# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.

import torch.utils.data as data
from PIL import Image
import os

IMG_EXTENSIONS = [
    ".jpg",
    ".JPG",
    ".jpeg",
    ".JPEG",
    ".png",
    ".PNG",
    ".ppm",
    ".PPM",
    ".bmp",
    ".BMP",
    ".tiff",
    ".webp",
]


def is_image_file(filename):
    return any(filename.endswith(extension) for extension in IMG_EXTENSIONS)


def make_dataset_rec(dir, images):
    assert os.path.isdir(dir), "%s is not a valid directory" % dir

    for root, dnames, fnames in sorted(os.walk(dir, followlinks=True)):
        for fname in fnames:
            if is_image_file(fname):
                path = os.path.join(root, fname)
                images.append(path)


def make_dataset(dir, recursive=False, read_cache=False, write_cache=False):
    images = []

    if read_cache:
        possible_filelist = os.path.join(dir, "files.list")
        if os.path.isfile(possible_filelist):
            with open(possible_filelist, "r") as f:
                images = f.read().splitlines()
                return images

    if recursive:
        make_dataset_rec(dir, images)
    else:
        assert os.path.isdir(dir) or os.path.islink(dir), "%s is not a valid directory" % dir

        for root, dnames, fnames in sorted(os.walk(dir)):
            for fname in fnames:
                if is_image_file(fname):
                    path = os.path.join(root, fname)
                    images.append(path)

    if write_cache:
        filelist_cache = os.path.join(dir, "files.list")
        with open(filelist_cache, "w") as f:
            for path in images:
                f.write("%s\n" % path)
            print("wrote filelist cache at %s" % filelist_cache)

    return images


def default_loader(path):
    return Image.open(path).convert("RGB")


class ImageFolder(data.Dataset):
    def __init__(self, root, transform=None, return_paths=False, loader=default_loader):
        imgs = make_dataset(root)
        if len(imgs) == 0:
            raise (
                RuntimeError(
                    "Found 0 images in: " + root + "\n"
                    "Supported image extensions are: " + ",".join(IMG_EXTENSIONS)
                )
            )

        self.root = root
        self.imgs = imgs
        self.transform = transform
        self.return_paths = return_paths
        self.loader = loader

    def __getitem__(self, index):
        path = self.imgs[index]
        img = self.loader(path)
        if self.transform is not None:
            img = self.transform(img)
        if self.return_paths:
            return img, path
        else:
            return img

    def __len__(self):
        return len(self.imgs)