# this scripts installs necessary requirements and launches main program in webui.py
import logging
import re
import subprocess
import os
import shutil
import sys
import importlib.util
import importlib.metadata
import platform
import json
from functools import lru_cache

from modules import cmd_args, errors
from modules.paths_internal import script_path, extensions_dir
from modules.timer import startup_timer
from modules import logging_config

args, _ = cmd_args.parser.parse_known_args()
logging_config.setup_logging(args.loglevel)

python = sys.executable
git = os.environ.get('GIT', "git")
index_url = os.environ.get('INDEX_URL', "")
dir_repos = "repositories"

# Whether to default to printing command output
default_command_live = (os.environ.get('WEBUI_LAUNCH_LIVE_OUTPUT') == "1")

if 'GRADIO_ANALYTICS_ENABLED' not in os.environ:
    os.environ['GRADIO_ANALYTICS_ENABLED'] = 'False'


def check_python_version():
    is_windows = platform.system() == "Windows"
    major = sys.version_info.major
    minor = sys.version_info.minor
    micro = sys.version_info.micro

    if is_windows:
        supported_minors = [10]
    else:
        supported_minors = [7, 8, 9, 10, 11]

    if not (major == 3 and minor in supported_minors):
        import modules.errors

        modules.errors.print_error_explanation(f"""
INCOMPATIBLE PYTHON VERSION

This program is tested with 3.10.6 Python, but you have {major}.{minor}.{micro}.
If you encounter an error with "RuntimeError: Couldn't install torch." message,
or any other error regarding unsuccessful package (library) installation,
please downgrade (or upgrade) to the latest version of 3.10 Python
and delete current Python and "venv" folder in WebUI's directory.

You can download 3.10 Python from here: https://www.python.org/downloads/release/python-3106/

{"Alternatively, use a binary release of WebUI: https://github.com/AUTOMATIC1111/stable-diffusion-webui/releases" if is_windows else ""}

Use --skip-python-version-check to suppress this warning.
""")


@lru_cache()
def commit_hash():
    try:
        return subprocess.check_output([git, "-C", script_path, "rev-parse", "HEAD"], shell=False, encoding='utf8').strip()
    except Exception:
        return "<none>"


@lru_cache()
def git_tag():
    try:
        return subprocess.check_output([git, "-C", script_path, "describe", "--tags"], shell=False, encoding='utf8').strip()
    except Exception:
        try:

            changelog_md = os.path.join(os.path.dirname(os.path.dirname(__file__)), "CHANGELOG.md")
            with open(changelog_md, "r", encoding="utf-8") as file:
                line = next((line.strip() for line in file if line.strip()), "<none>")
                line = line.replace("## ", "")
                return line
        except Exception:
            return "<none>"


def run(command, desc=None, errdesc=None, custom_env=None, live: bool = default_command_live) -> str:
    if desc is not None:
        print(desc)

    run_kwargs = {
        "args": command,
        "shell": True,
        "env": os.environ if custom_env is None else custom_env,
        "encoding": 'utf8',
        "errors": 'ignore',
    }

    if not live:
        run_kwargs["stdout"] = run_kwargs["stderr"] = subprocess.PIPE

    result = subprocess.run(**run_kwargs)

    if result.returncode != 0:
        error_bits = [
            f"{errdesc or 'Error running command'}.",
            f"Command: {command}",
            f"Error code: {result.returncode}",
        ]
        if result.stdout:
            error_bits.append(f"stdout: {result.stdout}")
        if result.stderr:
            error_bits.append(f"stderr: {result.stderr}")
        raise RuntimeError("\n".join(error_bits))

    return (result.stdout or "")


def is_installed(package):
    try:
        dist = importlib.metadata.distribution(package)
    except importlib.metadata.PackageNotFoundError:
        try:
            spec = importlib.util.find_spec(package)
        except ModuleNotFoundError:
            return False

        return spec is not None

    return dist is not None


def repo_dir(name):
    return os.path.join(script_path, dir_repos, name)


