Files
hermes-agent/hermes_cli/middleware.py

282 lines
8.9 KiB
Python

"""Hermes middleware contract helpers.
Observer hooks report what happened. Middleware can change what happens by rewriting a request or
wrapping the actual execution callback. Keep the small contract helpers here so agent-loop call
sites and plugins share one vocabulary.
"""
from __future__ import annotations
import logging
from copy import deepcopy
from dataclasses import dataclass, field
from typing import Any, Callable, Dict, List
logger = logging.getLogger(__name__)
OBSERVER_SCHEMA_VERSION = "hermes.observer.v1"
MIDDLEWARE_SCHEMA_VERSION = "hermes.middleware.v1"
TOOL_REQUEST_MIDDLEWARE = "tool_request"
TOOL_EXECUTION_MIDDLEWARE = "tool_execution"
LLM_REQUEST_MIDDLEWARE = "llm_request"
LLM_EXECUTION_MIDDLEWARE = "llm_execution"
VALID_MIDDLEWARE: set[str] = {
TOOL_REQUEST_MIDDLEWARE,
TOOL_EXECUTION_MIDDLEWARE,
LLM_REQUEST_MIDDLEWARE,
LLM_EXECUTION_MIDDLEWARE,
}
@dataclass
class RequestMiddlewareResult:
"""Result of applying request middleware to a mutable payload."""
payload: Any
original_payload: Any
changed: bool = False
trace: List[Dict[str, Any]] = field(default_factory=list)
def observer_payload(**kwargs: Any) -> Dict[str, Any]:
kwargs.setdefault("telemetry_schema_version", OBSERVER_SCHEMA_VERSION)
return kwargs
def middleware_payload(**kwargs: Any) -> Dict[str, Any]:
kwargs.setdefault("telemetry_schema_version", OBSERVER_SCHEMA_VERSION)
kwargs.setdefault("middleware_schema_version", MIDDLEWARE_SCHEMA_VERSION)
return kwargs
def _safe_copy(payload: Any) -> Any:
"""Deep-copy a request payload, tolerating non-deepcopyable members.
Request payloads are normally plain JSON-shaped dicts, but an LLM request can occasionally carry
non-deepcopyable objects (clients, callbacks, file handles). A hard ``deepcopy`` failure there
would otherwise abort the whole request-middleware pass.
"""
try:
return deepcopy(payload)
except Exception as exc: # pragma: no cover - exercised via fallback test
logger.debug("deepcopy failed for request payload (%s); using shallow copy", exc)
if isinstance(payload, dict):
return dict(payload)
return payload
def _apply_request_chain(
kind: str,
payload_key: str,
trace: List[Dict[str, Any]],
**kwargs: Any,
) -> Dict[str, Any]:
"""Feed ``kwargs[payload_key]`` through every ``kind`` middleware; each may return ``{payload_key: {...}}``."""
from hermes_cli.plugins import invoke_middleware
current = kwargs[payload_key]
for result in invoke_middleware(kind, **middleware_payload(**kwargs)):
if not isinstance(result, dict):
continue
next_payload = result.get(payload_key)
if not isinstance(next_payload, dict):
continue
current = _safe_copy(next_payload)
entry = {
key: value
for key in ("source", "reason", "name")
if isinstance(value := result.get(key), str) and value
}
trace.append(entry or {"source": "plugin"})
return current
def apply_llm_request_middleware(
request: Dict[str, Any],
**context: Any,
) -> RequestMiddlewareResult:
"""Apply registered LLM request middleware.
Middleware may return ``{"request": {...}}`` to replace the effective provider kwargs before
Hermes sends them.
"""
from hermes_cli.plugins import has_middleware
if not has_middleware(LLM_REQUEST_MIDDLEWARE):
return RequestMiddlewareResult(payload=request, original_payload=request)
original_request = _safe_copy(request)
trace: List[Dict[str, Any]] = []
current_request = _apply_request_chain(
LLM_REQUEST_MIDDLEWARE,
"request",
trace,
request=_safe_copy(original_request),
original_request=original_request,
**context,
)
return RequestMiddlewareResult(
payload=current_request,
original_payload=original_request,
changed=bool(trace),
trace=trace,
)
def apply_tool_request_middleware(
tool_name: str,
args: Dict[str, Any],
**context: Any,
) -> RequestMiddlewareResult:
"""Apply registered tool request middleware.
