
154 |
+
2. **FRAMEWORK-SPECIFIC RECOMMENDATIONS**
|
155 |
+
- Framework best practices
|
156 |
+
- Library usage optimization
|
157 |
+
- Integration patterns
|
158 |
+
|
159 |
+
3. **SCALABILITY & MAINTAINABILITY**
|
160 |
+
- Long-term maintainability
|
161 |
+
- Scalability considerations
|
162 |
+
- Technical debt assessment
|
163 |
+
|
164 |
+
4. **AUTOMATED TESTING SUGGESTIONS**
|
165 |
+
- Unit test recommendations
|
166 |
+
- Integration test strategies
|
167 |
+
- Mock and stub suggestions
|
168 |
+
|
169 |
+
5. **DEPLOYMENT & DEVOPS CONSIDERATIONS**
|
170 |
+
- CI/CD pipeline compatibility
|
171 |
+
- Containerization readiness
|
172 |
+
- Configuration management
|
173 |
+
|
174 |
+
Provide concrete, actionable recommendations with code examples where appropriate.
|
175 |
+
"""
|
176 |
+
}
|
177 |
+
],
|
178 |
+
"temperature": 0.2,
|
179 |
+
"max_tokens": 1500
|
180 |
+
}
|
181 |
+
|
182 |
+
response = requests.post(BLACKBOX_API_URL, headers=headers, json=payload)
|
183 |
+
|
184 |
+
if response.status_code == 200:
|
185 |
+
return response.json()["choices"][0]["message"]["content"]
|
186 |
+
else:
|
187 |
+
return f"BLACKBOX.AI enhancement unavailable (Status: {response.status_code})"
|
188 |
+
|
189 |
+
except Exception as e:
|
190 |
+
return f"Error enhancing review with BLACKBOX.AI: {str(e)}"
|
191 |
+
|
192 |
+
def generate_review_summary(groq_review: str, blackbox_review: str) -> Dict[str, any]:
|
193 |
+
"""
|
194 |
+
Generate a comprehensive review summary with metrics
|
195 |
+
"""
|
196 |
+
# Extract key metrics (simplified implementation)
|
197 |
+
issues_found = groq_review.count("issue") + groq_review.count("error") + groq_review.count("problem")
|
198 |
+
suggestions_made = groq_review.count("suggest") + groq_review.count("recommend") + groq_review.count("improve")
|
199 |
+
|
200 |
+
# Determine overall rating based on content analysis
|
201 |
+
critical_keywords = ["critical", "security", "vulnerability", "bug", "error"]
|
202 |
+
critical_issues = sum(1 for keyword in critical_keywords if keyword in groq_review.lower())
|
203 |
+
|
204 |
+
if critical_issues > 3:
|
205 |
+
overall_rating = "Needs Significant Improvement"
|
206 |
+
elif critical_issues > 1:
|
207 |
+
overall_rating = "Needs Improvement"
|
208 |
+
elif issues_found > 5:
|
209 |
+
overall_rating = "Good with Minor Issues"
|
210 |
+
else:
|
211 |
+
overall_rating = "Excellent"
|
212 |
+
|
213 |
+
return {
|
214 |
+
"overall_rating": overall_rating,
|
215 |
+
"issues_found": issues_found,
|
216 |
+
"suggestions_made": suggestions_made,
|
217 |
+
"critical_issues": critical_issues,
|
218 |
+
"review_date": datetime.now().strftime("%Y-%m-%d %H:%M:%S")
|
219 |
+
}
|
220 |
+
|
221 |
+
def unified_code_analysis(code: str, analysis_type: str) -> Tuple[str, str, str, str, Dict]:
|
222 |
+
"""
|
223 |
+
Unified analysis combining original functionality with automated code review
|
224 |
+
"""
|
225 |
+
if analysis_type.lower() == "automated_review":
|
226 |
+
# Perform comprehensive automated code review
|
227 |
+
review_result = comprehensive_code_review(code)
|
228 |
+
groq_analysis = review_result["groq_review"]
|
229 |
+
|
230 |
+
# Enhance with BLACKBOX.AI
|
231 |
+
blackbox_enhancement = enhanced_blackbox_review(code, groq_analysis)
|
232 |
+
|
233 |
+
# Generate summary metrics
|
234 |
+
summary_metrics = generate_review_summary(groq_analysis, blackbox_enhancement)
|
235 |
+
|
236 |
+
# Create combined report
|
237 |
+
combined_analysis = f"""
|
238 |
+
# π Automated Code Review Report
|
239 |
+
|
240 |
+
**Review Date:** {summary_metrics['review_date']}
|
241 |
+
**Overall Rating:** {summary_metrics['overall_rating']}
|
242 |
+
**Issues Found:** {summary_metrics['issues_found']}
|
243 |
+
**Suggestions Made:** {summary_metrics['suggestions_made']}
|
244 |
+
**Critical Issues:** {summary_metrics['critical_issues']}
|
245 |
+
|
246 |
+
---
|
247 |
+
|
248 |
+
## π€ Primary AI Review (Groq + Llama)
|
249 |
+
{groq_analysis}
|
250 |
+
|
251 |
+
---
|
252 |
+
|
253 |
+
## π Enhanced Review (BLACKBOX.AI)
|
254 |
+
{blackbox_enhancement}
|
255 |
+
|
256 |
+
---
|
257 |
+
|
258 |
+
## π Review Summary
|
259 |
+
This automated code review has identified **{summary_metrics['issues_found']} potential issues** and provided **{summary_metrics['suggestions_made']} improvement suggestions**. The code has been rated as **{summary_metrics['overall_rating']}**.
