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