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"""Environment wrapper for turn-based external agentic harnesses (RFC 005)."""
from __future__ import annotations
import asyncio
import logging
from typing import Any, Optional
from uuid import uuid4
from ..env_server.mcp_environment import MCPEnvironment
from ..env_server.mcp_types import CallToolAction, ListToolsAction, Tool
from ..env_server.types import Action, Observation, State
from ..utils import run_async_safely
from .adapter import (
AgenticHarnessAdapter,
HarnessError,
HarnessNotRunningError,
HarnessTurnTimeoutError,
)
from .bridge import build_bridge_server, HarnessMCPBridge
from .events import events_to_metadata, HarnessEvent, HarnessEventType
from .tools import resolve_tool_conflicts
try:
from fastmcp import FastMCP
except ModuleNotFoundError: # pragma: no cover - fastmcp is a core dependency
FastMCP = None
logger = logging.getLogger(__name__)
class HarnessAction(Action):
"""
Action carrying one user message for a conversational harness turn.
Args:
message (`str`):
The user message for this turn.
"""
message: str
class HarnessEnvironment(MCPEnvironment):
"""
Environment that wraps an external turn-based agentic harness.
In simulation mode, `reset()` starts a fresh harness process and
conversation, and each `step()` with a [`~openenv.core.harness.environment.HarnessAction`]
is one conversational turn: the harness runs its internal ReAct loop and
the response is returned as an observation. The harness keeps conversation
context across turns; the training loop controls episode boundaries.
MCP actions (`ListToolsAction`, `CallToolAction`) keep their standard
routing so orchestrators can inspect and invoke domain tools directly.
Environment MCP tools are conflict-resolved against the adapter's built-in
tool names and injected into the harness before it starts. Rubrics run
after each turn completes, outside the harness's control loop.
Factories used with `HTTPEnvServer` must construct a fresh adapter per
environment instance — adapters own a single harness process and must not
be shared. Constructing the environment starts nothing; the harness
process and any tool bridge start on `reset()`.
Args:
adapter ([`~openenv.core.harness.adapter.AgenticHarnessAdapter`]):
Adapter owning the harness process lifecycle.
mcp (`FastMCP`, *optional*):
Environment-specific MCP tools to inject into the harness. When
`None`, an empty internal server is used and nothing is injected.
rubric ([`~openenv.core.rubrics.Rubric`], *optional*):
Reward rubric applied to each turn's observation.
transform (`Transform`, *optional*):
Optional observation transform (inherited from `Environment`).
"""
SUPPORTS_CONCURRENT_SESSIONS = False
def __init__(
self,
adapter: AgenticHarnessAdapter,
mcp: Optional[Any] = None,
rubric: Optional[Any] = None,
transform: Optional[Any] = None,
):
if mcp is None:
if FastMCP is None: # pragma: no cover - fastmcp is a core dependency
raise ModuleNotFoundError(
"fastmcp is required to construct a HarnessEnvironment"
)
mcp = FastMCP("harness-env-tools")
super().__init__(mcp, transform=transform)
self.rubric = rubric
self.adapter = adapter
self._state = State(episode_id=None, step_count=0)
self._trajectory: list[HarnessEvent] = []
self._episode_active = False
self._closed = False
self._bridge: Optional[HarnessMCPBridge] = None
@property
def state(self) -> State:
"""Current episode state."""
return self._state
@property
def trajectory(self) -> list[HarnessEvent]:
"""Full event trajectory across all turns in the current episode."""
return list(self._trajectory)
async def reset_async(
self,
seed: Optional[int] = None,
episode_id: Optional[str] = None,
**kwargs: Any,
) -> Observation:
"""
Start a fresh harness process and conversation.
Stops any running harness, injects the environment's conflict-resolved
MCP tools, and starts the harness in its configured working directory.
Args:
seed (`int`, *optional*):
Unused; accepted for interface compatibility.
episode_id (`str`, *optional*):
Episode identifier. A UUID is generated when `None`.
Returns:
`Observation` with `done=False` and metadata listing the names of
the injected tools.
