Create TROUBLESHOOTING.md
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TROUBLESHOOTING.md
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1 |
+
# π§ AI Dataset Studio - Complete Troubleshooting Guide
|
2 |
+
|
3 |
+
## π¨ **Immediate Fix for Current Error**
|
4 |
+
|
5 |
+
### **Error: "DatasetStudio is not defined"**
|
6 |
+
```
|
7 |
+
NameError: name 'DatasetStudio' is not defined
|
8 |
+
```
|
9 |
+
|
10 |
+
β
**SOLUTION:** Replace your current `app.py` with the **complete fixed version** I provided above.
|
11 |
+
|
12 |
+
**Quick Fix Steps:**
|
13 |
+
1. **Replace app.py** - Use the complete version from the artifacts above
|
14 |
+
2. **Add missing files** - Download all the files I've provided
|
15 |
+
3. **Restart your Space** - The error will be resolved
|
16 |
+
|
17 |
+
---
|
18 |
+
|
19 |
+
## π **Files You Need (Complete Checklist)**
|
20 |
+
|
21 |
+
| File | Status | Purpose |
|
22 |
+
|------|--------|---------|
|
23 |
+
| β
`app.py` | **Replace yours** | Main application (complete version) |
|
24 |
+
| β `app_minimal.py` | **Missing** | Fallback version (basic deps only) |
|
25 |
+
| β
`requirements.txt` | **Have it** | Dependencies |
|
26 |
+
| β
`README.md` | **Have it** | Documentation |
|
27 |
+
| β
`config.py` | **Have it** | Configuration |
|
28 |
+
| β `utils.py` | **Incomplete** | Utility functions |
|
29 |
+
| β `startup.py` | **Missing** | Smart launcher |
|
30 |
+
| β `TROUBLESHOOTING.md` | **Missing** | This guide |
|
31 |
+
|
32 |
+
---
|
33 |
+
|
34 |
+
## π **Quick Deployment Options**
|
35 |
+
|
36 |
+
### **Option 1: Immediate Fix (Recommended)**
|
37 |
+
```bash
|
38 |
+
# Use the complete app.py I provided above
|
39 |
+
# This fixes the DatasetStudio error immediately
|
40 |
+
```
|
41 |
+
|
42 |
+
### **Option 2: Minimal Version (Guaranteed to Work)**
|
43 |
+
```bash
|
44 |
+
# Use app_minimal.py as your main app.py
|
45 |
+
# This version works with basic dependencies only
|
46 |
+
```
|
47 |
+
|
48 |
+
### **Option 3: Smart Startup (Auto-Detect)**
|
49 |
+
```bash
|
50 |
+
# Use startup.py as your main app.py
|
51 |
+
# Automatically chooses the best version to run
|
52 |
+
```
|
53 |
+
|
54 |
+
---
|
55 |
+
|
56 |
+
## π **Common Issues & Solutions**
|
57 |
+
|
58 |
+
### **Issue 1: Missing Dependencies**
|
59 |
+
```
|
60 |
+
ModuleNotFoundError: No module named 'transformers'
|
61 |
+
ModuleNotFoundError: No module named 'bs4'
|
62 |
+
```
|
63 |
+
|
64 |
+
β
**SOLUTIONS:**
|
65 |
+
|
66 |
+
#### **A. Minimal Installation (Fastest)**
|
67 |
+
```bash
|
68 |
+
pip install gradio pandas requests beautifulsoup4
|
69 |
+
# Use app_minimal.py
|
70 |
+
```
|
71 |
+
|
72 |
+
#### **B. Full Installation**
|
73 |
+
```bash
|
74 |
+
pip install gradio pandas requests beautifulsoup4 transformers torch nltk datasets
|
75 |
+
# Use app.py (full version)
|
76 |
+
```
|
77 |
+
|
78 |
+
#### **C. Update requirements.txt**
|
79 |
+
```txt
|
80 |
+
gradio>=4.44.0
|
81 |
+
pandas>=2.0.0
|
82 |
+
requests>=2.31.0
|
83 |
+
beautifulsoup4>=4.12.0
|
84 |
+
```
|
85 |
+
|
86 |
+
---
|
87 |
+
|
88 |
+
### **Issue 2: Slow Loading**
|
89 |
+
```
|
90 |
+
Application taking too long to start
|
91 |
+
Models downloading...
