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from huggingface_hub import hf_hub_download
from fastai.vision.all import *
from fastai.learner import load_learner
import os
import os.path as op
import pickle
from contextlib import contextmanager
import pathlib
@contextmanager
def set_posix_windows():
posix_backup = pathlib.PosixPath
try:
pathlib.PosixPath = pathlib.WindowsPath
yield
finally:
pathlib.PosixPath = posix_backup
HOME_DIR = os.getcwd()
DATA_DIR = op.join(HOME_DIR, 'data')
MODELS_DIR = op.join(HOME_DIR,'models')
def load_model():
with set_posix_windows():
learn = load_learner(op.join(MODELS_DIR, "vit_tiny_patch16_224_2.pkl"))
return learn
# learn = load_learner(op.join(MODELS_DIR, "vit_tiny_patch16_224_2.pkl"))
def load_image(image_name):
img = op.join(DATA_DIR, image_name)
return img
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