import argparse
import glob
import json
import os
import sys
from typing import Dict, List, Optional

import tabulate

from sglang.test.ci.ci_register import (
    CIRegistry,
    HWBackend,
    auto_partition,
    collect_tests,
)
from sglang.test.ci.ci_utils import run_unittest_files

HW_MAPPING = {
    "cpu": HWBackend.CPU,
    "cuda": HWBackend.CUDA,
    "amd": HWBackend.AMD,
    "musa": HWBackend.MUSA,
    "npu": HWBackend.NPU,
    "xpu": HWBackend.XPU,
    "mlx": HWBackend.MLX,
}

# Per-commit test suites (run on every PR).
# Includes both base-a/b/c (always-on; pr-test.yml) and extra-a/b
# (label-gated; pr-test-extra.yml). Tests are tagged per-commit regardless;
# pr-test-extra.yml's `run-ci-extra` PR label decides whether extra-* dispatches.
PER_COMMIT_SUITES = {
    HWBackend.CPU: [
        "base-a-test-cpu",
        "base-b-test-cpu",
        "base-c-test-cpu",
        "base-b-test-cpu-arm64",
    ],
    HWBackend.AMD: [
        "stage-a-test-1-gpu-small-amd",
        "stage-b-test-1-gpu-small-amd",
        "stage-b-test-1-gpu-small-amd-nondeterministic",
        "stage-b-test-1-gpu-small-amd-mi35x",
        "stage-b-test-large-8-gpu-mi35x-disaggregation-amd",
        "stage-b-test-1-gpu-large-amd",
        "stage-b-test-2-gpu-large-amd",
        "jit-kernel-unit-test-amd",
        "jit-kernel-benchmark-test-amd",
        "sgl-kernel-unit-test-2-gpu-amd",
        "stage-c-test-4-gpu-amd",
        "stage-c-test-large-8-gpu-amd",
        "stage-c-test-large-8-gpu-amd-mi35x",
        # extra-a: label-gated PR opt-in suites in pr-test-amd-extra.yml
        # (mirror of CUDA extra-a; tests stay tagged per-commit but only
        # dispatch when the PR carries the `run-ci-extra` label). 1-gpu-small
        # carries the mock-model / kv_canary unit + single-GPU canary e2e
        # tests; 1-gpu-large carries the subset of model e2e tests validated
        # to pass on mi325 (quant fp8kv-triton, sessions streaming-session
        # EAGLE3, spec standalone triton-backend variant); 2-gpu-large carries
        # the multi-GPU (TP/PP/PD) mock-model + kv_canary e2e tests. The rest
        # of CUDA extra-a tests fail on ROCm (missing flash_attn.cute/flash_ops
        # kernels, OOM, or accuracy regressions — e.g. gemma4-mtp-31b dips
        # below the gsm8k floor on the topk=3 leg) and stay CUDA-only for now.
        "extra-a-test-1-gpu-small-amd",
        "extra-a-test-1-gpu-large-amd",
        "extra-a-test-2-gpu-large-amd",
    ],
    HWBackend.MUSA: [],
    HWBackend.CUDA: [
        "base-a-test-1-gpu-small",
        "base-b-test-1-gpu-small",
        "base-b-test-1-gpu-large",
        "base-b-test-2-gpu-large",
        "base-b-test-4-gpu-b200",
        "base-b-kernel-unit-test-1-gpu-large",
        "base-b-kernel-unit-test-4-gpu-b200",
        "base-b-kernel-unit-test-8-gpu-h200",
        "base-b-kernel-benchmark-test-1-gpu-large",
        "base-c-test-4-gpu-h100",
        "base-c-test-4-gpu-b200",
        "base-c-test-4-gpu-gb300",
        "base-c-test-8-gpu-h20",
        "base-c-test-8-gpu-h200",
        "base-c-test-8-gpu-b200",
        "base-c-test-deepep-4-gpu-h100",
        "base-c-test-deepep-4-gpu-b200",
        "base-c-test-deepep-8-gpu-h200",
        # extra-a / extra-b: label-gated PR opt-in suites in pr-test-extra.yml
        # (tests still tagged per-commit but skipped on default PR runs).
        "extra-a-test-1-gpu-small",
        "extra-a-test-1-gpu-large",
        "extra-a-test-2-gpu-large",
        "extra-b-test-4-gpu-h100",
        "extra-b-test-4-gpu-b200",
        "extra-b-test-8-gpu-h200",
        "extra-b-test-deepep-4-gpu-h100",
        "extra-b-test-deepep-4-gpu-b200",
        "extra-b-test-deepep-8-gpu-h200",
    ],
    HWBackend.NPU: [
        "base-a-test-1-gpu-small",
        "stage-a-unit-test-npu",
        "stage-b-test-1-npu-a2",
        "stage-b-test-2-npu-a2",
        "stage-b-test-4-npu-a3",
        "stage-b-test-16-npu-a3",
    ],
    HWBackend.XPU: [
        "stage-a-test-1-gpu-xpu",
        "stage-b-test-1-gpu-xpu",
    ],
    HWBackend.MLX: [
        "stage-a-unit-test-mlx",
        "stage-b-e2e-mlx",
    ],
}

