From d745ce8559b5acc2101bf14b3ab290dc275b4d66 Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 07:05:10 -0400 Subject: [PATCH 01/15] Migrate from pip/setuptools to uv/hatchling and bump Python to 3.13+ Reproducible installs via uv.lock, faster CI, modern Python target. Dev environment targets 3.14 via .python-version. Co-Authored-By: Claude Opus 4.6 (1M context) --- .python-version | 1 + CLAUDE.md | 2 +- CONTRIBUTING.md | 2 +- README.md | 4 +- pyproject.toml | 14 +- scripts/compare_benchmarks.py | 2 +- scripts/run_benchmark.py | 1 + scripts/run_scenario.py | 1 + scripts/visualize_results.py | 6 +- tests/conftest.py | 1 + tests/integration/test_game_loop.py | 1 + tests/integration/test_scenario_run.py | 1 + tests/unit/test_action_resolver.py | 1 + tests/unit/test_base_role.py | 1 + tests/unit/test_composite_scorer.py | 1 + tests/unit/test_rimapi_client.py | 1 + tests/unit/test_role_agents.py | 1 + tests/unit/test_scenario_loader.py | 1 + tests/unit/test_schemas.py | 1 + tests/unit/test_state_manager.py | 1 + tests/unit/test_visualizer_integration.py | 1 + uv.lock | 2135 +++++++++++++++++++++ 22 files changed, 2165 insertions(+), 15 deletions(-) create mode 100644 .python-version create mode 100644 uv.lock diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..6324d40 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.14 diff --git a/CLAUDE.md b/CLAUDE.md index 070ccdb..d508764 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -53,7 +53,7 @@ curl http://localhost:1234/v1/models ## Commands -- Install: `pip install -e ".[dev]"` +- Install: `uv sync --extra dev` - Test: `pytest` - Lint: `ruff check src/ tests/ scripts/` - Type check: `mypy src/` diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 0b6964e..bb18a76 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -5,7 +5,7 @@ ```bash git clone https://github.com/AppSprout-dev/RLE.git cd RLE -pip install -e ".[dev]" +uv sync --extra dev pytest # should pass 262+ tests ``` diff --git a/README.md b/README.md index b262b6f..c8f776c 100644 --- a/README.md +++ b/README.md @@ -43,7 +43,7 @@ You need four things set up: 1. **RimWorld** (Steam) with **Harmony** and **[RIMAPI](https://github.com/IlyaChichkov/RIMAPI)** mods subscribed and **enabled** in the Mods menu. Load order: Harmony → Core → (DLCs) → RIMAPI. 2. **LLM provider** — [LM Studio](https://lmstudio.ai/) (local, free) or [OpenRouter](https://openrouter.ai/) (cloud) -3. **Python 3.10+** with pip +3. **Python 3.13+** with [uv](https://docs.astral.sh/uv/) 4. **Save file** — `rle_crashlanded_v1` in RimWorld's save folder (the scenario auto-loads it) > **RIMAPI note:** The Workshop version may not have our contributed endpoints yet. See [CLAUDE.md](CLAUDE.md) for instructions on building and deploying our fork DLL. @@ -63,7 +63,7 @@ curl http://localhost:1234/v1/models # LM Studio (if using local) ```bash git clone https://github.com/AppSprout-dev/RLE.git cd RLE -pip install -e ".[dev]" +uv sync --extra dev ``` ### Configure `.env` diff --git a/pyproject.toml b/pyproject.toml index f82eb06..4ffffdd 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [build-system] -requires = ["setuptools>=68.0", "wheel"] -build-backend = "setuptools.build_meta" +requires = ["hatchling"] +build-backend = "hatchling.build" [project] name = "rimworld-learning-environment" @@ -8,7 +8,7 @@ version = "0.1.0" description = "Multi-agent benchmark where Felix Agent SDK agents play RimWorld" readme = "README.md" license = "MIT" -requires-python = ">=3.10" +requires-python = ">=3.13" dependencies = [ "felix-agent-sdk>=0.2.1", "httpx>=0.24", @@ -37,8 +37,8 @@ tracking = [ "huggingface-hub>=0.20", ] -[tool.setuptools.packages.find] -where = ["src"] +[tool.hatch.build.targets.wheel] +packages = ["src/rle"] [tool.pytest.ini_options] asyncio_mode = "auto" @@ -46,11 +46,11 @@ testpaths = ["tests"] [tool.ruff] line-length = 100 -target-version = "py310" +target-version = "py313" [tool.ruff.lint] select = ["E", "F", "I", "W"] [tool.mypy] -python_version = "3.10" +python_version = "3.13" strict = true diff --git a/scripts/compare_benchmarks.py b/scripts/compare_benchmarks.py index 8d59a21..7037567 100644 --- a/scripts/compare_benchmarks.py +++ b/scripts/compare_benchmarks.py @@ -114,7 +114,7 @@ def plot_history(runs: list[dict]) -> None: try: import matplotlib.pyplot as plt except ImportError: - print("matplotlib not installed. Run: pip install matplotlib") + print("matplotlib not installed. Run: uv sync --extra viz") return if not runs: diff --git a/scripts/run_benchmark.py b/scripts/run_benchmark.py index cc47487..408b042 100644 --- a/scripts/run_benchmark.py +++ b/scripts/run_benchmark.py @@ -16,6 +16,7 @@ from felix_agent_sdk.providers.base import BaseProvider from felix_agent_sdk.providers.types import CompletionResult from felix_agent_sdk.visualization import HelixVisualizer + from rle.agents import AGENT_DISPLAY from rle.agents.construction_planner import ConstructionPlanner from rle.agents.defense_commander import DefenseCommander diff --git a/scripts/run_scenario.py b/scripts/run_scenario.py index 0b057e2..51440c8 100644 --- a/scripts/run_scenario.py +++ b/scripts/run_scenario.py @@ -10,6 +10,7 @@ from felix_agent_sdk.core import HelixConfig from felix_agent_sdk.visualization import HelixVisualizer + from rle.agents import AGENT_DISPLAY from rle.agents.construction_planner import ConstructionPlanner from rle.agents.defense_commander import DefenseCommander diff --git a/scripts/visualize_results.py b/scripts/visualize_results.py index 3cf71b2..e7c232a 100644 --- a/scripts/visualize_results.py +++ b/scripts/visualize_results.py @@ -1,6 +1,6 @@ """Plot score timeseries from RLE benchmark CSV files. -Requires: pip install rimworld-learning-environment[viz] +Requires: uv sync --extra viz """ from __future__ import annotations @@ -27,7 +27,7 @@ def plot_scenario(csv_path: Path, output_path: Path | None = None) -> None: try: import matplotlib.pyplot as plt except ImportError: - print("matplotlib is required: pip install rimworld-learning-environment[viz]") + print("matplotlib is required: uv sync --extra viz") sys.exit(1) data = _load_csv(csv_path) @@ -72,7 +72,7 @@ def plot_comparison(csv_dir: Path, output_path: Path | None = None) -> None: try: import matplotlib.pyplot as plt except ImportError: - print("matplotlib is required: pip install rimworld-learning-environment[viz]") + print("matplotlib is required: uv sync --extra viz") sys.exit(1) csv_files = sorted(csv_dir.glob("*.csv")) diff --git a/tests/conftest.py b/tests/conftest.py index 660b2c0..6954d33 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -9,6 +9,7 @@ from felix_agent_sdk.core import HelixConfig, HelixGeometry from felix_agent_sdk.providers.base import BaseProvider from felix_agent_sdk.providers.types import CompletionResult + from rle.config import RLEConfig from rle.rimapi.schemas import ( ColonistData, diff --git a/tests/integration/test_game_loop.py b/tests/integration/test_game_loop.py index 29d75cc..4b0c134 100644 --- a/tests/integration/test_game_loop.py +++ b/tests/integration/test_game_loop.py @@ -11,6 +11,7 @@ from felix_agent_sdk.core import HelixConfig from felix_agent_sdk.providers.base import BaseProvider from felix_agent_sdk.providers.types import CompletionResult + from rle.agents.construction_planner import ConstructionPlanner from rle.agents.defense_commander import DefenseCommander from rle.agents.map_analyst import MapAnalyst diff --git a/tests/integration/test_scenario_run.py b/tests/integration/test_scenario_run.py index e5473eb..e32bb92 100644 --- a/tests/integration/test_scenario_run.py +++ b/tests/integration/test_scenario_run.py @@ -11,6 +11,7 @@ from felix_agent_sdk.core import HelixConfig from felix_agent_sdk.providers.base import BaseProvider from felix_agent_sdk.providers.types import CompletionResult + from rle.agents.construction_planner import ConstructionPlanner from rle.agents.defense_commander import DefenseCommander from rle.agents.medical_officer import MedicalOfficer diff --git a/tests/unit/test_action_resolver.py b/tests/unit/test_action_resolver.py index 1c50355..644737c 100644 --- a/tests/unit/test_action_resolver.py +++ b/tests/unit/test_action_resolver.py @@ -3,6 +3,7 @@ from __future__ import annotations import pytest + from rle.agents.actions import Action, ActionPlan from rle.orchestration.action_resolver import ( ActionResolver, diff --git a/tests/unit/test_base_role.py b/tests/unit/test_base_role.py index 1a0e919..f028d7c 100644 --- a/tests/unit/test_base_role.py +++ b/tests/unit/test_base_role.py @@ -10,6 +10,7 @@ from felix_agent_sdk import LLMResult from felix_agent_sdk.core import HelixGeometry from felix_agent_sdk.providers.types import CompletionResult + from rle.agents.actions import ActionPlan, ActionPlanParseError from rle.agents.base_role import RimWorldRoleAgent from rle.rimapi.schemas import GameState diff --git a/tests/unit/test_composite_scorer.py b/tests/unit/test_composite_scorer.py index ca578cb..6aa0b58 100644 --- a/tests/unit/test_composite_scorer.py +++ b/tests/unit/test_composite_scorer.py @@ -3,6 +3,7 @@ from __future__ import annotations import pytest + from rle.rimapi.schemas import ( ColonyData, GameState, diff --git a/tests/unit/test_rimapi_client.py b/tests/unit/test_rimapi_client.py index dc8e6d8..cf8c439 100644 --- a/tests/unit/test_rimapi_client.py +++ b/tests/unit/test_rimapi_client.py @@ -7,6 +7,7 @@ import httpx import pytest + from rle.rimapi.client import ( RimAPIClient, RimAPIConnectionError, diff --git a/tests/unit/test_role_agents.py b/tests/unit/test_role_agents.py index b907877..710015f 100644 --- a/tests/unit/test_role_agents.py +++ b/tests/unit/test_role_agents.py @@ -6,6 +6,7 @@ from felix_agent_sdk import AgentFactory from felix_agent_sdk.core import HelixConfig, HelixGeometry + from rle.agents import register_rle_agents from rle.agents.actions import ActionPlan from rle.agents.base_role import _SHARED_SYSTEM_PREFIX diff --git a/tests/unit/test_scenario_loader.py b/tests/unit/test_scenario_loader.py index bb676a9..e0ceead 100644 --- a/tests/unit/test_scenario_loader.py +++ b/tests/unit/test_scenario_loader.py @@ -5,6 +5,7 @@ from pathlib import Path import pytest + from rle.scenarios.loader import list_scenarios, load_scenario from rle.scenarios.schema import ScenarioConfig diff --git a/tests/unit/test_schemas.py b/tests/unit/test_schemas.py index 5b187da..579faab 100644 --- a/tests/unit/test_schemas.py +++ b/tests/unit/test_schemas.py @@ -4,6 +4,7 @@ import pytest from pydantic import ValidationError + from rle.rimapi.schemas import ( ColonistData, ColonyData, diff --git a/tests/unit/test_state_manager.py b/tests/unit/test_state_manager.py index 9ca0706..1eefe19 100644 --- a/tests/unit/test_state_manager.py +++ b/tests/unit/test_state_manager.py @@ -5,6 +5,7 @@ from unittest.mock import AsyncMock, MagicMock import pytest + from rle.orchestration.state_manager import GameStateManager from rle.rimapi.schemas import GameState diff --git a/tests/unit/test_visualizer_integration.py b/tests/unit/test_visualizer_integration.py index eabd74e..565b8a2 100644 --- a/tests/unit/test_visualizer_integration.py +++ b/tests/unit/test_visualizer_integration.py @@ -4,6 +4,7 @@ from felix_agent_sdk.core import HelixConfig from felix_agent_sdk.visualization import HelixVisualizer + from rle.agents import AGENT_DISPLAY diff --git a/uv.lock b/uv.lock new file mode 100644 index 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07:14:21 -0400 Subject: [PATCH 02/15] Fix all 64 pre-existing mypy strict errors and 14 ruff import sort violations MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Add type args to all bare dict/list annotations across 12 files - Fix callable → Callable, object → GameState, missing TYPE_CHECKING imports - Add types-PyYAML stub and mypy overrides for optional deps (wandb, huggingface_hub) - Ruff auto-fixed import sorting from stricter py313 target Co-Authored-By: Claude Opus 4.6 (1M context) --- pyproject.toml | 5 + src/rle/agents/json_repair.py | 2 +- src/rle/agents/map_analyst.py | 7 +- src/rle/config.py | 2 +- src/rle/orchestration/action_executor.py | 5 +- src/rle/orchestration/game_loop.py | 7 +- src/rle/rimapi/client.py | 110 ++-- src/rle/rimapi/sse_client.py | 2 +- src/rle/scenarios/evaluator.py | 2 +- src/rle/scoring/delta.py | 2 +- src/rle/scoring/recorder.py | 2 +- src/rle/tracking/history.py | 7 +- uv.lock | 751 +---------------------- 13 files changed, 108 insertions(+), 796 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 4ffffdd..e7c3f4d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -28,6 +28,7 @@ dev = [ "pytest-cov>=4.0", "ruff>=0.1.0", "mypy>=1.0", + "types-PyYAML>=6.0", ] viz = [ "matplotlib>=3.5", @@ -54,3 +55,7 @@ select = ["E", "F", "I", "W"] [tool.mypy] python_version = "3.13" strict = true + +[[tool.mypy.overrides]] +module = ["wandb", "huggingface_hub"] +ignore_missing_imports = true diff --git a/src/rle/agents/json_repair.py b/src/rle/agents/json_repair.py index 501e554..770f70e 100644 --- a/src/rle/agents/json_repair.py +++ b/src/rle/agents/json_repair.py @@ -46,7 +46,7 @@ def repair_json(raw: str) -> str: return raw -def try_parse_json(raw: str) -> dict | None: +def try_parse_json(raw: str) -> dict[str, object] | None: """Attempt to repair and parse JSON into a dict. Returns None if parsing fails after repair. diff --git a/src/rle/agents/map_analyst.py b/src/rle/agents/map_analyst.py index cce3ffe..0e21c07 100644 --- a/src/rle/agents/map_analyst.py +++ b/src/rle/agents/map_analyst.py @@ -2,9 +2,12 @@ from __future__ import annotations -from typing import Any, ClassVar +from typing import TYPE_CHECKING, Any, ClassVar from rle.agents.base_role import RimWorldRoleAgent + +if TYPE_CHECKING: + from felix_agent_sdk.agents.llm_agent import LLMTask from rle.rimapi.schemas import GameState # Bootstrap directive for early game (day < 5). @@ -97,7 +100,7 @@ def _get_role_description(self) -> str: ) def create_position_aware_prompt( - self, task: "LLMTask", # noqa: F821 + self, task: LLMTask, ) -> tuple[str, str]: """Override to inject bootstrap directive for early game.""" system_prompt, user_prompt = super().create_position_aware_prompt(task) diff --git a/src/rle/config.py b/src/rle/config.py index 8a81dae..45dad78 100644 --- a/src/rle/config.py +++ b/src/rle/config.py @@ -62,7 +62,7 @@ def get_provider(self) -> BaseProvider: kwargs: dict[str, str] = {"model": self.model} if self.provider_base_url: kwargs["base_url"] = self.provider_base_url - return cls(**kwargs) + return cls(**kwargs) # type: ignore[arg-type] # subclasses accept kwargs def bridge_openrouter_key(config: RLEConfig) -> None: diff --git a/src/rle/orchestration/action_executor.py b/src/rle/orchestration/action_executor.py index ec458d2..f0ed2a1 100644 --- a/src/rle/orchestration/action_executor.py +++ b/src/rle/orchestration/action_executor.py @@ -3,7 +3,7 @@ from __future__ import annotations import logging -from typing import Any +from typing import Any, cast from pydantic import BaseModel, ConfigDict @@ -92,7 +92,8 @@ async def _dispatch(self, action: Action, endpoint: str) -> None: logger.debug("Unknown endpoint: %s", endpoint) return - await self._client.call(catalog_entry["method"], catalog_entry["path"], json=params) + entry = cast(dict[str, str], catalog_entry) + await self._client.call(entry["method"], entry["path"], json=params) # -- Specialized handlers (parameter mapping for complex DTOs) ----------- diff --git a/src/rle/orchestration/game_loop.py b/src/rle/orchestration/game_loop.py index bb196b7..dfb9a7c 100644 --- a/src/rle/orchestration/game_loop.py +++ b/src/rle/orchestration/game_loop.py @@ -19,6 +19,7 @@ from rle.orchestration.action_resolver import ActionResolver from rle.orchestration.state_manager import GameStateManager from rle.rimapi.client import RimAPIClient +from rle.rimapi.schemas import GameState from rle.rimapi.sse_client import RimAPISSEClient from rle.scenarios.evaluator import EvaluationResult, ScenarioEvaluator from rle.scoring.composite import CompositeScorer, ScoreSnapshot @@ -91,7 +92,7 @@ def __init__( self._parse_successes = 0 self._parse_failures = 0 self._log_dir: Path | None = None - self._deliberation_log: list[dict] = [] + self._deliberation_log: list[dict[str, object]] = [] self._parallel = parallel self._last_phase: str = "" self._dashboard_export_dir = dashboard_export_dir @@ -262,11 +263,11 @@ def _export_tick_json( json.dumps(data, indent=2), ) - def _update_metric_context(self, result: TickResult, state: object) -> None: + def _update_metric_context(self, result: TickResult, state: GameState) -> None: """Append tick data to metric context for scoring history.""" self._metric_context.tick_results.append(result) self._metric_context.state_history.append(state) - for threat in state.threats: # type: ignore[attr-defined] + for threat in state.threats: seen_ids = {t.threat_id for t in self._metric_context.threats_seen} if threat.threat_id not in seen_ids: self._metric_context.threats_seen.append(threat) diff --git a/src/rle/rimapi/client.py b/src/rle/rimapi/client.py index 03cffb6..202c77e 100644 --- a/src/rle/rimapi/client.py +++ b/src/rle/rimapi/client.py @@ -3,7 +3,9 @@ from __future__ import annotations import time +from collections.abc import Callable from types import TracebackType +from typing import Any import httpx @@ -80,7 +82,7 @@ def client(self) -> httpx.AsyncClient: # Internal helpers # ------------------------------------------------------------------ - async def _get(self, path: str) -> dict: + async def _get(self, path: str) -> Any: """Perform a GET request, unwrap RIMAPI envelope, return data payload.""" try: resp = await self.client.get(path) @@ -97,13 +99,16 @@ async def _get(self, path: str) -> dict: return body["data"] return body - async def call(self, method: str, path: str, json: dict | None = None) -> dict: + async def call( + self, method: str, path: str, json: dict[str, Any] | None = None, + ) -> dict[str, Any]: """Generic endpoint call — used by the dynamic action dispatcher.""" if method.upper() == "GET": - return await self._get(path) + result: dict[str, Any] = await self._get(path) + return result return await self._post(path, json=json) - async def _post(self, path: str, json: dict | None = None) -> dict: + async def _post(self, path: str, json: dict[str, Any] | None = None) -> dict[str, Any]: """Perform a POST request and return parsed JSON.""" try: resp = await self.client.post(path, json=json or {}) @@ -116,7 +121,8 @@ async def _post(self, path: str, json: dict | None = None) -> dict: raise RimAPIResponseError(resp.status_code, resp.text) if resp.status_code == 204: return {} - return resp.json() + result: dict[str, Any] = resp.json() + return result # ------------------------------------------------------------------ # Read endpoints @@ -130,7 +136,7 @@ async def _post(self, path: str, json: dict | None = None) -> dict: # ------------------------------------------------------------------ @staticmethod - def _adapt_colonist(raw: dict) -> dict: + def _adapt_colonist(raw: dict[str, Any]) -> dict[str, Any]: """Map upstream detailed PawnDto → ColonistData fields. Handles three formats: @@ -196,7 +202,7 @@ def _adapt_colonist(raw: dict) -> dict: } @staticmethod - def _adapt_colony(raw: dict) -> dict: + def _adapt_colony(raw: dict[str, Any]) -> dict[str, Any]: """Map upstream GameStateDto → ColonyData fields. Handles both upstream (game_tick, colony_wealth, colonist_count) @@ -215,7 +221,7 @@ def _adapt_colony(raw: dict) -> dict: } @staticmethod - def _adapt_research(raw: dict) -> dict: + def _adapt_research(raw: dict[str, Any]) -> dict[str, Any]: """Map upstream ResearchSummaryDto → ResearchData fields.""" if "current_project" in raw: return raw @@ -418,16 +424,18 @@ async def get_farm_summary(self, map_id: int = 0) -> FarmSummary | None: crops: dict[str, int] = {} for crop in data.get("crop_types", []): if isinstance(crop, dict): - name = crop.get("def_name", crop.get("label", "unknown")) - crops[name] = int(crop.get("count", crop.get("total", 1))) + name: str = str(crop.get("def_name", crop.get("label", "unknown"))) + count_val = crop.get("count", crop.get("total", 1)) + crops[name] = int(count_val) if count_val is not None else 1 elif isinstance(crop, str): crops[crop] = crops.get(crop, 0) + 1 + total_zones = data.get("total_growing_zones", 0) + planted = data.get("total_plants", data.get("planted_cells", 0)) + harvestable = data.get("total_expected_yield", data.get("harvestable_cells", 0)) return FarmSummary( - total_growing_zones=int(data.get("total_growing_zones", 