| name | python-heredoc-fallback |
| description | Use shell Python heredoc as fallback when code sandbox fails |
Python Heredoc Fallback for Code Execution
When to Use
Use this pattern when execute_code_sandbox fails with e2b initialization errors, sandbox connection issues, or other execution environment problems. This is especially reliable for file generation tasks.
Core Pattern
Instead of execute_code_sandbox, run Python code directly in the shell using a heredoc:
python3 << 'EOF'
import sys
print("Python code executing in shell")
EOF
Key Syntax Rules
- Use single-quoted EOF (
<< 'EOF') to prevent shell variable expansion within the Python code
- No indentation before EOF - the closing delimiter must be at the start of the line
- Install packages first if needed, before the Python heredoc block
Common Use Cases
1. Matplotlib Graph Generation
python3 << 'EOF'
import matplotlib.pyplot as plt
import pandas as pd
data = pd.read_excel('input.xlsx')
plt.figure(figsize=(10, 6))
plt.plot(data['x'], data['y'])
plt.xlabel('X Label')
plt.ylabel('Y Label')
plt.title('Graph Title')
plt.savefig('output_graph.png', dpi=300, bbox_inches='tight')
plt.close()
print("Graph saved successfully")
EOF
2. Python-docx Document Creation
pip install python-docx -q
python3 << 'EOF'
from docx import Document
from docx.shared import Inches, Pt
from docx.enum.text import WD_ALIGN_PARAGRAPH
doc = Document()
title = doc.add_heading('Document Title', 0)
title.alignment = WD_ALIGN_PARAGRAPH.CENTER
doc.add_heading('Section 1', level=1)
doc.add_paragraph('Content for section 1.')
table = doc.add_table(rows=3, cols=3)
table.style = 'Table Grid'
doc.save('output.docx')
print("Document created successfully")
EOF
3. General File Operations
python3 << 'EOF'
import json
import os
with open('input.json', 'r') as f:
data = json.load(f)
result = {'processed': True, 'items': len(data)}
with open('output.json', 'w') as f:
json.dump(result, f, indent=2)
print(f"Processed {result['items']} items")
EOF
Best Practices
- Install dependencies first: Run
pip install package-name -q before the Python block if packages aren't guaranteed to be available
- Verify file paths: Files are read from and written to the current working directory
- Add print statements: Include progress/output messages to verify execution succeeded
- Close resources: Explicitly close matplotlib figures and file handles
- Handle errors gracefully: Add try/except blocks for production code
Troubleshooting
| Issue | Solution |
|---|
| Module not found | Add pip install <module> -q before Python block |
| File not found | Verify file exists in current directory with ls |
| Permission denied | Check file permissions and directory write access |
| Syntax errors | Ensure proper Python indentation within heredoc |
Advantages Over execute_code_sandbox
- No initialization overhead - runs immediately in existing shell
- Persistent environment - maintains state across multiple commands
- Direct file system access - no sandbox isolation issues
- Full system Python - access to all installed packages
- Reliable for large files - no sandbox size restrictions