# Nightly test suites (run nightly, organized by GPU configuration)
NIGHTLY_SUITES = {
    HWBackend.CUDA: [
        "nightly-1-gpu",
        "nightly-2-gpu",
        "nightly-4-gpu",
        "nightly-4-gpu-b200",
        "nightly-8-gpu",
        "nightly-8-gpu-h200",
        "nightly-8-gpu-h20",
        "nightly-8-gpu-b200",
        "nightly-8-gpu-h200-basic",  # Basic tests for large models on H200
        "nightly-8-gpu-b200-basic",  # Basic tests for large models on B200
        "nightly-8-gpu-common",  # Common tests that run on both H200 and B200
        "nightly-kernel-1-gpu",
        "nightly-kernel-8-gpu-h200",
        # Eval and perf suites (2-gpu)
        "nightly-eval-text-2-gpu",
        "nightly-eval-vlm-2-gpu",
        "nightly-perf-text-2-gpu",
        "nightly-perf-vlm-2-gpu",
        # GB300 (4x GB300 NVL4) nightly suites
        "nightly-4-gpu-gb300",
        "nightly-4-gpu-gb300-deepseek-v4-pro-fp4",
        "nightly-4-gpu-gb300-glm5-nvfp4",
        "nightly-4-gpu-gb300-kimi-k25",
        "nightly-4-gpu-gb300-kimi-k25-nvfp4",
        "nightly-4-gpu-gb300-qwen35-fp8",
        "nightly-4-gpu-gb300-qwen35-nvfp4",
        # Nightly precision regression (per-layer hidden state comparison)
        "nightly-precision-8-gpu-h200",
    ],
    HWBackend.AMD: [
        "nightly-amd",
        "nightly-amd-1-gpu",
        "nightly-amd-kernel-1-gpu",
        "nightly-amd-1-gpu-mi35x",
        "nightly-amd-1-gpu-zimage-turbo",
        "nightly-amd-2-gpu-mi35x-deepseek-r1-mxfp4-tp2",
        "nightly-amd-8-gpu-mi35x-deepseek-r1-mxfp4-tp4",
        "nightly-amd-4-gpu",
        "nightly-amd-8-gpu",
        "nightly-amd-vlm",
        # MI35x 8-GPU suite (different model configs)
        "nightly-amd-8-gpu-mi35x",
    ],
    HWBackend.MUSA: [
        "nightly-musa-1-gpu",
    ],
    HWBackend.CPU: [],
    HWBackend.NPU: [
        "nightly-1-npu-a3",
        "nightly-2-npu-a3",
        "nightly-4-npu-a3",
        "nightly-8-npu-a3",
        "nightly-16-npu-a3",
        "full-1-npu-a3",
        "full-2-npu-a3",
        "full-4-npu-a3",
        "full-8-npu-a3",
        "full-16-npu-a3",
    ],
    HWBackend.XPU: [
        "nightly-xpu-1-gpu",
        "nightly-xpu-2-gpu",
        "nightly-xpu-4-gpu",
    ],
}


OTHER_SUITES = {
    HWBackend.CPU: [
        "default",
    ],
    HWBackend.CUDA: [
        "stress",
        "weekly-8-gpu-h200",
    ],
}