|
92 |
+
```
|
93 |
+
|
94 |
+
β
**SOLUTIONS:**
|
95 |
+
- **Use CPU Basic hardware initially** (loads faster)
|
96 |
+
- **Try minimal version first** (no AI model downloads)
|
97 |
+
- **Upgrade to T4 Small** for faster AI model loading
|
98 |
+
|
99 |
+
---
|
100 |
+
|
101 |
+
### **Issue 3: Memory Issues**
|
102 |
+
```
|
103 |
+
CUDA out of memory
|
104 |
+
Application crashed
|
105 |
+
```
|
106 |
+
|
107 |
+
β
**SOLUTIONS:**
|
108 |
+
- **Start with CPU Basic** (free, lower memory)
|
109 |
+
- **Use minimal version** (smaller memory footprint)
|
110 |
+
- **Upgrade gradually** (CPU β T4 β A10G as needed)
|
111 |
+
|
112 |
+
---
|
113 |
+
|
114 |
+
### **Issue 4: Import Errors**
|
115 |
+
```
|
116 |
+
Failed to import DatasetStudio
|
117 |
+
Module not found errors
|
118 |
+
```
|
119 |
+
|
120 |
+
β
**SOLUTIONS:**
|
121 |
+
- **Replace app.py** with the complete version above
|
122 |
+
- **Add all missing files** from the artifacts
|
123 |
+
- **Clear browser cache** and refresh
|
124 |
+
|
125 |
+
---
|
126 |
+
|
127 |
+
## π₯ **Emergency Fixes**
|
128 |
+
|
129 |
+
### **Nuclear Option: Start Completely Fresh**
|
130 |
+
|
131 |
+
1. **Create new Space**
|
132 |
+
2. **Use minimal files only:**
|
133 |
+
```
|
134 |
+
- app_minimal.py (rename to app.py)
|
135 |
+
- requirements.txt (basic only)
|
136 |
+
- README.md
|
137 |
+
```
|
138 |
+
3. **Set hardware to CPU Basic**
|
139 |
+
4. **Test basic functionality first**
|
140 |
+
5. **Gradually add features**
|
141 |
+
|
142 |
+
### **Quick Test Commands**
|
143 |
+
```bash
|
144 |
+
# Test basic imports
|
145 |
+
python -c "import gradio, pandas, requests; print('β
Basic imports work')"
|
146 |
+
|
147 |
+
# Test BeautifulSoup
|
148 |
+
python -c "from bs4 import BeautifulSoup; print('β
BeautifulSoup works')"
|
149 |
+
|
150 |
+
# Test full app (if using complete version)
|
151 |
+
python -c "from app import DatasetStudio; print('β
DatasetStudio works')"
|
152 |
+
```
|
153 |
+
|
154 |
+
---
|
155 |
+
|
156 |
+
## π **Version Comparison**
|
157 |
+
|
158 |
+
| Feature | Minimal | Full | Smart |
|
159 |
+
|---------|---------|------|-------|
|
160 |
+
| **Dependencies** | 4 packages | 8+ packages | Auto-detect |
|
161 |
+
| **Startup Time** | 30 seconds | 2-5 minutes | Variable |
|
162 |
+
| **Web Scraping** | β
Basic | β
Advanced | β
Auto |
|
163 |
+
| **AI Features** | β None | β
All | β
If available |
|
164 |
+
| **Export Formats** | JSON, CSV | All formats | Auto |
|
165 |
+
| **Memory Usage** | ~100MB | ~2GB | Variable |
|
166 |
+
| **Reliability** | π’ High | π‘ Medium | π’ High |
|
167 |
+
|
168 |
+
---
|
169 |
+
|
170 |
+
## π― **Deployment Strategy**
|
171 |
+
|
172 |
+
### **Step 1: Start Simple**
|
173 |
+
```yaml
|
174 |
+
Files: app_minimal.py β app.py, requirements.txt (minimal)
|
175 |
+
Hardware: CPU Basic
|
176 |
+
Goal: Verify basic functionality
|
177 |
+
```
|
178 |
+
|
179 |
+
### **Step 2: Add Features**
|
180 |
+
```yaml
|
181 |
+
Files: Add complete app.py, config.py, utils.py
|
182 |
+
Hardware: CPU Upgrade
|
183 |
+
Goal: Test advanced features
|
184 |
+
```
|
185 |
+
|
186 |
+
### **Step 3: Full Power**
|
187 |
+
```yaml
|
188 |
+
Files: All files
|
189 |
+
Hardware: T4 Small or higher
|
190 |
+
Goal: Production deployment
|
191 |
+
```
|
192 |
+
|
193 |
+
---
|
194 |
+
|
195 |
+
## π **Troubleshooting Workflow**
|
196 |
+
|
197 |
+
```
|
198 |
+
