import pytest
from pydantic import BaseModel, Field

from crewai.tools.structured_tool import CrewStructuredTool


# Test fixtures
@pytest.fixture
def basic_function():
    def test_func(param1: str, param2: int = 0) -> str:
        """Test function with basic params."""
        return f"{param1} {param2}"

    return test_func


@pytest.fixture
def schema_class():
    class TestSchema(BaseModel):
        param1: str
        param2: int = Field(default=0)

    return TestSchema


def test_initialization(basic_function, schema_class):
    """Test basic initialization of CrewStructuredTool"""
    tool = CrewStructuredTool(
        name="test_tool",
        description="Test tool description",
        func=basic_function,
        args_schema=schema_class,
    )

    assert tool.name == "test_tool"
    assert tool.description == "Test tool description"
    assert tool.func == basic_function
    assert tool.args_schema == schema_class


def test_cache_function_passed_through(basic_function, schema_class):
    """Test that cache_function is stored on CrewStructuredTool."""

    def no_cache(_args: dict, _result: str) -> bool:
        return False

    tool = CrewStructuredTool(
        name="test_tool",
        description="Test tool description",
        func=basic_function,
        args_schema=schema_class,
        cache_function=no_cache,
    )

    assert tool.cache_function is no_cache


def test_base_tool_passes_cache_function_to_structured_tool():
    """Test that BaseTool.to_structured_tool propagates cache_function."""
    from crewai.tools import BaseTool

    def no_cache(_args: dict, _result: str) -> bool:
        return False

    class MyCacheTool(BaseTool):
        name: str = "cache_test"
        description: str = "tool for testing cache passthrough"

        def _run(self, query: str = "") -> str:
            return "result"

    my_tool = MyCacheTool()
    my_tool.cache_function = no_cache  # type: ignore[assignment]
    structured = my_tool.to_structured_tool()

    assert structured.cache_function is no_cache


def test_from_function(basic_function):
    """Test creating tool from function"""
    tool = CrewStructuredTool.from_function(
        func=basic_function, name="test_tool", description="Test description"
    )

    assert tool.name == "test_tool"
    assert tool.description == "Test description"
    assert tool.func == basic_function
    assert isinstance(tool.args_schema, type(BaseModel))


def test_validate_function_signature(basic_function, schema_class):
    """Test function signature validation"""
    tool = CrewStructuredTool(
        name="test_tool",
        description="Test tool",
        func=basic_function,
        args_schema=schema_class,
    )

    # Should not raise any exceptions
    tool._validate_function_signature()


@pytest.mark.asyncio
async def test_ainvoke(basic_function):
    """Test asynchronous invocation"""
    tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")

    result = await tool.ainvoke(input={"param1": "test"})
    assert result == "test 0"


def test_parse_args_dict(basic_function):
    """Test parsing dictionary arguments"""
    tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")

    parsed = tool._parse_args({"param1": "test", "param2": 42})
    assert parsed["param1"] == "test"
    assert parsed["param2"] == 42


def test_parse_args_string(basic_function):
    """Test parsing string arguments"""
    tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")

    parsed = tool._parse_args('{"param1": "test", "param2": 42}')
    assert parsed["param1"] == "test"
    assert parsed["param2"] == 42


def test_complex_types():
    """Test handling of complex parameter types"""

    def complex_func(nested: dict, items: list) -> str:
        """Process complex types."""
        return f"Processed {len(items)} items with {len(nested)} nested keys"

    tool = CrewStructuredTool.from_function(
        func=complex_func, name="test_tool", description="Test complex types"
    )
    result = tool.invoke({"nested": {"key": "value"}, "items": [1, 2, 3]})
    assert result == "Processed 3 items with 1 nested keys"


def test_schema_inheritance():
    """Test tool creation with inherited schema"""

    def extended_func(base_param: str, extra_param: int) -> str:
        """Test function with inherited schema."""
        return f"{base_param} {extra_param}"

    class BaseSchema(BaseModel):
        base_param: str

    class ExtendedSchema(BaseSchema):
        extra_param: int

    tool = CrewStructuredTool.from_function(
        func=extended_func, name="test_tool", args_schema=ExtendedSchema
    )

    result = tool.invoke({"base_param": "test", "extra_param": 42})
    assert result == "test 42"


def test_default_values_in_schema():
    """Test handling of default values in schema"""

    def default_func(
        required_param: str,
        optional_param: str = "default",
        nullable_param: int | None = None,
    ) -> str:
        """Test function with default values."""
        return f"{required_param} {optional_param} {nullable_param}"

    tool = CrewStructuredTool.from_function(
        func=default_func, name="test_tool", description="Test defaults"
    )

    # Test with minimal parameters
    result = tool.invoke({"required_param": "test"})
    assert result == "test default None"

    # Test with all parameters
    result = tool.invoke(
        {"required_param": "test", "optional_param": "custom", "nullable_param": 42}
    )
    assert result == "test custom 42"


@pytest.fixture
def custom_tool_decorator():
    from crewai.tools import tool

    @tool("custom_tool", result_as_answer=True)
    async def custom_tool():
        """This is a tool that does something"""
        return "Hello World from Custom Tool"

    return custom_tool


@pytest.fixture
def custom_tool():
    from crewai.tools import BaseTool

    class CustomTool(BaseTool):
        name: str = "my_tool"
        description: str = "This is a tool that does something"
        result_as_answer: bool = True

        async def _run(self):
            return "Hello World from Custom Tool"

    return CustomTool()


def build_simple_crew(tool):
    from crewai import Agent, Crew, Task

    agent1 = Agent(
        role="Simple role",
        goal="Simple goal",
        backstory="Simple backstory",
        tools=[tool],
    )

    say_hi_task = Task(
        description="Use the custom tool result as answer.",
        agent=agent1,
        expected_output="Use the tool result",
    )

    return Crew(agents=[agent1], tasks=[say_hi_task])


