from typing import Optional

import click
import pkg_resources

from crewai.cli.create_crew import create_crew
from crewai.cli.create_flow import create_flow
from crewai.cli.create_pipeline import create_pipeline
from crewai.memory.storage.kickoff_task_outputs_storage import (
    KickoffTaskOutputsSQLiteStorage,
)

from .authentication.main import AuthenticationCommand
from .deploy.main import DeployCommand
from .evaluate_crew import evaluate_crew
from .install_crew import install_crew
from .plot_flow import plot_flow
from .replay_from_task import replay_task_command
from .reset_memories_command import reset_memories_command
from .run_crew import run_crew
from .run_flow import run_flow
from .tools.main import ToolCommand
from .train_crew import train_crew


@click.group()
def crewai():
    """Top-level command group for crewai."""


@crewai.command()
@click.argument("type", type=click.Choice(["crew", "pipeline", "flow"]))
@click.argument("name")
def create(type, name):
    """Create a new crew, pipeline, or flow."""
    if type == "crew":
        create_crew(name)
    elif type == "pipeline":
        create_pipeline(name)
    elif type == "flow":
        create_flow(name)
    else:
        click.secho(
            "Error: Invalid type. Must be 'crew', 'pipeline', or 'flow'.", fg="red"
        )


@crewai.command()
@click.option(
    "--tools", is_flag=True, help="Show the installed version of crewai tools"
)
def version(tools):
    """Show the installed version of crewai."""
    crewai_version = pkg_resources.get_distribution("crewai").version
    click.echo(f"crewai version: {crewai_version}")

    if tools:
        try:
            tools_version = pkg_resources.get_distribution("crewai-tools").version
            click.echo(f"crewai tools version: {tools_version}")
        except pkg_resources.DistributionNotFound:
            click.echo("crewai tools not installed")


@crewai.command()
@click.option(
    "-n",
    "--n_iterations",
    type=int,
    default=5,
    help="Number of iterations to train the crew",
)
@click.option(
    "-f",
    "--filename",
    type=str,
    default="trained_agents_data.pkl",
    help="Path to a custom file for training",
)
def train(n_iterations: int, filename: str):
    """Train the crew."""
    click.echo(f"Training the Crew for {n_iterations} iterations")
    train_crew(n_iterations, filename)


@crewai.command()
@click.option(
    "-t",
    "--task_id",
    type=str,
    help="Replay the crew from this task ID, including all subsequent tasks.",
)
def replay(task_id: str) -> None:
    """
    Replay the crew execution from a specific task.

    Args:
        task_id (str): The ID of the task to replay from.
    """
    try:
        click.echo(f"Replaying the crew from task {task_id}")
        replay_task_command(task_id)
    except Exception as e:
        click.echo(f"An error occurred while replaying: {e}", err=True)


@crewai.command()
def log_tasks_outputs() -> None:
    """
    Retrieve your latest crew.kickoff() task outputs.
    """
    try:
        storage = KickoffTaskOutputsSQLiteStorage()
        tasks = storage.load()

        if not tasks:
            click.echo(
                "No task outputs found. Only crew kickoff task outputs are logged."
            )
            return

        for index, task in enumerate(tasks, 1):
            click.echo(f"Task {index}: {task['task_id']}")
            click.echo(f"Description: {task['expected_output']}")
            click.echo("------")

    except Exception as e:
        click.echo(f"An error occurred while logging task outputs: {e}", err=True)


@crewai.command()
@click.option("-l", "--long", is_flag=True, help="Reset LONG TERM memory")
@click.option("-s", "--short", is_flag=True, help="Reset SHORT TERM memory")
@click.option("-e", "--entities", is_flag=True, help="Reset ENTITIES memory")
@click.option(
    "-k",
    "--kickoff-outputs",
    is_flag=True,
    help="Reset LATEST KICKOFF TASK OUTPUTS",
)
@click.option("-a", "--all", is_flag=True, help="Reset ALL memories")
def reset_memories(long, short, entities, kickoff_outputs, all):
    """
    Reset the crew memories (long, short, entity, latest_crew_kickoff_ouputs). This will delete all the data saved.
    """
    try:
        if not all and not (long or short or entities or kickoff_outputs):
            click.echo(
                "Please specify at least one memory type to reset using the appropriate flags."
            )
            return
        reset_memories_command(long, short, entities, kickoff_outputs, all)
    except Exception as e:
        click.echo(f"An error occurred while resetting memories: {e}", err=True)


