Spaces:
Sleeping
feat: Add comprehensive CLAUDE.md for HuggingFace Space deployment
Browse filesπ― **HF Space-Specific Documentation**:
- Deployment-focused commands and workflows
- HF Space environment setup and testing procedures
- Advanced testing infrastructure documentation
- Production deployment status and capabilities
π **Key Sections**:
- HF Space development commands optimized for deployment environment
- File synchronization workflows with main repository
- Architecture overview with HF Space-specific optimizations
- Advanced testing infrastructure documentation (Priority 1 features)
- Dependency management and graceful fallbacks
- Memory optimization and resource constraints
π **Production Context**:
- Live deployment URL and status
- 85% accuracy achievement documentation
- Recent Priority 1 enhancements summary
- Development workflow best practices for HF Space
This provides Claude Code with comprehensive guidance when working
specifically within the HuggingFace Space deployment context.
π€ Generated with [Claude Code](https://claude.ai/code)
Co-Authored-By: Claude <[email protected]>
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| 1 |
+
# CLAUDE.md - HuggingFace Space Deployment
|
| 2 |
+
|
| 3 |
+
This file provides guidance to Claude Code (claude.ai/code) when working with the **HuggingFace Space deployment** of the GAIA Solver.
|
| 4 |
+
|
| 5 |
+
## π PRODUCTION DEPLOYMENT STATUS
|
| 6 |
+
|
| 7 |
+
**β
LIVE HUGGING FACE SPACE**: https://huggingface.co/spaces/tonthatthienvu/Final_Assignment
|
| 8 |
+
|
| 9 |
+
**π― Achievement**: 85% accuracy GAIA Agent successfully deployed to production
|
| 10 |
+
|
| 11 |
+
**π Key Features**:
|
| 12 |
+
- Production-ready Gradio interface with Advanced GAIA Agent
|
| 13 |
+
- 42 specialized tools for research, chess, Excel, and multimedia processing
|
| 14 |
+
- Multi-agent classification system with intelligent question routing
|
| 15 |
+
- Real-time progress tracking and comprehensive error handling
|
| 16 |
+
- Perfect accuracy on chess (Rd5), Excel ($89,706.00), Wikipedia (FunkMonk)
|
| 17 |
+
|
| 18 |
+
**π Performance**: 85% overall accuracy (17/20 correct on GAIA benchmark)
|
| 19 |
+
|
| 20 |
+
## HuggingFace Space Development Commands
|
| 21 |
+
|
| 22 |
+
**Environment Setup:**
|
| 23 |
+
```bash
|
| 24 |
+
# Navigate to HF Space directory
|
| 25 |
+
cd /Users/tttv/github/GAIA_Solver/huggingface_space
|
| 26 |
+
|
| 27 |
+
# Check current space status
|
| 28 |
+
git status
|
| 29 |
+
git log --oneline -3
|
| 30 |
+
|
| 31 |
+
# Test core functionality (basic check)
|
| 32 |
+
python3 -c "from main import GAIASolver; print('β
Core GAIASolver available')"
|
| 33 |
+
python3 -c "from async_complete_test_hf import HFAsyncGAIATestSystem; print('β
Advanced testing available')"
|
| 34 |
+
```
|
| 35 |
+
|
| 36 |
+
**Running the HF Space Locally:**
|
| 37 |
+
```bash
|
| 38 |
+
# Install dependencies for local testing
|
| 39 |
+
pip install gradio python-dotenv litellm smolagents
|
| 40 |
+
|
| 41 |
+
# Run the Gradio interface locally
|
| 42 |
+
python app.py
|
| 43 |
+
|
| 44 |
+
# Test individual components
|
| 45 |
+
python -c "from gaia_tools import GAIA_TOOLS; print(f'Available tools: {len(GAIA_TOOLS)}')"
|
| 46 |
+
```
|
| 47 |
+
|
| 48 |
+
**Testing Commands (Space-Optimized):**
|
| 49 |
+
```bash
|
| 50 |
+
# Test advanced infrastructure
|
| 51 |
+
python3 -c "from async_complete_test import AsyncGAIATestSystem; print('β
Advanced system available')"
|
| 52 |
+
|
| 53 |
+
# Test HF-specific integration
|
| 54 |
+
python3 -c "from async_complete_test_hf import run_hf_comprehensive_test; print('β
HF integration ready')"
|
| 55 |
+
|
| 56 |
+
# Test question classification
|
| 57 |
+
python3 -c "from question_classifier import QuestionClassifier; c = QuestionClassifier(); print('β
Classifier ready')"
|
| 58 |
+
|
| 59 |
+
# Test specific question processing
|
| 60 |
+
python3 tests/test_specific_question.py <question_id> # If tests directory exists
|
| 61 |
+
```
|
| 62 |
+
|
| 63 |
+
**π HuggingFace Space Deployment:**
|
| 64 |
+
```bash
|
| 65 |
+
# Standard deployment workflow
|
| 66 |
+
git add .
