"""Step definitions for Semantic Escalation with Confidence Scoring."""

from __future__ import annotations

from behave import given, then, when
from behave.runner import Context

from cleveragents.application.services.autonomy_controller import (
    AutonomyController,
)
from cleveragents.domain.models.core.automation_profile import (
    BUILTIN_PROFILES,
    AutomationProfile,
)
from cleveragents.domain.models.core.escalation import (
    ConfidenceFactors,
    HistoricalOutcome,
    OperationContext,
)

# ---- Background / Setup steps ----


@given("a default autonomy controller")
def step_default_controller(context: Context) -> None:
    """Create a default AutonomyController instance."""
    context.controller = AutonomyController()
    context.decision = None
    context.error = None


# ---- Confidence computation steps ----


@when(
    "I compute confidence with past_success_rate {psr:g} "
    "codebase_familiarity {cf:g} risk_assessment {ra:g} "
    "invariant_complexity {ic:g}"
)
def step_compute_confidence(
    context: Context,
    psr: float,
    cf: float,
    ra: float,
    ic: float,
) -> None:
    """Compute confidence from provided factors."""
    factors = ConfidenceFactors(
        past_success_rate=psr,
        codebase_familiarity=cf,
        risk_assessment=ra,
        invariant_complexity=ic,
    )
    context.confidence = context.controller.compute_confidence(factors)


@then("the confidence score should be {expected:g}")
def step_confidence_should_be(context: Context, expected: float) -> None:
    """Assert exact confidence score."""
    assert abs(context.confidence - expected) < 1e-6, (
        f"Expected confidence {expected}, got {context.confidence}"
    )


@then("the confidence score should be approximately {expected:g}")
def step_confidence_approximately(
    context: Context,
    expected: float,
) -> None:
    """Assert confidence within tolerance."""
    assert abs(context.confidence - expected) < 0.02, (
        f"Expected confidence ~{expected}, got {context.confidence}"
    )


@then("the confidence score should be less than {bound:g}")
def step_confidence_less_than(context: Context, bound: float) -> None:
    """Assert confidence is strictly less than bound."""
    assert context.confidence < bound, (
        f"Expected confidence < {bound}, got {context.confidence}"
    )


# ---- Threshold / Profile steps ----


@given('the automation profile "{profile_name}"')
def step_given_profile(context: Context, profile_name: str) -> None:
    """Load a built-in automation profile by name."""
    context.profile = BUILTIN_PROFILES[profile_name]


@given("a profile with create_tool threshold {threshold:g}")
def step_given_custom_threshold_profile(
    context: Context,
    threshold: float,
) -> None:
    """Create a minimal profile with a specific create_tool threshold."""
    context.profile = AutomationProfile(
        name="test-profile",
        create_tool=threshold,
    )


@when(
    'I evaluate escalation for operation "{op}" with confidence factors '
    "past_success_rate {psr:g} codebase_familiarity {cf:g} "
    "risk_assessment {ra:g} invariant_complexity {ic:g}"
)
def step_evaluate_escalation(
    context: Context,
    op: str,
    psr: float,
    cf: float,
    ra: float,
    ic: float,
) -> None:
    """Evaluate should_proceed_automatically with given factors."""
    factors = ConfidenceFactors(
        past_success_rate=psr,
        codebase_familiarity=cf,
        risk_assessment=ra,
        invariant_complexity=ic,
    )
    operation = OperationContext(operation_type=op)
    context.decision = context.controller.should_proceed_automatically(
        operation=operation,
        factors=factors,
        profile=context.profile,
    )
    context.confidence = context.decision.confidence