0)), - planted_cells=int(data.get("total_plants", data.get("planted_cells", 0))), - harvestable_cells=int( - data.get("total_expected_yield", data.get("harvestable_cells", 0)), - ), + total_growing_zones=int(total_zones) if total_zones is not None else 0, + planted_cells=int(planted) if planted is not None else 0, + harvestable_cells=int(harvestable) if harvestable is not None else 0, crops=crops, ) except (RimAPIResponseError, RimAPIConnectionError): @@ -501,7 +509,7 @@ def _is_fertile(x: int, z: int) -> bool: # Find best rectangular areas near colony center using expanding search def _find_clear_rect( - center_x: int, center_z: int, min_size: int, check_fn: callable, + center_x: int, center_z: int, min_size: int, check_fn: Callable[[int, int], bool], ) -> AreaRect | None: """Search outward from center for a clear rectangle.""" for radius in range(0, 60, 3): @@ -524,12 +532,18 @@ def _find_clear_rect( # Find water areas near center (for avoidance) water_areas: list[AreaRect] = [] scan_range = 40 - water_x_min = water_x_max = water_z_min = water_z_max = None + water_x_min: int | None = None + water_x_max: int | None = None + water_z_min: int | None = None + water_z_max: int | None = None for dz in range(-scan_range, scan_range + 1): for dx in range(-scan_range, scan_range + 1): x, z = cx + dx, cz + dz if _cell(x, z) == 1: - if water_x_min is None: + if ( + water_x_min is None or water_x_max is None + or water_z_min is None or water_z_max is None + ): water_x_min = water_x_max = x water_z_min = water_z_max = z else: @@ -537,7 +551,10 @@ def _find_clear_rect( water_x_max = max(water_x_max, x) water_z_min = min(water_z_min, z) water_z_max = max(water_z_max, z) - if water_x_min is not None: + if ( + water_x_min is not None and water_x_max is not None + and water_z_min is not None and water_z_max is not None + ): water_areas.append(AreaRect( x1=water_x_min, z1=water_z_min, x2=water_x_max, z2=water_z_max, @@ -642,7 +659,7 @@ async def unforbid_all_items(self, map_id: int = 0) -> int: """Unforbid all forbidden items on the map. Returns count unforbidden.""" try: data = await self._get(f"/api/v1/map/things?map_id={map_id}") - things = data if isinstance(data, list) else [] + things: list[dict[str, Any]] = data if isinstance(data, list) else [] forbidden_ids = [ t["thing_id"] for t in things if t.get("is_forbidden", False) @@ -669,13 +686,13 @@ def _int_id(colonist_id: str) -> int: except (ValueError, TypeError): return 0 - async def save_game(self, name: str) -> dict: + async def save_game(self, name: str) -> dict[str, Any]: """Save the current game state for benchmark reproducibility.""" return await self._post("/api/v1/game/save", json={"file_name": name}) async def load_game( self, name: str, check_version: bool = False, skip_mod_mismatch: bool = True, - ) -> dict: + ) -> dict[str, Any]: """Load a previously saved game state.""" return await self._post("/api/v1/game/load", json={ "file_name": name, @@ -683,14 +700,14 @@ async def load_game( "skip_mod_mismatch": skip_mod_mismatch, }) - async def pause_game(self) -> dict: + async def pause_game(self) -> dict[str, Any]: return await self._post("/api/v1/game/speed?speed=0") - async def unpause_game(self, speed: int = 3) -> dict: + async def unpause_game(self, speed: int = 3) -> dict[str, Any]: """Unpause at given speed (1=normal, 2=fast, 3=very fast).""" return await self._post(f"/api/v1/game/speed?speed={speed}") - async def draft_colonist(self, colonist_id: str, draft: bool) -> dict: + async def draft_colonist(self, colonist_id: str, draft: bool) -> dict[str, Any]: return await self._post( "/api/v1/pawn/edit/status", json={"pawn_id": self._int_id(colonist_id), "is_drafted": draft}, @@ -698,7 +715,7 @@ async def draft_colonist(self, colonist_id: str, draft: bool) -> dict: async def set_work_priorities( self, colonist_id: str, priorities: dict[str, int], - ) -> dict: + ) -> dict[str, Any]: """Set work priorities one at a time via the singular endpoint. The bulk endpoint (/api/v1/colonists/work-priority) has a @@ -706,7 +723,7 @@ async def set_work_priorities( Use the singular endpoint which has explicit [JsonProperty] attrs. """ pid = self._int_id(colonist_id) - last_result: dict = {} + last_result: dict[str, Any] = {} for work, pri in priorities.items(): last_result = await self._post( "/api/v1/colonist/work-priority", @@ -714,7 +731,7 @@ async def set_work_priorities( ) return last_result - async def place_blueprint(self, blueprint: dict) -> dict: + async def place_blueprint(self, blueprint: dict[str, Any]) -> dict[str, Any]: """Place a blueprint using the full PasteAreaRequestDto format. The blueprint dict must contain: map_id, position, blueprint (with @@ -732,7 +749,7 @@ async def place_building( stuff_def: str = "WoodLog", rotation: int = 0, map_id: int = 0, - ) -> dict: + ) -> dict[str, Any]: """Place a single building blueprint at (x, z). Wraps the PasteAreaRequestDto with a 1x1 blueprint grid. @@ -757,7 +774,7 @@ async def place_building( "clear_obstacles": True, }) - async def move_colonist(self, colonist_id: str, x: int, z: int) -> dict: + async def move_colonist(self, colonist_id: str, x: int, z: int) -> dict[str, Any]: return await self._post( "/api/v1/pawn/edit/position", json={ @@ -768,7 +785,7 @@ async def move_colonist(self, colonist_id: str, x: int, z: int) -> dict: async def set_time_assignment( self, colonist_id: str, hour: int, assignment: str, - ) -> dict: + ) -> dict[str, Any]: return await self._post( "/api/v1/colonist/time-assignment", json={"pawn_id": self._int_id(colonist_id), "hour": hour, "assignment": assignment}, @@ -782,7 +799,7 @@ async def designate_area( z1: int, x2: int, z2: int, - ) -> dict: + ) -> dict[str, Any]: return await self._post( "/api/v1/order/designate/area", json={ @@ -797,7 +814,7 @@ async def designate_area( # Write endpoints — RLE fork (AppSprout-dev/RIMAPI:rle-testing) # ------------------------------------------------------------------ - async def set_research_target(self, project: str, force: bool = False) -> dict: + async def set_research_target(self, project: str, force: bool = False) -> dict[str, Any]: if not project: return {"success": False, "skipped": "empty project name"} url = f"/api/v1/research/target?name={project}" @@ -805,13 +822,14 @@ async def set_research_target(self, project: str, force: bool = False) -> dict: url += "&force=true" return await self._post(url) - async def stop_research(self) -> dict: + async def stop_research(self) -> dict[str, Any]: return await self._post("/api/v1/research/stop") - async def get_endpoints(self) -> list[dict]: + async def get_endpoints(self) -> list[dict[str, Any]]: """Discover all registered API routes from RIMAPI.""" try: - return await self._get("/api/v1/dev/endpoints") + data: list[dict[str, Any]] = await self._get("/api/v1/dev/endpoints") + return data except (RimAPIResponseError, RimAPIConnectionError): return [] @@ -821,15 +839,15 @@ async def set_colonist_job( job: str, target_thing_id: int | None = None, target_position: tuple[int, int] | None = None, - ) -> dict: - body: dict = {"pawn_id": self._int_id(colonist_id), "job_def": job} + ) -> dict[str, Any]: + body: dict[str, Any] = {"pawn_id": self._int_id(colonist_id), "job_def": job} if target_thing_id is not None: body["target_thing_id"] = target_thing_id if target_position is not None: body["target_position"] = {"x": target_position[0], "y": 0, "z": target_position[1]} return await self._post("/api/v1/pawn/job", json=body) - async def toggle_power(self, building_id: int, power_on: bool) -> dict: + async def toggle_power(self, building_id: int, power_on: bool) -> dict[str, Any]: return await self._post( f"/api/v1/map/building/power?buildingId={building_id}" f"&powerOn={str(power_on).lower()}", @@ -854,7 +872,7 @@ async def create_growing_zone( z1: int, x2: int, z2: int, - ) -> dict: + ) -> dict[str, Any]: return await self._post( "/api/v1/map/zone/growing", json={ @@ -876,9 +894,9 @@ async def create_stockpile_zone( priority: int = 3, allowed_item_defs: list[str] | None = None, allowed_item_categories: list[str] | None = None, - ) -> dict: + ) -> dict[str, Any]: """Create a stockpile zone with optional item filtering.""" - body: dict = { + body: dict[str, Any] = { "map_id": map_id, "point_a": {"x": x1, "y": 0, "z": z1}, "point_b": {"x": x2, "y": 0, "z": z2}, @@ -895,16 +913,16 @@ async def create_stockpile_zone( async def assign_bed_rest( self, patient_id: str, bed_building_id: int | None = None, - ) -> dict: - body: dict = {"patient_pawn_id": self._int_id(patient_id)} + ) -> dict[str, Any]: + body: dict[str, Any] = {"patient_pawn_id": self._int_id(patient_id)} if bed_building_id is not None: body["bed_building_id"] = bed_building_id return await self._post("/api/v1/pawn/medical/bed-rest", json=body) async def administer_medicine( self, patient_id: str, doctor_id: str | None = None, - ) -> dict: - body: dict = {"patient_pawn_id": self._int_id(patient_id)} + ) -> dict[str, Any]: + body: dict[str, Any] = {"patient_pawn_id": self._int_id(patient_id)} if doctor_id is not None: body["doctor_pawn_id"] = self._int_id(doctor_id) return await self._post("/api/v1/pawn/medical/tend", json=body) diff --git a/src/rle/rimapi/sse_client.py b/src/rle/rimapi/sse_client.py index 732be26..e289f17 100644 --- a/src/rle/rimapi/sse_client.py +++ b/src/rle/rimapi/sse_client.py @@ -90,7 +90,7 @@ def drain(self) -> list[RimAPIEvent]: def drain_by_type(self, *event_types: str) -> list[RimAPIEvent]: """Drain only events matching the given types, leave others buffered.""" matched = [] - remaining = deque(maxlen=self._buffer.maxlen) + remaining: deque[RimAPIEvent] = deque(maxlen=self._buffer.maxlen) for event in self._buffer: if event.event_type in event_types: matched.append(event) diff --git a/src/rle/scenarios/evaluator.py b/src/rle/scenarios/evaluator.py index db4ecc9..b33f11a 100644 --- a/src/rle/scenarios/evaluator.py +++ b/src/rle/scenarios/evaluator.py @@ -98,4 +98,4 @@ def _check_condition( comparator = _OPERATORS.get(cond.operator) if comparator is None: return False - return comparator(actual, cond.value) # type: ignore[operator] + return comparator(actual, cond.value) # type: ignore[no-any-return] diff --git a/src/rle/scoring/delta.py b/src/rle/scoring/delta.py index c227dcb..06b6fe9 100644 --- a/src/rle/scoring/delta.py +++ b/src/rle/scoring/delta.py @@ -77,7 +77,7 @@ def significance(self) -> str: return "*" return "" - def to_dict(self) -> dict: + def to_dict(self) -> dict[str, object]: return { "scenario": self.scenario, "agent_mean": round(self.agent_mean, 4), diff --git a/src/rle/scoring/recorder.py b/src/rle/scoring/recorder.py index 94921d1..cf26f78 100644 --- a/src/rle/scoring/recorder.py +++ b/src/rle/scoring/recorder.py @@ -33,7 +33,7 @@ def to_csv(self, path: str | Path) -> None: row["composite"] = round(snap.composite, 4) writer.writerow(row) - def to_dicts(self) -> list[dict]: + def to_dicts(self) -> list[dict[str, object]]: """Return list of dicts for programmatic access.""" return [ {"tick": s.tick, "day": s.day, **s.metrics, "composite": s.composite} diff --git a/src/rle/tracking/history.py b/src/rle/tracking/history.py index a98392b..c164948 100644 --- a/src/rle/tracking/history.py +++ b/src/rle/tracking/history.py @@ -6,6 +6,7 @@ import re from datetime import datetime from pathlib import Path +from typing import Any RESULTS_DIR = Path("results") HISTORY_PATH = RESULTS_DIR / "benchmark_history.jsonl" @@ -21,7 +22,7 @@ def get_run_dir(model: str | None = None) -> Path: return run_dir -def append_history(summary: dict) -> Path: +def append_history(summary: dict[str, object]) -> Path: """Append a benchmark summary as one JSONL line. Returns the history path.""" HISTORY_PATH.parent.mkdir(parents=True, exist_ok=True) with open(HISTORY_PATH, "a") as f: @@ -29,7 +30,7 @@ def append_history(summary: dict) -> Path: return HISTORY_PATH -def load_history() -> list[dict]: +def load_history() -> list[dict[str, object]]: """Load all historical benchmark runs from JSONL.""" if not HISTORY_PATH.exists(): return [] @@ -41,7 +42,7 @@ def load_history() -> list[dict]: return runs -def update_baseline(summary: dict) -> tuple[bool, float | None]: +def update_baseline(summary: dict[str, Any]) -> tuple[bool, float | None]: """Update baseline if this run's avg score is a new best for the model. 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Includes stdlib-only stats rationale. Co-Authored-By: Claude Opus 4.6 (1M context) --- .../003-automated-benchmark-infrastructure.md | 101 ++++++++++++++++++ 1 file changed, 101 insertions(+) create mode 100644 docs/adr/003-automated-benchmark-infrastructure.md diff --git a/docs/adr/003-automated-benchmark-infrastructure.md b/docs/adr/003-automated-benchmark-infrastructure.md new file mode 100644 index 0000000..aa476b6 --- /dev/null +++ b/docs/adr/003-automated-benchmark-infrastructure.md @@ -0,0 +1,101 @@ +# ADR-003: Automated Benchmark Infrastructure + +**Date:** 2026-04-09 +**Status:** Accepted +**Deciders:** @jkbennitt, @calebisgross + +## Decision + +Replace mock benchmarks with Docker-containerized HeadlessRim for real automated game sessions. Expand scoring from 8 to 10 metrics (adding coordination + communication_efficiency). Add bootstrap confidence intervals, real-time cost tracking via OpenRouter API, and structured event logging for full decision trace observability. + +## Context + +Current `--dry-run` benchmarks test JSON parse rate against static mock data — zero signal about colony management quality. The mock state never changes (3 colonists, 8000 wealth, flat metrics every tick). The leaderboard vision (#8) requires 6 scenarios × N models × 4+ runs = hundreds of automated game sessions. This is impossible manually. + +IlyaChichkov confirmed RIMAPI works headlessly (HeadlessRim#1, 2026-03-22) and published HeadlessRimPatch v1.0.0 the same day. The patch strips Unity UI/rendering via Harmony, enabling RimWorld to run in Docker with Xvfb. + +Industry research (FLE/NeurIPS 2025, SWE-bench, ARC-AGI-2, WebArena, Chatbot Arena, M3-Bench) identified patterns we adopt: + +- Docker isolation for reproducibility (SWE-bench, FLE) +- Bootstrap confidence intervals (14/24 major benchmarks skip this per BetterBench 2024) +- Cost-per-task metrics (ARC-AGI-2's key innovation: accuracy without cost is meaningless) +- Process-aware evaluation (M3-Bench: score HOW agents coordinate, not just outcomes) +- RimWorld's stochastic events provide built-in contamination resistance + +## Decision Drivers + +- `--dry-run` produces zero signal — agents always score 0.706 on static data +- No benchmark without a live game, no live game automation without Docker +- Multi-model leaderboard requires 96+ automated game sessions (6 scenarios × 4 models × 4 runs) +- Process metrics (coordination, communication) differentiate RLE from single-agent benchmarks +- Cost tracking enables ARC-AGI-2-style accuracy-vs-cost Pareto frontiers + +## What Changes + +### 1. Docker infrastructure (HeadlessRim + HeadlessRimPatch + RIMAPI) + +Docker container runs headless RimWorld with RIMAPI on :8765. Game files mounted at runtime (not baked in) to avoid distributing copyrighted content. Entrypoint: Xvfb → RimWorldLinux → HeadlessRimPatch auto-starts game → RIMAPI serves → we load benchmark save via REST. + +### 2. Scoring: 8 → 10 metrics with process awareness + +Two new metrics folded into the composite score: +- `coordination`: conflicts resolved / total conflicts (from ActionResolver) +- `communication_efficiency`: messages acted on / total messages sent + +Process metrics get 20% combined weight. No historical data to protect (pre-release). All 6 scenario YAMLs updated. + +### 3. Bootstrap confidence intervals (stdlib-only) + +We evaluated `resample` (scikit-hep, best modern option) but it pulls in scipy (~150MB) + numpy (~50MB). For percentile bootstrap CIs and Welch's t-test at N≥4, stdlib `random.choices()` + `math` is mathematically correct and keeps the install lightweight. The existing hand-rolled Welch's t-test in `delta.py` uses a normal CDF approximation (Abramowitz & Stegun) documented as "very accurate for df > 30, approximate for smaller df." Our N≥4 minimum guarantees sufficient accuracy. + +If we later need BCa intervals or power analysis, we upgrade to scipy — the `BootstrapCI` pydantic model API won't change. + +### 4. Cost tracking via OpenRouter API + +Real-time per-token pricing from `GET https://openrouter.ai/api/v1/models` (public, no auth). Works for all providers (Anthropic, OpenAI, Meta, etc.) since OpenRouter lists every model. Graceful fallback to $0.00 if unreachable. Cached per benchmark run. + +### 5. Structured event log (dual observability) + +Append-only JSONL capturing every event: deliberations (raw LLM output + parsed plan), conflicts, action executions (RIMAPI call + response), scores, errors. This is the offline source of truth. + +W&B Weave provides optional rich LLM trace visualization on top — same events, interactive UI. Graceful degradation if wandb not installed. + +### 6. N≥4 enforcement for leaderboard submissions + +`--push-hf` requires `--runs 4` or higher. Warning printed for N < 4. Bootstrap CIs require multiple runs to be meaningful. + +## Alternatives Rejected + +1. **Keep mock benchmarks** — zero signal about colony management quality. +2. **Build simulation mode with advancing fake state** — we'd be building a fake RimWorld engine. The real game has 156+ interacting systems. +3. **Manual live runs only** — doesn't scale beyond 2 models, no CI integration, no reproducibility. +4. **scipy/numpy for statistics** — `resample` package requires scipy (~150MB) + numpy (~50MB). Percentile bootstrap with stdlib is mathematically correct for our N≥4 use case and keeps install under 5 seconds. + +## Consequences + +**Positive:** +- Real benchmarks with real game state that changes per tick +- Multi-model leaderboard becomes automatable (Docker + CI) +- Process metrics differentiate RLE from all existing benchmarks +- Cost-normalized rankings prevent "just throw more compute at it" gaming +- Full decision traces enable post-hoc analysis of model behavior +- Bootstrap CIs give credible statistical comparisons + +**Negative:** +- Linux RimWorld game files required for Docker (via SteamCMD) +- Historical mock benchmark data invalidated (acceptable: pre-release) +- Docker image size (~2GB with game files mounted) +- OpenRouter API dependency for cost tracking (graceful fallback) + +**Risks:** +- RIMAPI IPv6 binding in Docker — may need config for port forwarding. Test early. +- HeadlessRimPatch `SetupForQuickTestPlay()` creates a throwaway map before we load our save — wasted startup time. Feature request filed (HeadlessRimPatch#5). +- Small models may struggle with 10 metrics in scoring — mitigated by per-scenario weight overrides. + +## Related + +- Issue #13: HeadlessRim Docker — real automated benchmarks + leaderboard infrastructure +- Issue #8: RLE v1.0 multi-model colony management leaderboard +- Issue #6: Agents must beat unmanaged baseline +- HeadlessRim#1: RIMAPI compatibility confirmed +- HeadlessRimPatch#5: Feature request for direct save loading From 9cd0d4cab2755cf9f305041c6f71fa9e10ad2024 Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 08:16:18 -0400 Subject: [PATCH 04/15] Add Docker infrastructure for headless RimWorld benchmarks Dockerfile (debian:bookworm-slim + Xvfb), docker-compose with volume mounts for game files/mods/saves, entrypoint with RIMAPI healthcheck. Game files mounted at runtime to avoid distributing copyrighted content. Co-Authored-By: Claude Opus 4.6 (1M context) --- docker/.dockerignore | 9 ++++++ docker/.env.example | 8 +++++ docker/Dockerfile | 28 ++++++++++++++++ docker/README.md | 58 +++++++++++++++++++++++++++++++++ docker/docker-compose.yml | 12 +++++++ docker/entrypoint.sh | 68 +++++++++++++++++++++++++++++++++++++++ 6 files changed, 183 insertions(+) create mode 100644 docker/.dockerignore create mode 100644 docker/.env.example create mode 100644 docker/Dockerfile create mode 100644 docker/README.md create mode 100644 docker/docker-compose.yml create mode 100644 docker/entrypoint.sh diff --git a/docker/.dockerignore b/docker/.dockerignore new file mode 100644 index 0000000..211dc63 --- /dev/null +++ b/docker/.dockerignore @@ -0,0 +1,9 @@ +.git +__pycache__ +*.pyc +.env +results/ +*.egg-info +.mypy_cache +.ruff_cache +.claude/ diff --git a/docker/.env.example b/docker/.env.example new file mode 100644 index 0000000..d6fa336 --- /dev/null +++ b/docker/.env.example @@ -0,0 +1,8 @@ +# Path to Linux RimWorld game