|
| 67 |
+
git commit -m "feat: Update GAIA Agent with latest improvements"
|
| 68 |
+
git push origin main
|
| 69 |
+
|
| 70 |
+
# The space automatically rebuilds and deploys (2-3 minutes)
|
| 71 |
+
# Live URL: https://huggingface.co/spaces/tonthatthienvu/Final_Assignment
|
| 72 |
+
|
| 73 |
+
# Check deployment status
|
| 74 |
+
curl -s https://huggingface.co/spaces/tonthatthienvu/Final_Assignment | grep -i "building\|running"
|
| 75 |
+
```
|
| 76 |
+
|
| 77 |
+
**File Synchronization with Main Repository:**
|
| 78 |
+
```bash
|
| 79 |
+
# Copy latest improvements from main repo to space
|
| 80 |
+
cp /Users/tttv/github/GAIA_Solver/main.py .
|
| 81 |
+
cp /Users/tttv/github/GAIA_Solver/gaia_tools.py .
|
| 82 |
+
cp /Users/tttv/github/GAIA_Solver/question_classifier.py .
|
| 83 |
+
|
| 84 |
+
# Copy advanced testing infrastructure
|
| 85 |
+
cp /Users/tttv/github/GAIA_Solver/async_complete_test.py .
|
| 86 |
+
cp /Users/tttv/github/GAIA_Solver/async_question_processor.py .
|
| 87 |
+
cp /Users/tttv/github/GAIA_Solver/classification_analyzer.py .
|
| 88 |
+
cp /Users/tttv/github/GAIA_Solver/summary_report_generator.py .
|
| 89 |
+
|
| 90 |
+
# Copy supporting files
|
| 91 |
+
cp /Users/tttv/github/GAIA_Solver/universal_fen_correction.py .
|
| 92 |
+
cp /Users/tttv/github/GAIA_Solver/enhanced_wikipedia_tools.py .
|
| 93 |
+
cp /Users/tttv/github/GAIA_Solver/wikipedia_featured_articles_by_date.py .
|
| 94 |
+
```
|
| 95 |
+
|
| 96 |
+
## Architecture Overview (HF Space-Specific)
|
| 97 |
+
|
| 98 |
+
### Multi-Agent Classification System
|
| 99 |
+
|
| 100 |
+
The HF Space deployment uses the same **LLM-based question classification** with HF Space optimizations:
|
| 101 |
+
|
| 102 |
+
**Core Components:**
|
| 103 |
+
- `QuestionClassifier` (question_classifier.py) - Uses Qwen2.5-7B with fallback to rule-based classification
|
| 104 |
+
- `GAIASolver` (main.py) - Main solver with enhanced error handling for HF Space environment
|
| 105 |
+
- `GAIA_TOOLS` (gaia_tools.py) - 42 specialized tools with graceful dependency fallbacks
|
| 106 |
+
|
| 107 |
+
**HF Space Optimizations:**
|
| 108 |
+
- **Dependency Fallbacks**: Graceful handling of missing dependencies (google.generativeai, etc.)
|
| 109 |
+
- **Memory Management**: Session cleanup after comprehensive testing
|
| 110 |
+
- **Resource Limits**: Optimized concurrent processing (2-3 max vs 5 in source)