def run_pip(command, desc=None, live=default_command_live):
    if args.skip_install:
        return

    index_url_line = f' --index-url {index_url}' if index_url != '' else ''
    return run(f'"{python}" -m pip {command} --prefer-binary{index_url_line}', desc=f"Installing {desc}", errdesc=f"Couldn't install {desc}", live=live)


def check_run_python(code: str) -> bool:
    result = subprocess.run([python, "-c", code], capture_output=True, shell=False)
    return result.returncode == 0


def git_fix_workspace(dir, name):
    run(f'"{git}" -C "{dir}" fetch --refetch --no-auto-gc', f"Fetching all contents for {name}", f"Couldn't fetch {name}", live=True)
    run(f'"{git}" -C "{dir}" gc --aggressive --prune=now', f"Pruning {name}", f"Couldn't prune {name}", live=True)
    return


def run_git(dir, name, command, desc=None, errdesc=None, custom_env=None, live: bool = default_command_live, autofix=True):
    try:
        return run(f'"{git}" -C "{dir}" {command}', desc=desc, errdesc=errdesc, custom_env=custom_env, live=live)
    except RuntimeError:
        if not autofix:
            raise

    print(f"{errdesc}, attempting autofix...")
    git_fix_workspace(dir, name)

    return run(f'"{git}" -C "{dir}" {command}', desc=desc, errdesc=errdesc, custom_env=custom_env, live=live)


def git_clone(url, dir, name, commithash=None):
    # TODO clone into temporary dir and move if successful

    if os.path.exists(dir):
        if commithash is None:
            return

        current_hash = run_git(dir, name, 'rev-parse HEAD', None, f"Couldn't determine {name}'s hash: {commithash}", live=False).strip()
        if current_hash == commithash:
            return

        if run_git(dir, name, 'config --get remote.origin.url', None, f"Couldn't determine {name}'s origin URL", live=False).strip() != url:
            run_git(dir, name, f'remote set-url origin "{url}"', None, f"Failed to set {name}'s origin URL", live=False)

        run_git(dir, name, 'fetch', f"Fetching updates for {name}...", f"Couldn't fetch {name}", autofix=False)

        run_git(dir, name, f'checkout {commithash}', f"Checking out commit for {name} with hash: {commithash}...", f"Couldn't checkout commit {commithash} for {name}", live=True)

        return

    try:
        run(f'"{git}" clone "{url}" "{dir}"', f"Cloning {name} into {dir}...", f"Couldn't clone {name}", live=True)
    except RuntimeError:
        shutil.rmtree(dir, ignore_errors=True)
        raise

    if commithash is not None:
        run(f'"{git}" -C "{dir}" checkout {commithash}', None, "Couldn't checkout {name}'s hash: {commithash}")


def git_pull_recursive(dir):
    for subdir, _, _ in os.walk(dir):
        if os.path.exists(os.path.join(subdir, '.git')):
            try:
                output = subprocess.check_output([git, '-C', subdir, 'pull', '--autostash'])
                print(f"Pulled changes for repository in '{subdir}':\n{output.decode('utf-8').strip()}\n")
            except subprocess.CalledProcessError as e:
                print(f"Couldn't perform 'git pull' on repository in '{subdir}':\n{e.output.decode('utf-8').strip()}\n")


def version_check(commit):
    try:
        import requests
        commits = requests.get('https://api.github.com/repos/AUTOMATIC1111/stable-diffusion-webui/branches/master').json()
        if commit != "<none>" and commits['commit']['sha'] != commit:
            print("--------------------------------------------------------")
            print("| You are not up to date with the most recent release. |")
            print("| Consider running `git pull` to update.               |")
            print("--------------------------------------------------------")
        elif commits['commit']['sha'] == commit:
            print("You are up to date with the most recent release.")
        else:
            print("Not a git clone, can't perform version check.")
    except Exception as e:
        print("version check failed", e)