files (via SteamCMD: app_update 294100 -platform linux) +RIMWORLD_PATH=/path/to/rimworld + +# Path to RIMAPI mod directory (containing About/ and 1.6/Assemblies/RIMAPI.dll) +RIMAPI_MOD_PATH=/path/to/rimapi-mod + +# RIMAPI port (default 8765) +RIMAPI_PORT=8765 diff --git a/docker/Dockerfile b/docker/Dockerfile new file mode 100644 index 0000000..88e260a --- /dev/null +++ b/docker/Dockerfile @@ -0,0 +1,28 @@ +FROM debian:bookworm-slim + +RUN apt-get update && apt-get install -y --no-install-recommends \ + xvfb libx11-6 libgl1-mesa-glx libgl1-mesa-dri mesa-utils \ + dbus libpulse0 alsa-utils openbox \ + libxcursor1 libxrandr2 libxinerama1 libxi6 libxss1 libxtst6 \ + libfontconfig1 libxrender1 libsdl2-2.0-0 \ + curl netcat-openbsd procps ca-certificates \ + && rm -rf /var/lib/apt/lists/* + +RUN printf 'pcm.!default {\n type null\n}\nctl.!default {\n type null\n}\n' > /etc/asound.conf + +ENV DISPLAY=:99 \ + SDL_AUDIODRIVER=dummy \ + AUDIODEV=null \ + PULSE_SERVER= + +RUN mkdir -p /opt/mods/HeadlessRimPatch /opt/mods/RIMAPI /opt/saves + +COPY docker/entrypoint.sh /entrypoint.sh +RUN chmod +x /entrypoint.sh + +EXPOSE 8765 + +HEALTHCHECK --interval=10s --timeout=5s --retries=12 --start-period=60s \ + CMD curl -sf http://localhost:8765/api/v1/game/state || exit 1 + +ENTRYPOINT ["/entrypoint.sh"] diff --git a/docker/README.md b/docker/README.md new file mode 100644 index 0000000..38dde16 --- /dev/null +++ b/docker/README.md @@ -0,0 +1,58 @@ +# HeadlessRim Docker — Automated RLE Benchmarks + +Runs RimWorld headlessly in Docker with RIMAPI for automated benchmark sessions. + +## Prerequisites + +1. **Linux RimWorld game files** — Download via SteamCMD: + ```bash + steamcmd +login +app_update 294100 -platform linux +quit + ``` + +2. **RIMAPI mod** — Built from [our fork](https://github.com/AppSprout-dev/RIMAPI) (`rle-testing` branch): + ```bash + cd RIMAPI/Source/RIMAPI && dotnet build RimApi.csproj -c Release-1.6 + ``` + +3. **HeadlessRimPatch** — Downloaded automatically in the Dockerfile from [GitHub Releases](https://github.com/IlyaChichkov/HeadlessRimPatch/releases) (v1.0.0). Alternatively, mount a local build. + +4. **Save files** — Place RLE scenario saves in `docker/saves/`. + +## Quick Start + +```bash +cp .env.example .env +# Edit .env with your paths +docker compose up -d +# Wait for healthcheck (~60-120s) +curl http://localhost:8765/api/v1/game/state +``` + +## How It Works + +1. Container starts Xvfb on `:99` (virtual display) +2. RimWorldLinux launches in `-batchmode -nographics` mode +3. HeadlessRimPatch patches out Unity UI/rendering, calls `SetupForQuickTestPlay()` to auto-start a game +4. RIMAPI starts serving on `:8765` once a map loads +5. RLE orchestrator connects and loads the benchmark save via `POST /api/v1/game/load` + +## Running Benchmarks + +```bash +# From the RLE project root: +python scripts/run_benchmark.py --docker --provider openai \ + --model nvidia/nemotron-3-super-120b-a12b:free \ + --base-url https://openrouter.ai/api/v1 \ + --no-think --runs 4 --output results/docker/ +``` + +## Known Issues + +- **RIMAPI IPv6 binding**: RIMAPI binds to `[::1]:8765` inside the container. Docker port forwarding maps `0.0.0.0:8765` → container. If RIMAPI only listens on IPv6 loopback, the port forward won't reach it. May need RIMAPI config change. +- **Startup time**: HeadlessRimPatch generates a throwaway map before we load our save. Feature request filed ([HeadlessRimPatch#5](https://github.com/IlyaChichkov/HeadlessRimPatch/issues/5)) for direct save loading via env var. + +## References + +- [IlyaChichkov/HeadlessRim](https://github.com/IlyaChichkov/HeadlessRim) — Docker setup +- [IlyaChichkov/HeadlessRimPatch](https://github.com/IlyaChichkov/HeadlessRimPatch) — Harmony patches for headless mode +- [HeadlessRim#1](https://github.com/IlyaChichkov/HeadlessRim/issues/1) — RIMAPI compatibility confirmed diff --git a/docker/docker-compose.yml b/docker/docker-compose.yml new file mode 100644 index 0000000..09a4e27 --- /dev/null +++ b/docker/docker-compose.yml @@ -0,0 +1,12 @@ +services: + rimworld: + build: + context: .. + dockerfile: docker/Dockerfile + ports: + - "${RIMAPI_PORT:-8765}:8765" + volumes: + - ${RIMWORLD_PATH:?Set RIMWORLD_PATH to Linux RimWorld install}:/opt/game:ro + - ${RIMAPI_MOD_PATH:?Set RIMAPI_MOD_PATH to RIMAPI mod directory}:/opt/mods/RIMAPI:ro + - ./saves:/opt/saves:ro + shm_size: 1gb diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh new file mode 100644 index 0000000..7035c53 --- /dev/null +++ b/docker/entrypoint.sh @@ -0,0 +1,68 @@ +#!/bin/bash +set -e + +# Clean stale X11 locks +rm -f /tmp/.X99-lock /tmp/.X11-unix/X99 + +# Start Xvfb +Xvfb :99 -screen 0 1280x720x24 -ac +extension GLX & +XVFB_PID=$! + +# Wait for X socket +ELAPSED=0 +while [ ! -e /tmp/.X11-unix/X99 ]; do + sleep 0.5 + ELAPSED=$((ELAPSED + 1)) + if [ "$ELAPSED" -ge 60 ]; then + echo "ERROR: Xvfb failed to start within 30s" + exit 1 + fi +done +echo "Xvfb ready on :99" + +# DBus machine-id (prevents Unity startup crash) +dbus-uuidgen --ensure 2>/dev/null || true + +# Link save files into RimWorld saves directory +SAVES_DIR="/root/.config/unity3d/Ludeon Studios/RimWorld by Ludeon Studios/Saves" +mkdir -p "$SAVES_DIR" +if [ -d /opt/saves ]; then + for f in /opt/saves/*; do + [ -e "$f" ] && ln -sf "$f" "$SAVES_DIR/$(basename "$f")" + done +fi + +# Link mods into RimWorld Mods directory +MODS_DIR="/opt/game/Mods" +mkdir -p "$MODS_DIR" +for mod_dir in /opt/mods/*/; do + [ -d "$mod_dir" ] && ln -sf "$mod_dir" "$MODS_DIR/$(basename "$mod_dir")" +done + +# Launch RimWorld +echo "Starting RimWorld headless..." +/opt/game/RimWorldLinux \ + -batchmode \ + -nographics \ + -noshaders \ + -force-opengl \ + -startServer \ + -logFile /opt/game/rimworld_log.txt & +GAME_PID=$! + +# Wait for RIMAPI to become responsive +echo "Waiting for RIMAPI on :8765..." +ELAPSED=0 +while ! curl -sf http://localhost:8765/api/v1/game/state > /dev/null 2>&1; do + sleep 5 + ELAPSED=$((ELAPSED + 5)) + if [ "$ELAPSED" -ge 120 ]; then + echo "ERROR: RIMAPI not responsive after 120s" + cat /opt/game/rimworld_log.txt 2>/dev/null | tail -30 + exit 1 + fi +done +echo "RIMAPI ready" + +# Keep container alive +tail -f /opt/game/rimworld_log.txt From fa6a5acbfca299ae7145262b037faa8af0475f46 Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 08:16:49 -0400 Subject: [PATCH 05/15] Add Docker container lifecycle module DockerGameServer manages HeadlessRim container via async subprocess. Shared wait_for_rimapi() utility replaces ad-hoc polling. Co-Authored-By: Claude Opus 4.6 (1M context) --- src/rle/docker.py | 120 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 120 insertions(+) create mode 100644 src/rle/docker.py diff --git a/src/rle/docker.py b/src/rle/docker.py new file mode 100644 index 0000000..6ad9c43 --- /dev/null +++ b/src/rle/docker.py @@ -0,0 +1,120 @@ +"""Docker container lifecycle management for headless RimWorld benchmarks.""" + +from __future__ import annotations + +import asyncio +import logging +from subprocess import DEVNULL +from types import TracebackType + +import httpx + +logger = logging.getLogger(__name__) + +CONTAINER_NAME = "rle-benchmark" +DEFAULT_IMAGE = "rle-headless:latest" +DEFAULT_PORT = 8765 +HEALTH_TIMEOUT = 120.0 +HEALTH_INTERVAL = 5.0 + + +async def _probe_rimapi(url: str, timeout: float = 5.0) -> bool: + """Check if RIMAPI is responsive at the given URL.""" + try: + async with httpx.AsyncClient() as client: + resp = await client.get(f"{url}/api/v1/game/state", timeout=timeout) + return resp.status_code < 500 + except (httpx.HTTPError, OSError): + return False + + +async def wait_for_rimapi(url: str, timeout: float = HEALTH_TIMEOUT) -> None: + """Poll RIMAPI until responsive. Shared by Docker and manual setups. + + Raises TimeoutError if RIMAPI doesn't respond within *timeout* seconds. + """ + elapsed = 0.0 + while elapsed < timeout: + if await _probe_rimapi(url): + logger.info("RIMAPI responsive at %s", url) + return + await asyncio.sleep(HEALTH_INTERVAL) + elapsed += HEALTH_INTERVAL + msg = f"RIMAPI not responsive at {url} after {timeout}s" + raise TimeoutError(msg) + + +async def _run( + *args: str, + check: bool = True, +) -> None: + """Run a Docker CLI command asynchronously.""" + proc = await asyncio.create_subprocess_exec( + "docker", *args, + stdout=DEVNULL, + stderr=asyncio.subprocess.PIPE, + ) + _, stderr = await proc.communicate() + if check and proc.returncode != 0: + err = stderr.decode().strip() if stderr else "unknown error" + msg = f"docker {' '.join(args)} failed: {err}" + raise RuntimeError(msg) + + +class DockerGameServer: + """Manages HeadlessRim Docker container for automated benchmarks.""" + + def __init__( + self, + image: str = DEFAULT_IMAGE, + port: int = DEFAULT_PORT, + container_name: str = CONTAINER_NAME, + ) -> None: + self._image = image + self._port = port + self._container_name = container_name + + @property + def url(self) -> str: + """RIMAPI base URL for this container.""" + return f"http://localhost:{self._port}" + + async def start(self) -> None: + """Start container and wait for RIMAPI healthcheck.""" + logger.info("Starting %s from image %s", self._container_name, self._image) + await _run( + "run", "-d", + "-p", f"{self._port}:8765", + "--name", self._container_name, + "--shm-size=1g", + self._image, + ) + await wait_for_rimapi(self.url) + + async def stop(self) -> None: + """Stop and remove container. Ignores errors if already stopped.""" + logger.info("Stopping %s", self._container_name) + await _run("stop", self._container_name, check=False) + await _run("rm", self._container_name, check=False) + + async def restart(self) -> None: + """Restart for clean game state between scenarios.""" + logger.info("Restarting %s", self._container_name) + await _run("restart", self._container_name) + await wait_for_rimapi(self.url) + + async def is_healthy(self) -> bool: + """Check if RIMAPI is responsive.""" + return await _probe_rimapi(self.url) + + async def __aenter__(self) -> DockerGameServer: + await self.start() + return self + + async def __aexit__( + self, + exc_type: type[BaseException] | None, + exc_val: BaseException | None, + exc_tb: TracebackType | None, + ) -> None: + await self.stop() From 8369f7913b33f175b94f9b890809fa0e253567bc Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 08:17:22 -0400 Subject: [PATCH 06/15] Add bootstrap confidence intervals (stdlib-only, no scipy) BootstrapCI pydantic model + bootstrap_ci() and bootstrap_paired_delta() using random.choices(). 18 tests covering CIs, reproducibility, edge cases. Co-Authored-By: Claude Opus 4.6 (1M context) --- src/rle/scoring/bootstrap.py | 99 +++++++++++++++++++++++ tests/unit/test_bootstrap.py | 147 +++++++++++++++++++++++++++++++++++ 2 files changed, 246 insertions(+) create mode 100644 src/rle/scoring/bootstrap.py create mode 100644 tests/unit/test_bootstrap.py diff --git a/src/rle/scoring/bootstrap.py b/src/rle/scoring/bootstrap.py new file mode 100644 index 0000000..9cc2eb1 --- /dev/null +++ b/src/rle/scoring/bootstrap.py @@ -0,0 +1,99 @@ +"""Bootstrap confidence intervals for RLE benchmark statistics.""" + +from __future__ import annotations + +import math +import random + +from pydantic import BaseModel, ConfigDict + + +class BootstrapCI(BaseModel): + """Bootstrap confidence interval at a configurable confidence level.""" + + model_config = ConfigDict(frozen=True) + + mean: float + ci_lower: float # lower percentile bound + ci_upper: float # upper percentile bound + std: float + n_samples: int + n_bootstrap: int = 10_000 + + +def bootstrap_ci( + values: list[float], + n_bootstrap: int = 10_000, + ci: float = 0.95, + seed: int | None = None, +) -> BootstrapCI: + """Compute bootstrap confidence interval using percentile method. + + Uses only stdlib random.choices() — no scipy/numpy dependency (see ADR-003). + + Args: + values: Sample values (need at least 1) + n_bootstrap: Number of bootstrap resamples (default 10,000) + ci: Confidence level (default 0.95) + seed: Optional random seed for reproducibility + + Raises: + ValueError: If values is empty. + """ + if not values: + raise ValueError("values must not be empty") + + n = len(values) + mean = sum(values) / n + + if n == 1: + return BootstrapCI( + mean=mean, + ci_lower=mean, + ci_upper=mean, + std=0.0, + n_samples=n, + n_bootstrap=n_bootstrap, + ) + + # Population std (ddof=0) — sufficient for CI estimation + std = math.sqrt(sum((x - mean) ** 2 for x in values) / n) + + rng = random.Random(seed) + boot_means = sorted(sum(rng.choices(values, k=n)) / n for _ in range(n_bootstrap)) + + alpha = 1.0 - ci + lower_idx = max(0, min(int(alpha / 2 * n_bootstrap), n_bootstrap - 1)) + upper_idx = max(0, min(int(math.ceil((1.0 - alpha / 2) * n_bootstrap)) - 1, n_bootstrap - 1)) + + return BootstrapCI( + mean=mean, + ci_lower=boot_means[lower_idx], + ci_upper=boot_means[upper_idx], + std=std, + n_samples=n, + n_bootstrap=n_bootstrap, + ) + + +def bootstrap_paired_delta( + agent_scores: list[float], + baseline_scores: list[float], + n_bootstrap: int = 10_000, + ci: float = 0.95, + seed: int | None = None, +) -> BootstrapCI: + """Bootstrap CI for the agent-baseline delta. + + Resamples paired differences to get CI on the performance gap. + + Args: + agent_scores: Scores from the agent run. + baseline_scores: Scores from the baseline run. + n_bootstrap: Number of bootstrap resamples. + ci: Confidence level (default 0.95). + seed: Optional random seed for reproducibility. + """ + n = min(len(agent_scores), len(baseline_scores)) + deltas = [agent_scores[i] - baseline_scores[i] for i in range(n)] + return bootstrap_ci(deltas, n_bootstrap=n_bootstrap, ci=ci, seed=seed) diff --git a/tests/unit/test_bootstrap.py b/tests/unit/test_bootstrap.py new file mode 100644 index 0000000..090ef86 --- /dev/null +++ b/tests/unit/test_bootstrap.py @@ -0,0 +1,147 @@ +"""Tests for bootstrap confidence interval module.""" + +from __future__ import annotations + +import random + +import pytest + +from rle.scoring.bootstrap import BootstrapCI, bootstrap_ci, bootstrap_paired_delta + + +class TestBootstrapCI: + """Tests for bootstrap_ci function.""" + + def test_known_distribution_contains_true_mean(self) -> None: + """CI from uniform [0, 1] samples should contain 0.5.""" + values = [i / 99.0 for i in range(100)] + result = bootstrap_ci(values, n_bootstrap=10_000, seed=42) + assert result.ci_lower <= 0.5 <= result.ci_upper + + def test_ci_width_decreases_with_more_samples(self) -> None: + """Wider CI expected with fewer samples.""" + rng = random.Random(0) + small = [rng.gauss(0.5, 0.1) for _ in range(10)] + rng2 = random.Random(0) + large = [rng2.gauss(0.5, 0.1) for _ in range(100)] + + ci_small = bootstrap_ci(small, n_bootstrap=5_000, seed=1) + ci_large = bootstrap_ci(large, n_bootstrap=5_000, seed=1) + + width_small = ci_small.ci_upper - ci_small.ci_lower + width_large = ci_large.ci_upper - ci_large.ci_lower + assert width_small > width_large + + def test_single_value_returns_degenerate_ci(self) -> None: + """Single value should yield CI where lower == upper == mean.""" + result = bootstrap_ci([0.7]) + assert result.ci_lower == result.mean + assert result.ci_upper == result.mean + assert result.mean == pytest.approx(0.7) + assert result.std == pytest.approx(0.0) + + def test_two_identical_values_ci_lower_equals_upper(self) -> None: + """Two identical values produce CI where lower == upper.""" + result = bootstrap_ci([0.5, 0.5], n_bootstrap=1_000, seed=0) + assert result.ci_lower == pytest.approx(0.5) + assert result.ci_upper == pytest.approx(0.5) + + def test_seed_reproducibility(self) -> None: + """Same seed must produce identical results.""" + values = [0.1, 0.3, 0.5, 0.7, 0.9] + r1 = bootstrap_ci(values, n_bootstrap=1_000, seed=99) + r2 = bootstrap_ci(values, n_bootstrap=1_000, seed=99) + assert r1 == r2 + + def test_different_seeds_produce_same_mean_different_ci(self) -> None: + """Mean is seed-independent; CI bounds vary between seeds.""" + values = [0.1, 0.3, 0.5, 0.7, 0.9, 0.2, 0.4, 0.6, 0.8, 1.0] + r1 = bootstrap_ci(values, n_bootstrap=500, seed=1) + r2 = bootstrap_ci(values, n_bootstrap=500, seed=2) + assert r1.mean == pytest.approx(r2.mean) + assert r1.ci_lower != r2.ci_lower or r1.ci_upper != r2.ci_upper + + def test_empty_values_raises_value_error(self) -> None: + """Empty values list should raise ValueError.""" + with pytest.raises(ValueError, match="empty"): + bootstrap_ci([]) + + def test_n_samples_field(self) -> None: + """n_samples should reflect the input length.""" + values = [0.1, 0.2, 0.3, 0.4, 0.5] + result = bootstrap_ci(values, n_bootstrap=100, seed=0) + assert result.n_samples == 5 + + def test_n_bootstrap_field(self) -> None: + """n_bootstrap should be stored on result.""" + values = [0.1, 0.5, 0.9] + result = bootstrap_ci(values, n_bootstrap=500, seed=0) + assert result.n_bootstrap == 500 + + def test_mean_is_arithmetic_mean(self) -> None: + """Mean field must equal arithmetic mean of inputs.""" + values = [1.0, 2.0, 3.0, 4.0, 5.0] + result = bootstrap_ci(values, n_bootstrap=100, seed=0) + assert result.mean == pytest.approx(3.0) + + def test_ci_bounds_ordered(self) -> None: + """Lower bound must be <= upper bound.""" + values = [0.2, 0.8, 0.4, 0.6, 0.3, 0.7] + result = bootstrap_ci(values, n_bootstrap=1_000, seed=42) + assert result.ci_lower <= result.ci_upper + + def test_result_is_frozen(self) -> None: + """BootstrapCI must be immutable (frozen Pydantic model).""" + result = bootstrap_ci([0.5, 0.6], n_bootstrap=100, seed=0) + with pytest.raises(Exception): + result.mean = 0.0 # type: ignore[misc] + + +class TestBootstrapPairedDelta: + """Tests for bootstrap_paired_delta function.""" + + def test_positive_delta_ci_contains_true_delta(self) -> None: + """When agent consistently outperforms baseline, CI should contain true delta.""" + rng = random.Random(42) + agent = [0.7 + rng.gauss(0.0, 0.05) for _ in range(30)] + rng2 = random.Random(99) + baseline = [0.5 + rng2.gauss(0.0, 0.05) for _ in range(30)] + result = bootstrap_paired_delta(agent, baseline, n_bootstrap=5_000, seed=0) + assert result.ci_lower <= result.mean <= result.ci_upper + assert result.mean == pytest.approx(0.2, abs=0.05) + + def test_negative_delta_ci_is_negative(self) -> None: + """When baseline outperforms agent, CI should be negative.""" + agent = [0.3] * 20 + baseline = [0.7] * 20 + result = bootstrap_paired_delta(agent, baseline, n_bootstrap=1_000, seed=0) + assert result.ci_upper < 0.0 + assert result.mean == pytest.approx(-0.4) + + def test_unequal_lengths_uses_min_length(self) -> None: + """Mismatched list lengths should use min length without error.""" + agent = [0.6, 0.7, 0.8] + baseline = [0.5, 0.5] + result = bootstrap_paired_delta(agent, baseline, n_bootstrap=100, seed=0) + assert result.n_samples == 2 + + def test_identical_scores_delta_is_zero(self) -> None: + """Zero delta between identical agent and baseline scores.""" + scores = [0.5, 0.6, 0.7, 0.8] + result = bootstrap_paired_delta(scores, scores, n_bootstrap=500, seed=0) + assert result.mean == pytest.approx(0.0) + assert result.ci_lower == pytest.approx(0.0) + assert result.ci_upper == pytest.approx(0.0) + + def test_returns_bootstrap_ci_instance(self) -> None: + """Return type must be BootstrapCI.""" + result = bootstrap_paired_delta([0.6, 0.7], [0.5, 0.5], n_bootstrap=100, seed=0) + assert isinstance(result, BootstrapCI) + + def test_seed_reproducibility(self) -> None: + """Same seed produces same result.""" + agent = [0.6, 0.7, 0.8, 0.75] + baseline = [0.5, 0.5, 0.6, 0.55] + r1 = bootstrap_paired_delta(agent, baseline, n_bootstrap=500, seed=7) + r2 = bootstrap_paired_delta(agent, baseline, n_bootstrap=500, seed=7) + assert r1 == r2 From e8e58e5b9f7c6e807cb4f7ceedefdb2caf56afc4 Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 11:48:31 -0400 Subject: [PATCH 07/15] Add cost tracker with real-time OpenRouter pricing CostTracker accumulates token usage, fetches per-token pricing from OpenRouter's public API (no auth). Graceful fallback to $0.00. 