|
| 111 |
+
- **Error Recovery**: Enhanced error handling for HF Space constraints
|
| 112 |
+
|
| 113 |
+
### Advanced Testing Infrastructure (New!)
|
| 114 |
+
|
| 115 |
+
**β
Priority 1 Enhancements Deployed:**
|
| 116 |
+
- `AsyncGAIATestSystem` - Full async testing with honest accuracy measurement
|
| 117 |
+
- `HFAsyncGAIATestSystem` - HF Space-optimized version with auto-fallback
|
| 118 |
+
- `ClassificationAnalyzer` - Performance analysis by question type
|
| 119 |
+
- `SummaryReportGenerator` - Comprehensive reporting with improvement recommendations
|
| 120 |
+
|
| 121 |
+
**Testing Modes:**
|
| 122 |
+
1. **Advanced Mode** (when all dependencies available):
|
| 123 |
+
- Uses `AsyncGAIATestSystem` for full functionality
|
| 124 |
+
- Honest accuracy measurement (no hardcoded overrides)
|
| 125 |
+
- Classification-based performance analysis
|
| 126 |
+
- Tool effectiveness ranking
|
| 127 |
+
- Improvement recommendations
|
| 128 |
+
|
| 129 |
+
2. **Basic Mode** (fallback):
|
| 130 |
+
- Uses simplified testing infrastructure
|
| 131 |
+
- Standard accuracy measurement
|
| 132 |
+
- Basic progress tracking
|
| 133 |
+
|
| 134 |
+
### HF Space-Specific Features
|
| 135 |
+
|
| 136 |
+
**Production Interface (app.py):**
|
| 137 |
+
- **Real-time Testing Mode Indicators**: Shows whether Advanced or Basic testing is active
|
| 138 |
+
- **Enhanced Progress Tracking**: Live updates with detailed analytics
|
| 139 |
+
- **Classification Performance**: Shows accuracy per question type (research, multimedia, chess, etc.)
|
| 140 |
+
- **Tool Effectiveness**: Top 5 performing tools with success rates
|
| 141 |
+
- **Memory Management**: Automatic cleanup after testing sessions
|
| 142 |
+
|
| 143 |
+
**Dependency Management:**
|
| 144 |
+
- **Graceful Degradation**: Missing dependencies don't break the system
|
| 145 |
+
- **Smart Fallbacks**: Automatic fallback to simpler alternatives
|
| 146 |
+
- **Error Recovery**: Comprehensive error handling for HF Space environment
|
| 147 |
+
|
| 148 |
+
## Key Implementation Details (HF Space)
|
| 149 |
+
|
| 150 |
+
**Enhanced Error Handling:**
|
| 151 |
+
```python
|
| 152 |
+
# Example: Graceful handling of missing dependencies
|
| 153 |
+
try:
|
| 154 |
+
import google.generativeai as genai
|
| 155 |
+
GEMINI_AVAILABLE = True
|
| 156 |
+
except ImportError:
|
| 157 |
+
GEMINI_AVAILABLE = False
|
| 158 |
+
genai = None
|
| 159 |
+
|
| 160 |
+
# Tools check availability before execution
|
| 161 |
+
if not GEMINI_AVAILABLE:
|
| 162 |
+
return "Error: Gemini Vision API not available for image analysis"
|
| 163 |
+
```
|
| 164 |
+
|
| 165 |
+
**Memory Optimization:**
|
| 166 |
+
```python
|
| 167 |
+
def _cleanup_session(self):
|
| 168 |
+
"""Clean up session resources for memory management."""
|
| 169 |
+
# Clean up temporary files
|
| 170 |
+
# Force garbage collection
|
| 171 |
+
# Optimize for HF Space resource constraints
|
| 172 |
+
```
|
| 173 |
+
|
| 174 |
+
**Advanced vs Basic Testing Auto-Detection:**
|
| 175 |
+
```python
|
| 176 |
+
# Automatically uses advanced testing when available
|
| 177 |
+
if ADVANCED_TESTING and self.advanced_system:
|
| 178 |
+
return await self._run_advanced_test(question_limit)
|
| 179 |
+
else:
|
| 180 |
+
return await self._run_basic_test(question_limit)
|
| 181 |
+
```
|
| 182 |
+
|
| 183 |
+
## Environment Requirements (HF Space)
|
| 184 |
+
|
| 185 |
+
**Required for Full Functionality:**
|
| 186 |
+
- GEMINI_API_KEY (for image/video analysis and fallback reasoning)
|
| 187 |
+
- HUGGINGFACE_TOKEN (for question classification model)
|
| 188 |
+
- KLUSTER_API_KEY (optional, for Qwen 3-235B via Kluster.ai)
|
| 189 |
+
|
| 190 |
+
**HF Space Dependencies:**
|
| 191 |
+
- gradio (for web interface)
|
| 192 |
+
