from fastai.vision import *

def get_ex(): return open_image('/home/condor/0039.jpeg')

get_ex()

def plots_f(rows, cols, width, height, **kwargs):
    [get_ex().apply_tfms(tfms[0], **kwargs).show(ax=ax) for i,ax in enumerate(plt.subplots(
        rows,cols,figsize=(width,height))[1].flatten())]

tfms = get_transforms(flip_vert=True,max_rotate=15,do_flip=False)
tfms[0]

[RandTransform(tfm=TfmCrop (crop_pad), kwargs={'row_pct': (0, 1), 'col_pct': (0, 1), 'padding_mode': 'reflection'}, p=1.0, resolved={}, do_run=True, is_random=True, use_on_y=True),
 RandTransform(tfm=TfmCoord (symmetric_warp), kwargs={'magnitude': (-0.2, 0.2)}, p=0.75, resolved={}, do_run=True, is_random=True, use_on_y=True),
 RandTransform(tfm=TfmAffine (rotate), kwargs={'degrees': (-15, 15)}, p=0.75, resolved={}, do_run=True, is_random=True, use_on_y=True),
 RandTransform(tfm=TfmAffine (zoom), kwargs={'scale': (1.0, 1.1), 'row_pct': (0, 1), 'col_pct': (0, 1)}, p=0.75, resolved={}, do_run=True, is_random=True, use_on_y=True),
 RandTransform(tfm=TfmLighting (brightness), kwargs={'change': (0.4, 0.6)}, p=0.75, resolved={}, do_run=True, is_random=True, use_on_y=True),
 RandTransform(tfm=TfmLighting (contrast), kwargs={'scale': (0.8, 1.25)}, p=0.75, resolved={}, do_run=True, is_random=True, use_on_y=True)]

plots_f(2,2,16,16)