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File Glossary

Docker-only execution

All commands run inside Docker containers. Use the provided scripts.

Core​

  • w8_rl/rollout/env_actor.py - EnvActor state machine and external API
  • w8_rl/rollout/env_master.py - task assignment
  • w8_rl/rollout/inference_router.py - batching + backend calls
  • w8_rl/rollout/policy_backend.py - Gemini / local policy backends

SkyRL​

  • w8_rl/skyrl/env/ray_backed_env.py - BaseTextEnv adapter
  • w8_rl/skyrl/stub_runner.py - SkyRL evaluation runner

OpenEnv​

  • w8_rl/openenv/serve_app.py - Ray Serve FastAPI deployment
  • w8_rl/openenv/session_manager.py - session -> EnvActor routing
  • w8_rl/openenv/models.py - OpenEnv models

Tinker​

  • w8_rl/tinker/env_adapter.py - EnvActor adapter
  • w8_rl/tinker/renderer.py - ObsRef to tokens
  • scripts/train_design2code_tinker.py - GRPO training loop

Tasks​

  • tasks/ - per-task Dockerfiles and metadata

Scripts​

  • scripts/run_all_tasks.sh - SWE-bench runner
  • scripts/run_design2code_skyrl.sh - SkyRL evaluation
  • scripts/run_design2code_openenv.sh - OpenEnv evaluation
  • scripts/run_design2code_tinker.sh - Tinker rollout
  • scripts/train_design2code_tinker.sh - Tinker training

Next Steps​