@then(
    'the escalation decision should match the "{profile_name}" '
    'profile threshold for "{op}"'
)
def step_decision_matches_profile(
    context: Context,
    profile_name: str,
    op: str,
) -> None:
    """Verify the decision matches the profile's threshold for the op."""
    profile = BUILTIN_PROFILES[profile_name]
    threshold = getattr(profile, op, 1.0)
    decision = context.decision
    assert decision is not None
    if threshold == 0.0:
        assert decision.proceed is True, (
            f"Profile '{profile_name}' has threshold 0.0 for '{op}', "
            f"expected proceed=True but got False"
        )
    elif threshold == 1.0:
        assert decision.proceed is False, (
            f"Profile '{profile_name}' has threshold 1.0 for '{op}', "
            f"expected proceed=False but got True"
        )
    else:
        expected = decision.confidence >= threshold
        assert decision.proceed == expected, (
            f"Profile '{profile_name}': confidence={decision.confidence:.3f} "
            f"threshold={threshold:.3f}, expected proceed={expected} "
            f"but got {decision.proceed}"
        )


@then("the escalation decision proceed should be true")
def step_decision_proceed_true(context: Context) -> None:
    """Assert the escalation decision is to proceed."""
    assert context.decision is not None
    assert context.decision.proceed is True, (
        f"Expected proceed=True, got False "
        f"(confidence={context.decision.confidence:.3f}, "
        f"threshold={context.decision.threshold:.3f})"
    )


@then("the escalation decision proceed should be false")
def step_decision_proceed_false(context: Context) -> None:
    """Assert the escalation decision is to escalate."""
    assert context.decision is not None
    assert context.decision.proceed is False, (
        f"Expected proceed=False, got True "
        f"(confidence={context.decision.confidence:.3f}, "
        f"threshold={context.decision.threshold:.3f})"
    )


@then("the escalation threshold should be {expected:g}")
def step_escalation_threshold(context: Context, expected: float) -> None:
    """Assert the threshold used in the decision."""
    assert context.decision is not None
    assert abs(context.decision.threshold - expected) < 1e-6, (
        f"Expected threshold {expected}, got {context.decision.threshold}"
    )


@then("the confidence should be {expected:g}")
def step_confidence_exact(context: Context, expected: float) -> None:
    """Assert confidence from the decision."""
    assert context.decision is not None
    assert abs(context.decision.confidence - expected) < 1e-6, (
        f"Expected confidence {expected}, got {context.decision.confidence}"
    )


# ---- Historical success tracking steps ----


@then('the historical success rate for "{op}" should be {expected:g}')
def step_historical_rate(
    context: Context,
    op: str,
    expected: float,
) -> None:
    """Assert historical success rate."""
    rate = context.controller.get_historical_success_rate(op)
    assert abs(rate - expected) < 1e-6, (
        f"Expected rate {expected} for '{op}', got {rate}"
    )


@then('the historical success rate for "{op}" should be approximately {expected:g}')
def step_historical_rate_approx(
    context: Context,
    op: str,
    expected: float,
) -> None:
    """Assert historical success rate within tolerance."""
    rate = context.controller.get_historical_success_rate(op)
    assert abs(rate - expected) < 0.02, (
        f"Expected rate ~{expected} for '{op}', got {rate}"
    )


@when('I record {successes:d} successes and {failures:d} failures for "{op}"')
def step_record_outcomes(
    context: Context,
    successes: int,
    failures: int,
    op: str,
) -> None:
    """Record a batch of successes and failures."""
    for _ in range(successes):
        context.controller.record_outcome(
            HistoricalOutcome(operation_type=op, succeeded=True)
        )
    for _ in range(failures):
        context.controller.record_outcome(
            HistoricalOutcome(operation_type=op, succeeded=False)
        )


@when('I record {count:d} additional successes for "{op}"')
def step_record_additional_successes(
    context: Context,
    count: int,
    op: str,
) -> None:
    """Record additional successes."""
    for _ in range(count):
        context.controller.record_outcome(
            HistoricalOutcome(operation_type=op, succeeded=True)
        )


@when('I clear history for "{op}"')
def step_clear_history(context: Context, op: str) -> None:
    """Clear history for a specific operation type."""
    context.controller.clear_history(op)


