mmpretrain/datasets/utils.py

# Copyright (c) OpenMMLab. All rights reserved.
import gzip
import hashlib
import os
import os.path
import shutil
import tarfile
import tempfile
import urllib.error
import urllib.request
import zipfile

from mmengine.fileio import LocalBackend, get_file_backend

__all__ = [
    'rm_suffix', 'check_integrity', 'download_and_extract_archive',
    'open_maybe_compressed_file'
]


def rm_suffix(s, suffix=None):
    if suffix is None:
        return s[:s.rfind('.')]
    else:
        return s[:s.rfind(suffix)]


def calculate_md5(fpath: str, chunk_size: int = 1024 * 1024):
    md5 = hashlib.md5()
    backend = get_file_backend(fpath, enable_singleton=True)
    if isinstance(backend, LocalBackend):
        # Enable chunk update for local file.
        with open(fpath, 'rb') as f:
            for chunk in iter(lambda: f.read(chunk_size), b''):
                md5.update(chunk)
    else:
        md5.update(backend.get(fpath))
    return md5.hexdigest()


def check_md5(fpath, md5, **kwargs):
    return md5 == calculate_md5(fpath, **kwargs)


def check_integrity(fpath, md5=None):
    if not os.path.isfile(fpath):
        return False
    if md5 is None:
        return True
    return check_md5(fpath, md5)


def download_url_to_file(url, dst, hash_prefix=None, progress=True):
    """Download object at the given URL to a local path.

    Modified from
    https://pytorch.org/docs/stable/hub.html#torch.hub.download_url_to_file

    Args:
        url (str): URL of the object to download
        dst (str): Full path where object will be saved,
            e.g. ``/tmp/temporary_file``
        hash_prefix (string, optional): If not None, the SHA256 downloaded
            file should start with ``hash_prefix``. Defaults to None.
        progress (bool): whether or not to display a progress bar to stderr.
            Defaults to True
    """
    file_size = None
    req = urllib.request.Request(url)
    u = urllib.request.urlopen(req)
    meta = u.info()
    if hasattr(meta, 'getheaders'):
        content_length = meta.getheaders('Content-Length')
    else:
        content_length = meta.get_all('Content-Length')
    if content_length is not None and len(content_length) > 0:
        file_size = int(content_length[0])

    # We deliberately save it in a temp file and move it after download is
    # complete. This prevents a local file being overridden by a broken
    # download.
    dst = os.path.expanduser(dst)
    dst_dir = os.path.dirname(dst)
    f = tempfile.NamedTemporaryFile(delete=False, dir=dst_dir)

    import rich.progress
    columns = [
        rich.progress.DownloadColumn(),
        rich.progress.BarColumn(bar_width=None),
        rich.progress.TimeRemainingColumn(),
    ]
    try:
        if hash_prefix is not None:
            sha256 = hashlib.sha256()
        with rich.progress.Progress(*columns) as pbar:
            task = pbar.add_task('download', total=file_size, visible=progress)
            while True:
                buffer = u.read(8192)
                if len(buffer) == 0:
                    break
                f.write(buffer)
                if hash_prefix is not None:
                    sha256.update(buffer)
                pbar.update(task, advance=len(buffer))

        f.close()
        if hash_prefix is not None:
            digest = sha256.hexdigest()
            if digest[:len(hash_prefix)] != hash_prefix:
                raise RuntimeError(
                    'invalid hash value (expected "{}", got "{}")'.format(
                        hash_prefix, digest))
        shutil.move(f.name, dst)
    finally:
        f.close()
        if os.path.exists(f.name):
            os.remove(f.name)


def download_url(url, root, filename=None, md5=None):
    """Download a file from a url and place it in root.

    Args:
        url (str): URL to download file from.
        root (str): Directory to place downloaded file in.
        filename (str | None): Name to save the file under.
            If filename is None, use the basename of the URL.
        md5 (str | None): MD5 checksum of the download.
            If md5 is None, download without md5 check.
    """
    root = os.path.expanduser(root)
    if not filename:
        filename = os.path.basename(url)
    fpath = os.path.join(root, filename)

    os.makedirs(root, exist_ok=True)

    if check_integrity(fpath, md5):
        print(f'Using downloaded and verified file: {fpath}')
    else:
        try:
            print(f'Downloading {url} to {fpath}')
            download_url_to_file(url, fpath)
        except (urllib.error.URLError, IOError) as e:
            if url[:5] == 'https':
                url = url.replace('https:', 'http:')
                print('Failed download. Trying https -> http instead.'
                      f' Downloading {url} to {fpath}')
                download_url_to_file(url, fpath)
            else:
                raise e
        # check integrity of downloaded file
        if not check_integrity(fpath, md5):
            raise RuntimeError('File not found or corrupted.')


def _is_tarxz(filename):
    return filename.endswith('.tar.xz')


def _is_tar(filename):
    return filename.endswith('.tar')


def _is_targz(filename):
    return filename.endswith('.tar.gz')


def _is_tgz(filename):
    return filename.endswith('.tgz')


def _is_gzip(filename):
    return filename.endswith('.gz') and not filename.endswith('.tar.gz')


def _is_zip(filename):
    return filename.endswith('.zip')


def extract_archive(from_path, to_path=None, remove_finished=False):
    if to_path is None:
        to_path = os.path.dirname(from_path)

    if _is_tar(from_path):
        with tarfile.open(from_path, 'r') as tar:
            tar.extractall(path=to_path)
    elif _is_targz(from_path) or _is_tgz(from_path):
        with tarfile.open(from_path, 'r:gz') as tar:
            tar.extractall(path=to_path)
    elif _is_tarxz(from_path):
        with tarfile.open(from_path, 'r:xz') as tar:
            tar.extractall(path=to_path)
    elif _is_gzip(from_path):
        to_path = os.path.join(
            to_path,
            os.path.splitext(os.path.basename(from_path))[0])
        with open(to_path, 'wb') as out_f, gzip.GzipFile(from_path) as zip_f:
            out_f.write(zip_f.read())
    elif _is_zip(from_path):
        with zipfile.ZipFile(from_path, 'r') as z:
            z.extractall(to_path)
    else:
        raise ValueError(f'Extraction of {from_path} not supported')

    if remove_finished:
        os.remove(from_path)


def download_and_extract_archive(url,
                                 download_root,
                                 extract_root=None,
                                 filename=None,
                                 md5=None,
                                 remove_finished=False):
    download_root = os.path.expanduser(download_root)
    if extract_root is None:
        extract_root = download_root
    if not filename:
        filename = os.path.basename(url)

    download_url(url, download_root, filename, md5)

    archive = os.path.join(download_root, filename)
    print(f'Extracting {archive} to {extract_root}')
    extract_archive(archive, extract_root, remove_finished)


def open_maybe_compressed_file(path: str):
    """Return a file object that possibly decompresses 'path' on the fly.

    Decompression occurs when argument `path` is a string and ends with '.gz'
    or '.xz'.
    """
    if not isinstance(path, str):
        return path
    if path.endswith('.gz'):
        import gzip
        return gzip.open(path, 'rb')
    if path.endswith('.xz'):
        import lzma
        return lzma.open(path, 'rb')
    return open(path, 'rb')