@crewai.command()
@click.option(
    "-n",
    "--n_iterations",
    type=int,
    default=3,
    help="Number of iterations to Test the crew",
)
@click.option(
    "-m",
    "--model",
    type=str,
    default="gpt-4o-mini",
    help="LLM Model to run the tests on the Crew. For now only accepting only OpenAI models.",
)
def test(n_iterations: int, model: str):
    """Test the crew and evaluate the results."""
    click.echo(f"Testing the crew for {n_iterations} iterations with model {model}")
    evaluate_crew(n_iterations, model)


@crewai.command()
def install():
    """Install the Crew."""
    install_crew()


@crewai.command()
def run():
    """Run the Crew."""
    click.echo("Running the Crew")
    run_crew()


@crewai.command()
def signup():
    """Sign Up/Login to CrewAI+."""
    AuthenticationCommand().signup()


@crewai.command()
def login():
    """Sign Up/Login to CrewAI+."""
    AuthenticationCommand().signup()


# DEPLOY CREWAI+ COMMANDS
@crewai.group()
def deploy():
    """Deploy the Crew CLI group."""
    pass


@crewai.group()
def tool():
    """Tool Repository related commands."""
    pass


@deploy.command(name="create")
@click.option("-y", "--yes", is_flag=True, help="Skip the confirmation prompt")
def deploy_create(yes: bool):
    """Create a Crew deployment."""
    deploy_cmd = DeployCommand()
    deploy_cmd.create_crew(yes)


@deploy.command(name="list")
def deploy_list():
    """List all deployments."""
    deploy_cmd = DeployCommand()
    deploy_cmd.list_crews()


@deploy.command(name="push")
@click.option("-u", "--uuid", type=str, help="Crew UUID parameter")
def deploy_push(uuid: Optional[str]):
    """Deploy the Crew."""
    deploy_cmd = DeployCommand()
    deploy_cmd.deploy(uuid=uuid)


@deploy.command(name="status")
@click.option("-u", "--uuid", type=str, help="Crew UUID parameter")
def deply_status(uuid: Optional[str]):
    """Get the status of a deployment."""
    deploy_cmd = DeployCommand()
    deploy_cmd.get_crew_status(uuid=uuid)


@deploy.command(name="logs")
@click.option("-u", "--uuid", type=str, help="Crew UUID parameter")
def deploy_logs(uuid: Optional[str]):
    """Get the logs of a deployment."""
    deploy_cmd = DeployCommand()
    deploy_cmd.get_crew_logs(uuid=uuid)


@deploy.command(name="remove")
@click.option("-u", "--uuid", type=str, help="Crew UUID parameter")
def deploy_remove(uuid: Optional[str]):
    """Remove a deployment."""
    deploy_cmd = DeployCommand()
    deploy_cmd.remove_crew(uuid=uuid)


@tool.command(name="create")
@click.argument("handle")
def tool_create(handle: str):
    tool_cmd = ToolCommand()
    tool_cmd.create(handle)


@tool.command(name="install")
@click.argument("handle")
def tool_install(handle: str):
    tool_cmd = ToolCommand()
    tool_cmd.login()
    tool_cmd.install(handle)


@tool.command(name="publish")
@click.option("--force", is_flag=True, show_default=True, default=False, help="Bypasses Git remote validations")
@click.option("--public", "is_public", flag_value=True, default=False)
@click.option("--private", "is_public", flag_value=False)
def tool_publish(is_public: bool, force: bool):
    tool_cmd = ToolCommand()
    tool_cmd.login()
    tool_cmd.publish(is_public, force)


@crewai.group()
def flow():
    """Flow related commands."""
    pass


@flow.command(name="run")
def flow_run():
    """Run the Flow."""
    click.echo("Running the Flow")
    run_flow()


@flow.command(name="plot")
def flow_plot():
    """Plot the Flow."""
    click.echo("Plotting the Flow")
    plot_flow()


if __name__ == "__main__":
    crewai()