|
260 |
+
"""
|
261 |
+
|
262 |
+
return groq_analysis, blackbox_enhancement, combined_analysis, f"**Review Rating:** {summary_metrics['overall_rating']}", summary_metrics
|
263 |
+
|
264 |
+
else:
|
265 |
+
return "Invalid analysis type", "", "", "Error", {}
|
266 |
+
|
267 |
+
def create_gradio_interface():
|
268 |
+
"""
|
269 |
+
Create Gradio interface with proper markdown rendering
|
270 |
+
"""
|
271 |
+
|
272 |
+
def analyze_code_interface(code_input: str, analysis_type: str) -> Tuple[str, str, str]:
|
273 |
+
"""
|
274 |
+
Interface function for Gradio - Updated for 3 outputs only
|
275 |
+
"""
|
276 |
+
if not code_input.strip():
|
277 |
+
return "Please enter code to analyze.", "", ""
|
278 |
+
|
279 |
+
# Check API configuration
|
280 |
+
if not GROQ_API_KEY:
|
281 |
+
error_msg = "β οΈ GROQ API key not configured. Please set GROQ_API_KEY in environment variables."
|
282 |
+
return error_msg, error_msg, error_msg
|
283 |
+
|
284 |
+
if not BLACKBOX_API_KEY:
|
285 |
+
error_msg = "β οΈ BLACKBOX API key not configured. Please set BLACKBOX_API_KEY in environment variables."
|
286 |
+
return error_msg, error_msg, error_msg
|
287 |
+
|
288 |
+
try:
|
289 |
+
groq_result, blackbox_result, combined_result, summary, metrics = unified_code_analysis(
|
290 |
+
code_input, analysis_type.lower().replace(" ", "_")
|
291 |
+
)
|
292 |
+
return groq_result, combined_result, summary
|
293 |
+
except Exception as e:
|
294 |
+
error_msg = f"Analysis failed: {str(e)}"
|
295 |
+
return error_msg, error_msg, error_msg
|
296 |
+
|
297 |
+
# Create Gradio interface
|
298 |
+
with gr.Blocks(
|
299 |
+
title="π§ AI Code Assistant - Automated Review",
|
300 |
+
theme=gr.themes.Soft(),
|
301 |
+
css="""
|
302 |
+
.gradio-container {
|
303 |
+
max-width: 1400px !important;
|
304 |
+
}
|
305 |
+
.code-input {
|
306 |
+
font-family: 'Courier New', monospace;
|
307 |
+
font-size: 14px;
|
308 |
+
}
|
309 |
+
.review-summary {
|
310 |
+
background-color: #f0f8ff;
|
311 |
+
padding: 10px;
|
312 |
+
border-radius: 5px;
|
313 |
+
border-left: 4px solid #4CAF50;
|
314 |
+
}
|
315 |
+
.markdown-output {
|
316 |
+
max-height: 600px;
|
317 |
+
overflow-y: auto;
|
318 |
+
padding: 15px;
|
319 |
+
background-color: #2d2d2d;
|
320 |
+
border-radius: 8px;
|
321 |
+
border: 1px solid #404040;
|
322 |
+
}
|
323 |
+
.markdown-output h1, .markdown-output h2, .markdown-output h3, .markdown-output h4, .markdown-output h5, .markdown-output h6 {
|
324 |
+
color: #ffffff !important;
|
325 |
+
font-weight: bold !important;
|
326 |
+
}
|
327 |
+
.markdown-output p, .markdown-output li {
|
328 |
+
color: #e0e0e0 !important;
|
329 |
+
line-height: 1.6 !important;
|
330 |
+
}
|
331 |
+
.markdown-output strong {
|
332 |
+
color: #ffeb3b !important;
|
333 |
+
font-weight: bold !important;
|
334 |
+
}
|
335 |
+
.markdown-output code {
|
336 |
+
background-color: #1e1e1e !important;
|
337 |
+
color: #4fc3f7 !important;
|
338 |
+
padding: 2px 6px !important;
|
339 |
+
border-radius: 4px !important;
|
340 |
+
}
|
341 |
+
.markdown-output pre {
|
342 |
+
background-color: #1e1e1e !important;
|
343 |
+
color: #4fc3f7 !important;
|
344 |
+
padding: 10px !important;
|
345 |
+
border-radius: 6px !important;
|
346 |
+
overflow-x: auto !important;
|
347 |
+
}
|
348 |
+
"""
|
349 |
+
) as demo:
|
350 |
+
|
351 |
+
gr.Markdown("""
|
352 |
+
# π§ AI Code Assistant
|
353 |
+
