import collections
import hashlib
import json
import os
import subprocess
import time
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple

import requests

from ray_release.configs.global_config import get_global_config
from ray_release.logger import logger

if TYPE_CHECKING:
    from anyscale.sdk.anyscale_client.sdk import AnyscaleSDK


class DeferredEnvVar:
    def __init__(self, var: str, default: Optional[str] = None):
        self._var = var
        self._default = default

    def __str__(self):
        return os.environ.get(self._var, self._default)


ANYSCALE_HOST = DeferredEnvVar("ANYSCALE_HOST", "https://console.anyscale.com")
S3_CLOUD_STORAGE = "s3"
GS_CLOUD_STORAGE = "gs"
AZURE_CLOUD_STORAGE = "abfss"
AZURE_STORAGE_CONTAINER = "working-dirs"
AZURE_STORAGE_ACCOUNT = "rayreleasetests"
GS_BUCKET = "anyscale-oss-dev-bucket"
AZURE_REGISTRY_NAME = "rayreleasetest"
ANYSCALE_RAY_IMAGE_PREFIX = "anyscale/ray"
ERROR_LOG_PATTERNS = [
    "ERROR",
    "Traceback (most recent call last)",
]
KUBERAY_SERVER_URL = "https://kuberaytest.anyscale.dev"
DEFAULT_KUBERAY_NAMESPACE = "kuberayportal-kevin"


def get_read_state_machine_aws_bucket(allow_pr_bucket: bool = False) -> str:
    # We support by default reading from the branch bucket only, since most of the use
    # cases are on branch pipelines. Changing the default flag to read from the bucket
    # according to the current pipeline
    if allow_pr_bucket:
        return get_write_state_machine_aws_bucket()
    return get_global_config()["state_machine_branch_aws_bucket"]


def get_write_state_machine_aws_bucket() -> str:
    # We support different buckets for writing test result data; one for pr and one for
    # branch. This is because pr and branch pipeline have different permissions, and we
    # want data on branch pipeline being protected.
    pipeline_id = os.environ.get("BUILDKITE_PIPELINE_ID")
    pr_pipelines = get_global_config()["ci_pipeline_premerge"]
    branch_pipelines = get_global_config()["ci_pipeline_postmerge"]
    assert pipeline_id in pr_pipelines + branch_pipelines, (
        "Test state machine is only supported for branch or pr pipeline, "
        f"{pipeline_id} is given"
    )
    if pipeline_id in pr_pipelines:
        return get_global_config()["state_machine_pr_aws_bucket"]
    return get_global_config()["state_machine_branch_aws_bucket"]


def deep_update(d, u) -> Dict:
    for k, v in u.items():
        if isinstance(v, collections.abc.Mapping):
            d[k] = deep_update(d.get(k, {}), v)
        else:
            d[k] = v
    return d


def dict_hash(dt: Dict[Any, Any]) -> str:
    json_str = json.dumps(dt, sort_keys=True, ensure_ascii=True)
    sha = hashlib.sha256()
    sha.update(json_str.encode())
    return sha.hexdigest()


def resolve_url(url: str) -> str:
    return requests.head(url, allow_redirects=True).url


def format_link(link: str) -> str:
    # Use ANSI escape code to allow link to be clickable
    # https://buildkite.com/docs/pipelines/links-and-images
    # -in-log-output
    if os.environ.get("BUILDKITE_COMMIT") and link:
        return "\033]1339;url='" + link + "'\a\n"
    # Else, no buildkite:
    return link


def anyscale_project_url(project_id: str) -> str:
    return (
        f"{ANYSCALE_HOST}"
        f"/o/anyscale-internal/projects/{project_id}"
        f"/?tab=session-list"
    )


def anyscale_cluster_env_build_url(build_id: str) -> str:
    return (
        f"{ANYSCALE_HOST}"
        f"/o/anyscale-internal/configurations/app-config-details"
        f"/{build_id}"
    )


def anyscale_job_url(job_id: str) -> str:
    return f"{ANYSCALE_HOST}/o/anyscale-internal/jobs/{job_id}"


_anyscale_sdk = None


def get_anyscale_sdk(use_cache: bool = True) -> "AnyscaleSDK":
    from anyscale.sdk.anyscale_client.sdk import AnyscaleSDK

    global _anyscale_sdk
    if use_cache and _anyscale_sdk:
        return _anyscale_sdk

    _anyscale_sdk = AnyscaleSDK(host=str(ANYSCALE_HOST))
    return _anyscale_sdk


def exponential_backoff_retry(
    f, retry_exceptions, initial_retry_delay_s, max_retries
) -> None:
    retry_cnt = 0
    retry_delay_s = initial_retry_delay_s
    while True:
        try:
            return f()
        except retry_exceptions as e:
            retry_cnt += 1
            if retry_cnt > max_retries:
                raise
            logger.exception(
                f"Retry function call failed due to {e} "
                f"in {retry_delay_s} seconds..."
            )
            time.sleep(retry_delay_s)
            retry_delay_s *= 2


def run_bash_script(bash_script: str) -> None:
    subprocess.run(f"bash {bash_script}", shell=True, check=True)


def reinstall_anyscale_dependencies() -> None:
    logger.info("Re-installing `anyscale` package")
    subprocess.check_output(
        "pip install -U anyscale",
        shell=True,
        text=True,
    )


def get_pip_packages() -> List[str]:
    from pip._internal.operations import freeze

    return list(freeze.freeze())


def python_version_str(python_version: Tuple[int, int]) -> str:
    """From (X, Y) to XY"""
    return "".join([str(x) for x in python_version])