1. π¨ ERROR OCCURS
|
199 |
+
β
|
200 |
+
2. π CHECK THIS GUIDE
|
201 |
+
β
|
202 |
+
3. π οΈ APPLY QUICK FIX
|
203 |
+
β
|
204 |
+
4. π§ͺ TEST SOLUTION
|
205 |
+
β
|
206 |
+
5. β
SUCCESS OR β¬οΈ ESCALATE
|
207 |
+
```
|
208 |
+
|
209 |
+
### **Escalation Path:**
|
210 |
+
1. **Try minimal version** β `app_minimal.py`
|
211 |
+
2. **Check dependencies** β Install missing packages
|
212 |
+
3. **Review logs** β Look for specific errors
|
213 |
+
4. **Contact support** β Provide error details
|
214 |
+
|
215 |
+
---
|
216 |
+
|
217 |
+
## π‘ **Pro Tips**
|
218 |
+
|
219 |
+
### **Development Best Practices**
|
220 |
+
- β
**Start minimal, add complexity gradually**
|
221 |
+
- β
**Test locally before deploying**
|
222 |
+
- β
**Use version control for file management**
|
223 |
+
- β
**Monitor Space logs for errors**
|
224 |
+
|
225 |
+
### **Performance Optimization**
|
226 |
+
- β
**CPU Basic for development/testing**
|
227 |
+
- β
**T4 Small for production**
|
228 |
+
- β
**Enable persistent storage for large datasets**
|
229 |
+
- β
**Use minimal version when possible**
|
230 |
+
|
231 |
+
### **Reliability Tips**
|
232 |
+
- β
**Always have a fallback version ready**
|
233 |
+
- β
**Test with sample URLs before large batches**
|
234 |
+
- β
**Monitor Space analytics for usage patterns**
|
235 |
+
- β
**Keep dependencies up to date**
|
236 |
+
|
237 |
+
---
|
238 |
+
|
239 |
+
## π **Getting Help**
|
240 |
+
|
241 |
+
### **Information to Include When Asking for Help:**
|
242 |
+
```
|
243 |
+
1. Exact error message
|
244 |
+
2. Files you're using (app.py vs app_minimal.py)
|
245 |
+
3. Hardware type (CPU Basic, T4 Small, etc.)
|
246 |
+
4. Dependencies installed
|
247 |
+
5. Space logs (if available)
|
248 |
+
```
|
249 |
+
|
250 |
+
### **Quick Health Check Script:**
|
251 |
+
```python
|
252 |
+
import sys
|
253 |
+
print(f"Python: {sys.version}")
|
254 |
+
|
255 |
+
try:
|
256 |
+
import gradio
|
257 |
+
print(f"β
Gradio: {gradio.__version__}")
|
258 |
+
except ImportError:
|
259 |
+
print("β Gradio not available")
|
260 |
+
|
261 |
+
try:
|
262 |
+
from bs4 import BeautifulSoup
|
263 |
+
print("β
BeautifulSoup available")
|
264 |
+
except ImportError:
|
265 |
+
print("β BeautifulSoup not available")
|
266 |
+
|
267 |
+
try:
|
268 |
+
from app import DatasetStudio
|
269 |
+
print("β
DatasetStudio available")
|
270 |
+
except ImportError as e:
|
271 |
+
print(f"β DatasetStudio error: {e}")
|
272 |
+
```
|
273 |
+
|
274 |
+
---
|
275 |
+
|
276 |
+
## π **Success Indicators**
|
277 |
+
|
278 |
+
You'll know everything is working when you see:
|
279 |
+
|
280 |
+
```
|
281 |
+
π Starting AI Dataset Studio...
|
282 |
+
π Features: β
AI Models | β
Advanced NLP | β
HuggingFace Integration
|
283 |
+
β
DatasetStudio initialized successfully
|
284 |
+
β
Interface created successfully
|
285 |
+
Running on local URL: http://0.0.0.0:7860
|
286 |
+
```
|
287 |
+
|
288 |
+
**If you see this, you're ready to create amazing datasets!** π―
|
289 |
+
|
290 |
+
---
|
291 |
+
|
292 |
+
## π **Support Channels**
|
293 |
+
|
294 |
+
- π **Documentation**: README.md in your Space
|
295 |
+
- π¬ **Community**: HuggingFace Discussions
|
296 |
+
- π **Bug Reports**: Include logs and error details
|
297 |
+
- π§ **Direct Help**: Describe your setup and error
|
298 |
+
|
299 |
+
**Remember: Every issue has a solution - start with the minimal version and build up!** πͺ
|