orchestrator/agent-team/agent_team/invoker_multi.py

"""In-process invokers for non-Claude models (GPT-4.1, DeepSeek, Gemini) — WS1.

Mirrors the pattern of :mod:`agent_team.invoker` (which supplies Claude invokers
for the billing seam) but targets the **non-Claude** model seams:

* :func:`agent_team.nodes.review_loop.set_review_invoker` — GPT-4.1
  (``cross_reviewer``)
* :func:`agent_team.nodes.builders_llm.default_build` is replaced in-process
  by binding :func:`make_fast_coder_invoker` as the builder

Each factory lazily imports the root orchestrator's ``models`` module (never at
module load) so importing this file on a machine where ``models.py`` is absent
(CI, Mac dev, tests) does not raise :class:`ModuleNotFoundError`. The ``models``
module itself is kept out of the agent-team package graph; we reach it at runtime
through the orchestrator root's ``sys.path`` entry that ``run-team.py`` and the
graph module already bootstrap.

Model keys accepted by :func:`multi_invoke`:

``cross_reviewer``
    GPT-4.1 via ``models.get_cross_reviewer()``. The §3.2 cross-family reviewer.
``fast_coder``
    DeepSeek via ``models.get_fast_coder()``. The P3 mechanical-edit builder.
``scanner``
    Gemini via ``models.get_scanner()``. The P3 security-scan verifier.

Security
--------
All model outputs returned by :func:`multi_invoke` are UNTRUSTED. Callers are
responsible for defensive parsing before acting on the result. This module
performs no parsing — it returns the raw model response text and leaves the
fail-safe discipline to the caller (review_loop_llm.parse_verdict,
builders_llm._extract_diff, etc.).
"""

from __future__ import annotations

import sys
from collections.abc import Callable
from pathlib import Path
from typing import Any

__all__ = [
    "MODELS",
    "MultiInvoker",
    "bind_multi_invoker",
    "make_fast_coder_invoker",
    "make_scanner_invoker",
    "multi_invoke",
]

# The set of model keys this module can dispatch to.
MODELS: frozenset[str] = frozenset({"cross_reviewer", "fast_coder", "scanner"})

# Callable type: (prompt, **kw) -> str — same shape as ReviewInvoker and BuildCallable.
MultiInvoker = Callable[..., str]


def _ensure_orchestrator_on_path() -> None:
    """Add the orchestrator root to sys.path if absent.

    ``models.py`` lives at the orchestrator root (not inside agent-team). This
    file is at ``<root>/agent-team/agent_team/invoker_multi.py``, so the root
    is ``parents[2]``. Mirroring the bootstrap in ``run-team.py`` ensures the
    deferred import in :func:`_load_model` succeeds when ``multi_invoke`` is
    called in a process that has NOT already bootstrapped ``sys.path``.
    """
    root = str(Path(__file__).resolve().parents[2])
    if root not in sys.path:
        sys.path.insert(0, root)


def _load_model(key: str) -> Any:
    """Lazily import the orchestrator ``models`` module and return the model.

    ``key`` must be one of :data:`MODELS`. Raises :class:`ValueError` on an
    unknown key and :class:`RuntimeError` when the ``models`` module is
    unavailable (the orchestrator is not on ``sys.path``).

    Deferred import keeps this module importable everywhere the orchestrator
    root is absent (CI, tests, Mac dev).
    """
    _ensure_orchestrator_on_path()
    try:
        import models  # noqa: PLC0415 - intentional deferred import
    except ImportError as exc:
        raise RuntimeError(
            "Cannot import orchestrator 'models' module — ensure the orchestrator "
            "root is on sys.path (run-team.py bootstraps this automatically). "
            "Tests should mock multi_invoke rather than call it."
        ) from exc
    factories = {
        "cross_reviewer": models.get_cross_reviewer,
        "fast_coder": models.get_fast_coder,
        "scanner": models.get_scanner,
    }
    if key not in factories:
        raise ValueError(
            f"unknown model key {key!r}; must be one of: " + ", ".join(sorted(MODELS))
        )
    return factories[key]()


def multi_invoke(prompt: str, *, model: str, **kw: Any) -> str:
    """Invoke a non-Claude model in-process and return its response text.

    ``model`` must be one of :data:`MODELS`.  The underlying model is loaded
    lazily via :func:`_load_model` so the orchestrator's ``models`` module is
    not imported until first call. Any call error propagates to the caller, which
    is responsible for fail-safe handling (e.g. :func:`review_plan` catches all
    exceptions and returns REQUEST_CHANGES).

    The response text is returned raw (UNTRUSTED); callers must parse/validate
    before acting on it.
    """
    model_obj = _load_model(model)
    result = model_obj.invoke(prompt)
    text = getattr(result, "content", result)
    return text if isinstance(text, str) else str(text)


def make_fast_coder_invoker() -> MultiInvoker:
    """Return an in-process callable that routes prompts to DeepSeek ``fast_coder``.

    Mirrors :func:`agent_team.nodes.review_loop_llm.make_cross_reviewer_invoker`
    for the builder seam. The callable matches :data:`~agent_team.nodes.builders_llm.BuildCallable`
    ``(instruction: str) -> str`` and is suitable for passing as the ``build``
    kwarg to :func:`agent_team.nodes.builders_llm.build_candidate_diff`.
    """

    def _invoke(instruction: str, **_kw: Any) -> str:
        return multi_invoke(instruction, model="fast_coder")

    return _invoke


def make_scanner_invoker() -> MultiInvoker:
    """Return an in-process callable that routes prompts to Gemini ``scanner``.

    The callable is suitable for injection into the verifier's scan seam.
    """

    def _invoke(prompt: str, **_kw: Any) -> str:
        return multi_invoke(prompt, model="scanner")

    return _invoke


def bind_multi_invoker() -> None:
    """Bind in-process non-Claude invokers into the review and builder seams.

    Call once at startup (alongside :func:`agent_team.invoker.bind_subscription_invoker`)
    to replace the subprocess-based defaults with in-process model calls:

    * ``review_loop.set_review_invoker`` → in-process GPT-4.1 via
      :func:`~agent_team.nodes.review_loop_llm.make_cross_reviewer_invoker`
    * Builder default (``builders_llm.default_build``) is already replaced at
      module load in this build; :func:`make_fast_coder_invoker` is the callable
      for explicit injection into :func:`~agent_team.nodes.builders_llm.build_candidate_diff`
      when needed.

    Lazy-imported so importing ``invoker_multi`` has no global side effects and
    tests that never call ``bind_multi_invoker`` remain model-free.
    """
    from agent_team.nodes import review_loop  # noqa: PLC0415
    from agent_team.nodes.review_loop_llm import (  # noqa: PLC0415
        make_cross_reviewer_invoker,
    )

    review_loop.set_review_invoker(make_cross_reviewer_invoker())