### Powered by BLACKBOX.AI, Groq API, and Llama Models
|
354 |
+
|
355 |
+
**Features:**
|
356 |
+
- π€ **Automated Code Review**: Comprehensive quality assessment and review comments
|
357 |
+
- π‘οΈ **Security Analysis**: Vulnerability detection and security recommendations
|
358 |
+
- π **Performance Optimization**: Intelligent suggestions for better performance
|
359 |
+
- π **Review Comments**: Generate detailed review comments for team collaboration
|
360 |
+
""")
|
361 |
+
|
362 |
+
with gr.Row():
|
363 |
+
with gr.Column(scale=1):
|
364 |
+
code_input = gr.Textbox(
|
365 |
+
label="π Enter Your Code",
|
366 |
+
placeholder="Paste your code here for automated review...",
|
367 |
+
lines=18,
|
368 |
+
elem_classes=["code-input"]
|
369 |
+
)
|
370 |
+
|
371 |
+
analysis_type = gr.Radio(
|
372 |
+
label="π Analysis Type",
|
373 |
+
choices=["Automated Review"],
|
374 |
+
value="Automated Review",
|
375 |
+
info="Automated code review with comprehensive analysis"
|
376 |
+
)
|
377 |
+
|
378 |
+
analyze_btn = gr.Button("π Analyze Code", variant="primary", size="lg")
|
379 |
+
|
380 |
+
# Review summary box
|
381 |
+
summary_box = gr.Textbox(
|
382 |
+
label="π Quick Summary",
|
383 |
+
lines=2,
|
384 |
+
interactive=False,
|
385 |
+
elem_classes=["review-summary"]
|
386 |
+
)
|
387 |
+
|
388 |
+
with gr.Column(scale=2):
|
389 |
+
gr.Markdown("## π Analysis Results")
|
390 |
+
|
391 |
+
with gr.Tabs():
|
392 |
+
with gr.TabItem("π€ Groq + Llama Analysis"):
|
393 |
+
groq_output = gr.Markdown(
|
394 |
+
value="Analysis results will appear here...",
|
395 |
+
elem_classes=["markdown-output"]
|
396 |
+
)
|
397 |
+
|
398 |
+
with gr.TabItem("π Comprehensive Report"):
|
399 |
+
combined_output = gr.Markdown(
|
400 |
+
value="Comprehensive report will appear here...",
|
401 |
+
elem_classes=["markdown-output"]
|
402 |
+
)
|
403 |
+
|
404 |
+
# Event handlers
|
405 |
+
analyze_btn.click(
|
406 |
+
fn=analyze_code_interface,
|
407 |
+
inputs=[code_input, analysis_type],
|
408 |
+
outputs=[groq_output, combined_output, summary_box]
|
409 |
+
)
|
410 |
+
|
411 |
+
# Example codes section
|
412 |
+
gr.Markdown("## π Example Codes for Testing")
|
413 |
+
|
414 |
+
enhanced_examples = [
|
415 |
+
["Python - Security Vulnerability", """
|
416 |
+
import sqlite3
|
417 |
+
import os
|
418 |
+
|
419 |
+
def get_user_data(user_id):
|
420 |
+
conn = sqlite3.connect('users.db')
|
421 |
+
cursor = conn.cursor()
|
422 |
+
|
423 |
+
# SQL Injection vulnerability
|
424 |
+
query = f"SELECT * FROM users WHERE id = {user_id}"
|
425 |
+
cursor.execute(query)
|
426 |
+
|
427 |
+
result = cursor.fetchone()
|
428 |
+
conn.close()
|
429 |
+
return result
|
430 |
+
|
431 |
+
def authenticate_user(username, password):
|
432 |
+
# Hardcoded credentials - security issue
|
433 |
+
if username == "admin" and password == "password123":
|
434 |
+
return True
|
435 |
+
return False
|
436 |
+
|
437 |
+
# No input validation
|
438 |
+
user_data = get_user_data(input("Enter user ID: "))
|
439 |
+
print(user_data)
|
440 |
+
"""],
|
441 |
+
|
442 |
+
["JavaScript - Performance Issues", """
|
443 |
+
// Inefficient DOM manipulation
|
444 |
+
function updateUserList(users) {
|
445 |
+
const container = document.getElementById('user-list');
|
446 |
+
container.innerHTML = ''; // Clearing DOM
|
447 |
+
|
448 |
+
for (let i = 0; i < users.length; i++) {
|
449 |
+
const div = document.createElement('div');
