- name
- debug-sandbox-execution
- description
- Debug Python code execution failures by capturing partial traces, isolating failing functions, and incrementally verifying outputs
# Debug Sandbox Execution Failures
When `execute_code_sandbox` fails with unknown errors or incomplete output, use this debugging pattern to identify the root cause and recover incrementally.
## Problem
The `execute_code_sandbox` tool may fail silently, truncate output, or produce opaque errors. Complex scripts with multiple file outputs are especially prone to partial failures.
## Solution
Use a three-phase debugging approach:
### Phase 1: Capture Partial Execution Traces
When a sandbox execution fails, rerun the code using `run_shell` with output piping to capture whatever output is produced before the failure:
```bash
python your_script.py 2>&1 | head -100
```
This reveals:
- Which functions/steps executed successfully
- Where the failure occurred
- Any error messages that were suppressed
### Phase 2: Isolate Failing Functions
Break the script into smaller, testable units. Execute each function or code block independently:
```python
# Test individual components
if __name__ == "__main__":
# Step 1: Test imports
import numpy as np
print("Imports OK")
# Step 2: Test function A in isolation
result_a = function_a()
print(f"Function A: {result_a}")
# Step 3: Test function B
result_b = function_b(result_a)
print(f"Function B: {result_b}")
```
Run each section with `execute_code_sandbox` separately to identify which component fails.
### Phase 3: Incremental Output Generation
Generate output files one at a time, verifying each before proceeding:
```python
import numpy as np
import soundfile as sf
# Generate and save file 1
audio1 = np.random.randn(48000 * 10).astype(np.float32)
sf.write('output_01.wav', audio1, 48000, subtype='FLOAT')
# Verify file 1 exists and has expected properties
import os
assert os.path.exists('output_01.wav'), "File 1 not created"
# Generate and save file 2
audio2 = np.random.randn(48000 * 10).astype(np.float32)
sf.write('output_02.wav', audio2, 48000, subtype='FLOAT')
# Verify file 2
assert os.path.exists('output_02.wav'), "File 2 not created"
```
## Example Workflow
1. **Initial attempt**: Run full script with `execute_code_sandbox`
2. **On failure**: Rerun with `run_shell` and `| head -100` to see partial output
3. **Identify breakpoint**: Find the last successful operation
4. **Split script**: Create separate scripts for each major section
5. **Test incrementally**: Run each section, verify outputs, proceed to next
6. **Combine successful sections**: Once all pieces work, combine into final script
## Best Practices
- **Always verify file creation** immediately after writing: `assert os.path.exists(path)`
- **Check file properties** (size, duration, format) before assuming success
- **Use print statements liberally** to mark progress through the script
- **Save intermediate outputs** so failures don't require restarting from scratch
- **Test audio/video generation** with short samples first (1-2 seconds) before full-length content
## When to Use
- Complex scripts with multiple file outputs
- Audio/video generation pipelines
- Scripts with external library dependencies
- Any `execute_code_sandbox` call that produces incomplete or no output
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