rag_optimizer / openenv.yaml
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spec_version: "1.0"
name: "rag_optimizer"
environment:
name: "RAG Optimizer"
description: "RAG pipeline optimization benchmark. Agents resolve pricing conflicts, route metadata tags, and splinter monolithic content blobs."
version: "1.0.0"
dockerfile: "Dockerfile"
endpoints:
reset: "/reset"
step: "/step/{session_id}"
state: "/state/{session_id}"
tasks:
- id: easy
name: "Contamination Purging"
description: "Purge contradictory or low-value documents so retrieval surfaces clean, high-signal references."
reward_range: [0.01, 0.99]
grader: "rag_optimizer.server.grader:grade_easy"
- id: medium
name: "Syntactic Splintering"
description: "Break down the monolithic onboarding blob into multiple granular chunks."
reward_range: [0.01, 0.99]
grader: "rag_optimizer.server.grader:grade_medium"
- id: hard
name: "Duplicate Purge"
description: >
Multi-doc deduplication for framework drift. KB contains 3 overlapping
FastAPI routing docs: two legacy variants with incorrect @app.route()
guidance and one correct current doc using @app.get()/@app.post() and
Pydantic v2, plus distractors. Agent must delete noisy legacy docs so
retrieval surfaces the correct current doc at rank 1. Reward improves
continuously as noise is removed; no binary metadata gate.
reward_range: [0.01, 0.99]
grader: "rag_optimizer.server.grader:grade_hard"
agent:
inference_entrypoint: "inference.py"
requirements: "requirements.txt"