import logging
import os
import sys
from datetime import datetime, timezone
from pathlib import Path
from typing import Any, Optional

import click
from click_default_group import DefaultGroup
from dotenv import load_dotenv

from agbenchmark.config import AgentBenchmarkConfig
from agbenchmark.utils.logging import configure_logging

load_dotenv()

# try:
#     if os.getenv("HELICONE_API_KEY"):
#         import helicone  # noqa

#         helicone_enabled = True
#     else:
#         helicone_enabled = False
# except ImportError:
#     helicone_enabled = False


class InvalidInvocationError(ValueError):
    pass


logger = logging.getLogger(__name__)

BENCHMARK_START_TIME_DT = datetime.now(timezone.utc)
BENCHMARK_START_TIME = BENCHMARK_START_TIME_DT.strftime("%Y-%m-%dT%H:%M:%S+00:00")


# if helicone_enabled:
#     from helicone.lock import HeliconeLockManager

#     HeliconeLockManager.write_custom_property(
#         "benchmark_start_time", BENCHMARK_START_TIME
#     )


@click.group(cls=DefaultGroup, default_if_no_args=True)
@click.option("--debug", is_flag=True, help="Enable debug output")
def cli(
    debug: bool,
) -> Any:
    configure_logging(logging.DEBUG if debug else logging.INFO)


@cli.command(hidden=True)
def start():
    raise DeprecationWarning(
        "`agbenchmark start` is deprecated. Use `agbenchmark run` instead."
    )


@cli.command(default=True)
@click.option(
    "-N", "--attempts", default=1, help="Number of times to run each challenge."
)
@click.option(
    "-c",
    "--category",
    multiple=True,
    help="(+) Select a category to run.",
)
@click.option(
    "-s",
    "--skip-category",
    multiple=True,
    help="(+) Exclude a category from running.",
)
@click.option("--test", multiple=True, help="(+) Select a test to run.")
@click.option("--maintain", is_flag=True, help="Run only regression tests.")
@click.option("--improve", is_flag=True, help="Run only non-regression tests.")
@click.option(
    "--explore",
    is_flag=True,
    help="Run only challenges that have never been beaten.",
)
@click.option(
    "--no-dep",
    is_flag=True,
    help="Run all (selected) challenges, regardless of dependency success/failure.",
)
@click.option("--cutoff", type=int, help="Override the challenge time limit (seconds).")
@click.option("--nc", is_flag=True, help="Disable the challenge time limit.")
@click.option("--mock", is_flag=True, help="Run with mock")
@click.option("--keep-answers", is_flag=True, help="Keep answers")
@click.option(
    "--backend",
    is_flag=True,
    help="Write log output to a file instead of the terminal.",
)
# @click.argument(
#     "agent_path", type=click.Path(exists=True, file_okay=False), required=False
# )
def run(
    maintain: bool,
    improve: bool,
    explore: bool,
    mock: bool,
    no_dep: bool,
    nc: bool,
    keep_answers: bool,
    test: tuple[str],
    category: tuple[str],
    skip_category: tuple[str],
    attempts: int,
    cutoff: Optional[int] = None,
    backend: Optional[bool] = False,
    # agent_path: Optional[Path] = None,
) -> None:
    """
    Run the benchmark on the agent in the current directory.

    Options marked with (+) can be specified multiple times, to select multiple items.
    """
    from agbenchmark.main import run_benchmark, validate_args

    agbenchmark_config = AgentBenchmarkConfig.load()
    logger.debug(f"agbenchmark_config: {agbenchmark_config.agbenchmark_config_dir}")
    try:
        validate_args(
            maintain=maintain,
            improve=improve,
            explore=explore,
            tests=test,
            categories=category,
            skip_categories=skip_category,
            no_cutoff=nc,
            cutoff=cutoff,
        )
    except InvalidInvocationError as e:
        logger.error("Error: " + "\n".join(e.args))
        sys.exit(1)

    original_stdout = sys.stdout  # Save the original standard output
    exit_code = None

    if backend:
        with open("backend/backend_stdout.txt", "w") as f:
            sys.stdout = f
            exit_code = run_benchmark(
                config=agbenchmark_config,
                maintain=maintain,
                improve=improve,
                explore=explore,
                mock=mock,
                no_dep=no_dep,
                no_cutoff=nc,
                keep_answers=keep_answers,
                tests=test,
                categories=category,
                skip_categories=skip_category,
                attempts_per_challenge=attempts,
                cutoff=cutoff,
            )

        sys.stdout = original_stdout

    else:
        exit_code = run_benchmark(
            config=agbenchmark_config,
            maintain=maintain,
            improve=improve,
            explore=explore,
            mock=mock,
            no_dep=no_dep,
            no_cutoff=nc,
            keep_answers=keep_answers,
            tests=test,
            categories=category,
            skip_categories=skip_category,
            attempts_per_challenge=attempts,
            cutoff=cutoff,
        )

        sys.exit(exit_code)