def run_extension_installer(extension_dir):
    path_installer = os.path.join(extension_dir, "install.py")
    if not os.path.isfile(path_installer):
        return

    try:
        env = os.environ.copy()
        env['PYTHONPATH'] = f"{os.path.abspath('.')}{os.pathsep}{env.get('PYTHONPATH', '')}"

        stdout = run(f'"{python}" "{path_installer}"', errdesc=f"Error running install.py for extension {extension_dir}", custom_env=env).strip()
        if stdout:
            print(stdout)
    except Exception as e:
        errors.report(str(e))


def list_extensions(settings_file):
    settings = {}

    try:
        if os.path.isfile(settings_file):
            with open(settings_file, "r", encoding="utf8") as file:
                settings = json.load(file)
    except Exception:
        errors.report("Could not load settings", exc_info=True)

    disabled_extensions = set(settings.get('disabled_extensions', []))
    disable_all_extensions = settings.get('disable_all_extensions', 'none')

    if disable_all_extensions != 'none' or args.disable_extra_extensions or args.disable_all_extensions or not os.path.isdir(extensions_dir):
        return []

    return [x for x in os.listdir(extensions_dir) if x not in disabled_extensions]


def run_extensions_installers(settings_file):
    if not os.path.isdir(extensions_dir):
        return

    with startup_timer.subcategory("run extensions installers"):
        for dirname_extension in list_extensions(settings_file):
            logging.debug(f"Installing {dirname_extension}")

            path = os.path.join(extensions_dir, dirname_extension)

            if os.path.isdir(path):
                run_extension_installer(path)
                startup_timer.record(dirname_extension)


re_requirement = re.compile(r"\s*([-_a-zA-Z0-9]+)\s*(?:==\s*([-+_.a-zA-Z0-9]+))?\s*")


def requirements_met(requirements_file):
    """
    Does a simple parse of a requirements.txt file to determine if all rerqirements in it
    are already installed. Returns True if so, False if not installed or parsing fails.
    """

    import importlib.metadata
    import packaging.version

    with open(requirements_file, "r", encoding="utf8") as file:
        for line in file:
            if line.strip() == "":
                continue

            m = re.match(re_requirement, line)
            if m is None:
                return False

            package = m.group(1).strip()
            version_required = (m.group(2) or "").strip()

            if version_required == "":
                continue

            try:
                version_installed = importlib.metadata.version(package)
            except Exception:
                return False

            if packaging.version.parse(version_required) != packaging.version.parse(version_installed):
                return False

    return True


def prepare_environment():
    torch_index_url = os.environ.get('TORCH_INDEX_URL', "https://download.pytorch.org/whl/cu121")
    torch_command = os.environ.get('TORCH_COMMAND', f"pip install torch==2.1.0 torchvision==0.16.0 --extra-index-url {torch_index_url}")
    if args.use_ipex:
        if platform.system() == "Windows":
            # The "Nuullll/intel-extension-for-pytorch" wheels were built from IPEX source for Intel Arc GPU: https://github.com/intel/intel-extension-for-pytorch/tree/xpu-main
            # This is NOT an Intel official release so please use it at your own risk!!
            # See https://github.com/Nuullll/intel-extension-for-pytorch/releases/tag/v2.0.110%2Bxpu-master%2Bdll-bundle for details.
            #
            # Strengths (over official IPEX 2.0.110 windows release):
            #   - AOT build (for Arc GPU only) to eliminate JIT compilation overhead: https://github.com/intel/intel-extension-for-pytorch/issues/399
            #   - Bundles minimal oneAPI 2023.2 dependencies into the python wheels, so users don't need to install oneAPI for the whole system.
            #   - Provides a compatible torchvision wheel: https://github.com/intel/intel-extension-for-pytorch/issues/465
            # Limitation:
            #   - Only works for python 3.10
            url_prefix = "https://github.com/Nuullll/intel-extension-for-pytorch/releases/download/v2.0.110%2Bxpu-master%2Bdll-bundle"
            torch_command = os.environ.get('TORCH_COMMAND', f"pip install {url_prefix}/torch-2.0.0a0+gite9ebda2-cp310-cp310-win_amd64.whl {url_prefix}/torchvision-0.15.2a0+fa99a53-cp310-cp310-win_amd64.whl {url_prefix}/intel_extension_for_pytorch-2.0.110+gitc6ea20b-cp310-cp310-win_amd64.whl")
        else:
            # Using official IPEX release for linux since it's already an AOT build.
            # However, users still have to install oneAPI toolkit and activate oneAPI environment manually.
            # See https://intel.github.io/intel-extension-for-pytorch/index.html#installation for details.
            torch_index_url = os.environ.get('TORCH_INDEX_URL', "https://pytorch-extension.intel.com/release-whl/stable/xpu/us/")
            torch_command = os.environ.get('TORCH_COMMAND', f"pip install torch==2.0.0a0 intel-extension-for-pytorch==2.0.110+gitba7f6c1 --extra-index-url {torch_index_url}")
    requirements_file = os.environ.get('REQS_FILE', "requirements_versions.txt")