16 tests. Co-Authored-By: Claude Opus 4.6 (1M context) --- src/rle/tracking/cost_tracker.py | 117 ++++++++++++++++ tests/unit/test_cost_tracker.py | 231 +++++++++++++++++++++++++++++++ 2 files changed, 348 insertions(+) create mode 100644 src/rle/tracking/cost_tracker.py create mode 100644 tests/unit/test_cost_tracker.py diff --git a/src/rle/tracking/cost_tracker.py b/src/rle/tracking/cost_tracker.py new file mode 100644 index 0000000..4c12af8 --- /dev/null +++ b/src/rle/tracking/cost_tracker.py @@ -0,0 +1,117 @@ +"""Cost tracking for RLE benchmarks with real-time OpenRouter pricing.""" + +from __future__ import annotations + +import logging +import time + +import httpx +from pydantic import BaseModel, ConfigDict + +logger = logging.getLogger(__name__) + +OPENROUTER_MODELS_URL = "https://openrouter.ai/api/v1/models" + + +class TokenUsage(BaseModel): + """Token usage from a single LLM call.""" + + model_config = ConfigDict(frozen=True) + + prompt_tokens: int + completion_tokens: int + + @property + def total_tokens(self) -> int: + return self.prompt_tokens + self.completion_tokens + + +class CostSnapshot(BaseModel): + """Cumulative cost at a point in time.""" + + model_config = ConfigDict(frozen=True) + + total_prompt_tokens: int + total_completion_tokens: int + total_tokens: int + estimated_cost_usd: float + wall_time_s: float + num_calls: int + + +class CostTracker: + """Accumulates token usage and estimates cost across a benchmark run.""" + + def __init__( + self, + model: str, + prompt_price: float = 0.0, + completion_price: float = 0.0, + ) -> None: + self._prompt_price = prompt_price + self._completion_price = completion_price + self._total_prompt = 0 + self._total_completion = 0 + self._num_calls = 0 + self._start_time = time.monotonic() + + def record(self, usage: TokenUsage) -> None: + """Record token usage from one LLM call.""" + self._total_prompt += usage.prompt_tokens + self._total_completion += usage.completion_tokens + self._num_calls += 1 + + def record_raw(self, prompt_tokens: int, completion_tokens: int) -> None: + """Record from raw token counts (convenience for dict-based usage).""" + self.record(TokenUsage(prompt_tokens=prompt_tokens, completion_tokens=completion_tokens)) + + def snapshot(self) -> CostSnapshot: + """Current cumulative cost.""" + total = self._total_prompt + self._total_completion + cost = ( + self._total_prompt * self._prompt_price + + self._total_completion * self._completion_price + ) + return CostSnapshot( + total_prompt_tokens=self._total_prompt, + total_completion_tokens=self._total_completion, + total_tokens=total, + estimated_cost_usd=round(cost, 6), + wall_time_s=round(time.monotonic() - self._start_time, 2), + num_calls=self._num_calls, + ) + + +async def fetch_pricing(model: str, timeout: float = 10.0) -> tuple[float, float]: + """Fetch per-token pricing from OpenRouter's public API. + + GET https://openrouter.ai/api/v1/models (no auth required) + Returns (prompt_price_per_token, completion_price_per_token). + Falls back to (0.0, 0.0) if model not found or API unreachable. + + The API returns pricing like: + {"pricing": {"prompt": "0.000005", "completion": "0.000025"}} + These are USD per token (strings). + """ + try: + async with httpx.AsyncClient(timeout=timeout) as client: + resp = await client.get(OPENROUTER_MODELS_URL) + resp.raise_for_status() + data = resp.json() + for m in data.get("data", []): + if m.get("id") == model: + pricing = m.get("pricing", {}) + prompt = float(pricing.get("prompt", "0")) + completion = float(pricing.get("completion", "0")) + return (prompt, completion) + logger.warning("Model %r not found in OpenRouter pricing, using $0.00", model) + return (0.0, 0.0) + except Exception: + logger.warning("Could not fetch OpenRouter pricing, using $0.00", exc_info=True) + return (0.0, 0.0) + + +async def create_cost_tracker(model: str) -> CostTracker: + """Create a CostTracker with pricing fetched from OpenRouter.""" + prompt_price, completion_price = await fetch_pricing(model) + return CostTracker(model, prompt_price, completion_price) diff --git a/tests/unit/test_cost_tracker.py b/tests/unit/test_cost_tracker.py new file mode 100644 index 0000000..7c6ffb5 --- /dev/null +++ b/tests/unit/test_cost_tracker.py @@ -0,0 +1,231 @@ +"""Tests for the CostTracker module.""" + +from __future__ import annotations + +import json +import time +import unittest.mock as mock + +import httpx +import pytest + +from rle.tracking.cost_tracker import ( + CostSnapshot, + CostTracker, + TokenUsage, + create_cost_tracker, + fetch_pricing, +) + +# ------------------------------------------------------------------ +# Helpers +# ------------------------------------------------------------------ + + +def _make_openrouter_response(models: list[dict]) -> httpx.Response: + data = json.dumps({"data": models}).encode() + return httpx.Response( + status_code=200, + content=data, + headers={"content-type": "application/json"}, + ) + + +def _make_transport_with_response(response: httpx.Response) -> httpx.MockTransport: + def handler(request: httpx.Request) -> httpx.Response: + return response + + return httpx.MockTransport(handler) + + +def _make_error_transport() -> httpx.MockTransport: + def handler(request: httpx.Request) -> httpx.Response: + raise httpx.ConnectError("connection refused") + + return httpx.MockTransport(handler) + + +def _mock_async_client(transport: httpx.MockTransport) -> mock.MagicMock: + """Build a mock AsyncClient context manager backed by the given transport.""" + real_client = httpx.AsyncClient(transport=transport) + cm = mock.MagicMock() + cm.__aenter__ = mock.AsyncMock(return_value=real_client) + cm.__aexit__ = mock.AsyncMock(return_value=False) + return cm + + +# ------------------------------------------------------------------ +# TokenUsage tests +# ------------------------------------------------------------------ + + +class TestTokenUsage: + def test_total_tokens(self) -> None: + usage = TokenUsage(prompt_tokens=100, completion_tokens=50) + assert usage.total_tokens == 150 + + def test_frozen(self) -> None: + usage = TokenUsage(prompt_tokens=10, completion_tokens=5) + with pytest.raises(Exception): + usage.prompt_tokens = 99 # type: ignore[misc] + + +# ------------------------------------------------------------------ +# CostTracker.record tests +# ------------------------------------------------------------------ + + +class TestCostTrackerRecord: + def test_record_accumulates_tokens(self) -> None: + tracker = CostTracker("test-model", prompt_price=0.0, completion_price=0.0) + tracker.record(TokenUsage(prompt_tokens=100, completion_tokens=50)) + tracker.record(TokenUsage(prompt_tokens=200, completion_tokens=75)) + + snap = tracker.snapshot() + assert snap.total_prompt_tokens == 300 + assert snap.total_completion_tokens == 125 + assert snap.total_tokens == 425 + assert snap.num_calls == 2 + + def test_record_raw_works_as_convenience(self) -> None: + tracker = CostTracker("test-model") + tracker.record_raw(prompt_tokens=80, completion_tokens=40) + tracker.record_raw(prompt_tokens=120, completion_tokens=60) + + snap = tracker.snapshot() + assert snap.total_prompt_tokens == 200 + assert snap.total_completion_tokens == 100 + assert snap.num_calls == 2 + + def test_record_and_record_raw_combined(self) -> None: + tracker = CostTracker("test-model") + tracker.record(TokenUsage(prompt_tokens=50, completion_tokens=25)) + tracker.record_raw(prompt_tokens=50, completion_tokens=25) + + snap = tracker.snapshot() + assert snap.total_prompt_tokens == 100 + assert snap.total_completion_tokens == 50 + assert snap.num_calls == 2 + + +# ------------------------------------------------------------------ +# CostTracker.snapshot cost calculation tests +# ------------------------------------------------------------------ + + +class TestCostTrackerSnapshot: + def test_snapshot_computes_cost_correctly(self) -> None: + tracker = CostTracker( + "some-model", + prompt_price=0.000005, + completion_price=0.000025, + ) + tracker.record(TokenUsage(prompt_tokens=1000, completion_tokens=500)) + + snap = tracker.snapshot() + # 1000 * 0.000005 + 500 * 0.000025 = 0.005 + 0.0125 = 0.0175 + assert snap.estimated_cost_usd == pytest.approx(0.0175, rel=1e-5) + + def test_snapshot_zero_cost_with_default_prices(self) -> None: + tracker = CostTracker("free-model") + tracker.record(TokenUsage(prompt_tokens=10000, completion_tokens=5000)) + + snap = tracker.snapshot() + assert snap.estimated_cost_usd == 0.0 + + def test_snapshot_is_frozen_pydantic_model(self) -> None: + tracker = CostTracker("model") + snap = tracker.snapshot() + assert isinstance(snap, CostSnapshot) + with pytest.raises(Exception): + snap.num_calls = 99 # type: ignore[misc] + + def test_snapshot_returns_correct_total_tokens(self) -> None: + tracker = CostTracker("model", prompt_price=0.001, completion_price=0.002) + tracker.record_raw(500, 250) + + snap = tracker.snapshot() + assert snap.total_tokens == 750 + + def test_wall_time_increases_over_time(self) -> None: + tracker = CostTracker("model") + snap1 = tracker.snapshot() + time.sleep(0.05) + snap2 = tracker.snapshot() + assert snap2.wall_time_s >= snap1.wall_time_s + + +# ------------------------------------------------------------------ +# fetch_pricing tests +# ------------------------------------------------------------------ + + +class TestFetchPricing: + async def test_returns_correct_prices_when_model_found(self) -> None: + models = [ + { + "id": "nvidia/nemotron-3-super-120b-a12b:free", + "pricing": {"prompt": "0.000005", "completion": "0.000025"}, + } + ] + transport = _make_transport_with_response(_make_openrouter_response(models)) + with mock.patch("httpx.AsyncClient", return_value=_mock_async_client(transport)): + result = await fetch_pricing("nvidia/nemotron-3-super-120b-a12b:free") + + assert result == (0.000005, 0.000025) + + async def test_falls_back_on_connection_error(self) -> None: + transport = _make_error_transport() + with mock.patch("httpx.AsyncClient", return_value=_mock_async_client(transport)): + result = await fetch_pricing("some-model") + + assert result == (0.0, 0.0) + + async def test_falls_back_when_model_not_found(self) -> None: + models = [{"id": "different/model", "pricing": {"prompt": "0.001", "completion": "0.002"}}] + transport = _make_transport_with_response(_make_openrouter_response(models)) + with mock.patch("httpx.AsyncClient", return_value=_mock_async_client(transport)): + result = await fetch_pricing("missing/model") + + assert result == (0.0, 0.0) + + async def test_falls_back_on_http_error(self) -> None: + def error_handler(request: httpx.Request) -> httpx.Response: + return httpx.Response(status_code=500, content=b"Internal Server Error") + + transport = httpx.MockTransport(error_handler) + with mock.patch("httpx.AsyncClient", return_value=_mock_async_client(transport)): + result = await fetch_pricing("any/model") + + assert result == (0.0, 0.0) + + +# ------------------------------------------------------------------ +# create_cost_tracker tests +# ------------------------------------------------------------------ + + +class TestCreateCostTracker: + async def test_wires_pricing_into_tracker(self) -> None: + with mock.patch( + "rle.tracking.cost_tracker.fetch_pricing", + new=mock.AsyncMock(return_value=(0.000003, 0.000015)), + ): + tracker = await create_cost_tracker("test/model") + + assert isinstance(tracker, CostTracker) + tracker.record_raw(1000, 500) + snap = tracker.snapshot() + # 1000 * 0.000003 + 500 * 0.000015 = 0.003 + 0.0075 = 0.0105 + assert snap.estimated_cost_usd == pytest.approx(0.0105, rel=1e-5) + + async def test_create_cost_tracker_uses_zero_on_fetch_failure(self) -> None: + with mock.patch( + "rle.tracking.cost_tracker.fetch_pricing", + new=mock.AsyncMock(return_value=(0.0, 0.0)), + ): + tracker = await create_cost_tracker("unknown/model") + + tracker.record_raw(5000, 2000) + snap = tracker.snapshot() + assert snap.estimated_cost_usd == 0.0 From 31475fccc50a724397a756a37b49bc7f86a4303a Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 13:08:01 -0400 Subject: [PATCH 08/15] Expand scoring from 8 to 10 metrics with process awareness Add coordination and communication_efficiency metrics. Extend MetricContext with conflict/message tracking fields. Redistribute DEFAULT_WEIGHTS across 10 metrics (process metrics get 20% combined). Update all 6 scenario YAMLs. Co-Authored-By: Claude Opus 4.6 (1M context) --- .../definitions/01_crashlanded_survival.yaml | 18 ++++--- .../definitions/02_first_winter.yaml | 18 ++++--- .../definitions/03_toxic_fallout.yaml | 18 ++++--- .../definitions/04_raid_defense.yaml | 18 ++++--- .../definitions/05_plague_response.yaml | 18 ++++--- .../scenarios/definitions/06_ship_launch.yaml | 18 ++++--- src/rle/scoring/composite.py | 18 ++++--- src/rle/scoring/metrics.py | 21 ++++++++ tests/unit/test_composite_scorer.py | 14 +++--- tests/unit/test_metrics.py | 50 +++++++++++++++++++ 10 files changed, 149 insertions(+), 62 deletions(-) diff --git a/src/rle/scenarios/definitions/01_crashlanded_survival.yaml b/src/rle/scenarios/definitions/01_crashlanded_survival.yaml index 65a0ac8..77097ca 100644 --- a/src/rle/scenarios/definitions/01_crashlanded_survival.yaml +++ b/src/rle/scenarios/definitions/01_crashlanded_survival.yaml @@ -20,11 +20,13 @@ failure_conditions: value: 1 scoring_weights: - survival: 0.30 - food_security: 0.15 - mood: 0.15 - threat_response: 0.10 - wealth: 0.05 - research: 0.05 - self_sufficiency: 0.15 - efficiency: 0.05 + survival: 0.24 + food_security: 0.12 + mood: 0.12 + threat_response: 0.08 + wealth: 0.04 + research: 0.04 + self_sufficiency: 0.12 + efficiency: 0.04 + coordination: 0.12 + communication_efficiency: 0.08 diff --git a/src/rle/scenarios/definitions/02_first_winter.yaml b/src/rle/scenarios/definitions/02_first_winter.yaml index 9db62b0..d92b5fb 100644 --- a/src/rle/scenarios/definitions/02_first_winter.yaml +++ b/src/rle/scenarios/definitions/02_first_winter.yaml @@ -23,11 +23,13 @@ failure_conditions: value: 0 scoring_weights: - survival: 0.25 - food_security: 0.20 - self_sufficiency: 0.15 - mood: 0.10 - wealth: 0.10 - research: 0.05 - threat_response: 0.10 - efficiency: 0.05 + survival: 0.20 + food_security: 0.16 + self_sufficiency: 0.12 + mood: 0.08 + wealth: 0.08 + research: 0.04 + threat_response: 0.08 + efficiency: 0.04 + coordination: 0.12 + communication_efficiency: 0.08 diff --git a/src/rle/scenarios/definitions/03_toxic_fallout.yaml b/src/rle/scenarios/definitions/03_toxic_fallout.yaml index 1885643..29a3272 100644 --- a/src/rle/scenarios/definitions/03_toxic_fallout.yaml +++ b/src/rle/scenarios/definitions/03_toxic_fallout.yaml @@ -23,11 +23,13 @@ failure_conditions: value: 0.25 scoring_weights: - survival: 0.35 - food_security: 0.15 - mood: 0.20 - self_sufficiency: 0.10 - wealth: 0.05 - research: 0.05 - threat_response: 0.05 - efficiency: 0.05 + survival: 0.28 + food_security: 0.12 + mood: 0.16 + self_sufficiency: 0.08 + wealth: 0.04 + research: 0.04 + threat_response: 0.04 + efficiency: 0.04 + coordination: 0.12 + communication_efficiency: 0.08 diff --git a/src/rle/scenarios/definitions/04_raid_defense.yaml b/src/rle/scenarios/definitions/04_raid_defense.yaml index a11fd45..c245daa 100644 --- a/src/rle/scenarios/definitions/04_raid_defense.yaml +++ b/src/rle/scenarios/definitions/04_raid_defense.yaml @@ -23,11 +23,13 @@ failure_conditions: value: 0.2 scoring_weights: - survival: 0.25 - threat_response: 0.30 - mood: 0.10 - food_security: 0.05 - wealth: 0.05 - research: 0.05 - self_sufficiency: 0.10 - efficiency: 0.10 + survival: 0.20 + threat_response: 0.24 + mood: 0.08 + food_security: 0.04 + wealth: 0.04 + research: 0.04 + self_sufficiency: 0.08 + efficiency: 0.08 + coordination: 0.12 + communication_efficiency: 0.08 diff --git a/src/rle/scenarios/definitions/05_plague_response.yaml b/src/rle/scenarios/definitions/05_plague_response.yaml index f0a49b9..2766329 100644 --- a/src/rle/scenarios/definitions/05_plague_response.yaml +++ b/src/rle/scenarios/definitions/05_plague_response.yaml @@ -23,11 +23,13 @@ failure_conditions: value: 0.4 scoring_weights: - survival: 0.35 - mood: 0.15 - food_security: 0.10 - threat_response: 0.10 - wealth: 0.05 - research: 0.05 - self_sufficiency: 0.10 - efficiency: 0.10 + survival: 0.28 + mood: 0.12 + food_security: 0.08 + threat_response: 0.08 + wealth: 0.04 + research: 0.04 + self_sufficiency: 0.08 + efficiency: 0.08 + coordination: 0.12 + communication_efficiency: 0.08 diff --git a/src/rle/scenarios/definitions/06_ship_launch.yaml b/src/rle/scenarios/definitions/06_ship_launch.yaml index c83ba73..65da62b 100644 --- a/src/rle/scenarios/definitions/06_ship_launch.yaml +++ b/src/rle/scenarios/definitions/06_ship_launch.yaml @@ -17,11 +17,13 @@ failure_conditions: value: 1 scoring_weights: - research: 0.25 - survival: 0.20 - wealth: 0.15 - self_sufficiency: 0.15 - food_security: 0.05 - mood: 0.10 - threat_response: 0.05 - efficiency: 0.05 + research: 0.20 + survival: 0.16 + wealth: 0.12 + self_sufficiency: 0.12 + food_security: 0.04 + mood: 0.08 + threat_response: 0.04 + efficiency: 0.04 + coordination: 0.12 + communication_efficiency: 0.08 diff --git a/src/rle/scoring/composite.py b/src/rle/scoring/composite.py index d262497..046c057 100644 --- a/src/rle/scoring/composite.py +++ b/src/rle/scoring/composite.py @@ -8,14 +8,16 @@ from rle.scoring.metrics import ALL_METRICS, MetricContext DEFAULT_WEIGHTS: dict[str, float] = { - "survival": 0.25, - "threat_response": 0.15, - "mood": 0.15, - "food_security": 0.10, - "wealth": 0.10, - "research": 0.10, - "self_sufficiency": 0.10, - "efficiency": 0.05, + "survival": 0.20, + "threat_response": 0.12, + "mood": 0.12, + "food_security": 0.08, + "wealth": 0.08, + "research": 0.08, + "self_sufficiency": 0.08, + "efficiency": 0.04, + "coordination": 0.12, + "communication_efficiency": 0.08, } diff --git a/src/rle/scoring/metrics.py b/src/rle/scoring/metrics.py index ba0fc35..7185c88 100644 --- a/src/rle/scoring/metrics.py +++ b/src/rle/scoring/metrics.py @@ -21,6 +21,11 @@ class MetricContext: threats_seen: list[ThreatData] = field(default_factory=list) first_draft_tick: dict[str, int] = field(default_factory=dict) initial_wealth: float = 0.0 + # Process metrics (populated by game loop after conflict resolution) + conflicts_total: int = 0 + conflicts_resolved: int = 0 + messages_sent: int = 0 + messages_acted_on: int = 0 def survival(state: GameState, ctx: MetricContext) -> float: @@ -98,6 +103,20 @@ def efficiency(state: GameState, ctx: MetricContext) -> float: return sum(rates) / len(rates) +def coordination(state: GameState, ctx: MetricContext) -> float: + """Ratio of conflicts resolved peacefully. 1.0 = no conflicts or all resolved.""" + if ctx.conflicts_total == 0: + return 1.0 + return min(1.0, ctx.conflicts_resolved / ctx.conflicts_total) + + +def communication_efficiency(state: GameState, ctx: MetricContext) -> float: + """Ratio of inter-agent messages that led to action changes. 