Middleware may return ``{"args": {...}}`` to replace the effective tool arguments before hooks,
guardrails, approvals, and execution see them.
"""
original_args = _safe_copy(args)
current_args = _safe_copy(original_args)
trace: List[Dict[str, Any]] = []
session_id = str(context.get("session_id") or "")
skip_relay = bool(context.pop("skip_relay", False))
if session_id and not skip_relay:
from agent import relay_runtime
relay_args = relay_runtime.apply_tool_request_intercepts(
session_id=session_id,
tool_name=tool_name,
args=current_args,
)
if relay_args != current_args:
current_args = _safe_copy(relay_args)
trace.append({"source": "nemo_relay"})
from hermes_cli.plugins import has_middleware
if not has_middleware(TOOL_REQUEST_MIDDLEWARE):
return RequestMiddlewareResult(
payload=args if not trace else current_args,
original_payload=args,
changed=bool(trace),
trace=trace,
)
current_args = _apply_request_chain(
TOOL_REQUEST_MIDDLEWARE,
"args",
trace,
tool_name=tool_name,
args=current_args,
original_args=original_args,
**context,
)
return RequestMiddlewareResult(
payload=current_args,
original_payload=original_args,
changed=bool(trace),
trace=trace,
)
def run_llm_execution_middleware(
request: Dict[str, Any],
next_call: Callable[[Dict[str, Any]], Any],
**context: Any,
) -> Any:
"""Run provider execution through registered LLM execution middleware."""
return _run_execution_chain(
LLM_EXECUTION_MIDDLEWARE,
next_call,
request=request,
original_request=context.pop("original_request", request),
**context,
)
def run_tool_execution_middleware(
tool_name: str,
args: Dict[str, Any],
next_call: Callable[[Dict[str, Any]], Any],
**context: Any,
) -> Any:
"""Run tool execution through registered tool execution middleware."""
return _run_execution_chain(
TOOL_EXECUTION_MIDDLEWARE,
next_call,
tool_name=tool_name,
args=args,
original_args=context.pop("original_args", args),
**context,
)
def _run_execution_chain(
kind: str,
terminal_call: Callable[[Any], Any],
**kwargs: Any,
) -> Any:
from hermes_cli.plugins import get_plugin_manager
payload_key = "request" if "request" in kwargs else "args"
callbacks = list(get_plugin_manager()._middleware.get(kind, []))
if not callbacks:
return terminal_call(kwargs[payload_key])
class _DownstreamExecutionError(Exception):
def __init__(self, original: BaseException) -> None:
super().__init__(str(original))
self.original = original
def call_at(index: int, payload: Any) -> Any:
if index >= len(callbacks):
return terminal_call(payload)
callback = callbacks[index]
next_called = False
next_succeeded = False
next_result: Any = None
def next_call(next_payload: Any = None) -> Any:
nonlocal next_called, next_succeeded, next_result
# ``next_call`` is single-use per middleware frame. Calling it more
# than once would re-run the downstream provider/tool, so a second
# invocation is a contract violation rather than a retry. Surface it
# instead of silently executing the terminal call twice.
if next_called:
raise RuntimeError(
f"Middleware '{kind}' callback "
f"{getattr(callback, '__name__', repr(callback))} called "
"next_call() more than once; downstream execution is single-use"
)
next_called = True
try:
next_result = call_at(index + 1, payload if next_payload is None else next_payload)
next_succeeded = True
return next_result
except Exception as exc:
raise _DownstreamExecutionError(exc) from exc
call_kwargs = middleware_payload(**kwargs)
call_kwargs[payload_key] = payload
call_kwargs["next_call"] = next_call
try:
return callback(**call_kwargs)
except _DownstreamExecutionError as exc:
raise exc.original
except Exception as exc:
logger.warning(
"Middleware '%s' callback %s raised: %s",
kind,
getattr(callback, "__name__", repr(callback)),
exc,
)
if next_succeeded:
return next_result
if next_called:
raise
return call_at(index + 1, payload)
return call_at(0, kwargs[payload_key])