"""
Test custom guardrail + unit tests for guardrails
"""

import io



import asyncio
import gzip
import json
import logging
import time
from unittest.mock import AsyncMock, patch

import pytest

import litellm
from litellm import completion
from litellm._logging import verbose_logger
from litellm.integrations.custom_guardrail import CustomGuardrail


from typing import Any, Dict, List, Literal, Optional, Union

from litellm._logging import verbose_proxy_logger
from litellm.caching.caching import DualCache
from litellm.proxy._types import UserAPIKeyAuth
from litellm.proxy.guardrails.guardrail_helpers import should_proceed_based_on_metadata
from litellm.types.guardrails import GuardrailEventHooks
from litellm.proxy.guardrails.guardrail_endpoints import _get_guardrails_list_response
from litellm.types.guardrails import GuardrailInfoResponse, ListGuardrailsResponse


def test_get_guardrail_from_metadata():
    guardrail = CustomGuardrail(guardrail_name="test-guardrail")

    # Test with empty metadata
    assert guardrail.get_guardrail_from_metadata({}) == []

    # Test with guardrails in metadata
    data = {"metadata": {"guardrails": ["guardrail1", "guardrail2"]}}
    assert guardrail.get_guardrail_from_metadata(data) == ["guardrail1", "guardrail2"]

    # Test with dict guardrails
    data = {
        "metadata": {
            "guardrails": [{"test-guardrail": {"extra_body": {"key": "value"}}}]
        }
    }
    assert guardrail.get_guardrail_from_metadata(data) == [
        {"test-guardrail": {"extra_body": {"key": "value"}}}
    ]


def test_guardrail_is_in_requested_guardrails():
    guardrail = CustomGuardrail(guardrail_name="test-guardrail")

    # Test with string list
    assert (
        guardrail._guardrail_is_in_requested_guardrails(["test-guardrail", "other"])
        == True
    )
    assert guardrail._guardrail_is_in_requested_guardrails(["other"]) == False

    # Test with dict list
    assert (
        guardrail._guardrail_is_in_requested_guardrails(
            [{"test-guardrail": {"extra_body": {"extra_key": "extra_value"}}}]
        )
        == True
    )
    assert (
        guardrail._guardrail_is_in_requested_guardrails(
            [
                {
                    "other-guardrail": {"extra_body": {"extra_key": "extra_value"}},
                    "test-guardrail": {"extra_body": {"extra_key": "extra_value"}},
                }
            ]
        )
        == True
    )
    assert (
        guardrail._guardrail_is_in_requested_guardrails(
            [{"other-guardrail": {"extra_body": {"extra_key": "extra_value"}}}]
        )
        == False
    )


def test_should_run_guardrail():
    guardrail = CustomGuardrail(
        guardrail_name="test-guardrail", event_hook=GuardrailEventHooks.pre_call
    )

    # Test matching event hook and guardrail
    assert (
        guardrail.should_run_guardrail(
            {"metadata": {"guardrails": ["test-guardrail"]}},
            GuardrailEventHooks.pre_call,
        )
        == True
    )

    # Test non-matching event hook
    assert (
        guardrail.should_run_guardrail(
            {"metadata": {"guardrails": ["test-guardrail"]}},
            GuardrailEventHooks.during_call,
        )
        == False
    )

    # Test guardrail not in requested list
    assert (
        guardrail.should_run_guardrail(
            {"metadata": {"guardrails": ["other-guardrail"]}},
            GuardrailEventHooks.pre_call,
        )
        == False
    )


def test_get_guardrail_dynamic_request_body_params():
    guardrail = CustomGuardrail(guardrail_name="test-guardrail")

    # Test with no extra_body
    data = {"metadata": {"guardrails": [{"test-guardrail": {}}]}}
    assert guardrail.get_guardrail_dynamic_request_body_params(data) == {}

    # Test with extra_body
    data = {
        "metadata": {
            "guardrails": [{"test-guardrail": {"extra_body": {"key": "value"}}}]
        }
    }
    assert guardrail.get_guardrail_dynamic_request_body_params(data) == {"key": "value"}

    # Test with non-matching guardrail
    data = {
        "metadata": {
            "guardrails": [{"other-guardrail": {"extra_body": {"key": "value"}}}]
        }
    }
    assert guardrail.get_guardrail_dynamic_request_body_params(data) == {}


def test_get_guardrails_list_response():
    # Test case 1: Valid guardrails config
    sample_config = [
        {
            "guardrail_name": "test-guard",
            "litellm_params": {
                "guardrail": "test-guard",
                "mode": "pre_call",
                "api_key": "test-api-key",
                "api_base": "test-api-base",
            },
            "guardrail_info": {
                "params": [
                    {
                        "name": "toxicity_score",
                        "type": "float",
                        "description": "Score between 0-1",
                    }
                ]
            },
        }
    ]

    response = _get_guardrails_list_response(sample_config)
    assert isinstance(response, ListGuardrailsResponse)
    assert len(response.guardrails) == 1
    assert response.guardrails[0].guardrail_name == "test-guard"
    assert response.guardrails[0].guardrail_info == {
        "params": [
            {
                "name": "toxicity_score",
                "type": "float",
                "description": "Score between 0-1",
            }
        ]
    }

    # Test case 2: Empty guardrails config
    empty_response = _get_guardrails_list_response([])
    assert isinstance(empty_response, ListGuardrailsResponse)
    assert len(empty_response.guardrails) == 0

    # Test case 3: Missing optional fields
    minimal_config = [
        {
            "guardrail_name": "minimal-guard",
            "litellm_params": {"guardrail": "minimal-guard", "mode": "pre_call"},
        }
    ]
    minimal_response = _get_guardrails_list_response(minimal_config)
    assert isinstance(minimal_response, ListGuardrailsResponse)
    assert len(minimal_response.guardrails) == 1
    assert minimal_response.guardrails[0].guardrail_name == "minimal-guard"
    assert minimal_response.guardrails[0].guardrail_info is None


def test_default_on_guardrail():
    # Test guardrail with default_on=True
    guardrail = CustomGuardrail(
        guardrail_name="test-guardrail",
        event_hook=GuardrailEventHooks.pre_call,
        default_on=True,
    )

    # Should run when event_type matches, even without explicit request
    assert (
        guardrail.should_run_guardrail(
            {"metadata": {}},  # Empty metadata, no explicit guardrail request
            GuardrailEventHooks.pre_call,
        )
        == True
    )

    # Should not run when event_type doesn't match
    assert (
        guardrail.should_run_guardrail({"metadata": {}}, GuardrailEventHooks.post_call)
        == False
    )

    # Should run even when different guardrail explicitly requested
    # run test-guardrail-5 and test-guardrail
    assert (
        guardrail.should_run_guardrail(
            {"metadata": {"guardrails": ["test-guardrail-5"]}},
            GuardrailEventHooks.pre_call,
        )
        == True
    )

    assert (
        guardrail.should_run_guardrail(
            {"metadata": {"guardrails": []}},
            GuardrailEventHooks.pre_call,
        )
        == True
    )