1.0 = all useful.""" + if ctx.messages_sent == 0: + return 1.0 + return min(1.0, ctx.messages_acted_on / ctx.messages_sent) + + ALL_METRICS = { "survival": survival, "threat_response": threat_response, @@ -107,4 +126,6 @@ def efficiency(state: GameState, ctx: MetricContext) -> float: "research": research, "self_sufficiency": self_sufficiency, "efficiency": efficiency, + "coordination": coordination, + "communication_efficiency": communication_efficiency, } diff --git a/tests/unit/test_composite_scorer.py b/tests/unit/test_composite_scorer.py index 6aa0b58..3c17d4e 100644 --- a/tests/unit/test_composite_scorer.py +++ b/tests/unit/test_composite_scorer.py @@ -48,8 +48,8 @@ class TestDefaultWeights: def test_sum_to_one(self) -> None: assert sum(DEFAULT_WEIGHTS.values()) == pytest.approx(1.0) - def test_eight_metrics(self) -> None: - assert len(DEFAULT_WEIGHTS) == 8 + def test_ten_metrics(self) -> None: + assert len(DEFAULT_WEIGHTS) == 10 class TestCompositeScorer: @@ -59,7 +59,7 @@ def test_score_returns_snapshot(self) -> None: assert isinstance(snap, ScoreSnapshot) assert snap.tick == 600000 assert snap.day == 10 - assert len(snap.metrics) == 8 + assert len(snap.metrics) == 10 assert 0.0 <= snap.composite <= 1.0 def test_custom_weights(self) -> None: @@ -77,7 +77,7 @@ def test_weights_property(self) -> None: assert w == DEFAULT_WEIGHTS # Mutation doesn't affect scorer w["survival"] = 0.0 - assert scorer.weights["survival"] == 0.25 + assert scorer.weights["survival"] == 0.20 class TestFinalScore: @@ -88,14 +88,16 @@ def test_averages_snapshots(self) -> None: tick=1, day=1, metrics={"survival": 1.0, "mood": 0.8, "food_security": 0.6, "wealth": 0.5, "research": 0.0, "threat_response": 1.0, - "self_sufficiency": 0.5, "efficiency": 1.0}, + "self_sufficiency": 0.5, "efficiency": 1.0, + "coordination": 0.9, "communication_efficiency": 0.8}, composite=0.7, ), ScoreSnapshot( tick=2, day=2, metrics={"survival": 0.5, "mood": 0.6, "food_security": 0.4, "wealth": 0.3, "research": 0.5, "threat_response": 0.5, - "self_sufficiency": 0.5, "efficiency": 0.5}, + "self_sufficiency": 0.5, "efficiency": 0.5, + "coordination": 0.7, "communication_efficiency": 0.6}, composite=0.5, ), ] diff --git a/tests/unit/test_metrics.py b/tests/unit/test_metrics.py index b220b1d..b893a87 100644 --- a/tests/unit/test_metrics.py +++ b/tests/unit/test_metrics.py @@ -20,6 +20,8 @@ ) from rle.scoring.metrics import ( MetricContext, + communication_efficiency, + coordination, efficiency, food_security, mood, @@ -226,3 +228,51 @@ def test_no_ticks(self) -> None: def test_empty_plan(self) -> None: ctx = _ctx(tick_results=[_tick_result(0, 0)]) assert efficiency(_state(), ctx) == pytest.approx(1.0) + + +class TestCoordination: + def test_no_conflicts(self) -> None: + ctx = _ctx() + assert coordination(_state(), ctx) == pytest.approx(1.0) + + def test_all_resolved(self) -> None: + ctx = _ctx() + ctx.conflicts_total = 10 + ctx.conflicts_resolved = 10 + assert coordination(_state(), ctx) == pytest.approx(1.0) + + def test_half_resolved(self) -> None: + ctx = _ctx() + ctx.conflicts_total = 8 + ctx.conflicts_resolved = 4 + assert coordination(_state(), ctx) == pytest.approx(0.5) + + def test_none_resolved(self) -> None: + ctx = _ctx() + ctx.conflicts_total = 5 + ctx.conflicts_resolved = 0 + assert coordination(_state(), ctx) == pytest.approx(0.0) + + +class TestCommunicationEfficiency: + def test_no_messages(self) -> None: + ctx = _ctx() + assert communication_efficiency(_state(), ctx) == pytest.approx(1.0) + + def test_all_acted_on(self) -> None: + ctx = _ctx() + ctx.messages_sent = 12 + ctx.messages_acted_on = 12 + assert communication_efficiency(_state(), ctx) == pytest.approx(1.0) + + def test_half_acted_on(self) -> None: + ctx = _ctx() + ctx.messages_sent = 10 + ctx.messages_acted_on = 5 + assert communication_efficiency(_state(), ctx) == pytest.approx(0.5) + + def test_none_acted_on(self) -> None: + ctx = _ctx() + ctx.messages_sent = 7 + ctx.messages_acted_on = 0 + assert communication_efficiency(_state(), ctx) == pytest.approx(0.0) From 1d011a3295ca4eacb218dc9ddf121bba102ad96c Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 13:08:49 -0400 Subject: [PATCH 09/15] Add structured event log for benchmark observability EventLog appends JSONL per run: deliberations, conflicts, action executions, scores, errors. RunSummary aggregates for CI artifacts. Context manager support. Co-Authored-By: Claude Opus 4.6 (1M context) --- src/rle/tracking/__init__.py | 7 +- src/rle/tracking/event_log.py | 157 ++++++++++++++++++++++++++++++++++ 2 files changed, 163 insertions(+), 1 deletion(-) create mode 100644 src/rle/tracking/event_log.py diff --git a/src/rle/tracking/__init__.py b/src/rle/tracking/__init__.py index acae540..4d421ea 100644 --- a/src/rle/tracking/__init__.py +++ b/src/rle/tracking/__init__.py @@ -1,11 +1,16 @@ -"""Benchmark tracking — local JSONL, W&B, HuggingFace Hub.""" +"""Benchmark tracking — local JSONL, W&B, HuggingFace Hub, event logging.""" +from rle.tracking.event_log import Event, EventLog, EventType, RunSummary from rle.tracking.hf_logger import HFLogger from rle.tracking.history import append_history, get_run_dir, load_history, update_baseline from rle.tracking.wandb_logger import WandBLogger __all__ = [ + "Event", + "EventLog", + "EventType", "HFLogger", + "RunSummary", "WandBLogger", "append_history", "get_run_dir", diff --git a/src/rle/tracking/event_log.py b/src/rle/tracking/event_log.py new file mode 100644 index 0000000..82b9fcd --- /dev/null +++ b/src/rle/tracking/event_log.py @@ -0,0 +1,157 @@ +"""Structured event logging for RLE benchmark observability. + +Produces a single append-only JSONL file per benchmark run capturing every +significant event. This is the offline source of truth — works everywhere +with no dependencies. W&B Weave provides optional rich visualization on top. +""" + +from __future__ import annotations + +import json +import time +from collections import Counter +from enum import Enum +from pathlib import Path +from typing import Any + +from pydantic import BaseModel, ConfigDict + + +class EventType(str, Enum): + """Categories of benchmark events.""" + + TICK_START = "tick_start" + STATE_REFRESH = "state_refresh" + DELIBERATION = "deliberation" + CONFLICT = "conflict" + ACTION_EXEC = "action_exec" + SCORE = "score" + SSE_EVENT = "sse_event" + ERROR = "error" + PROVIDER_CALL = "provider_call" + + +class Event(BaseModel): + """A single benchmark event.""" + + model_config = ConfigDict(frozen=True) + + timestamp: float + tick: int + event_type: EventType + agent: str | None = None + data: dict[str, Any] + + +class RunSummary(BaseModel): + """Aggregate statistics from an EventLog — the CI artifact.""" + + model_config = ConfigDict(frozen=True) + + total_events: int + errors_by_type: dict[str, int] + avg_deliberation_ms: float + action_success_rate: float + total_tokens: int + estimated_cost_usd: float + + +class EventLog: + """Append-only JSONL event logger for benchmark runs.""" + + def __init__(self, path: Path) -> None: + self._path = path + self._path.parent.mkdir(parents=True, exist_ok=True) + self._events: list[Event] = [] + self._file = open(path, "a", encoding="utf-8") # noqa: SIM115 + + def emit( + self, + event_type: EventType, + tick: int, + agent: str | None = None, + **data: Any, + ) -> None: + """Record an event. Writes immediately to JSONL file.""" + event = Event( + timestamp=time.time(), + tick=tick, + event_type=event_type, + agent=agent, + data=data, + ) + self._events.append(event) + self._file.write(event.model_dump_json() + "\n") + self._file.flush() + + def summary(self) -> RunSummary: + """Compute aggregate statistics from recorded events.""" + error_counter: Counter[str] = Counter() + deliberation_latencies: list[float] = [] + action_successes = 0 + action_total = 0 + total_tokens = 0 + total_cost = 0.0 + + for event in self._events: + if event.event_type == EventType.ERROR: + error_counter[str(event.data.get("error_type", "unknown"))] += 1 + elif event.event_type == EventType.DELIBERATION: + latency = event.data.get("latency_ms") + if isinstance(latency, (int, float)): + deliberation_latencies.append(float(latency)) + elif event.event_type == EventType.ACTION_EXEC: + action_total += 1 + if event.data.get("success"): + action_successes += 1 + elif event.event_type == EventType.PROVIDER_CALL: + pt = event.data.get("prompt_tokens", 0) + ct = event.data.get("completion_tokens", 0) + if isinstance(pt, int) and isinstance(ct, int): + total_tokens += pt + ct + cost = event.data.get("estimated_cost", 0.0) + if isinstance(cost, (int, float)): + total_cost += float(cost) + + avg_latency = ( + sum(deliberation_latencies) / len(deliberation_latencies) + if deliberation_latencies + else 0.0 + ) + success_rate = ( + action_successes / action_total if action_total > 0 else 1.0 + ) + + return RunSummary( + total_events=len(self._events), + errors_by_type=dict(error_counter), + avg_deliberation_ms=round(avg_latency, 2), + action_success_rate=round(success_rate, 4), + total_tokens=total_tokens, + estimated_cost_usd=round(total_cost, 6), + ) + + def close(self) -> None: + """Flush and close the log file.""" + if not self._file.closed: + self._file.flush() + self._file.close() + + @property + def events(self) -> list[Event]: + return list(self._events) + + @property + def path(self) -> Path: + return self._path + + def __enter__(self) -> EventLog: + return self + + def __exit__( + self, + exc_type: type[BaseException] | None, + exc_val: BaseException | None, + exc_tb: object, + ) -> None: + self.close() From 4c50f345c694b066d47aa5f7825ef69446f2a3b1 Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 13:09:58 -0400 Subject: [PATCH 10/15] Add leaderboard generator with cost-normalized Pareto frontier MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit LeaderboardEntry model, Leaderboard class with from_history(), to_markdown() model×scenario matrix, to_csv(), and pareto_frontier(). Reuses _std/_t_to_p from delta.py. 12 tests. Co-Authored-By: Claude Opus 4.6 (1M context) --- src/rle/tracking/leaderboard.py | 184 ++++++++++++++++++++++++++++++++ tests/unit/test_leaderboard.py | 134 +++++++++++++++++++++++ 2 files changed, 318 insertions(+) create mode 100644 src/rle/tracking/leaderboard.py create mode 100644 tests/unit/test_leaderboard.py diff --git a/src/rle/tracking/leaderboard.py b/src/rle/tracking/leaderboard.py new file mode 100644 index 0000000..e6f74e4 --- /dev/null +++ b/src/rle/tracking/leaderboard.py @@ -0,0 +1,184 @@ +"""Leaderboard generation from RLE benchmark history. + +Builds model x scenario results matrix with significance markers, +cost-normalized rankings, and Pareto frontier computation. +""" + +from __future__ import annotations + +from typing import Any + +from pydantic import BaseModel, ConfigDict + +from rle.scoring.delta import _std, _t_to_p + + +class LeaderboardEntry(BaseModel): + """One model's benchmark results.""" + + model_config = ConfigDict(frozen=True) + + model: str + composite_score: float + composite_ci: tuple[float, float] | None = None + total_cost_usd: float = 0.0 + cost_per_scenario: float = 0.0 + total_tokens: int = 0 + total_wall_time_s: float = 0.0 + n_runs: int = 1 + scenarios: dict[str, float] = {} + significance_vs_baseline: dict[str, str] = {} + timestamp: str = "" + git_commit: str = "" + + +def _collect_scenario_scores( + runs: list[dict[str, Any]], +) -> dict[str, list[float]]: + """Group scenario scores across multiple runs for one model.""" + scores: dict[str, list[float]] = {} + for run in runs: + for sc in run.get("scenarios", []): + name = sc.get("name", "") + score = sc.get("score") + if name and isinstance(score, (int, float)): + scores.setdefault(name, []).append(float(score)) + return scores + + +def _per_run_composites(runs: list[dict[str, Any]]) -> list[float]: + """Extract per-run average composite scores.""" + composites: list[float] = [] + for run in runs: + scenario_scores = [ + sc["score"] + for sc in run.get("scenarios", []) + if isinstance(sc.get("score"), (int, float)) + ] + if scenario_scores: + composites.append(sum(scenario_scores) / len(scenario_scores)) + return composites + + +class Leaderboard: + """Manages the RLE benchmark leaderboard.""" + + def from_history(self, history: list[dict[str, Any]]) -> list[LeaderboardEntry]: + """Build sorted leaderboard from benchmark_history.jsonl entries.""" + by_model: dict[str, list[dict[str, Any]]] = {} + for entry in history: + model = entry.get("model", "unknown") + by_model.setdefault(model, []).append(entry) + + entries: list[LeaderboardEntry] = [] + for model, runs in by_model.items(): + latest = runs[-1] + scenario_scores = _collect_scenario_scores(runs) + scenario_means = {k: sum(v) / len(v) for k, v in scenario_scores.items()} + + composites = _per_run_composites(runs) + composite = sum(composites) / len(composites) if composites else 0.0 + n_runs = len(runs) + + ci: tuple[float, float] | None = None + if len(composites) >= 2: + std = _std(composites) + se = std / len(composites) ** 0.5 + # 95% CI via t-approximation + t_crit = 1.96 if len(composites) > 30 else 2.0 + ci = (composite - t_crit * se, composite + t_crit * se) + + cost = float(latest.get("cost", {}).get("estimated_cost_usd", 0.0)) + tokens = int(latest.get("cost", {}).get("total_tokens", 0)) + wall = float(latest.get("cost", {}).get("wall_time_s", 0.0)) + n_scenarios = max(len(scenario_means), 1) + + entries.append(LeaderboardEntry( + model=model, + composite_score=round(composite, 4), + composite_ci=ci, + total_cost_usd=cost, + cost_per_scenario=round(cost / n_scenarios, 4), + total_tokens=tokens, + total_wall_time_s=wall, + n_runs=n_runs, + scenarios=scenario_means, + timestamp=str(latest.get("timestamp", "")), + git_commit=str(latest.get("git_commit", "")), + )) + + entries.sort(key=lambda e: e.composite_score, reverse=True) + return entries + + def to_markdown(self, entries: list[LeaderboardEntry]) -> str: + """Render model x scenario matrix as Markdown table.""" + if not entries: + return "" + + all_scenarios = sorted( + {s for e in entries for s in e.scenarios} + ) + short_names = [s.split()[0] if " " in s else s[:12] for s in all_scenarios] + + header = "| Model | " + " | ".join(short_names) + " | Avg | Cost |" + sep = "|" + "|".join("---" for _ in range(len(short_names) + 3)) + "|" + + rows = [header, sep] + for entry in entries: + cells = [entry.model] + for scenario in all_scenarios: + score = entry.scenarios.get(scenario) + sig = entry.significance_vs_baseline.get(scenario, "") + cells.append(f"{score:.2f}{sig}" if score is not None else "—") + cells.append(f"{entry.composite_score:.2f}") + cells.append(f"${entry.total_cost_usd:.2f}") + rows.append("| " + " | ".join(cells) + " |") + + return "\n".join(rows) + + def to_csv(self, entries: list[LeaderboardEntry], path: str) -> None: + """Export leaderboard as CSV.""" + if not entries: + return + + all_scenarios = sorted({s for e in entries for s in e.scenarios}) + header = ["model"] + all_scenarios + ["avg", "cost_usd", "n_runs"] + + lines = [",".join(header)] + for entry in entries: + row = [entry.model] + for s in all_scenarios: + score = entry.scenarios.get(s) + row.append(f"{score:.4f}" if score is not None else "") + row.append(f"{entry.composite_score:.4f}") + row.append(f"{entry.total_cost_usd:.4f}") + row.append(str(entry.n_runs)) + lines.append(",".join(row)) + + with open(path, "w", encoding="utf-8") as f: + f.write("\n".join(lines) + "\n") + + def pareto_frontier( + self, entries: list[LeaderboardEntry], + ) -> list[LeaderboardEntry]: + """Return entries on the cost-accuracy Pareto frontier. + + An entry is Pareto-optimal if no other entry has both + higher composite_score AND lower total_cost_usd. + """ + frontier: list[LeaderboardEntry] = [] + for entry in entries: + dominated = any( + other.composite_score >= entry.composite_score + and other.total_cost_usd <= entry.total_cost_usd + and ( + other.composite_score > entry.composite_score + or other.total_cost_usd < entry.total_cost_usd + ) + for other in entries + if other is not entry + ) + if not dominated: + frontier.append(entry) + frontier.sort(key=lambda e: e.composite_score, reverse=True) + return frontier diff --git a/tests/unit/test_leaderboard.py b/tests/unit/test_leaderboard.py new file mode 100644 index 0000000..71d7503 --- /dev/null +++ b/tests/unit/test_leaderboard.py @@ -0,0 +1,134 @@ +"""Tests for the leaderboard generator.""" + +from __future__ import annotations + +import pytest + +from rle.tracking.leaderboard import Leaderboard, LeaderboardEntry + + +def _history_entry( + model: str, + scenarios: list[dict[str, object]], + cost_usd: float = 0.0, + tokens: int = 0, +) -> dict[str, object]: + return { + "model": model, + "scenarios": scenarios, + "cost": {"estimated_cost_usd": cost_usd, "total_tokens": tokens, "wall_time_s": 10.0}, + "timestamp": "2026-04-09T12:00:00Z", + "git_commit": "abc1234", + } + + +def _scenario(name: str, score: float) -> dict[str, object]: + return {"name": name, "score": score} + + +HISTORY = [ + _history_entry("claude-3.5", [_scenario("Crashlanded", 0.82), _scenario("Winter", 0.71)], + cost_usd=2.40, tokens=50000), + _history_entry("gpt-4o", [_scenario("Crashlanded", 0.78), _scenario("Winter", 0.68)], + cost_usd=1.80, tokens=40000), + _history_entry("nemotron-120b", [_scenario("Crashlanded", 0.75), _scenario("Winter", 0.65)], + cost_usd=0.0, tokens=30000), +] + + +class TestFromHistory: + def test_groups_by_model(self) -> None: + lb = Leaderboard() + entries = lb.from_history(HISTORY) + models = [e.model for e in entries] + assert "claude-3.5" in models + assert "gpt-4o" in models + assert "nemotron-120b" in models + + def test_sorted_by_composite_descending(self) -> None: + lb = Leaderboard() + entries = lb.from_history(HISTORY) + scores = [e.composite_score for e in entries] + assert scores == sorted(scores, reverse=True) + + def test_takes_latest_run_per_model(self) -> None: + history = [ + _history_entry("model-a", [_scenario("S1", 0.5)]), + _history_entry("model-a", [_scenario("S1", 0.9)]), + ] + lb = Leaderboard() + entries = lb.from_history(history) + assert len(entries) == 1 + # Composite should reflect both runs averaged + assert entries[0].n_runs == 2 + + def test_empty_history(self) -> None: + lb = Leaderboard() + assert lb.from_history([]) == [] + + +class TestToMarkdown: + def test_produces_valid_markdown(self) -> None: + lb = Leaderboard() + entries = lb.from_history(HISTORY) + md = lb.to_markdown(entries) + lines = md.strip().split("\n") + assert len(lines) >= 3 # header + separator + at least 1 row + assert "| Model |" in lines[0] + assert "---" in lines[1] + + def test_includes_cost_column(self) -> None: + lb = Leaderboard() + entries = lb.from_history(HISTORY) + md = lb.to_markdown(entries) + assert "Cost" in md + assert "$2.40" in md + + def test_includes_significance_markers(self) -> None: + entry = LeaderboardEntry( + model="test", + composite_score=0.8, + scenarios={"S1": 0.82}, + significance_vs_baseline={"S1": "**"}, + ) + lb = Leaderboard() + md = lb.to_markdown([entry]) + assert "0.82**" in md + + def test_empty_entries(self) -> None: + lb = Leaderboard() + assert lb.to_markdown([]) == "" + + +class TestParetoFrontier: + def test_identifies_dominated_entries(self) -> None: + entries = [ + LeaderboardEntry(model="A", composite_score=0.9, total_cost_usd=3.0), + LeaderboardEntry(model="B", composite_score=0.8, total_cost_usd=1.0), + LeaderboardEntry(model="C", composite_score=0.7, total_cost_usd=2.0), + ] + lb = Leaderboard() + frontier = lb.pareto_frontier(entries) + models = [e.model for e in frontier] + assert "A" in models # highest score + assert "B" in models # cheapest with decent score + assert "C" not in models # dominated by B (lower score AND higher cost) + + def test_same_cost_returns_highest_score(self) -> None: + entries = [ + LeaderboardEntry(model="A", composite_score=0.9, total_cost_usd=1.0), + LeaderboardEntry(model="B", composite_score=0.7, total_cost_usd=1.0), + ] + lb = Leaderboard() + frontier = lb.pareto_frontier(entries) + assert len(frontier) == 1 + assert frontier[0].model == "A" + + def test_single_entry(self) -> None: + entry = LeaderboardEntry(model="solo", composite_score=0.5, total_cost_usd=1.0) + lb = Leaderboard() + assert lb.pareto_frontier([entry]) == [entry] + + def test_empty(self) -> None: + lb = Leaderboard() + assert lb.pareto_frontier([]) == [] From 35fbda1f1b33ad545dc88429cafdc45b11bd8af1 Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 13:10:36 -0400 Subject: [PATCH 11/15] Add CI workflows for lint, test, smoke-test, and benchmark ci.yml: ruff + mypy + pytest + smoke-test on push/PR. benchmark.yml: manual dispatch + weekly schedule with Docker template. Co-Authored-By: Claude Opus 4.6 (1M context) --- .github/workflows/benchmark.yml | 83 +++++++++++++++++++++++++++++++++ .github/workflows/ci.yml | 48 +++++++++++++++++++ 2 files changed, 131 insertions(+) create mode 100644 .github/workflows/benchmark.yml create mode 100644 .github/workflows/ci.yml diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml new file mode 100644 index 0000000..da39be7 --- /dev/null +++ b/.github/workflows/benchmark.yml @@ -0,0 +1,83 @@ +name: Benchmark + +on: + workflow_dispatch: + inputs: + model: + description: "Model name (e.g., nvidia/nemotron-3-super-120b-a12b:free)" + required: true + type: string + provider: + description: "Provider" + required: true + default: "openai" + type: choice + options: + - openai + - anthropic + base_url: + description: "Provider base URL (e.g., https://openrouter.ai/api/v1)" + required: false + type: string + runs: + description: "Number of paired runs (N>=4 for statistical validity)" + required: false + default: "4" + type: string + schedule: + - cron: "0 6 * * 1" # Weekly Monday 6am UTC + +jobs: + benchmark: + runs-on: ubuntu-latest + # Full Docker benchmarks require a self-hosted runner with: + # - Docker installed + pre-built rle-headless image + # - LLM provider API key in secrets + # This workflow runs smoke-test on GitHub-hosted runners. + # Docker steps are commented out as a template. + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.13" + - uses: astral-sh/setup-uv@v4 + - run: uv pip install -e ".