    xformers_package = os.environ.get('XFORMERS_PACKAGE', 'xformers==0.0.22.post7')
    clip_package = os.environ.get('CLIP_PACKAGE', "https://github.com/openai/CLIP/archive/d50d76daa670286dd6cacf3bcd80b5e4823fc8e1.zip")
    openclip_package = os.environ.get('OPENCLIP_PACKAGE', "https://github.com/mlfoundations/open_clip/archive/bb6e834e9c70d9c27d0dc3ecedeebeaeb1ffad6b.zip")

    stable_diffusion_repo = os.environ.get('STABLE_DIFFUSION_REPO', "https://github.com/Stability-AI/stablediffusion.git")
    stable_diffusion_xl_repo = os.environ.get('STABLE_DIFFUSION_XL_REPO', "https://github.com/Stability-AI/generative-models.git")
    k_diffusion_repo = os.environ.get('K_DIFFUSION_REPO', 'https://github.com/crowsonkb/k-diffusion.git')
    codeformer_repo = os.environ.get('CODEFORMER_REPO', 'https://github.com/sczhou/CodeFormer.git')
    blip_repo = os.environ.get('BLIP_REPO', 'https://github.com/salesforce/BLIP.git')

    stable_diffusion_commit_hash = os.environ.get('STABLE_DIFFUSION_COMMIT_HASH', "cf1d67a6fd5ea1aa600c4df58e5b47da45f6bdbf")
    stable_diffusion_xl_commit_hash = os.environ.get('STABLE_DIFFUSION_XL_COMMIT_HASH', "45c443b316737a4ab6e40413d7794a7f5657c19f")
    k_diffusion_commit_hash = os.environ.get('K_DIFFUSION_COMMIT_HASH', "ab527a9a6d347f364e3d185ba6d714e22d80cb3c")
    codeformer_commit_hash = os.environ.get('CODEFORMER_COMMIT_HASH', "c5b4593074ba6214284d6acd5f1719b6c5d739af")
    blip_commit_hash = os.environ.get('BLIP_COMMIT_HASH', "48211a1594f1321b00f14c9f7a5b4813144b2fb9")

    try:
        # the existence of this file is a signal to webui.sh/bat that webui needs to be restarted when it stops execution
        os.remove(os.path.join(script_path, "tmp", "restart"))
        os.environ.setdefault('SD_WEBUI_RESTARTING', '1')
    except OSError:
        pass

    if not args.skip_python_version_check:
        check_python_version()

    startup_timer.record("checks")

    commit = commit_hash()
    tag = git_tag()
    startup_timer.record("git version info")

    print(f"Python {sys.version}")
    print(f"Version: {tag}")
    print(f"Commit hash: {commit}")