@pytest.mark.vcr()
def test_async_tool_using_within_isolated_crew(custom_tool):
    crew = build_simple_crew(custom_tool)
    result = crew.kickoff()

    assert result.raw == "Hello World from Custom Tool"


@pytest.mark.vcr()
def test_async_tool_using_decorator_within_isolated_crew(custom_tool_decorator):
    crew = build_simple_crew(custom_tool_decorator)
    result = crew.kickoff()

    assert result.raw == "Hello World from Custom Tool"


@pytest.mark.vcr()
def test_async_tool_within_flow(custom_tool):
    from crewai.flow.flow import Flow

    class StructuredExampleFlow(Flow):
        from crewai.flow.flow import start

        @start()
        async def start(self):
            crew = build_simple_crew(custom_tool)
            return await crew.kickoff_async()

    flow = StructuredExampleFlow()
    result = flow.kickoff()
    assert result.raw == "Hello World from Custom Tool"


@pytest.mark.vcr()
def test_async_tool_using_decorator_within_flow(custom_tool_decorator):
    from crewai.flow.flow import Flow

    class StructuredExampleFlow(Flow):
        from crewai.flow.flow import start

        @start()
        async def start(self):
            crew = build_simple_crew(custom_tool_decorator)
            return await crew.kickoff_async()

    flow = StructuredExampleFlow()
    result = flow.kickoff()
    assert result.raw == "Hello World from Custom Tool"


def test_structured_tool_invoke_calls_func_only_once():
    """Test that CrewStructuredTool.invoke() calls the underlying function exactly once."""
    call_count = 0
    call_history = []

    def counting_function(param: str) -> str:
        """Function that tracks how many times it's called."""
        nonlocal call_count
        call_count += 1
        call_history.append(f"Call #{call_count} with param: {param}")
        return f"Result from call #{call_count}: {param}"

    # Create CrewStructuredTool directly
    tool = CrewStructuredTool.from_function(
        func=counting_function,
        name="direct_test_tool",
        description="Tool to test direct invoke() method",
    )

    # Call invoke() directly - this is where the bug was
    result = tool.invoke({"param": "test_value"})

    # Critical assertions that would catch the duplicate execution bug
    assert call_count == 1, (
        f"DUPLICATE EXECUTION BUG: Function was called {call_count} times instead of 1. "
        f"This means CrewStructuredTool.invoke() has duplicate function calls. "
        f"Call history: {call_history}"
    )

    assert len(call_history) == 1, (
        f"Expected 1 call in history, got {len(call_history)}: {call_history}"
    )

    assert call_history[0] == "Call #1 with param: test_value", (
        f"Expected 'Call #1 with param: test_value', got: {call_history[0]}"
    )

    assert result == "Result from call #1: test_value", (
        f"Expected result from first call, got: {result}"
    )


def test_structured_tool_invoke_multiple_calls_increment_correctly():
    """Test multiple calls to invoke() to ensure each increments correctly."""
    call_count = 0

    def incrementing_function(value: int) -> int:
        nonlocal call_count
        call_count += 1
        return value + call_count

    tool = CrewStructuredTool.from_function(
        func=incrementing_function,
        name="incrementing_tool",
        description="Tool that increments on each call",
    )

    result1 = tool.invoke({"value": 10})
    assert call_count == 1, (
        f"After first invoke, expected call_count=1, got {call_count}"
    )
    assert result1 == 11, f"Expected 11 (10+1), got {result1}"

    result2 = tool.invoke({"value": 20})
    assert call_count == 2, (
        f"After second invoke, expected call_count=2, got {call_count}"
    )
    assert result2 == 22, f"Expected 22 (20+2), got {result2}"

    result3 = tool.invoke({"value": 30})
    assert call_count == 3, (
        f"After third invoke, expected call_count=3, got {call_count}"
    )
    assert result3 == 33, f"Expected 33 (30+3), got {result3}"


def test_structured_tool_invoke_with_side_effects():
    """Test that side effects only happen once per invoke() call."""
    side_effects = []

    def side_effect_function(action: str) -> str:
        side_effects.append(f"SIDE_EFFECT: {action} executed at call")
        return f"Action {action} completed"

    tool = CrewStructuredTool.from_function(
        func=side_effect_function,
        name="side_effect_tool",
        description="Tool with observable side effects",
    )

    result = tool.invoke({"action": "write_file"})

    assert len(side_effects) == 1, (
        f"SIDE EFFECT BUG: Expected 1 side effect, got {len(side_effects)}. "
        f"This indicates the function was called multiple times. "
        f"Side effects: {side_effects}"
    )

    assert side_effects[0] == "SIDE_EFFECT: write_file executed at call"
    assert result == "Action write_file completed"


def test_structured_tool_invoke_exception_handling():
    """Test that exceptions don't cause duplicate execution."""
    call_count = 0

    def failing_function(should_fail: bool) -> str:
        nonlocal call_count
        call_count += 1
        if should_fail:
            raise ValueError(f"Intentional failure on call #{call_count}")
        return f"Success on call #{call_count}"

    tool = CrewStructuredTool.from_function(
        func=failing_function, name="failing_tool", description="Tool that can fail"
    )

    result = tool.invoke({"should_fail": False})
    assert call_count == 1, f"Expected 1 call for success case, got {call_count}"
    assert result == "Success on call #1"

    call_count = 0

    with pytest.raises(ValueError, match="Intentional failure on call #1"):
        tool.invoke({"should_fail": True})

    assert call_count == 1