[dev]" --system + + - name: Smoke test + run: python scripts/run_benchmark.py --dry-run --ticks 5 + + # --- Docker benchmark (uncomment when self-hosted runner is configured) --- + # + # - name: Start HeadlessRim container + # run: docker compose -f docker/docker-compose.yml up -d + # + # - name: Wait for RIMAPI + # run: | + # for i in $(seq 1 24); do + # curl -sf http://localhost:8765/api/v1/game/state && exit 0 + # sleep 5 + # done + # exit 1 + # + # - name: Run benchmark + # env: + # OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + # run: | + # python scripts/run_benchmark.py \ + # --docker \ + # --provider ${{ inputs.provider || 'openai' }} \ + # --model "${{ inputs.model || 'nvidia/nemotron-3-super-120b-a12b:free' }}" \ + # ${{ inputs.base_url && format('--base-url {0}', inputs.base_url) || '' }} \ + # --runs ${{ inputs.runs || '4' }} \ + # --no-think \ + # --output results/ci/ + # + # - name: Stop container + # if: always() + # run: docker compose -f docker/docker-compose.yml down + # + # - name: Upload results + # uses: actions/upload-artifact@v4 + # with: + # name: benchmark-results + # path: results/ci/ diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml new file mode 100644 index 0000000..cb75396 --- /dev/null +++ b/.github/workflows/ci.yml @@ -0,0 +1,48 @@ +name: CI + +on: + push: + branches: [master, "feature/**"] + pull_request: + branches: [master, "feature/**"] + +jobs: + lint: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.13" + - uses: astral-sh/setup-uv@v4 + - run: uv pip install -e ".[dev]" --system + - name: Lint + run: ruff check src/ tests/ scripts/ + - name: Type check + run: mypy src/ + + test: + runs-on: ubuntu-latest + needs: lint + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.13" + - uses: astral-sh/setup-uv@v4 + - run: uv pip install -e ".[dev]" --system + - name: Run tests + run: pytest --tb=short -q + + smoke-test: + runs-on: ubuntu-latest + needs: test + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.13" + - uses: astral-sh/setup-uv@v4 + - run: uv pip install -e ".[dev]" --system + - name: Smoke test benchmark + run: python scripts/run_benchmark.py --dry-run --ticks 5 From 117efcf4c8098e096012347957208cf5c22565fb Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 15:52:40 -0400 Subject: [PATCH 12/15] Wire integration: Docker flag, smoke-test rename, bootstrap CIs in delta, cost tracking hooks - run_benchmark.py: --docker, --smoke-test (deprecate --dry-run), --ablation stub, N>=4 enforcement - run_scenario.py: replace ad-hoc polling with shared wait_for_rimapi() - base_role.py: capture _last_usage and _last_raw_output from provider calls - delta.py: add agent_ci/delta_ci properties using bootstrap module - config.py: add docker_image, docker_port fields - metadata.py: add docker_mode, random_seed placeholders - scoring/__init__.py: export bootstrap types - Fix ruff violations and test assertions for 10-metric weights Co-Authored-By: Claude Opus 4.6 (1M context) --- scripts/run_benchmark.py | 54 +++++++++++++++++++++++++++--- scripts/run_scenario.py | 12 ++----- src/rle/agents/base_role.py | 7 +++- src/rle/config.py | 2 ++ src/rle/scoring/__init__.py | 6 +++- src/rle/scoring/delta.py | 20 +++++++++++ src/rle/tracking/event_log.py | 1 - src/rle/tracking/leaderboard.py | 2 +- src/rle/tracking/metadata.py | 2 ++ tests/unit/test_leaderboard.py | 2 -- tests/unit/test_scenario_loader.py | 2 +- 11 files changed, 90 insertions(+), 20 deletions(-) diff --git a/scripts/run_benchmark.py b/scripts/run_benchmark.py index 408b042..6665b97 100644 --- a/scripts/run_benchmark.py +++ b/scripts/run_benchmark.py @@ -346,9 +346,25 @@ async def main(args: argparse.Namespace) -> None: helix = HelixConfig.default().to_geometry() scenarios = list_scenarios() provider, config = _build_provider(args) - if args.tick_interval is not None and not args.dry_run: + is_smoke_test = args.smoke_test or args.dry_run + if args.dry_run: + logger.warning("--dry-run is deprecated, use --smoke-test") + if args.tick_interval is not None and not is_smoke_test: config = RLEConfig(**{**config.model_dump(), "tick_interval": args.tick_interval}) - use_mock_rimapi = args.dry_run or args.provider is not None + use_mock_rimapi = (is_smoke_test or args.provider is not None) and not args.docker + + num_runs = getattr(args, "runs", 1) or 1 + + if args.ablation: + print("Ablation study not yet implemented.") + return + + # N >= 4 enforcement + if args.push_hf and num_runs < 4: + print("ERROR: Leaderboard submission requires --runs 4 or higher.") + return + if num_runs < 4 and not use_mock_rimapi: + print(f"WARNING: N={num_runs} runs is below minimum (4) for statistical validity.") ticks_override = _resolve_ticks(args, use_mock_rimapi) output_dir = None @@ -378,13 +394,25 @@ async def main(args: argparse.Namespace) -> None: "ticks_per_scenario": ticks_override, }) - num_runs = getattr(args, "runs", 1) or 1 no_baseline = getattr(args, "no_baseline", False) is_paired = not use_mock_rimapi and not no_baseline results = [] paired_results: list[PairedResult] = [] + # Docker lifecycle (optional) + docker_server = None + if args.docker: + from rle.docker import DockerGameServer + docker_server = DockerGameServer( + image=config.docker_image, port=config.docker_port, + ) + await docker_server.start() + config = RLEConfig(**{ + **config.model_dump(), + "rimapi_url": docker_server.url, + }) + async with RimAPIClient(config.rimapi_url) as client: if use_mock_rimapi: client._client = httpx.AsyncClient( @@ -392,6 +420,8 @@ async def main(args: argparse.Namespace) -> None: ) for scenario in scenarios: + if docker_server: + await docker_server.restart() paired = PairedResult(scenario=scenario.name) if is_paired else None for run_id in range(num_runs): @@ -518,14 +548,30 @@ async def main(args: argparse.Namespace) -> None: ) print("Results pushed to HuggingFace Hub") + # Docker cleanup + if docker_server: + await docker_server.stop() + if __name__ == "__main__": parser = argparse.ArgumentParser(description="Run all RLE benchmark scenarios") parser.add_argument("--output", help="Output directory for CSV results") parser.add_argument( - "--dry-run", action="store_true", + "--smoke-test", action="store_true", help="Use mock RIMAPI (combine with --provider for real LLM + fake game)", ) + parser.add_argument( + "--dry-run", action="store_true", + help="(Deprecated, use --smoke-test) Use mock RIMAPI", + ) + parser.add_argument( + "--docker", action="store_true", + help="Use Docker container for headless RimWorld (requires docker/Dockerfile built)", + ) + parser.add_argument( + "--ablation", action="store_true", + help="Run ablation study: full benchmark + 7 single-agent-removed runs", + ) parser.add_argument( "--provider", choices=["anthropic", "openai", "local"], help="LLM provider (default: from config)", diff --git a/scripts/run_scenario.py b/scripts/run_scenario.py index 51440c8..e17d2ae 100644 --- a/scripts/run_scenario.py +++ b/scripts/run_scenario.py @@ -143,15 +143,9 @@ async def main(args: argparse.Namespace) -> None: print(f"Loading save: {scenario.save_name}") try: await client.load_game(scenario.save_name) - # Wait for game to fully load — poll until colonists are available - for _ in range(15): - await asyncio.sleep(2) - try: - state = await client._get("/api/v1/game/state") - if state.get("colonist_count", 0) > 0: - break - except Exception: - pass + # Wait for game to fully load + from rle.docker import wait_for_rimapi + await wait_for_rimapi(config.rimapi_url, timeout=30.0) # Unforbid all starting items so colonists can use them unforbid_count = await client.unforbid_all_items() if unforbid_count: diff --git a/src/rle/agents/base_role.py b/src/rle/agents/base_role.py index ca52d15..2c2571b 100644 --- a/src/rle/agents/base_role.py +++ b/src/rle/agents/base_role.py @@ -158,6 +158,8 @@ def __init__( self._no_think: bool = False self._spoke: Spoke | None = None self._pending_events: list[RimAPIEvent] = [] + self._last_usage: dict[str, int] | None = None + self._last_raw_output: str | None = None def set_provider_kwargs(self, **kwargs: Any) -> None: """Set extra kwargs passed to provider.complete() (e.g. extra_body).""" @@ -214,12 +216,15 @@ def _call_provider( messages.append( ChatMessage(role=MessageRole.ASSISTANT, content=""), ) - return self.provider.complete( + result = self.provider.complete( messages, temperature=temperature, max_tokens=max_tokens, **self._provider_kwargs, ) + self._last_raw_output = result.content + self._last_usage = result.usage if hasattr(result, "usage") else None + return result # ------------------------------------------------------------------ # Abstract methods — subclasses must implement diff --git a/src/rle/config.py b/src/rle/config.py index 45dad78..fa60327 100644 --- a/src/rle/config.py +++ b/src/rle/config.py @@ -40,6 +40,8 @@ class RLEConfig(BaseSettings): helix_preset: str = "default" max_agents: int = 7 log_level: str = "INFO" + docker_image: str = "rle-headless:latest" + docker_port: int = 8765 def get_helix_config(self) -> HelixConfig: """Return the HelixConfig preset matching ``helix_preset``.""" diff --git a/src/rle/scoring/__init__.py b/src/rle/scoring/__init__.py index 18493ca..ab74e8a 100644 --- a/src/rle/scoring/__init__.py +++ b/src/rle/scoring/__init__.py @@ -1,13 +1,17 @@ -"""Scoring system — metrics, composite scorer, time-series recording.""" +"""Scoring system — metrics, composite scorer, time-series recording, bootstrap.""" +from rle.scoring.bootstrap import BootstrapCI, bootstrap_ci, bootstrap_paired_delta from rle.scoring.composite import CompositeScorer, ScoreSnapshot from rle.scoring.metrics import ALL_METRICS, MetricContext from rle.scoring.recorder import TimeSeriesRecorder __all__ = [ "ALL_METRICS", + "BootstrapCI", "CompositeScorer", "MetricContext", "ScoreSnapshot", "TimeSeriesRecorder", + "bootstrap_ci", + "bootstrap_paired_delta", ] diff --git a/src/rle/scoring/delta.py b/src/rle/scoring/delta.py index 06b6fe9..0696c39 100644 --- a/src/rle/scoring/delta.py +++ b/src/rle/scoring/delta.py @@ -5,6 +5,8 @@ import math from dataclasses import dataclass, field +from rle.scoring.bootstrap import BootstrapCI, bootstrap_ci, bootstrap_paired_delta + @dataclass class PairedResult: @@ -77,14 +79,32 @@ def significance(self) -> str: return "*" return "" + @property + def agent_ci(self) -> BootstrapCI | None: + """Bootstrap 95% CI for agent scores.""" + if len(self.agent_scores) < 2: + return None + return bootstrap_ci(self.agent_scores) + + @property + def delta_ci(self) -> BootstrapCI | None: + """Bootstrap CI for agent-baseline delta.""" + if len(self.agent_scores) < 2 or len(self.baseline_scores) < 2: + return None + return bootstrap_paired_delta(self.agent_scores, self.baseline_scores) + def to_dict(self) -> dict[str, object]: + ci = self.agent_ci + dci = self.delta_ci return { "scenario": self.scenario, "agent_mean": round(self.agent_mean, 4), "agent_std": round(self.agent_std, 4), + "agent_ci": [round(ci.ci_lower, 4), round(ci.ci_upper, 4)] if ci else None, "baseline_mean": round(self.baseline_mean, 4), "baseline_std": round(self.baseline_std, 4), "delta": round(self.delta, 4), + "delta_ci": [round(dci.ci_lower, 4), round(dci.ci_upper, 4)] if dci else None, "effect_size": round(self.effect_size, 2), "p_value": round(self.p_value, 4) if self.p_value is not None else None, "n_agent": len(self.agent_scores), diff --git a/src/rle/tracking/event_log.py b/src/rle/tracking/event_log.py index 82b9fcd..3fe5aed 100644 --- a/src/rle/tracking/event_log.py +++ b/src/rle/tracking/event_log.py @@ -7,7 +7,6 @@ from __future__ import annotations -import json import time from collections import Counter from enum import Enum diff --git a/src/rle/tracking/leaderboard.py b/src/rle/tracking/leaderboard.py index e6f74e4..59c2f1d 100644 --- a/src/rle/tracking/leaderboard.py +++ b/src/rle/tracking/leaderboard.py @@ -10,7 +10,7 @@ from pydantic import BaseModel, ConfigDict -from rle.scoring.delta import _std, _t_to_p +from rle.scoring.delta import _std class LeaderboardEntry(BaseModel): diff --git a/src/rle/tracking/metadata.py b/src/rle/tracking/metadata.py index 01cf119..19aff26 100644 --- a/src/rle/tracking/metadata.py +++ b/src/rle/tracking/metadata.py @@ -20,6 +20,8 @@ def collect_metadata() -> dict[str, object]: "felix_sdk_version": _version("felix-agent-sdk"), "platform": sys.platform, "python_version": platform.python_version(), + "docker_mode": False, + "random_seed": None, } diff --git a/tests/unit/test_leaderboard.py b/tests/unit/test_leaderboard.py index 71d7503..ee30a02 100644 --- a/tests/unit/test_leaderboard.py +++ b/tests/unit/test_leaderboard.py @@ -2,8 +2,6 @@ from __future__ import annotations -import pytest - from rle.tracking.leaderboard import Leaderboard, LeaderboardEntry diff --git a/tests/unit/test_scenario_loader.py b/tests/unit/test_scenario_loader.py index e0ceead..ed8ad66 100644 --- a/tests/unit/test_scenario_loader.py +++ b/tests/unit/test_scenario_loader.py @@ -34,7 +34,7 @@ def test_load_ship_launch(self) -> None: def test_scoring_weights_override(self) -> None: path = DEFINITIONS_DIR / "04_raid_defense.yaml" scenario = load_scenario(path) - assert scenario.scoring_weights["threat_response"] == 0.30 + assert scenario.scoring_weights["threat_response"] == 0.24 def test_invalid_path_raises(self) -> None: with pytest.raises(FileNotFoundError): From fe728021b93b25d0ba3d29a8521f229ce82f7c39 Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 16:49:42 -0400 Subject: [PATCH 13/15] Fix review issues: readiness check, Docker cleanup, CI caching, Dockerfile - run_scenario.py: restore colonist_count polling after wait_for_rimapi() - run_benchmark.py: Docker stop in try/except so container doesn't leak - delta.py: cached_property on agent_ci/delta_ci to avoid recomputing 10K bootstrap iterations - Dockerfile: add actual HeadlessRimPatch v1.0.0 download via curl + unzip Co-Authored-By: Claude Opus 4.6 (1M context) --- docker/Dockerfile | 11 +++++++++++ scripts/run_benchmark.py | 7 +++++-- scripts/run_scenario.py | 10 +++++++++- src/rle/scoring/delta.py | 9 +++++---- 4 files changed, 30 insertions(+), 7 deletions(-) diff --git a/docker/Dockerfile b/docker/Dockerfile index 88e260a..615248f 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -17,6 +17,17 @@ ENV DISPLAY=:99 \ RUN mkdir -p /opt/mods/HeadlessRimPatch /opt/mods/RIMAPI /opt/saves +# Download HeadlessRimPatch v1.0.0 prebuilt DLL from GitHub Releases +ARG HEADLESS_PATCH_VERSION=1.0.0 +RUN curl -fsSL \ + "https://github.com/IlyaChichkov/HeadlessRimPatch/releases/download/v${HEADLESS_PATCH_VERSION}/HeadlessRimPatch-${HEADLESS_PATCH_VERSION}.zip" \ + -o /tmp/patch.zip \ + && apt-get update && apt-get install -y --no-install-recommends unzip \ + && unzip /tmp/patch.zip -d /opt/mods/HeadlessRimPatch \ + && rm /tmp/patch.zip \ + && apt-get purge -y unzip && apt-get autoremove -y \ + && rm -rf /var/lib/apt/lists/* + COPY docker/entrypoint.sh /entrypoint.sh RUN chmod +x /entrypoint.sh diff --git a/scripts/run_benchmark.py b/scripts/run_benchmark.py index 6665b97..87af8f9 100644 --- a/scripts/run_benchmark.py +++ b/scripts/run_benchmark.py @@ -548,9 +548,12 @@ async def main(args: argparse.Namespace) -> None: ) print("Results pushed to HuggingFace Hub") - # Docker cleanup + # Docker cleanup (always runs, even on error) if docker_server: - await docker_server.stop() + try: + await docker_server.stop() + except Exception: + logger.warning("Failed to stop Docker container", exc_info=True) if __name__ == "__main__": diff --git a/scripts/run_scenario.py b/scripts/run_scenario.py index e17d2ae..4e454d1 100644 --- a/scripts/run_scenario.py +++ b/scripts/run_scenario.py @@ -143,9 +143,17 @@ async def main(args: argparse.Namespace) -> None: print(f"Loading save: {scenario.save_name}") try: await client.load_game(scenario.save_name) - # Wait for game to fully load + # Wait for RIMAPI to respond, then poll until colonists are loaded from rle.docker import wait_for_rimapi await wait_for_rimapi(config.rimapi_url, timeout=30.0) + for _ in range(15): + await asyncio.sleep(2) + try: + state = await client._get("/api/v1/game/state") + if state.get("colonist_count", 0) > 0: + break + except Exception: + pass # Unforbid all starting items so colonists can use them unforbid_count = await client.unforbid_all_items() if unforbid_count: diff --git a/src/rle/scoring/delta.py b/src/rle/scoring/delta.py index 0696c39..72c9680 100644 --- a/src/rle/scoring/delta.py +++ b/src/rle/scoring/delta.py @@ -4,6 +4,7 @@ import math from dataclasses import dataclass, field +from functools import cached_property from rle.scoring.bootstrap import BootstrapCI, bootstrap_ci, bootstrap_paired_delta @@ -79,16 +80,16 @@ def significance(self) -> str: return "*" return "" - @property + @cached_property def agent_ci(self) -> BootstrapCI | None: - """Bootstrap 95% CI for agent scores.""" + """Bootstrap 95% CI for agent scores. Cached after first access.""" if len(self.agent_scores) < 2: return None return bootstrap_ci(self.agent_scores) - @property + @cached_property def delta_ci(self) -> BootstrapCI | None: - """Bootstrap CI for agent-baseline delta.""" + """Bootstrap CI for agent-baseline delta. Cached after first access.""" if len(self.agent_scores) < 2 or len(self.baseline_scores) < 2: return None return bootstrap_paired_delta(self.agent_scores, self.baseline_scores) From d0130831f33ee36a93204c2ddb7334edde0c0644 Mon Sep 17 00:00:00 2001 From: jkbennitt Date: Thu, 9 Apr 2026 17:41:34 -0400 Subject: [PATCH 14/15] Address Caleb's review: dockerignore, IPv6, ro mount, py3.14, bootstrap CI, metric weights 1. Move .dockerignore to repo root (build context is ..) 2. Pre-seed RIMAPI config with serverIP=0.0.0.0 (fixes IPv6 loopback in Docker) 3. Writable mods overlay (/opt/mods-merged) instead of writing to :ro game mount 4. Python 3.14 across pyproject.toml, ruff, mypy, CI workflows 5. Replace broken t-approximation in leaderboard with bootstrap_ci() 6. Zero process metric weights until game loop wires MetricContext counters 7. try/finally for Docker cleanup in run_benchmark.py 8. --rm + stale container cleanup on docker run 9. Non-root USER in Dockerfile 10. CLAUDE.md updated for 10 metrics 11. Consistent sample std (ddof=1) in bootstrap.py 12. Nits: --ablation WIP label, top-level import, test assertions Co-Authored-By: Claude Opus 4.6 (1M context) --- .claude/settings.json | 6 +- docker/.dockerignore => .dockerignore | 0 .github/workflows/benchmark.yml | 2 +- .github/workflows/ci.yml | 6 +- CLAUDE.md | 10 +- docker/Dockerfile | 6 +- docker/entrypoint.sh | 33 ++- pyproject.toml | 6 +- scripts/run_benchmark.py | 250 +++++++++--------- scripts/run_scenario.py | 2 +- src/rle/docker.py | 7 +- .../definitions/01_crashlanded_survival.yaml | 20 +- .../definitions/02_first_winter.yaml | 20 +- .../definitions/03_toxic_fallout.yaml | 20 +- .../definitions/04_raid_defense.yaml | 20 +- .../definitions/05_plague_response.yaml | 20 +- .../scenarios/definitions/06_ship_launch.yaml | 20 +- src/rle/scoring/bootstrap.py | 4 +- src/rle/scoring/composite.py | 22 +- src/rle/tracking/leaderboard.py | 9 +- tests/unit/test_composite_scorer.py | 2 +- tests/unit/test_scenario_loader.py | 2 +- uv.lock | 237 +---------------- 23 files changed, 260 insertions(+), 464 deletions(-) rename docker/.dockerignore => .dockerignore (100%) diff --git a/.claude/settings.json b/.claude/settings.json index 7ea49fa..1680011 100644 --- a/.claude/settings.json +++ b/.claude/settings.json @@ -21,7 +21,11 @@ "Bash(OPENAI_API_KEY=*)", "Bash(PYTHONIOENCODING=*)", "Bash(bun run:*)", - "Bash(bun install:*)" + "Bash(bun install:*)", + "Bash(python -m mypy src/rle/)", + "Bash(python -m uv run pytest --tb=short -q)", + "Bash(python -m uv run ruff check src/ tests/ scripts/)", + "Bash(python -m uv run python scripts/run_benchmark.py --dry-run --ticks 3)" ], "additionalDirectories": [ "c:\\Users\\redmo\\Projects\\rimapi-dashboard\\src\\components\\widgets\\rle", diff --git a/docker/.dockerignore b/.dockerignore similarity index 100% rename from docker/.dockerignore rename to .dockerignore diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml index da39be7..2232ddc 100644 --- a/.github/workflows/benchmark.yml +++ b/.github/workflows/benchmark.yml @@ -39,7 +39,7 @@ jobs: - uses: actions/checkout@v4 - uses: actions/setup-python@v5 with: - python-version: "3.13" + python-version: "3.14" - uses: astral-sh/setup-uv@v4 - run: uv pip install -e ".[dev]" --system diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index cb75396..082b3c0 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -13,7 +13,7 @@ jobs: - uses: actions/checkout@v4 - uses: actions/setup-python@v5 with: - python-version: "3.13" + python-version: "3.14" - uses: astral-sh/setup-uv@v4 - run: uv pip install -e ".[dev]" --system - name: Lint @@ -28,7 +28,7 @@ jobs: - uses: actions/checkout@v4 - uses: actions/setup-python@v5 with: - python-version: "3.13" + python-version: "3.14" - uses: astral-sh/setup-uv@v4 - run: uv pip install -e ".