"""
self._episode_active = False
# Unconditional: stop() is contractually idempotent, and a harness that
# died on its own still holds reapable resources (pipes, reader threads,
# an unwaited process) that is_alive() reports nothing about.
bridge_start: Optional[asyncio.Task[str]] = None
bridge_stop_failed = False
try:
await self.adapter.stop()
if self._bridge is not None:
# A failed shutdown must not be replaced by another live bridge.
try:
await asyncio.to_thread(self._bridge.stop)
except Exception:
bridge_stop_failed = True
raise
tools = await self._collect_injectable_tools()
resolved = resolve_tool_conflicts(tools, self.adapter.BUILTIN_TOOL_NAMES)
bridge_url: Optional[str] = None
if resolved:
# The bridge must serve the tools under the names we inject, so a
# tool renamed by conflict resolution stays callable.
renames = {
new.name: old.name
for new, old in zip(resolved, tools)
if new.name != old.name
}
served = await build_bridge_server(self._require_mcp_server(), renames)
self._bridge = HarnessMCPBridge(served)
bridge_start = asyncio.create_task(
asyncio.to_thread(self._bridge.start)
)
bridge_url = await asyncio.shield(bridge_start)
await self.adapter.inject_tools(resolved, bridge_url)
await self.adapter.start(self.adapter.config.working_directory)
self._state = State(
episode_id=episode_id or str(uuid4()),
step_count=0,
)
self._trajectory = []
if self.rubric is not None:
await self._reset_rubric_async()
self._episode_active = True
observation = Observation(
done=False,
reward=0.0,
metadata={
"episode_id": self._state.episode_id,
"injected_tools": [tool.name for tool in resolved],
},
)
return self._apply_transform(observation)
except BaseException:
# The adapter is already stopped when bridge shutdown fails. Keep
# the bridge for a later retry without spending its timeout twice.
if not bridge_stop_failed:
await self._cleanup_episode(bridge_start)
raise
def reset(
self,
seed: Optional[int] = None,
episode_id: Optional[str] = None,
**kwargs: Any,
) -> Observation:
"""Sync facade over `reset_async` for non-async callers."""
return run_async_safely(
self.reset_async(seed=seed, episode_id=episode_id, **kwargs)
)
async def step_async(
self,
action: Action,
timeout_s: Optional[float] = None,
**kwargs: Any,
) -> Observation:
"""
Execute one action: a conversational turn or an MCP action.
Args:
action (`Action`):
A [`~openenv.core.harness.environment.HarnessAction`] runs one
conversational turn; `ListToolsAction`/`CallToolAction` keep
their standard MCP routing.
timeout_s (`float`, *optional*):
Wall-clock budget for this turn. Defaults to the adapter
config's `session_timeout_s`.
Returns:
`Observation` with the harness response and turn events in
metadata.
"""
if isinstance(action, (ListToolsAction, CallToolAction)):
return await super().step_async(action, timeout_s=timeout_s, **kwargs)
if isinstance(action, HarnessAction):
return await self._run_turn(action, timeout_s=timeout_s)
raise TypeError(
"HarnessEnvironment only accepts HarnessAction, ListToolsAction, "
f"or CallToolAction; got {type(action).__name__}"
)
def _step_impl(
self,
action: Action,
timeout_s: Optional[float] = None,
**kwargs: Any,
) -> Observation:
"""Sync facade for non-MCP actions; runs one conversational turn."""
if isinstance(action, HarnessAction):
return run_async_safely(self._run_turn(action, timeout_s=timeout_s))
raise TypeError(
"HarnessEnvironment only accepts HarnessAction, ListToolsAction, "
f"or CallToolAction; got {type(action).__name__}"
)
async def _run_turn(
self,
action: HarnessAction,
timeout_s: Optional[float] = None,
) -> Observation:
"""Send one message to the harness and build the turn's observation."""
