"""Shared fixtures for ``tests/unit/c1_vio/`` (AZ-332 + AZ-333).

Provides scriptable fake binding modules installed at the
``sys.modules`` boundary BEFORE each strategy's lazy import inside the
constructor runs. Each fake mirrors its real binding's surface
(``Okvis2Backend`` / ``VinsMonoBackend`` class + 3 exception types)
so the Python facades can be exercised on macOS dev + GitHub Actions
Linux runner without the real OKVIS2 / VINS-Mono / pybind11 native
libs.

Each task spec explicitly permits this for AC-3, AC-6, AC-7 backend-
exception injection (and by extension the rest of the AC suite that
exercises the Python facade only). The :class:`FakeOkvis2Backend` and
:class:`FakeVinsMonoBackend` classes share the same scripted-output
shape (:class:`ScriptedOutput`) because the AZ-331 Protocol forces
both strategies to surface the same payload contract — keeping the
fakes shape-compatible cuts duplication and makes the IT-12
comparative harness trivially substitutable.
"""

from __future__ import annotations

import sys
from collections import deque
from collections.abc import Iterator
from dataclasses import dataclass, field
from typing import Any, Final

import numpy as np
import pytest

_BINDING_MODULE_NAME: Final[str] = "gps_denied_onboard.components.c1_vio._native.okvis2_binding"
_STRATEGY_MODULE_NAME: Final[str] = "gps_denied_onboard.components.c1_vio.okvis2"
_VINS_BINDING_MODULE_NAME: Final[str] = (
    "gps_denied_onboard.components.c1_vio._native.vins_mono_binding"
)
_VINS_STRATEGY_MODULE_NAME: Final[str] = (
    "gps_denied_onboard.components.c1_vio.vins_mono"
)


# ---------------------------------------------------------------------------
# Fake exception types — Python classes mirroring the C++ side.


class FakeOkvisInitException(Exception):
    pass


class FakeOkvisFatalException(Exception):
    pass


class FakeOkvisOptimizationException(Exception):
    pass


# ---------------------------------------------------------------------------
# Scripted output payload — what the fake backend pops on each add_frame.


@dataclass
class ScriptedOutput:
    """A single scripted backend response.

    ``produced`` mirrors the real binding's ``add_frame`` return: True
    means a new estimator output is available via
    :meth:`Okvis2Backend.get_latest_output`. ``raise_with`` (if not
    None) is raised from ``add_frame`` instead of producing an output.
    """

    produced: bool = True
    raise_with: Exception | None = None
    payload: dict[str, Any] = field(default_factory=dict)


def _make_default_payload(frame_id: str = "frame-0001") -> dict[str, Any]:
    """A 'tracking' payload — SPD covariance, tracked > threshold."""
    return {
        "frame_id": frame_id,
        "pose_T_world_body": np.eye(4, dtype=np.float64),
        "pose_covariance_6x6": np.eye(6, dtype=np.float64) * 0.01,
        "accel_bias": np.zeros(3, dtype=np.float64),
        "gyro_bias": np.zeros(3, dtype=np.float64),
        "tracked_features": 80,
        "new_features": 3,
        "lost_features": 1,
        "mean_parallax": 5.0,
        "mre_px": 0.8,
        "emitted_at_ns": 1_000_000_000,
    }


# ---------------------------------------------------------------------------
# Scriptable fake Okvis2Backend.


class FakeOkvis2Backend:
    def __init__(
        self,
        yaml_config: str,
        camera_intrinsics_3x3: np.ndarray,
    ) -> None:
        self.yaml_config = yaml_config
        self.camera_intrinsics_3x3 = np.asarray(camera_intrinsics_3x3, dtype=np.float64)
        self._scripted: deque[ScriptedOutput] = deque()
        self._latest: dict[str, Any] | None = None
        self._frames_seen: list[tuple[str, int]] = []
        self._imu_samples: list[tuple[int, np.ndarray, np.ndarray]] = []
        self._reset_calls: int = 0
        self._health: dict[str, Any] = {
            "state": "init",
            "consecutive_lost": 0,
            "bias_norm": 0.0,
        }

    # Test-only API — caller scripts the queue of responses.
    def script(self, *outputs: ScriptedOutput) -> None:
        self._scripted.extend(outputs)

    # ---- Real surface mirrored 1:1 with the C++ binding. ----

    def add_frame(self, frame_id: str, ts_ns: int, image: np.ndarray) -> bool:
        self._frames_seen.append((frame_id, ts_ns))
        if not self._scripted:
            self._latest = _make_default_payload(frame_id)
            return True
        head = self._scripted.popleft()
        if head.raise_with is not None:
            raise head.raise_with
        if head.produced:
            payload = dict(_make_default_payload(frame_id))
            payload.update(head.payload)
            payload["frame_id"] = frame_id
            self._latest = payload
        return head.produced

    def add_imu(self, ts_ns: int, accel: np.ndarray, gyro: np.ndarray) -> None:
        self._imu_samples.append((ts_ns, np.asarray(accel), np.asarray(gyro)))

    def get_latest_output(self) -> dict[str, Any] | None:
        return self._latest

    def reset(
        self,
        body_T_world: np.ndarray,
        velocity: np.ndarray,
        accel_bias: np.ndarray,
        gyro_bias: np.ndarray,
    ) -> None:
        self._reset_calls += 1
        self._latest = None
        self._health["state"] = "init"
        self._health["consecutive_lost"] = 0

    def health(self) -> dict[str, Any]:
        return dict(self._health)

    # ---- Test introspection helpers (NOT part of the real binding). ----

    @property
    def frames_seen(self) -> list[tuple[str, int]]:
        return list(self._frames_seen)

    @property
    def reset_call_count(self) -> int:
        return self._reset_calls


# ---------------------------------------------------------------------------
# Module fixture — installs fake `_native.okvis2_binding` at sys.modules.