@then('the history count for "{op}" should be {expected:d}')
def step_history_count(
    context: Context,
    op: str,
    expected: int,
) -> None:
    """Assert the number of recorded outcomes."""
    count = context.controller.get_history_count(op)
    assert count == expected, f"Expected {expected} outcomes for '{op}', got {count}"


# ---- Explanation steps ----


@then('the escalation explanation should contain "{text}"')
def step_explanation_contains(context: Context, text: str) -> None:
    """Assert the explanation contains expected text."""
    assert context.decision is not None
    assert text in context.decision.explanation, (
        f"Expected '{text}' in explanation: {context.decision.explanation}"
    )


# ---- Custom weights steps ----


@when("I try to create a controller with invalid weights")
def step_try_invalid_weights(context: Context) -> None:
    """Attempt to create a controller with bad weights."""
    try:
        AutonomyController(
            weights={
                "past_success_rate": 0.5,
                "codebase_familiarity": 0.5,
                # missing risk_assessment and invariant_complexity
            }
        )
        context.error = None
    except ValueError as exc:
        context.error = exc


@then("a weight validation error should be raised")
def step_weight_validation_error_raised(context: Context) -> None:
    """Assert a ValueError was raised for weight validation."""
    assert context.error is not None
    assert isinstance(context.error, ValueError), (
        f"Expected ValueError, got {type(context.error).__name__}"
    )


@given("a controller with equal weights")
def step_equal_weights_controller(context: Context) -> None:
    """Create a controller where all 4 weights are 0.25."""
    context.controller = AutonomyController(
        weights={
            "past_success_rate": 0.25,
            "codebase_familiarity": 0.25,
            "risk_assessment": 0.25,
            "invariant_complexity": 0.25,
        }
    )


# ---- Model validation steps ----


@when("I try to create confidence factors with past_success_rate {value:g}")
def step_try_bad_confidence_factors(
    context: Context,
    value: float,
) -> None:
    """Attempt to create ConfidenceFactors with out-of-range value."""
    try:
        ConfidenceFactors(past_success_rate=value)
        context.error = None
    except Exception as exc:
        context.error = exc


@then("a factor validation error should be raised")
def step_factor_validation_error_raised(context: Context) -> None:
    """Assert a validation error was raised for factors."""
    assert context.error is not None, "Expected an error but none was raised"


@then("an operation context validation error should be raised")
def step_op_context_validation_error_raised(context: Context) -> None:
    """Assert a validation error was raised for operation context."""
    assert context.error is not None, "Expected an error but none was raised"


@when("I try to create an operation context with empty operation type")
def step_try_empty_operation_context(context: Context) -> None:
    """Attempt to create OperationContext with empty operation_type."""
    try:
        OperationContext(operation_type="")
        context.error = None
    except Exception as exc:
        context.error = exc


# ---- EscalationDecision field steps ----


@then('the escalation decision should have operation_type "{op}"')
def step_decision_operation_type(context: Context, op: str) -> None:
    """Assert the decision's operation_type."""
    assert context.decision is not None
    assert context.decision.operation_type == op


@then("the escalation decision should have {count:d} factors")
def step_decision_factor_count(context: Context, count: int) -> None:
    """Assert the number of factors in the decision."""
    assert context.decision is not None
    assert len(context.decision.factors) == count, (
        f"Expected {count} factors, got {len(context.decision.factors)}"
    )


@then("the escalation decision threshold should be {expected:g}")
def step_decision_threshold_value(
    context: Context,
    expected: float,
) -> None:
    """Assert the decision's threshold."""
    assert context.decision is not None
    assert abs(context.decision.threshold - expected) < 1e-6, (
        f"Expected threshold {expected}, got {context.decision.threshold}"
    )