[dev]" --system - name: Run tests @@ -41,7 +41,7 @@ jobs: - uses: actions/checkout@v4 - uses: actions/setup-python@v5 with: - python-version: "3.13" + python-version: "3.14" - uses: astral-sh/setup-uv@v4 - run: uv pip install -e ".[dev]" --system - name: Smoke test benchmark diff --git a/CLAUDE.md b/CLAUDE.md index d508764..e00b103 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -211,7 +211,7 @@ Agents communicate through Felix SDK's CentralPost, not through the orchestrator - **Before deliberation**: `process_all_messages()` routes previous tick's messages to agent spoke inbound queues. Agents read via `_get_spoke_context()`. - **MapAnalyst first**: Deliberates, sends TASK_COMPLETE with spatial analysis. Messages routed immediately so role agents see it. - **After deliberation**: Each role agent sends `TASK_COMPLETE` with role, summary, confidence, action types. -- **After scoring**: Hub broadcasts `STATUS_UPDATE` with composite score + all 8 metrics. +- **After scoring**: Hub broadcasts `STATUS_UPDATE` with composite score + all 10 metrics. - **On phase change**: Hub broadcasts `PHASE_ANNOUNCE` when macro_time crosses 0.4 (exploration→analysis) or 0.7 (analysis→synthesis). ## SSE Events @@ -236,7 +236,7 @@ Macro helix: `t = min(1.0, game_day / expected_duration_days)` drives agent beha - **Analysis** (0.4 <= t < 0.7): Medium temp, evaluate trade-offs - **Synthesis** (t >= 0.7): Low temperature, decisive actions -## Scoring (8 metrics, weighted composite) +## Scoring (10 metrics, weighted composite) | Metric | Default Weight | Source | |--------|---------------|--------| @@ -248,6 +248,10 @@ Macro helix: `t = min(1.0, game_day / expected_duration_days)` drives agent beha | research | 0.10 | % research tree completed | | self_sufficiency | 0.10 | power + food + population stability | | efficiency | 0.05 | action execution rate | +| coordination | 0.00* | conflicts resolved / total conflicts | +| communication_efficiency | 0.00* | messages acted on / total messages | + +*Process metrics have 0.0 weight until game loop wires MetricContext counters. Target: coordination=0.12, communication_efficiency=0.08. Scenarios can override weights. TimeSeriesRecorder exports per-tick CSV. @@ -312,7 +316,7 @@ src/rle/ │ ├── state_manager.py # GameStateManager (SSE drain, macro time, history) │ ├── action_executor.py # Routes actions to RIMAPI write endpoints │ └── action_resolver.py # 4-rule conflict resolution -├── scoring/ # 8 metrics, composite scorer, CSV recorder +├── scoring/ # 10 metrics, composite scorer, bootstrap CIs, CSV recorder └── scenarios/ # YAML schema, loader, evaluator, 6 definitions scripts/ ├── run_scenario.py # Single scenario CLI (auto-loads save, unforbids items) diff --git a/docker/Dockerfile b/docker/Dockerfile index 615248f..bbb416f 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -15,7 +15,9 @@ ENV DISPLAY=:99 \ AUDIODEV=null \ PULSE_SERVER= -RUN mkdir -p /opt/mods/HeadlessRimPatch /opt/mods/RIMAPI /opt/saves +RUN useradd -m -s /bin/bash rimworld \ + && mkdir -p /opt/mods/HeadlessRimPatch /opt/mods/RIMAPI /opt/saves /opt/mods-merged \ + && chown -R rimworld:rimworld /opt/mods /opt/saves /opt/mods-merged # Download HeadlessRimPatch v1.0.0 prebuilt DLL from GitHub Releases ARG HEADLESS_PATCH_VERSION=1.0.0 @@ -31,6 +33,8 @@ RUN curl -fsSL \ COPY docker/entrypoint.sh /entrypoint.sh RUN chmod +x /entrypoint.sh +USER rimworld + EXPOSE 8765 HEALTHCHECK --interval=10s --timeout=5s --retries=12 --start-period=60s \ diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh index 7035c53..959adfc 100644 --- a/docker/entrypoint.sh +++ b/docker/entrypoint.sh @@ -23,8 +23,22 @@ echo "Xvfb ready on :99" # DBus machine-id (prevents Unity startup crash) dbus-uuidgen --ensure 2>/dev/null || true +# Pre-seed RIMAPI config: bind to 0.0.0.0 instead of localhost (IPv6 loopback) +# so Docker port forwarding can reach the server from the host. +CONFIG_DIR="$HOME/.config/unity3d/Ludeon Studios/RimWorld by Ludeon Studios/Config" +mkdir -p "$CONFIG_DIR" +if [ ! -f "$CONFIG_DIR/Mod_RedEyeDev.RIMAPI_Settings.xml" ]; then + cat > "$CONFIG_DIR/Mod_RedEyeDev.RIMAPI_Settings.xml" << 'XMLEOF' + + + 0.0.0.0 + 8765 + +XMLEOF +fi + # Link save files into RimWorld saves directory -SAVES_DIR="/root/.config/unity3d/Ludeon Studios/RimWorld by Ludeon Studios/Saves" +SAVES_DIR="$HOME/.config/unity3d/Ludeon Studios/RimWorld by Ludeon Studios/Saves" mkdir -p "$SAVES_DIR" if [ -d /opt/saves ]; then for f in /opt/saves/*; do @@ -32,9 +46,16 @@ if [ -d /opt/saves ]; then done fi -# Link mods into RimWorld Mods directory -MODS_DIR="/opt/game/Mods" +# Link mods into a writable overlay (game dir is mounted :ro) +MODS_DIR="/opt/mods-merged" mkdir -p "$MODS_DIR" +# Copy game's built-in mods (read-only source) +if [ -d /opt/game/Mods ]; then + for mod in /opt/game/Mods/*/; do + [ -d "$mod" ] && ln -sf "$mod" "$MODS_DIR/$(basename "$mod")" + done +fi +# Link our additional mods on top for mod_dir in /opt/mods/*/; do [ -d "$mod_dir" ] && ln -sf "$mod_dir" "$MODS_DIR/$(basename "$mod_dir")" done @@ -47,7 +68,7 @@ echo "Starting RimWorld headless..." -noshaders \ -force-opengl \ -startServer \ - -logFile /opt/game/rimworld_log.txt & + -logFile /tmp/rimworld_log.txt & GAME_PID=$! # Wait for RIMAPI to become responsive @@ -58,11 +79,11 @@ while ! curl -sf http://localhost:8765/api/v1/game/state > /dev/null 2>&1; do ELAPSED=$((ELAPSED + 5)) if [ "$ELAPSED" -ge 120 ]; then echo "ERROR: RIMAPI not responsive after 120s" - cat /opt/game/rimworld_log.txt 2>/dev/null | tail -30 + tail -30 /tmp/rimworld_log.txt 2>/dev/null exit 1 fi done echo "RIMAPI ready" # Keep container alive -tail -f /opt/game/rimworld_log.txt +tail -f /tmp/rimworld_log.txt diff --git a/pyproject.toml b/pyproject.toml index e7c3f4d..e292df8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ version = "0.1.0" description = "Multi-agent benchmark where Felix Agent SDK agents play RimWorld" readme = "README.md" license = "MIT" -requires-python = ">=3.13" +requires-python = ">=3.14" dependencies = [ "felix-agent-sdk>=0.2.1", "httpx>=0.24", @@ -47,13 +47,13 @@ testpaths = ["tests"] [tool.ruff] line-length = 100 -target-version = "py313" +target-version = "py314" [tool.ruff.lint] select = ["E", "F", "I", "W"] [tool.mypy] -python_version = "3.13" +python_version = "3.14" strict = true [[tool.mypy.overrides]] diff --git a/scripts/run_benchmark.py b/scripts/run_benchmark.py index 87af8f9..e267026 100644 --- a/scripts/run_benchmark.py +++ b/scripts/run_benchmark.py @@ -413,147 +413,145 @@ async def main(args: argparse.Namespace) -> None: "rimapi_url": docker_server.url, }) - async with RimAPIClient(config.rimapi_url) as client: - if use_mock_rimapi: - client._client = httpx.AsyncClient( - transport=_make_mock_transport(), base_url="http://mock", - ) - - for scenario in scenarios: - if docker_server: - await docker_server.restart() - paired = PairedResult(scenario=scenario.name) if is_paired else None - - for run_id in range(num_runs): - run_label = f" (run {run_id + 1}/{num_runs})" if num_runs > 1 else "" - - # Load save if available (for reproducible initial conditions) - if scenario.save_name and not use_mock_rimapi: - try: - await client.load_game(scenario.save_name) - await asyncio.sleep(GAME_LOAD_WAIT_SECONDS) # Wait for game to load - except Exception as e: - logger.warning("Could not load save %s: %s", scenario.save_name, e) - - # Agent run - print(f"\nRunning: {scenario.name} ({scenario.difficulty}){run_label}...") - result = await _run_scenario( - scenario, config, client, provider, helix, output_dir, - max_ticks_override=ticks_override, - provider_kwargs=provider_kwargs or None, - visualize=args.visualize, - no_think=args.no_think, - parallel=not args.sequential, - no_pause=args.no_pause, - ) - results.append(result) - if paired: - paired.agent_scores.append(result["score"]) - print( - f" -> agent: {result['outcome']} | score={result['score']:.3f} " - f"| {result['ticks']} ticks | {result['elapsed_s']}s " - f"| parse {result['parse_rate']:.0%} ({result['parse_failures']} fail)" + try: + async with RimAPIClient(config.rimapi_url) as client: + if use_mock_rimapi: + client._client = httpx.AsyncClient( + transport=_make_mock_transport(), base_url="http://mock", ) - # Baseline run (reload same save, no agents) - if is_paired: - if scenario.save_name: + for scenario in scenarios: + if docker_server: + await docker_server.restart() + paired = PairedResult(scenario=scenario.name) if is_paired else None + + for run_id in range(num_runs): + run_label = f" (run {run_id + 1}/{num_runs})" if num_runs > 1 else "" + + # Load save if available (for reproducible initial conditions) + if scenario.save_name and not use_mock_rimapi: try: await client.load_game(scenario.save_name) await asyncio.sleep(GAME_LOAD_WAIT_SECONDS) except Exception as e: - logger.warning("Could not reload save: %s", e) + logger.warning("Could not load save %s: %s", scenario.save_name, e) - print(f" baseline{run_label}...") - baseline = await _run_scenario( + # Agent run + print(f"\nRunning: {scenario.name} ({scenario.difficulty}){run_label}...") + result = await _run_scenario( scenario, config, client, provider, helix, output_dir, max_ticks_override=ticks_override, - no_agent=True, + provider_kwargs=provider_kwargs or None, + visualize=args.visualize, + no_think=args.no_think, + parallel=not args.sequential, + no_pause=args.no_pause, + ) + results.append(result) + if paired: + paired.agent_scores.append(result["score"]) + print( + f" -> agent: {result['outcome']} | score={result['score']:.3f} " + f"| {result['ticks']} ticks | {result['elapsed_s']}s " + f"| parse {result['parse_rate']:.0%} ({result['parse_failures']} fail)" ) - paired.baseline_scores.append(baseline["score"]) - print(f" -> baseline: score={baseline['score']:.3f}") - if paired: - paired_results.append(paired) + # Baseline run (reload same save, no agents) + if is_paired: + if scenario.save_name: + try: + await client.load_game(scenario.save_name) + await asyncio.sleep(GAME_LOAD_WAIT_SECONDS) + except Exception as e: + logger.warning("Could not reload save: %s", e) + + print(f" baseline{run_label}...") + baseline = await _run_scenario( + scenario, config, client, provider, helix, output_dir, + max_ticks_override=ticks_override, + no_agent=True, + ) + paired.baseline_scores.append(baseline["score"]) + print(f" -> baseline: score={baseline['score']:.3f}") - # Print results - if is_paired and paired_results: - from rle.scoring.delta import print_paired_leaderboard - print_paired_leaderboard(paired_results, model=args.model, num_runs=num_runs) - else: - _print_leaderboard(results, model=args.model) - - # Build enriched summary with metadata - metadata = collect_metadata() - summary = { - **metadata, - "model": args.model or config.model, - "provider": args.provider or config.provider, - "base_url": args.base_url or None, - "no_think": args.no_think, - "parallel": not args.sequential, - "tick_interval": config.tick_interval, - "ticks_per_scenario": ticks_override, - "num_runs": num_runs, - "paired": is_paired, - "scenarios": results, - } - if is_paired and paired_results: - summary["paired_results"] = [p.to_dict() for p in paired_results] - - # Auto-generate run directory if --output not specified - output_dir = Path(args.output) if args.output else get_run_dir(args.model) - output_dir.mkdir(parents=True, exist_ok=True) - summary_path = output_dir / "benchmark_summary.json" - summary_path.write_text(json.dumps(summary, indent=2, default=str)) - print(f"\nResults exported to {output_dir}/") - - # Only track real benchmark runs (not mock/dry-run JSON compliance tests) - scores = [r.get("score", 0) for r in results] - avg = sum(scores) / len(scores) if scores else 0 - if not use_mock_rimapi: - history_path = append_history(summary) - print(f"History appended to {history_path}") - - is_new_best, prev_score = update_baseline(summary) - if is_new_best: - delta = f"+{avg - prev_score:.3f}" if prev_score else "first run" - print(f"NEW BASELINE: {avg:.3f} ({delta})") - elif prev_score is not None: - print(f"Baseline: {prev_score:.3f} (this run: {avg:.3f})") - else: - print("(dry-run: skipping history/baseline tracking)") + if paired: + paired_results.append(paired) + + # Print results + if is_paired and paired_results: + from rle.scoring.delta import print_paired_leaderboard + print_paired_leaderboard(paired_results, model=args.model, num_runs=num_runs) + else: + _print_leaderboard(results, model=args.model) + + # Build enriched summary with metadata + metadata = collect_metadata() + summary = { + **metadata, + "model": args.model or config.model, + "provider": args.provider or config.provider, + "base_url": args.base_url or None, + "no_think": args.no_think, + "parallel": not args.sequential, + "tick_interval": config.tick_interval, + "ticks_per_scenario": ticks_override, + "num_runs": num_runs, + "paired": is_paired, + "scenarios": results, + } + if is_paired and paired_results: + summary["paired_results"] = [p.to_dict() for p in paired_results] - # W&B logging (optional) - if wandb_logger.enabled: - wandb_logger.log_final_summary( - avg_score=avg, - parse_rate=sum(r.get("parse_successes", 0) for r in results) - / max(1, sum(r["parse_successes"] + r["parse_failures"] for r in results)), - total_time=sum(r.get("elapsed_s", 0) for r in results), - ) - for r in results: - wandb_logger.log_scenario_result(r) - wandb_logger.finish() - print("W&B run logged") - - # HuggingFace Hub push (optional) - if args.push_hf: - hf = HFLogger(enabled=True) - if hf.enabled: - hf.push_results( - history_path=history_path, - baselines_dir=Path("results/baselines"), - run_dir=output_dir, + # Auto-generate run directory if --output not specified + output_dir = Path(args.output) if args.output else get_run_dir(args.model) + output_dir.mkdir(parents=True, exist_ok=True) + summary_path = output_dir / "benchmark_summary.json" + summary_path.write_text(json.dumps(summary, indent=2, default=str)) + print(f"\nResults exported to {output_dir}/") + + # Only track real benchmark runs (not mock/dry-run JSON compliance tests) + scores = [r.get("score", 0) for r in results] + avg = sum(scores) / len(scores) if scores else 0 + if not use_mock_rimapi: + history_path = append_history(summary) + print(f"History appended to {history_path}") + + is_new_best, prev_score = update_baseline(summary) + if is_new_best: + delta = f"+{avg - prev_score:.3f}" if prev_score else "first run" + print(f"NEW BASELINE: {avg:.3f} ({delta})") + elif prev_score is not None: + print(f"Baseline: {prev_score:.3f} (this run: {avg:.3f})") + else: + print("(dry-run: skipping history/baseline tracking)") + + # W&B logging (optional) + if wandb_logger.enabled: + wandb_logger.log_final_summary( + avg_score=avg, + parse_rate=sum(r.get("parse_successes", 0) for r in results) + / max(1, sum(r["parse_successes"] + r["parse_failures"] for r in results)), + total_time=sum(r.get("elapsed_s", 0) for r in results), ) - print("Results pushed to HuggingFace Hub") + for r in results: + wandb_logger.log_scenario_result(r) + wandb_logger.finish() + print("W&B run logged") + + # HuggingFace Hub push (optional) + if args.push_hf: + hf = HFLogger(enabled=True) + if hf.enabled: + hf.push_results( + history_path=history_path, + baselines_dir=Path("results/baselines"), + run_dir=output_dir, + ) + print("Results pushed to HuggingFace Hub") - # Docker cleanup (always runs, even on error) - if docker_server: - try: + finally: + if docker_server: await docker_server.stop() - except Exception: - logger.warning("Failed to stop Docker container", exc_info=True) if __name__ == "__main__": @@ -573,7 +571,7 @@ async def main(args: argparse.Namespace) -> None: ) parser.add_argument( "--ablation", action="store_true", - help="Run ablation study: full benchmark + 7 single-agent-removed runs", + help="(WIP) Run ablation study: full benchmark + 7 single-agent-removed runs", ) parser.add_argument( "--provider", choices=["anthropic", "openai", "local"], diff --git a/scripts/run_scenario.py b/scripts/run_scenario.py index 4e454d1..aea751b 100644 --- a/scripts/run_scenario.py +++ b/scripts/run_scenario.py @@ -20,6 +20,7 @@ from rle.agents.resource_manager import ResourceManager from rle.agents.social_overseer import SocialOverseer from rle.config import RLEConfig, bridge_openrouter_key +from rle.docker import wait_for_rimapi from rle.orchestration.game_loop import RLEGameLoop from rle.rimapi.client import RimAPIClient from rle.rimapi.sse_client import RimAPISSEClient @@ -144,7 +145,6 @@ async def main(args: argparse.Namespace) -> None: try: await client.load_game(scenario.save_name) # Wait for RIMAPI to respond, then poll until colonists are loaded - from rle.docker import wait_for_rimapi await wait_for_rimapi(config.rimapi_url, timeout=30.0) for _ in range(15): await asyncio.sleep(2) diff --git a/src/rle/docker.py b/src/rle/docker.py index 6ad9c43..f475d70 100644 --- a/src/rle/docker.py +++ b/src/rle/docker.py @@ -82,8 +82,10 @@ def url(self) -> str: async def start(self) -> None: """Start container and wait for RIMAPI healthcheck.""" logger.info("Starting %s from image %s", self._container_name, self._image) + # Remove stale container with same name if it exists + await _run("rm", "-f", self._container_name, check=False) await _run( - "run", "-d", + "run", "-d", "--rm", "-p", f"{self._port}:8765", "--name", self._container_name, "--shm-size=1g", @@ -92,10 +94,9 @@ async def start(self) -> None: await wait_for_rimapi(self.url) async def stop(self) -> None: - """Stop and remove container. Ignores errors if already stopped.""" + """Stop container. --rm flag auto-removes it after stop.""" logger.info("Stopping %s", self._container_name) await _run("stop", self._container_name, check=False) - await _run("rm", self._container_name, check=False) async def restart(self) -> None: """Restart for clean game state between scenarios.""" diff --git a/src/rle/scenarios/definitions/01_crashlanded_survival.yaml b/src/rle/scenarios/definitions/01_crashlanded_survival.yaml index 77097ca..2e5962a 100644 --- a/src/rle/scenarios/definitions/01_crashlanded_survival.yaml +++ b/src/rle/scenarios/definitions/01_crashlanded_survival.yaml @@ -20,13 +20,13 @@ failure_conditions: value: 1 scoring_weights: - survival: 0.24 - food_security: 0.12 - mood: 0.12 - threat_response: 0.08 - wealth: 0.04 - research: 0.04 - self_sufficiency: 0.12 - efficiency: 0.04 - coordination: 0.12 - communication_efficiency: 0.08 + survival: 0.30 + food_security: 0.15 + mood: 0.15 + threat_response: 0.10 + wealth: 0.05 + research: 0.05 + self_sufficiency: 0.15 + efficiency: 0.05 + coordination: 0.0 + communication_efficiency: 0.0 diff --git a/src/rle/scenarios/definitions/02_first_winter.yaml b/src/rle/scenarios/definitions/02_first_winter.yaml index d92b5fb..91bd359 100644 --- a/src/rle/scenarios/definitions/02_first_winter.yaml +++ b/src/rle/scenarios/definitions/02_first_winter.yaml @@ -23,13 +23,13 @@ failure_conditions: value: 0 scoring_weights: - survival: 0.20 - food_security: 0.16 - self_sufficiency: 0.12 - mood: 0.08 - wealth: 0.08 - research: 0.04 - threat_response: 0.08 - efficiency: 0.04 - coordination: 0.12 - communication_efficiency: 0.08 + survival: 0.25 + food_security: 0.20 + self_sufficiency: 0.15 + mood: 0.10 + wealth: 0.10 + research: 0.05 + threat_response: 0.10 + efficiency: 0.05 + coordination: 0.0 + communication_efficiency: 0.0 diff --git a/src/rle/scenarios/definitions/03_toxic_fallout.yaml b/src/rle/scenarios/definitions/03_toxic_fallout.yaml index 29a3272..a3ac460 100644 --- a/src/rle/scenarios/definitions/03_toxic_fallout.yaml +++ b/src/rle/scenarios/definitions/03_toxic_fallout.yaml @@ -23,13 +23,13 @@ failure_conditions: value: 0.25 scoring_weights: - survival: 0.28 - food_security: 0.12 - mood: 0.16 - self_sufficiency: 0.08 - wealth: 0.04 - research: 0.04 - threat_response: 0.04 - efficiency: 0.04 - coordination: 0.12 - communication_efficiency: 0.08 + survival: 0.35 + food_security: 0.15 + mood: 0.20 + self_sufficiency: 0.10 + wealth: 0.05 + research: 0.05 + threat_response: 0.05 + efficiency: 0.05 + coordination: 0.0 + communication_efficiency: 0.0 diff --git a/src/rle/scenarios/definitions/04_raid_defense.yaml b/src/rle/scenarios/definitions/04_raid_defense.yaml index c245daa..dac69d5 100644 --- a/src/rle/scenarios/definitions/04_raid_defense.yaml +++ b/src/rle/scenarios/definitions/04_raid_defense.yaml @@ -23,13 +23,13 @@ failure_conditions: value: 0.2 scoring_weights: - survival: 0.20 - threat_response: 0.24 - mood: 0.08 - food_security: 0.04 - wealth: 0.04 - research: 0.04 - self_sufficiency: 0.08 - efficiency: 0.08 - coordination: 0.12 - communication_efficiency: 0.08 + survival: 0.25 + threat_response: 0.30 + mood: 0.10 + food_security: 0.05 + wealth: 0.05 + research: 0.05 + self_sufficiency: 0.10 + efficiency: 0.10 + coordination: 0.0 + communication_efficiency: 0.0 diff --git a/src/rle/scenarios/definitions/05_plague_response.yaml b/src/rle/scenarios/definitions/05_plague_response.yaml index 2766329..7c7ac55 100644 --- a/src/rle/scenarios/definitions/05_plague_response.yaml +++ b/src/rle/scenarios/definitions/05_plague_response.yaml @@ -23,13 +23,13 @@ failure_conditions: value: 0.4 scoring_weights: - survival: 0.28 - mood: 0.12 - food_security: 0.08 - threat_response: 0.08 - wealth: 0.04 - research: 0.04 - self_sufficiency: 0.08 - efficiency: 0.08 - coordination: 0.12 - communication_efficiency: 0.08 + survival: 0.35 + mood: 0.15 + food_security: 0.10 + threat_response: 0.10 + wealth: 0.05 + research: 0.05 + self_sufficiency: 0.10 + efficiency: 0.10 + coordination: 0.0 + communication_efficiency: 0.0 diff --git a/src/rle/scenarios/definitions/06_ship_launch.yaml b/src/rle/scenarios/definitions/06_ship_launch.yaml index 65da62b..9b9a8c2 100644 --- a/src/rle/scenarios/definitions/06_ship_launch.yaml +++ b/src/rle/scenarios/definitions/06_ship_launch.yaml @@ -17,13 +17,13 @@ failure_conditions: value: 1 scoring_weights: - research: 0.20 - survival: 0.16 - wealth: 0.12 - self_sufficiency: 0.12 - food_security: 0.04 - mood: 0.08 - threat_response: 0.04 - efficiency: 0.04 - coordination: 0.12 - communication_efficiency: 0.08 + research: 0.25 + survival: 0.20 + wealth: 0.15 + self_sufficiency: 0.15 + food_security: 0.05 + mood: 0.10 + threat_response: 0.05 + efficiency: 0.05 + coordination: 0.0 + communication_efficiency: 0.0 diff --git a/src/rle/scoring/bootstrap.py b/src/rle/scoring/bootstrap.py index 9cc2eb1..b2d03be 100644 --- a/src/rle/scoring/bootstrap.py +++ b/src/rle/scoring/bootstrap.py @@ -56,8 +56,8 @@ def bootstrap_ci( n_bootstrap=n_bootstrap, ) - # Population std (ddof=0) — sufficient for CI estimation - std = math.sqrt(sum((x - mean) ** 2 for x in values) / n) + # Sample std (ddof=1) — consistent with PairedResult._std in delta.py + std = math.sqrt(sum((x - mean) ** 2 for x in values) / (n - 1)) rng = random.Random(seed) boot_means = sorted(sum(rng.choices(values, k=n)) / n for _ in range(n_bootstrap)) diff --git a/src/rle/scoring/composite.py b/src/rle/scoring/composite.py index 046c057..3dfaa13 100644 --- a/src/rle/scoring/composite.py +++ b/src/rle/scoring/composite.py @@ -8,16 +8,18 @@ from rle.scoring.metrics import ALL_METRICS, MetricContext DEFAULT_WEIGHTS: dict[str, float] = { - "survival": 0.20, - "threat_response": 0.12, - "mood": 0.12, - "food_security": 0.08, - "wealth": 0.08, - "research": 0.08, - "self_sufficiency": 0.08, - "efficiency": 0.04, - "coordination": 0.12, - "communication_efficiency": 0.08, + "survival": 0.25, + "threat_response": 0.15, + "mood": 0.15, + "food_security": 0.10, + "wealth": 0.10, + "research": 0.10, + "self_sufficiency": 0.10, + "efficiency": 0.05, + # Process metrics: weight 0.0 until game loop populates MetricContext counters. + # Target weights once wired: coordination=0.12, communication_efficiency=0.08. + "coordination": 0.0, + "communication_efficiency": 0.0, } diff --git a/src/rle/tracking/leaderboard.py b/src/rle/tracking/leaderboard.py index 59c2f1d..dc7f8c7 100644 --- a/src/rle/tracking/leaderboard.py +++ b/src/rle/tracking/leaderboard.py @@ -10,7 +10,7 @@ from pydantic import BaseModel, ConfigDict -from rle.scoring.delta import _std +from rle.scoring.bootstrap import bootstrap_ci class LeaderboardEntry(BaseModel): @@ -82,11 +82,8 @@ def from_history(self, history: list[dict[str, Any]]) -> list[LeaderboardEntry]: ci: tuple[float, float] | None = None if len(composites) >= 2: - std = _std(composites) - se = std / len(composites) ** 0.5 - # 95% CI via t-approximation - t_crit = 1.96 if len(composites) > 30 else 2.0 - ci = (composite - t_crit * se, composite + t_crit * se) + bci = bootstrap_ci(composites) + ci = (bci.ci_lower, bci.ci_upper) cost = float(latest.get("cost", {}).get("estimated_cost_usd", 0.0)) tokens = int(latest.get("cost", {}).get("total_tokens", 0)) diff --git a/tests/unit/test_composite_scorer.py b/tests/unit/test_composite_scorer.py index 3c17d4e..f38bd23 100644 --- a/tests/unit/test_composite_scorer.py +++ b/tests/unit/test_composite_scorer.py @@ -77,7 +77,7 @@ def test_weights_property(self) -> None: assert w == DEFAULT_WEIGHTS # Mutation doesn't affect scorer w["survival"] = 0.0 - assert scorer.weights["survival"] == 0.20 + assert scorer.weights["survival"] == 0.25 class TestFinalScore: diff --git a/tests/unit/test_scenario_loader.py b/tests/unit/test_scenario_loader.py index ed8ad66..e0ceead 100644 --- a/tests/unit/test_scenario_loader.py +++ b/tests/unit/test_scenario_loader.py @@ -34,7 +34,7 @@ def test_load_ship_launch(self) -> None: def test_scoring_weights_override(self) -> None: path = DEFINITIONS_DIR / "04_raid_defense.yaml" scenario = load_scenario(path) - assert scenario.scoring_weights["threat_response"] == 0.24 + assert scenario.scoring_weights["threat_response"] == 0.30 def test_invalid_path_raises(self) -> None: with pytest.raises(FileNotFoundError): diff --git a/uv.lock b/uv.lock index 0660362..6af1f09 100644 --- a/uv.lock +++ b/uv.lock @@ -1,6 +1,6 @@ version = 1 revision = 3 -requires-python = ">=3.13" +requires-python = ">=3.14" [[package]] name = "annotated-doc" @@ -66,22 +66,6 @@ version = "3.4.7" source = { registry = "https://pypi.org/simple" } sdist = { url = "https://files.pythonhosted.org/packages/e7/a1/67fe25fac3c7642725500a3f6cfe5821ad557c3abb11c9d20d12c7008d3e/charset_normalizer-3.4.7.tar.gz", hash = "sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5", size = 144271, upload-time = "2026-04-02T09:28:39.342Z" } wheels = [ - { url = "https://files.pythonhosted.org/packages/c1/3b/66777e39d3ae1ddc77ee606be4ec6d8cbd4c801f65e5a1b6f2b11b8346dd/charset_normalizer-3.4.7-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063", size = 309627, upload-time = "2026-04-02T09:26:45.198Z" }, - 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Co-Authored-By: Claude Opus 4.6 (1M context) --- .claude/rules/code-style.md | 6 +++- .claude/skills/benchmark/SKILL.md | 26 +++++++++++--- CLAUDE.md | 60 +++++++++++++++++++++++++++++-- CONTRIBUTING.md | 48 ++++++++++++++++--------- README.md | 8 +++-- 5 files changed, 121 insertions(+), 27 deletions(-) diff --git a/.claude/rules/code-style.md b/.claude/rules/code-style.md index 331f268..f4fb2db 100644 --- a/.claude/rules/code-style.md +++ b/.claude/rules/code-style.md @@ -1,7 +1,11 @@ # Code Style Rules +- Python 3.14+. Use `uv sync --extra dev` to install. +- mypy strict mode. All code must pass `mypy src/` with `strict = true`. - No `Any` type annotations for dataclass fields. Use `TYPE_CHECKING` imports to break circular dependencies. +- `from __future__ import annotations` at top of every Python file. - Pydantic v2 with `frozen=True` for all data models. - Async-first. All RIMAPI calls are async. Game loop is async. +- No scipy/numpy. Use stdlib only (random, math, statistics). See ADR-003. - Tests use pytest-asyncio with `asyncio_mode = "auto"`. -- Run `pytest` and `ruff check src/ tests/ scripts/` before committing. All must pass. +- Run `pytest`, `ruff check src/ tests/ scripts/`, and `mypy src/` before committing. All must pass. diff --git a/.claude/skills/benchmark/SKILL.md b/.claude/skills/benchmark/SKILL.md index e77314f..df567dc 100644 --- a/.claude/skills/benchmark/SKILL.md +++ b/.claude/skills/benchmark/SKILL.md @@ -2,19 +2,35 @@ name: benchmark description: Run the full RLE benchmark suite (6 scenarios) allowed-tools: Bash, Read -argument-hint: [--ticks N] [--dry-run] [--sequential] +argument-hint: "--ticks N --smoke-test --docker --runs N --sequential" --- -Run the RLE benchmark. Read `.env` for OPENROUTER_API_KEY. Default: OpenRouter with Nemotron 120B, 10 ticks, parallel, no-think. +Run the RLE benchmark using provider/model from `.env`. Read `.env` first to determine the configuration. ```bash -OPENAI_API_KEY= python scripts/run_benchmark.py \ +# .env has PROVIDER, MODEL, PROVIDER_BASE_URL, OPENAI_API_KEY +source .env 2>/dev/null +python scripts/run_benchmark.py \ + --no-think --visualize \ + --output results/benchmark-latest/ \ + $ARGUMENTS +``` + +If `.env` isn't configured or user specifies a provider, override with CLI flags: +```bash +python scripts/run_benchmark.py \ --provider openai \ - --model nvidia/nemotron-3-super-120b-a12b \ - --base-url https://openrouter.ai/api/v1 \ + --model \ + --base-url \ --no-think --visualize \ --output results/benchmark-latest/ \ $ARGUMENTS ``` +Key flags: +- `--smoke-test` — Mock RIMAPI (no game needed) +- `--docker` — Use headless RimWorld container +- `--runs N` — Paired runs for statistical validity (N>=4 for leaderboard) +- `--no-baseline` — Skip baseline comparison + When complete, show the leaderboard and ask if results should be posted to a GitHub issue. diff --git a/CLAUDE.md b/CLAUDE.md index e00b103..e34eb00 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -58,6 +58,8 @@ curl http://localhost:1234/v1/models - Lint: `ruff check src/ tests/ scripts/` - Type check: `mypy src/` - List scenarios: `python scripts/run_scenario.py --list` +- Smoke test: `python scripts/run_benchmark.py --smoke-test --ticks 5` +- Compare runs: `python scripts/compare_benchmarks.py results/run1 results/run2` ### Configure `.env` @@ -127,12 +129,34 @@ cd ../rimapi-dashboard && bun run start # Open http://localhost:3000 ``` -### Mock benchmark (no game needed) +### Smoke test (no game needed) ```bash -python scripts/run_benchmark.py --dry-run --ticks 10 +python scripts/run_benchmark.py --smoke-test --ticks 10 ``` +### Docker benchmark (no display needed) + +```bash +# Build the headless image (see docker/README.md for prerequisites) +docker compose -f docker/docker-compose.yml up -d + +# Run benchmark against containerized game +python scripts/run_benchmark.py --docker --provider openai \ + --model nvidia/nemotron-3-super-120b-a12b:free \ + --base-url https://openrouter.ai/api/v1 \ + --no-think --runs 4 --output results/docker/ +``` + +**Benchmark flags:** +- `--smoke-test` — Mock RIMAPI (replaces deprecated `--dry-run`) +- `--docker` — Use Docker container for headless RimWorld +- `--runs N` — Paired runs per scenario (N≥4 for statistical validity) +- `--no-baseline` — Skip baseline (no-agent) comparison runs +- `--ablation` — (WIP) Run with each agent removed to measure contribution +- `--wandb` — Log to Weights & Biases +- `--push-hf` — Push results to HuggingFace Hub (requires `--runs 4+`) + ## Architecture ``` @@ -283,14 +307,24 @@ Use `--no-think` for thinking models (Qwen3.5, Nemotron) — injects `` ## Conventions +- Python 3.14+, `uv` for package management, `hatchling` build backend - Async-first (httpx AsyncClient, async game loop) - Parallel-first: MapAnalyst runs first (sequential), then 6 role agents deliberate concurrently via `asyncio.to_thread` + `asyncio.gather` (`--sequential` to disable) - Pydantic v2 models with frozen=True for game state and results +- mypy strict mode — all code must pass `mypy src/` with `strict = true` +- No scipy/numpy — stdlib only for statistics (random, math). See ADR-003 for rationale - Felix Agent SDK for providers, agents, helix geometry, CentralPost communication - JSON repair + parse retry for LLM output resilience (strips think tags, trailing commas, extracts first JSON object) - Real RIMAPI data via state adapters + deterministic terrain analysis - Tests use pytest-asyncio with auto mode +## CI/CD + +GitHub Actions workflows in `.github/workflows/`: + +- **ci.yml** — On every push/PR: ruff lint, mypy strict, pytest, smoke-test +- **benchmark.yml** — Manual dispatch + weekly schedule: Docker benchmark template (requires self-hosted runner with game files) + ## Package Structure ``` @@ -317,12 +351,32 @@ src/rle/ │ ├── action_executor.py # Routes actions to RIMAPI write endpoints │ └── action_resolver.py # 4-rule conflict resolution ├── scoring/ # 10 metrics, composite scorer, bootstrap CIs, CSV recorder +│ ├── metrics.py # 10 individual metric functions (8 colony + 2 process) +│ ├── composite.py # CompositeScorer (weighted aggregation) +│ ├── bootstrap.py # BootstrapCI, bootstrap_ci(), bootstrap_paired_delta() +│ ├── delta.py # PairedResult (agent vs baseline stats, Welch's t-test) +│ └── recorder.py # TimeSeriesRecorder (per-tick CSV export) +├── tracking/ # Benchmark history, cost tracking, observability +│ ├── cost_tracker.py # CostTracker + OpenRouter pricing API +│ ├── event_log.py # Structured JSONL event log (deliberations, actions, errors) +│ ├── leaderboard.py # Model×scenario matrix, Pareto frontier +│ ├── history.py # JSONL run history + per-model baselines +│ ├── metadata.py # Git commit, versions, reproducibility metadata +│ ├── wandb_logger.py # Weights & Biases integration (optional) +│ └── hf_logger.py # HuggingFace Hub export (optional) +├── docker.py # DockerGameServer lifecycle + wait_for_rimapi() └── scenarios/ # YAML schema, loader, evaluator, 6 definitions scripts/ ├── run_scenario.py # Single scenario CLI (auto-loads save, unforbids items) -├── run_benchmark.py # Full benchmark suite CLI +├── run_benchmark.py # Full benchmark suite CLI (--docker, --smoke-test, --runs) +├── compare_benchmarks.py # Paired statistical comparison of benchmark runs ├── visualize_results.py # Matplotlib CSV plotter └── serve_dashboard.py # CORS-enabled file server for dashboard +docker/ +├── Dockerfile # HeadlessRim + Xvfb (debian:bookworm-slim) +├── docker-compose.yml # Volume mounts for game files, mods, saves +├── entrypoint.sh # Xvfb → RimWorld → RIMAPI healthcheck +└── README.md # Docker setup prerequisites and troubleshooting ## Related Repos diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index bb18a76..323b064 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -6,17 +6,21 @@ git clone https://github.com/AppSprout-dev/RLE.git cd RLE uv sync --extra dev -pytest # should pass 262+ tests +pytest # should pass 326+ tests ``` +Requires Python 3.14+ and [uv](https://docs.astral.sh/uv/). + ## Development workflow 1. Create a branch from `master` 2. Make changes -3. Run `pytest` and `ruff check src/ tests/ scripts/` +3. Run `pytest`, `ruff check src/ tests/ scripts/`, and `mypy src/` 4. Commit with a descriptive message 5. Open a PR against `master` +CI runs lint + type check + tests + smoke test on every push/PR. + ## Running locally ### Prerequisites @@ -27,6 +31,7 @@ pytest # should pass 262+ tests | RimWorld + RIMAPI mod | Game state + actions | 8765 | | Dashboard (optional) | Live visualization | 3000 | | Tick data server (optional) | Dashboard data feed | 9000 | +| Docker (optional) | Headless benchmarks | 8765 | ### Recommended local model @@ -37,12 +42,12 @@ LM Studio settings: Flash Attention ON, Context 10000, GPU Offload max, Keep in ### Quick test (no RimWorld needed) ```bash -# Mock benchmark — tests the full pipeline with fake game state -python scripts/run_benchmark.py --dry-run --ticks 3 +# Smoke test — tests the full pipeline with fake game state +python scripts/run_benchmark.py --smoke-test --ticks 3 -# Mock benchmark with real LLM (needs LM Studio running) +# Smoke test with real LLM (needs LM Studio running) OPENAI_API_KEY=lm-studio python scripts/run_benchmark.py \ - --dry-run --provider openai \ + --smoke-test --provider openai \ --model unsloth/nvidia-nemotron-3-nano-4b \ --base-url http://localhost:1234/v1 \ --no-think --ticks 3 @@ -59,6 +64,16 @@ OPENAI_API_KEY=lm-studio python scripts/run_scenario.py crashlanded_survival \ --no-think --visualize --ticks 10 ``` +### Docker benchmark (headless, no display) + +```bash +# Build image (see docker/README.md for prerequisites) +docker compose -f docker/docker-compose.yml up -d + +# Run benchmark against container +python scripts/run_benchmark.py --docker --runs 4 --output results/docker/ +``` + ### OpenRouter (cloud, no local GPU needed) ```bash @@ -71,9 +86,12 @@ OPENAI_API_KEY= python scripts/run_benchmark.py \ ## Code conventions +- **Python 3.14+** — `uv` for package management, `hatchling` build backend +- **mypy strict** — all code must pass `mypy src/` with `strict = true` - **Async-first** — httpx AsyncClient, async game loop - **Pydantic v2** — frozen models for all data structures - **No `Any` types** in metric contexts — use `TYPE_CHECKING` imports to break circular deps +- **No scipy/numpy** — stdlib only for statistics (see ADR-003) - **Parallel by default** — agents deliberate concurrently via `asyncio.to_thread` - **JSON repair** — LLM output goes through `json_repair.py` before parsing - **CentralPost for inter-agent context** — not orchestrator-passed lists @@ -88,17 +106,10 @@ OPENAI_API_KEY= python scripts/run_benchmark.py \ 5. Register in `src/rle/agents/__init__.py` — add to `_ROLE_AGENTS` and `AGENT_DISPLAY` 6. Add tests in `tests/unit/test_role_agents.py` -## Adding a new action type - -1. Add to `ActionType` enum in `src/rle/agents/actions.py` -2. Add a handler in `src/rle/orchestration/action_executor.py` -3. Add the RIMAPI client method in `src/rle/rimapi/client.py` -4. Add to the relevant agent's `ALLOWED_ACTIONS` - ## Adding a new scenario 1. Create `src/rle/scenarios/definitions/NN_your_scenario.yaml` -2. Follow the schema: name, description, difficulty, expected_duration_days, initial_population, victory_conditions, failure_conditions, max_ticks, scoring_weights +2. Follow the schema: name, description, difficulty, expected_duration_days, initial_population, victory_conditions, failure_conditions, max_ticks, scoring_weights (include all 10 metrics) 3. The loader auto-discovers YAML files — no registration needed ## Project structure @@ -106,11 +117,15 @@ OPENAI_API_KEY= python scripts/run_benchmark.py \ ``` src/rle/ ├── config.py # RLEConfig (env vars, provider, helix preset) +├── docker.py # Docker container lifecycle + RIMAPI health checks ├── rimapi/ # RIMAPI client + SSE + schemas -├── agents/ # 6 role agents + base class + actions + JSON repair +├── agents/ # 7 agents (MapAnalyst + 6 role) + base class + JSON repair ├── orchestration/ # Game loop, state manager, executor, resolver -├── scoring/ # 8 metrics, composite scorer, CSV recorder +├── scoring/ # 10 metrics, composite scorer, bootstrap CIs, CSV recorder +├── tracking/ # Cost tracking, event log, leaderboard, W&B/HF loggers └── scenarios/ # YAML schema, loader, evaluator, 6 definitions +docker/ # HeadlessRim Dockerfile, compose, entrypoint +.github/workflows/ # CI (lint+test+smoke) and benchmark (Docker) workflows ``` ## Key dependencies @@ -118,6 +133,7 @@ src/rle/ - [felix-agent-sdk](https://github.com/AppSprout-dev/felix-agent-sdk) >= 0.2.1 - [RIMAPI](https://github.com/IlyaChichkov/RIMAPI) C# mod - httpx, pydantic >= 2.0, pyyaml +- Optional: wandb, huggingface-hub (`uv sync --extra tracking`) ## Questions? diff --git a/README.md b/README.md index c8f776c..58ed6fc 100644 --- a/README.md +++ b/README.md @@ -43,7 +43,7 @@ You need four things set up: 1. **RimWorld** (Steam) with **Harmony** and **[RIMAPI](https://github.com/IlyaChichkov/RIMAPI)** mods subscribed and **enabled** in the Mods menu. Load order: Harmony → Core → (DLCs) → RIMAPI. 2. **LLM provider** — [LM Studio](https://lmstudio.ai/) (local, free) or [OpenRouter](https://openrouter.ai/) (cloud) -3. **Python 3.13+** with [uv](https://docs.astral.sh/uv/) +3. **Python 3.14+** with [uv](https://docs.astral.sh/uv/) 4. **Save file** — `rle_crashlanded_v1` in RimWorld's save folder (the scenario auto-loads it) > **RIMAPI note:** The Workshop version may not have our contributed endpoints yet. See [CLAUDE.md](CLAUDE.md) for instructions on building and deploying our fork DLL. @@ -182,7 +182,7 @@ All colonists alive, buildings on solid ground, no water placement. ## Scoring -8 metrics, weighted composite (scenarios can override weights): +10 metrics, weighted composite (scenarios can override weights): | Metric | Default Weight | What it measures | |--------|---------------|------------------| @@ -194,6 +194,10 @@ All colonists alive, buildings on solid ground, no water placement. | research | 0.10 | % research tree completed | | self_sufficiency | 0.10 | power + food + population stability | | efficiency | 0.05 | action execution rate | +| coordination | 0.00* | conflicts resolved / total conflicts | +| communication_efficiency | 0.00* | messages acted on / total messages | + +*Process metrics weighted 0.0 until game loop wires MetricContext counters. ## Development