Added explicit rules to prevent KeyError failures:
- Column names must use $ prefix: $close, $open, $high, $low, $volume
- DO NOT use groupby() for simple calculations
- Examples of correct and incorrect code
- This should reduce retry cycles from 10-20 to 1-2 per factor
Expected speedup: ~8 factors/h → ~50+ factors/h
New structure:
- prompts/standard_prompts.yaml: Default prompts (committed to Git)
- prompts/local/: Your improved prompts (NOT in Git!)
- prompts/README.md: Documentation
- rdagent/components/loader.py: Prompt loader with priority
Features:
- Loader checks prompts/local/ first (your better prompts)
- Falls back to standard_prompts.yaml if no local version
- Supports sections (system/user)
- Lists available prompts
- Test function included
.gitignore updated:
- prompts/local/ excluded (your proprietary prompts)
- *.local.yaml excluded
- *_private.yaml excluded
Usage:
from rdagent.components.loader import load_prompt
prompt = load_prompt('factor_discovery') # Auto-loads your better version!
TPTBusiness