if not self._episode_active:
raise HarnessNotRunningError(
"No active episode; call reset() before step()"
)
try:
if not await self.adapter.is_alive():
return await self._terminal_error_observation(
"harness process is not running",
error_type="harness_crashed",
)
timeout = (
timeout_s
if timeout_s is not None
else (self.adapter.config.session_timeout_s)
)
try:
harness_response = await asyncio.wait_for(
self.adapter.send_message(action.message), timeout
)
except asyncio.TimeoutError:
return await self._terminal_error_observation(
f"harness turn exceeded {timeout} seconds",
error_type="turn_timeout",
)
except HarnessTurnTimeoutError as exc:
# Must precede HarnessError: an adapter that raises the dedicated
# timeout exception means a timeout, not a crash.
return await self._terminal_error_observation(
str(exc),
error_type="turn_timeout",
)
except HarnessError as exc:
return await self._terminal_error_observation(
str(exc),
error_type="harness_crashed",
)
self._trajectory.extend(harness_response.events)
self._state.step_count += 1
observation = Observation(
done=harness_response.done,
reward=0.0,
metadata={
"response": harness_response.response,
"turn_events": events_to_metadata(harness_response.events),
"turn_number": self._state.step_count,
},
)
if self.rubric is not None:
observation.reward = await self._apply_rubric_async(action, observation)
return self._apply_transform(observation)
except BaseException:
# A failed or interrupted turn cannot safely resume. Preserve the
# original failure for the caller after releasing resources.
await self._cleanup_episode()
raise
async def _cleanup_episode(
self, bridge_start: Optional[asyncio.Task[str]] = None
) -> None:
"""Finish teardown even when the caller is cancelled repeatedly."""
self._episode_active = False
async def cleanup() -> None:
try:
if bridge_start is not None:
# Cancelling to_thread does not stop its worker. Startup
# must finish before teardown can safely stop the bridge.
try:
await bridge_start
except Exception:
pass
finally:
try:
await self.adapter.stop()
except Exception:
pass
finally:
await self._stop_bridge()
cleanup_task = asyncio.create_task(cleanup())
try:
await asyncio.shield(cleanup_task)
except asyncio.CancelledError:
# ASGI cancel scopes can cancel every await. Keep the cleanup in
# its own task and join it before allowing cancellation to escape.
while not cleanup_task.done():
try:
await asyncio.shield(cleanup_task)
except asyncio.CancelledError:
pass
cleanup_task.result()
raise
async def _terminal_error_observation(
self, message: str, error_type: str
) -> Observation:
"""Stop the harness and return a terminal observation for a failed turn."""
await self._cleanup_episode()
error_event = HarnessEvent(
type=HarnessEventType.ERROR,
data={"message": message, "recoverable": False},
)
self._trajectory.append(error_event)
observation = Observation(
done=True,
reward=0.0,
metadata={
"error": message,
"error_type": error_type,
"turn_events": events_to_metadata([error_event]),
},
)
return self._apply_transform(observation)
async def _collect_injectable_tools(self) -> list[Tool]:
"""
Enumerate the environment's MCP tools for injection into the harness.
Mode-specific tools registered with `MCPEnvironment.tool(mode=...)` are
excluded: they are tracked by the environment rather than registered on
the FastMCP server, so the bridge cannot serve them. Advertising a tool
the harness then cannot call is worse than not advertising it, so they
are dropped with a warning. Supporting them needs a design decision
about mode semantics inside a harness turn (follow-up).
"""
list_tools_observation = await self._async_handle_list_tools()
error = list_tools_observation.metadata.get("error")
if error:
raise HarnessError(f"Failed to enumerate environment tools: {error}")
tools = list(list_tools_observation.tools)
mode_specific = [t for t in tools if t.name in self._mode_tool_schemas]
if mode_specific:
logger.warning(
"Not injecting mode-specific tools into harness %r (the tool "
"bridge cannot serve them): %s",
self.adapter.config.name,
", ".join(sorted(t.name for t in mode_specific)),
)
tools = [t for t in tools if t.name not in self._mode_tool_schemas]
return tools
async def _stop_bridge(self) -> None:
"""Best-effort stop of the tool bridge, off the event loop."""
if self._bridge is None:
return
try:
await asyncio.to_thread(self._bridge.stop)
except Exception:
pass
def close(self) -> None:
"""Stop the harness process and release environment resources."""
if self._closed and self._bridge is None:
return
self._closed = True
self._episode_active = False
try:
run_async_safely(self.adapter.stop())
except Exception:
pass
if self._bridge is not None:
try:
self._bridge.stop()
except Exception:
pass
else:
self._bridge = None
super().close()
__all__ = ["HarnessAction", "HarnessEnvironment"]
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