@cli.command()
@click.option("--port", type=int, help="Port to run the API on.")
def serve(port: Optional[int] = None):
    """Serve the benchmark frontend and API on port 8080."""
    import uvicorn

    from agbenchmark.app import setup_fastapi_app

    config = AgentBenchmarkConfig.load()
    app = setup_fastapi_app(config)

    # Run the FastAPI application using uvicorn
    port = port or int(os.getenv("PORT", 8080))
    uvicorn.run(app, host="0.0.0.0", port=port)


@cli.command()
def config():
    """Displays info regarding the present AGBenchmark config."""
    from .utils.utils import pretty_print_model

    try:
        config = AgentBenchmarkConfig.load()
    except FileNotFoundError as e:
        click.echo(e, err=True)
        return 1

    pretty_print_model(config, include_header=False)


@cli.group()
def challenge():
    logging.getLogger().setLevel(logging.WARNING)


@challenge.command("list")
@click.option(
    "--all", "include_unavailable", is_flag=True, help="Include unavailable challenges."
)
@click.option(
    "--names", "only_names", is_flag=True, help="List only the challenge names."
)
@click.option("--json", "output_json", is_flag=True)
def list_challenges(include_unavailable: bool, only_names: bool, output_json: bool):
    """Lists [available|all] challenges."""
    import json

    from tabulate import tabulate

    from .challenges.builtin import load_builtin_challenges
    from .challenges.webarena import load_webarena_challenges
    from .utils.data_types import Category, DifficultyLevel
    from .utils.utils import sorted_by_enum_index

    DIFFICULTY_COLORS = {
        difficulty: color
        for difficulty, color in zip(
            DifficultyLevel,
            ["black", "blue", "cyan", "green", "yellow", "red", "magenta", "white"],
        )
    }
    CATEGORY_COLORS = {
        category: f"bright_{color}"
        for category, color in zip(
            Category,
            ["blue", "cyan", "green", "yellow", "magenta", "red", "white", "black"],
        )
    }

    # Load challenges
    challenges = filter(
        lambda c: c.info.available or include_unavailable,
        [
            *load_builtin_challenges(),
            *load_webarena_challenges(skip_unavailable=False),
        ],
    )
    challenges = sorted_by_enum_index(
        challenges, DifficultyLevel, key=lambda c: c.info.difficulty
    )

    if only_names:
        if output_json:
            click.echo(json.dumps([c.info.name for c in challenges]))
            return

        for c in challenges:
            click.echo(
                click.style(c.info.name, fg=None if c.info.available else "black")
            )
        return

    if output_json:
        click.echo(json.dumps([json.loads(c.info.json()) for c in challenges]))
        return

    headers = tuple(
        click.style(h, bold=True) for h in ("Name", "Difficulty", "Categories")
    )
    table = [
        tuple(
            v if challenge.info.available else click.style(v, fg="black")
            for v in (
                challenge.info.name,
                (
                    click.style(
                        challenge.info.difficulty.value,
                        fg=DIFFICULTY_COLORS[challenge.info.difficulty],
                    )
                    if challenge.info.difficulty
                    else click.style("-", fg="black")
                ),
                " ".join(
                    click.style(cat.value, fg=CATEGORY_COLORS[cat])
                    for cat in sorted_by_enum_index(challenge.info.category, Category)
                ),
            )
        )
        for challenge in challenges
    ]
    click.echo(tabulate(table, headers=headers))


@challenge.command()
@click.option("--json", is_flag=True)
@click.argument("name")
def info(name: str, json: bool):
    from itertools import chain

    from .challenges.builtin import load_builtin_challenges
    from .challenges.webarena import load_webarena_challenges
    from .utils.utils import pretty_print_model

    for challenge in chain(
        load_builtin_challenges(),
        load_webarena_challenges(skip_unavailable=False),
    ):
        if challenge.info.name != name:
            continue

        if json:
            click.echo(challenge.info.json())
            break

        pretty_print_model(challenge.info)
        break
    else:
        click.echo(click.style(f"Unknown challenge '{name}'", fg="red"), err=True)


@cli.command()
def version():
    """Print version info for the AGBenchmark application."""
    import toml

    package_root = Path(__file__).resolve().parent.parent
    pyproject = toml.load(package_root / "pyproject.toml")
    version = pyproject["tool"]["poetry"]["version"]
    click.echo(f"AGBenchmark version {version}")


if __name__ == "__main__":
    cli()