_SUITE_CHECKED_BACKENDS = {
    HWBackend.CUDA,
    HWBackend.CPU,
    HWBackend.MUSA,
    HWBackend.XPU,
    HWBackend.MLX,
}


def _valid_suites_by_backend() -> dict:
    """Build a mapping from backend to its set of valid suite names."""
    result = {}
    for suite_dict in (PER_COMMIT_SUITES, NIGHTLY_SUITES, OTHER_SUITES):
        for backend, suites in suite_dict.items():
            if backend not in result:
                result[backend] = set()
            result[backend].update(suites)
    return result


def validate_all_suites(all_tests: List[CIRegistry]):
    """Fail fast if any test is registered to a suite that doesn't belong to its backend."""
    valid_by_backend = _valid_suites_by_backend()
    errors = []
    for t in all_tests:
        if t.backend not in _SUITE_CHECKED_BACKENDS:
            continue
        valid = valid_by_backend.get(t.backend, set())
        if t.effective_suite not in valid:
            errors.append(
                f"  {t.filename}: backend={t.backend.name}, suite='{t.effective_suite}'"
            )
    if errors:
        raise ValueError("Tests registered to invalid suites:\n" + "\n".join(errors))


def filter_tests(
    ci_tests: List[CIRegistry], hw: HWBackend, suite: str, nightly: bool = False
) -> List[CIRegistry]:
    ci_tests = [
        t
        for t in ci_tests
        if t.backend == hw and t.effective_suite == suite and t.nightly == nightly
    ]

    valid_suites = (
        NIGHTLY_SUITES.get(hw, []) if nightly else PER_COMMIT_SUITES.get(hw, [])
    )

    if suite not in valid_suites:
        print(
            f"Warning: Unknown suite {suite} for backend {hw.name}, nightly={nightly}"
        )

    enabled_tests = [t for t in ci_tests if t.disabled is None]
    skipped_tests = [t for t in ci_tests if t.disabled is not None]

    return enabled_tests, skipped_tests


def pretty_print_tests(
    args, ci_tests: List[CIRegistry], skipped_tests: List[CIRegistry]
):
    hw = HW_MAPPING[args.hw]
    suite = args.suite
    nightly = args.nightly
    if args.auto_partition_size:
        partition_info = (
            f"{args.auto_partition_id + 1}/{args.auto_partition_size} "
            f"(0-based id={args.auto_partition_id})"
        )
    else:
        partition_info = "full"

    headers = ["Hardware", "Suite", "Nightly", "Partition"]
    rows = [[hw.name, suite, str(nightly), partition_info]]
    msg = tabulate.tabulate(rows, headers=headers, tablefmt="psql") + "\n"

    if skipped_tests:
        msg += f"⚠️  Skipped {len(skipped_tests)} test(s):\n"
        for t in skipped_tests:
            reason = t.disabled or "disabled"
            msg += f"  - {t.filename} (reason: {reason})\n"
        msg += "\n"

    if len(ci_tests) == 0:
        msg += f"No tests found for hw={hw.name}, suite={suite}, nightly={nightly}\n"
        msg += "This is expected during incremental migration. Skipping.\n"
    else:
        total_est_time = sum(t.est_time for t in ci_tests)
        msg += (
            f"✅ Enabled {len(ci_tests)} test(s) (est total {total_est_time:.1f}s):\n"
        )
        for t in ci_tests:
            msg += f"  - {t.filename} (est_time={t.est_time})\n"

    print(msg, flush=True)


def load_live_est(
    partition_model_file: Optional[str], suite: str, repo_root: str
) -> Optional[Dict[str, float]]:
    """`CIRegistry.filename -> est seconds` from `model.json est[suite]`;
    None on any miss (caller falls back to in-source `est_time`)."""
    if not partition_model_file or not os.path.exists(partition_model_file):
        return None
    try:
        with open(partition_model_file) as f:
            partition_model = json.load(f)
    except (OSError, json.JSONDecodeError):
        return None
    if not isinstance(partition_model, dict):
        return None
    suite_est = partition_model.get("est", {}).get(suite)
    if not isinstance(suite_est, dict) or not suite_est:
        return None
    return {
        os.path.join(repo_root, relpath): float(elapsed)
        for relpath, elapsed in suite_est.items()
    }


def run_a_suite(args):
    hw = HW_MAPPING[args.hw]
    suite = args.suite
    nightly = args.nightly
    auto_partition_id = args.auto_partition_id
    auto_partition_size = args.auto_partition_size