    if args.reinstall_torch or not is_installed("torch") or not is_installed("torchvision"):
        run(f'"{python}" -m {torch_command}', "Installing torch and torchvision", "Couldn't install torch", live=True)
        startup_timer.record("install torch")

    if args.use_ipex:
        args.skip_torch_cuda_test = True
    if not args.skip_torch_cuda_test and not check_run_python("import torch; assert torch.cuda.is_available()"):
        raise RuntimeError(
            'Torch is not able to use GPU; '
            'add --skip-torch-cuda-test to COMMANDLINE_ARGS variable to disable this check'
        )
    startup_timer.record("torch GPU test")

    if not is_installed("clip"):
        run_pip(f"install {clip_package}", "clip")
        startup_timer.record("install clip")

    if not is_installed("open_clip"):
        run_pip(f"install {openclip_package}", "open_clip")
        startup_timer.record("install open_clip")

    if (not is_installed("xformers") or args.reinstall_xformers) and args.xformers:
        run_pip(f"install -U -I --no-deps {xformers_package}", "xformers")
        startup_timer.record("install xformers")

    if not is_installed("ngrok") and args.ngrok:
        run_pip("install ngrok", "ngrok")
        startup_timer.record("install ngrok")

    os.makedirs(os.path.join(script_path, dir_repos), exist_ok=True)

    git_clone(stable_diffusion_repo, repo_dir('stable-diffusion-stability-ai'), "Stable Diffusion", stable_diffusion_commit_hash)
    git_clone(stable_diffusion_xl_repo, repo_dir('generative-models'), "Stable Diffusion XL", stable_diffusion_xl_commit_hash)
    git_clone(k_diffusion_repo, repo_dir('k-diffusion'), "K-diffusion", k_diffusion_commit_hash)
    git_clone(codeformer_repo, repo_dir('CodeFormer'), "CodeFormer", codeformer_commit_hash)
    git_clone(blip_repo, repo_dir('BLIP'), "BLIP", blip_commit_hash)

    startup_timer.record("clone repositores")

    if not is_installed("lpips"):
        run_pip(f"install -r \"{os.path.join(repo_dir('CodeFormer'), 'requirements.txt')}\"", "requirements for CodeFormer")
        startup_timer.record("install CodeFormer requirements")

    if not os.path.isfile(requirements_file):
        requirements_file = os.path.join(script_path, requirements_file)

    if not requirements_met(requirements_file):
        run_pip(f"install -r \"{requirements_file}\"", "requirements")
        startup_timer.record("install requirements")

    if not args.skip_install:
        run_extensions_installers(settings_file=args.ui_settings_file)

    if args.update_check:
        version_check(commit)
        startup_timer.record("check version")

    if args.update_all_extensions:
        git_pull_recursive(extensions_dir)
        startup_timer.record("update extensions")

    if "--exit" in sys.argv:
        print("Exiting because of --exit argument")
        exit(0)



def configure_for_tests():
    if "--api" not in sys.argv:
        sys.argv.append("--api")
    if "--ckpt" not in sys.argv:
        sys.argv.append("--ckpt")
        sys.argv.append(os.path.join(script_path, "test/test_files/empty.pt"))
    if "--skip-torch-cuda-test" not in sys.argv:
        sys.argv.append("--skip-torch-cuda-test")
    if "--disable-nan-check" not in sys.argv:
        sys.argv.append("--disable-nan-check")

    os.environ['COMMANDLINE_ARGS'] = ""


def start():
    print(f"Launching {'API server' if '--nowebui' in sys.argv else 'Web UI'} with arguments: {' '.join(sys.argv[1:])}")
    import webui
    if '--nowebui' in sys.argv:
        webui.api_only()
    else:
        webui.webui()


def dump_sysinfo():
    from modules import sysinfo
    import datetime

    text = sysinfo.get()
    filename = f"sysinfo-{datetime.datetime.utcnow().strftime('%Y-%m-%d-%H-%M')}.json"

    with open(filename, "w", encoding="utf8") as file:
        file.write(text)

    return filename