@pytest.fixture
def fake_okvis2_binding(
    monkeypatch: pytest.MonkeyPatch,
) -> Iterator[type[FakeOkvis2Backend]]:
    """Install a fake ``okvis2_binding`` module at the import boundary.

    Cleans up both the binding module and the strategy module so each
    test starts with a fresh lazy-import state.
    """
    import types

    fake_module = types.ModuleType(_BINDING_MODULE_NAME)
    fake_module.Okvis2Backend = FakeOkvis2Backend  # type: ignore[attr-defined]
    fake_module.OkvisInitException = FakeOkvisInitException  # type: ignore[attr-defined]
    fake_module.OkvisFatalException = FakeOkvisFatalException  # type: ignore[attr-defined]
    fake_module.OkvisOptimizationException = (  # type: ignore[attr-defined]
        FakeOkvisOptimizationException
    )

    sys.modules.pop(_BINDING_MODULE_NAME, None)
    sys.modules.pop(_STRATEGY_MODULE_NAME, None)
    monkeypatch.setitem(sys.modules, _BINDING_MODULE_NAME, fake_module)

    yield FakeOkvis2Backend

    sys.modules.pop(_STRATEGY_MODULE_NAME, None)


# ===========================================================================
# AZ-333 — VINS-Mono fake binding + fixture (mirrors the OKVIS2 pattern).
# Shape-compatible with FakeOkvis2Backend so the IT-12 comparative
# harness can drive both strategies through the same ScriptedOutput
# pipeline.


class FakeVinsMonoInitException(Exception):
    pass


class FakeVinsMonoFatalException(Exception):
    pass


class FakeVinsMonoOptimizationException(Exception):
    pass


class FakeVinsMonoBackend:
    def __init__(
        self,
        yaml_config: str,
        camera_intrinsics_3x3: np.ndarray,
    ) -> None:
        self.yaml_config = yaml_config
        self.camera_intrinsics_3x3 = np.asarray(camera_intrinsics_3x3, dtype=np.float64)
        self._scripted: deque[ScriptedOutput] = deque()
        self._latest: dict[str, Any] | None = None
        self._frames_seen: list[tuple[str, int]] = []
        self._imu_samples: list[tuple[int, np.ndarray, np.ndarray]] = []
        self._reset_calls: int = 0
        self._health: dict[str, Any] = {
            "state": "init",
            "consecutive_lost": 0,
            "bias_norm": 0.0,
        }

    def script(self, *outputs: ScriptedOutput) -> None:
        self._scripted.extend(outputs)

    def add_frame(self, frame_id: str, ts_ns: int, image: np.ndarray) -> bool:
        self._frames_seen.append((frame_id, ts_ns))
        if not self._scripted:
            self._latest = _make_default_payload(frame_id)
            return True
        head = self._scripted.popleft()
        if head.raise_with is not None:
            raise head.raise_with
        if head.produced:
            payload = dict(_make_default_payload(frame_id))
            payload.update(head.payload)
            payload["frame_id"] = frame_id
            self._latest = payload
        return head.produced

    def add_imu(self, ts_ns: int, accel: np.ndarray, gyro: np.ndarray) -> None:
        self._imu_samples.append((ts_ns, np.asarray(accel), np.asarray(gyro)))

    def get_latest_output(self) -> dict[str, Any] | None:
        return self._latest

    def reset(
        self,
        body_T_world: np.ndarray,
        velocity: np.ndarray,
        accel_bias: np.ndarray,
        gyro_bias: np.ndarray,
    ) -> None:
        self._reset_calls += 1
        self._latest = None
        self._health["state"] = "init"
        self._health["consecutive_lost"] = 0

    def health(self) -> dict[str, Any]:
        return dict(self._health)

    @property
    def frames_seen(self) -> list[tuple[str, int]]:
        return list(self._frames_seen)

    @property
    def reset_call_count(self) -> int:
        return self._reset_calls


@pytest.fixture
def fake_vins_mono_binding(
    monkeypatch: pytest.MonkeyPatch,
) -> Iterator[type[FakeVinsMonoBackend]]:
    """Install a fake ``vins_mono_binding`` module at the import boundary.

    Cleans up both the binding module and the strategy module so each
    test starts with a fresh lazy-import state. Mirrors
    :func:`fake_okvis2_binding` exactly because the two strategies are
    drop-in substitutable via the AZ-331 factory.
    """
    import types

    fake_module = types.ModuleType(_VINS_BINDING_MODULE_NAME)
    fake_module.VinsMonoBackend = FakeVinsMonoBackend  # type: ignore[attr-defined]
    fake_module.VinsMonoInitException = FakeVinsMonoInitException  # type: ignore[attr-defined]
    fake_module.VinsMonoFatalException = FakeVinsMonoFatalException  # type: ignore[attr-defined]
    fake_module.VinsMonoOptimizationException = (  # type: ignore[attr-defined]
        FakeVinsMonoOptimizationException
    )

    sys.modules.pop(_VINS_BINDING_MODULE_NAME, None)
    sys.modules.pop(_VINS_STRATEGY_MODULE_NAME, None)
    monkeypatch.setitem(sys.modules, _VINS_BINDING_MODULE_NAME, fake_module)

    yield FakeVinsMonoBackend

    sys.modules.pop(_VINS_STRATEGY_MODULE_NAME, None)