    # Use absolute paths so the script works from any working directory
    script_dir = os.path.dirname(os.path.abspath(__file__))
    repo_root = os.path.dirname(script_dir)

    # Registered tests under test/registered/
    files = [
        f
        for f in glob.glob(
            os.path.join(script_dir, "registered", "**", "*.py"), recursive=True
        )
        if not f.endswith("/conftest.py")
        and not f.endswith("/__init__.py")
        and not f.endswith("/cpu/utils.py")
        and not f.endswith("/run_tests.py")
    ]

    # Strict: all discovered files must have proper registration
    sanity_check = True

    all_tests = collect_tests(files, sanity_check=sanity_check)
    validate_all_suites(all_tests)
    ci_tests, skipped_tests = filter_tests(all_tests, hw, suite, nightly)

    if auto_partition_size:
        live_est = load_live_est(args.partition_model_file, suite, repo_root)
        if live_est is not None:
            print(
                f"LPT: {len(live_est)} live est entries from {args.partition_model_file}",
                flush=True,
            )
        else:
            print(
                f"LPT: no live est ({args.partition_model_file!r}); using in-source est_time",
                flush=True,
            )
        ci_tests = auto_partition(
            ci_tests, auto_partition_id, auto_partition_size, live_est=live_est
        )

    pretty_print_tests(args, ci_tests, skipped_tests)

    # Add extra timeout when retry is enabled
    timeout = args.timeout_per_file
    if args.enable_retry:
        timeout += args.retry_timeout_increase

    return run_unittest_files(
        ci_tests,
        timeout_per_file=timeout,
        continue_on_error=args.continue_on_error,
        enable_retry=args.enable_retry,
        max_attempts=args.max_attempts,
        retry_wait_seconds=args.retry_wait_seconds,
    )


def main():
    parser = argparse.ArgumentParser(
        description="Run CI test suites from test/registered/"
    )
    parser.add_argument(
        "--hw",
        type=str,
        choices=HW_MAPPING.keys(),
        required=True,
        help="Hardware backend to run tests on.",
    )
    parser.add_argument("--suite", type=str, required=True, help="Test suite to run.")
    parser.add_argument(
        "--nightly",
        action="store_true",
        help="Run nightly tests instead of per-commit tests.",
    )
    parser.add_argument(
        "--timeout-per-file",
        type=int,
        default=1200,
        help="The time limit for running one file in seconds (default: 1200).",
    )
    parser.add_argument(
        "--continue-on-error",
        action="store_true",
        default=False,
        help="Continue running remaining tests even if one fails (default: False, useful for nightly tests).",
    )
    parser.add_argument(
        "--auto-partition-id",
        type=int,
        help="Use auto load balancing. The part id.",
    )
    parser.add_argument(
        "--auto-partition-size",
        type=int,
        help="Use auto load balancing. The number of parts.",
    )
    parser.add_argument(
        "--enable-retry",
        action="store_true",
        default=False,
        help="Enable smart retry for accuracy/performance assertion failures (not code errors)",
    )
    parser.add_argument(
        "--max-attempts",
        type=int,
        default=2,
        help="Maximum number of attempts per file including initial run (default: 2)",
    )
    parser.add_argument(
        "--retry-wait-seconds",
        type=int,
        default=60,
        help="Seconds to wait between retries (default: 60)",
    )
    parser.add_argument(
        "--retry-timeout-increase",
        type=int,
        default=600,
        help="Additional timeout in seconds when retry is enabled (default: 600)",
    )
    parser.add_argument(
        "--partition-model-file",
        type=str,
        default=None,
        help="Path to sglang-ci-stats model.json for live LPT est; missing/malformed -> in-source est_time fallback.",
    )
    args = parser.parse_args()

    # Validate auto-partition arguments
    if (args.auto_partition_id is not None) != (args.auto_partition_size is not None):
        parser.error(
            "--auto-partition-id and --auto-partition-size must be specified together."
        )
    if args.auto_partition_size is not None:
        if args.auto_partition_size <= 0:
            parser.error("--auto-partition-size must be positive.")
        if not 0 <= args.auto_partition_id < args.auto_partition_size:
            parser.error(
                f"--auto-partition-id must be in range [0, {args.auto_partition_size}), "
                f"but got {args.auto_partition_id}"
            )

    exit_code = run_a_suite(args)
    sys.exit(exit_code)


if __name__ == "__main__":
    main()