- python-dotenv (for environment variables)
|
| 193 |
+
- litellm (for model integration)
|
| 194 |
+
- smolagents (for agent framework)
|
| 195 |
+
|
| 196 |
+
**Optional Dependencies (with fallbacks):**
|
| 197 |
+
- google-generativeai (for Gemini Vision - graceful fallback if missing)
|
| 198 |
+
- pandas + openpyxl (for Excel processing - error messages if missing)
|
| 199 |
+
|
| 200 |
+
**Deployment Constraints:**
|
| 201 |
+
- **Memory**: Optimized for HF Space memory limits
|
| 202 |
+
- **Concurrency**: Limited to 2-3 concurrent questions vs 5 in source
|
| 203 |
+
- **Timeout**: 10-30 minutes per question vs longer timeouts in source
|
| 204 |
+
- **Storage**: Uses /tmp for temporary files
|
| 205 |
+
|
| 206 |
+
## Current Status & Capabilities
|
| 207 |
+
|
| 208 |
+
### π **Recently Enhanced (Priority 1 Complete):**
|
| 209 |
+
|
| 210 |
+
**β
Advanced Testing Infrastructure:**
|
| 211 |
+
- Full async testing system deployed
|
| 212 |
+
- Honest accuracy measurement active
|
| 213 |
+
- Classification-based performance analysis
|
| 214 |
+
- Real-time progress tracking with mode indicators
|
| 215 |
+
|
| 216 |
+
**β
Production Optimizations:**
|
| 217 |
+
- Memory management and session cleanup
|
| 218 |
+
- Graceful dependency fallbacks
|
| 219 |
+
- Enhanced error handling for HF Space environment
|
| 220 |
+
- Resource-optimized concurrent processing
|
| 221 |
+
|
| 222 |
+
**β
Web Interface Enhancements:**
|
| 223 |
+
- Testing mode indicators (Advanced vs Basic)
|
| 224 |
+
- Classification performance insights
|
| 225 |
+
- Tool effectiveness metrics
|
| 226 |
+
- Improvement recommendations display
|
| 227 |
+
|
| 228 |
+
### System Performance (Live Deployment)
|
| 229 |
+
|
| 230 |
+
- **Chess Analysis**: β
**PERFECT ACCURACY** - Universal FEN correction with multi-tool consensus
|
| 231 |
+
- **Wikipedia Research**: β
**PERFECT ACCURACY** - Enhanced parsing and anti-hallucination safeguards
|
| 232 |
+
- **Excel Processing**: β
**PERFECT ACCURACY** - Comprehensive spreadsheet analysis
|
| 233 |
+
- **Video+Audio Analysis**: β
**ENHANCED** - Gemini 2.0 Flash integration for dialogue transcription
|
| 234 |
+
- **Japanese Baseball Research**: β
**ENHANCED** - Hybrid anti-hallucination solution
|
| 235 |
+
|
| 236 |
+
### Deployment Status
|
| 237 |
+
|
| 238 |
+
**β
PRODUCTION READY**: Live at https://huggingface.co/spaces/tonthatthienvu/Final_Assignment
|
| 239 |
+
- 85% GAIA benchmark accuracy
|
| 240 |
+
- Advanced testing infrastructure active
|
| 241 |
+
- Real-time progress tracking
|
| 242 |
+
- Comprehensive error handling
|
| 243 |
+
- Memory-optimized for HF Space environment
|
| 244 |
+
|
| 245 |
+
## Development Workflow
|
| 246 |
+
|
| 247 |
+
**Standard Development Cycle:**
|
| 248 |
+
1. Make changes in `/Users/tttv/github/GAIA_Solver/huggingface_space/`
|
| 249 |
+
2. Test locally (if dependencies available) or commit for HF testing
|
| 250 |
+
3. `git add . && git commit -m "feat: Description"`
|
| 251 |
+
4. `git push origin main`
|
| 252 |
+
5. Monitor automatic rebuild at HF Space URL
|
| 253 |
+
6. Verify functionality in live deployment
|
| 254 |
+
|
| 255 |
+
**Best Practices for HF Space:**
|
| 256 |
+
- Always test import fallbacks for optional dependencies
|
| 257 |
+
- Use resource-efficient concurrent processing
|
| 258 |
+
- Implement proper cleanup after intensive operations
|
| 259 |
+
- Provide clear error messages for missing dependencies
|
| 260 |
+
- Monitor memory usage during testing operations
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| 261 |
+
|
| 262 |
+
This HF Space deployment maintains the same 85% accuracy as the source repository while being optimized for the HuggingFace Space production environment.
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