# ---- Argument validation coverage steps ----


@when("I call should_proceed_automatically with None operation")
def step_call_proceed_none_operation(context: Context) -> None:
    """Call should_proceed_automatically with None operation."""
    try:
        factors = ConfidenceFactors()
        profile = AutomationProfile(name="test")
        context.controller.should_proceed_automatically(
            None,
            factors,
            profile,  # type: ignore[arg-type]
        )
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I call should_proceed_automatically with None factors")
def step_call_proceed_none_factors(context: Context) -> None:
    """Call should_proceed_automatically with None factors."""
    try:
        op = OperationContext(operation_type="create_tool")
        profile = AutomationProfile(name="test")
        context.controller.should_proceed_automatically(
            op,
            None,
            profile,  # type: ignore[arg-type]
        )
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I call should_proceed_automatically with None profile")
def step_call_proceed_none_profile(context: Context) -> None:
    """Call should_proceed_automatically with None profile."""
    try:
        op = OperationContext(operation_type="create_tool")
        factors = ConfidenceFactors()
        context.controller.should_proceed_automatically(
            op,
            factors,
            None,  # type: ignore[arg-type]
        )
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I call compute_confidence with None factors")
def step_call_compute_confidence_none(context: Context) -> None:
    """Call compute_confidence with None factors."""
    try:
        context.controller.compute_confidence(
            None,  # type: ignore[arg-type]
        )
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I call record_outcome with None outcome")
def step_call_record_outcome_none(context: Context) -> None:
    """Call record_outcome with None outcome."""
    try:
        context.controller.record_outcome(
            None,  # type: ignore[arg-type]
        )
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I call get_historical_success_rate with empty string")
def step_call_get_rate_empty(context: Context) -> None:
    """Call get_historical_success_rate with empty string."""
    try:
        context.controller.get_historical_success_rate("")
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I call get_history_count with empty string")
def step_call_get_count_empty(context: Context) -> None:
    """Call get_history_count with empty string."""
    try:
        context.controller.get_history_count("")
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I clear all history")
def step_clear_all_history(context: Context) -> None:
    """Clear all history."""
    context.controller.clear_history()


@then("the controller weights should have {count:d} entries")
def step_weights_count(context: Context, count: int) -> None:
    """Assert the number of weight entries."""
    weights = context.controller.weights
    assert len(weights) == count, f"Expected {count} weights, got {len(weights)}"


@when('I record max history outcomes for "{op}"')
def step_record_max_history(context: Context, op: str) -> None:
    """Record exactly _MAX_HISTORY_PER_TYPE outcomes to trigger eviction."""
    from cleveragents.application.services.autonomy_controller import (
        _MAX_HISTORY_PER_TYPE,
    )

    for _ in range(_MAX_HISTORY_PER_TYPE + 1):
        context.controller.record_outcome(
            HistoricalOutcome(operation_type=op, succeeded=True)
        )


@when("I try to create a controller with extra weight keys")
def step_try_extra_weight_keys(context: Context) -> None:
    """Attempt to create controller with extra weight keys."""
    try:
        AutonomyController(
            weights={
                "past_success_rate": 0.2,
                "codebase_familiarity": 0.2,
                "risk_assessment": 0.2,
                "invariant_complexity": 0.2,
                "extra_key": 0.2,
            }
        )
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I try to create a controller with negative weight")
def step_try_negative_weight(context: Context) -> None:
    """Attempt to create controller with negative weight."""
    try:
        AutonomyController(
            weights={
                "past_success_rate": -0.1,
                "codebase_familiarity": 0.4,
                "risk_assessment": 0.4,
                "invariant_complexity": 0.3,
            }
        )
        context.error = None
    except ValueError as exc:
        context.error = exc


@when("I try to create a controller with weights not summing to 1")
def step_try_bad_sum_weights(context: Context) -> None:
    """Attempt to create controller with weights not summing to 1."""
    try:
        AutonomyController(
            weights={
                "past_success_rate": 0.3,
                "codebase_familiarity": 0.3,
                "risk_assessment": 0.3,
                "invariant_complexity": 0.3,
            }
        )
        context.error = None
    except ValueError as exc:
        context.error = exc