o پi!@sdZddlZddlmZddlmZmZmZmZm Z m Z z ddlm Z dZ Wn e y1dZ Ynwz ddlmZdZWn e yGdZYnwz dd lmZdZWn e y]dZYnwz dd lmZdZWn e ysdZYnwd d lmZmZeeeeee d ZedddZeddddddZddZ            d%dedeededededededededeeded ed!ed"efd#d$ZdS)&zE Dataset Factory Hacked together by / Copyright 2021, Ross Wightman N)Optional)CIFAR100CIFAR10MNISTKMNIST FashionMNIST ImageFolder) Places365TF) INaturalist)QMNIST)ImageNet)IterableImageDataset ImageDataset)cifar10cifar100mnistkmnist fashion_mnist)traintraining)valvalid validationeval evaluationcs`|dd}tj|}tj|r|Sfdd}|tvr&|tS|tvr.|tS)N[rcs0|D]}tj|}tj|r|SqSN)ospathjoinexists)synstry_rootrootM/home/ubuntu/.local/lib/python3.10/site-packages/timm/data/dataset_factory.py_try2s  z_search_split.._try)splitrrr r!_TRAIN_SYNONYM _EVAL_SYNONYM)r&r* split_namer$r)r'r%r( _search_split+s  r.r*RGBnamer&r* search_split class_map load_bytes is_trainingdownload batch_size num_samplesseedrepeatsinput_img_modetrust_remote_codecKsdd|D}|}|dr|ddd}td+||d|}|tvr index mapping via text file or dict (Folder) load_bytes: Load data, return images as undecoded bytes (Folder) download: Download dataset if not present and supported (HFIDS, TFDS, Torch) is_training: Create dataset in train mode, this is different from the split. For Iterable / TDFS it enables shuffle, ignored for other datasets. (TFDS, WDS, HFIDS) batch_size: Batch size hint for iterable datasets (TFDS, WDS, HFIDS) seed: Seed for iterable datasets (TFDS, WDS, HFIDS) repeats: Dataset repeats per iteration i.e. epoch (TFDS, WDS, HFIDS) input_img_mode: Input image color conversion mode e.g. 'RGB', 'L' (folder, TFDS, WDS, HFDS, HFIDS) trust_remote_code: Trust remote code in Hugging Face Datasets if True (HFDS, HFIDS) **kwargs: Other args to pass through to underlying Dataset and/or Reader classes Returns: Dataset object cSsi|] \}}|dur||qSrr').0kvr'r'r( psz"create_dataset..ztorch//)r&r6r inaturalistinatz@Please update to PyTorch 1.10, torchvision 0.11+ for Inaturalistfullr r_ 2021_train 2021_valid)version target_type places365zGPlease update to a newer PyTorch and torchvision for Places365 dataset.ztrain-standardrr*qmnistzDPlease update to a newer PyTorch and torchvision for QMNIST dataset.imagenetr6zFPlease update to a newer PyTorch and torchvision for ImageNet dataset. image_folderfolderFzUnknown torchvision dataset zhfds/)readerr*r3r;r<zhfids/) rQr*r3r5r6r7r8r:r9r;r<ztfds/) rQr*r3r5r6r7r8r:r9r;zwds/) rQr*r3r5r7r8r:r9r;)rQr3r4r;Nr')itemslower startswithr*dict_TORCH_BASIC_DSr+has_inaturalistlenr,r has_places365r has_qmnistr pop has_imagenetr rrisdirr.rrr)r1r&r*r2r3r4r5r6r7r8r9r:r;r<kwargs torch_kwargsds_class use_traindsrK split_splitr'r'r(create_dataset?s1 n    ` Y U  O I C  9  )   rd) NrTNFFFr Nr/rr0F) __doc__rtypingrtorchvision.datasetsrrrrrrr rY ImportErrorr rWr rZr r\datasetrrrUrVr+r,r.strboolintrdr'r'r'r(s