EGP

Evidence-Guided Pipeline for SafeHome anomaly reasoning.

Design

api_client.py: OpenAI-compatible API client with optional API key.
benchmark.py: episode collection and resume helpers.
evidence.py: deterministic evidence compression from raw long logs.
prompts.py: two-stage prompts for hypothesis generation and final verification.
pipeline.py: end-to-end episode evaluation with EGP.
run_egp.py: CLI runner with resume and --max-episodes support.

python EGP/run_egp.py \
  --model Qwen/Qwen3.5-9B \
  --api-base http://localhost:8000/v1 \
  --max-episodes 5 \
  --workers 2

Local vLLM does not need --api-key.

Preview one episode without API calls:

python EGP/run_egp.py --preview-only --max-episodes 1 --output-dir results/egp_preview