|
450 |
+
div.innerHTML = `
|
451 |
+
<h3>${users[i].name}</h3>
|
452 |
+
<p>${users[i].email}</p>
|
453 |
+
<button onclick="deleteUser(${users[i].id})">Delete</button>
|
454 |
+
`;
|
455 |
+
container.appendChild(div); // Multiple DOM operations
|
456 |
+
}
|
457 |
+
}
|
458 |
+
|
459 |
+
// Memory leak potential
|
460 |
+
let globalCache = {};
|
461 |
+
function cacheUserData(userId, data) {
|
462 |
+
globalCache[userId] = data; // Never cleaned up
|
463 |
+
}
|
464 |
+
|
465 |
+
// No error handling
|
466 |
+
async function fetchUserData(userId) {
|
467 |
+
const response = await fetch(`/api/users/${userId}`);
|
468 |
+
const data = response.json(); // Missing await
|
469 |
+
return data;
|
470 |
+
}
|
471 |
+
"""],
|
472 |
+
|
473 |
+
["Python - Code Quality Issues", """
|
474 |
+
# Poor naming conventions and structure
|
475 |
+
def func1(x, y, z):
|
476 |
+
# No docstring
|
477 |
+
a = x + y
|
478 |
+
b = a * z
|
479 |
+
if b > 100:
|
480 |
+
c = b / 2
|
481 |
+
else:
|
482 |
+
c = b * 2
|
483 |
+
|
484 |
+
# Magic numbers
|
485 |
+
d = c + 42
|
486 |
+
e = d - 17
|
487 |
+
|
488 |
+
# Nested conditions
|
489 |
+
if e > 50:
|
490 |
+
if e < 200:
|
491 |
+
if e % 2 == 0:
|
492 |
+
return e
|
493 |
+
else:
|
494 |
+
return e + 1
|
495 |
+
else:
|
496 |
+
return 200
|
497 |
+
else:
|
498 |
+
return 50
|
499 |
+
|
500 |
+
# Global variables
|
501 |
+
counter = 0
|
502 |
+
data_list = []
|
503 |
+
|
504 |
+
def process_data():
|
505 |
+
global counter, data_list
|
506 |
+
counter += 1
|
507 |
+
data_list.append(counter)
|
508 |
+
|
509 |
+
# Long function with multiple responsibilities
|
510 |
+
for item in data_list:
|
511 |
+
if item % 2 == 0:
|
512 |
+
print(f"Even: {item}")
|
513 |
+
else:
|
514 |
+
print(f"Odd: {item}")
|
515 |
+
|
516 |
+
# No error handling
|
517 |
+
result = 10 / (counter - 10) # Potential division by zero
|
518 |
+
return result
|
519 |
+
"""]
|
520 |
+
]
|
521 |
+
|
522 |
+
with gr.Row():
|
523 |
+
for title, code in enhanced_examples:
|
524 |
+
gr.Button(title, size="sm").click(
|
525 |
+
lambda c=code: c,
|
526 |
+
outputs=code_input
|
527 |
+
)
|
528 |
+
|
529 |
+
# Usage instructions
|
530 |
+
gr.Markdown("""
|
531 |
+
## π― How to Use the Automated Code Review
|
532 |
+
|
533 |
+
### π€ Automated Code Review
|
534 |
+
- **Purpose**: Comprehensive code quality assessment and review comments
|
535 |
+
- **Features**: Security analysis, performance optimization, style checking, bug detection
|
536 |
+
- **Output**: Detailed review report with proper formatting and actionable suggestions
|
537 |
+
|
538 |
+
### π‘ Pro Tips
|
539 |
+
- Use this tool for comprehensive code assessment before team reviews
|
540 |
+
- Try the example codes to see different types of analysis
|
541 |
+
- Results are properly formatted with bold headings and clear structure
|
542 |
+
- Focus on **Critical** and **High** priority issues first
|
543 |
+
|
544 |
+
### π What You'll Get
|
545 |
+
- **Primary AI Analysis**: Detailed code review from Groq + Llama with proper formatting
|
546 |
+
- **Comprehensive Report**: Combined analysis with actionable insights
|
547 |
+
- **Quick Summary**: Overview of issues found and overall code rating
|
548 |
+
""")
|
549 |
+
|
550 |
+
return demo
|
551 |
+
|
552 |
+
# Launch the application
|
553 |
+
if __name__ == "__main__":
|
554 |
+
demo = create_gradio_interface()
|
555 |
+
demo.launch()
|