SubhadityaMukherjee

learn.fine_tune(1, wd=0.5)
learn.export("model.pkl") # Save the model

SubhadityaMukherjee

learn = vision_learner(dls,
                resnet18, #architecture
                loss_func=LabelSmoothingCrossEntropy(), #loss function/objective
                opt_func=partial(OptimWrapper, opt=torch.optim.AdamW), # Optimizer
                metrics=[accuracy, error_rate],
                cbs=[MixUp]).to_fp16() #callbacks, mixed precision

SubhadityaMukherjee

dls.show_batch()

#How many categories of fruits do we have?
dls.c # no of categories

SubhadityaMukherjee

```py
import os
from fastai.vision.all import *
from fastai.vision.widgets import *

# Set the base directory where Kaggle saves its data. Change this if you are on your machine.
root_dir = "../input/fruits/fruits-360_dataset/fruits-360/Training"
```

SubhadityaMukherjee

path = Path(root_dir) # base path
fields = DataBlock(
    blocks=(ImageBlock, CategoryBlock),
    get_items=get_image_files,
    get_y=get_parent_name,
    splitter=RandomSplitter(valid_pct=0.2, seed=42),
    item_tfms=RandomResizedCrop(64, min_scale=0.5),
    batch_tfms=aug_transforms(),
)
dls = fields.dataloaders(path)

SubhadityaMukherjee

def get_parent_name(x): 
    return x.parent.name

SubhadityaMukherjee

list_of_orgs = [
]  # Enter a list of organizations you created
"""
eg: list_of_orgs = [
    "backups", "image-process", "old-codes"
]
"""
sites = ''' 
'''  # A comma separated list of repository names
#eg : algos, dsa, theylia, zeus

SubhadityaMukherjee

for i, site in tqdm(enumerate(sites.split(",")), total=len(sites.split(","))):
    site = f"https://github.com/{user_name}/{site}"
    repo_name = str(site).split("/")[-1].strip()
    # Go to site
    browser.get(site+"/settings")
    # Choose organization
    puts = to_put[i]
    if puts == "D":
        browser.find_element_by_xpath(
            '//*[@id="options_bucket"]/div[10]/ul/li[4]/details/summary').click()

SubhadityaMukherjee

sites = sites.replace(" ", "")  # Just make sure it works
assert len(sites.split(",")) == len(to_put)
actions = ActionChains(browser) # Syntax for selenium to send a bunch of keypresses
browser.get('https://github.com/login')
time.sleep(1)
chain_actions(actions, [email, Keys.TAB, passw, Keys.TAB, Keys.ENTER])
time.sleep(1)

SubhadityaMukherjee

if browser.lower() == "chrome":
    from selenium.webdriver import Chrome
    from selenium.webdriver.chrome.options import Options
    opts = Options()
    browser = Chrome(options=opts)
elif browser.lower() == "firefox":
    from selenium.webdriver import Firefox
    from selenium.webdriver.firefox.options import Options
    opts = Options()
    browser = Firefox(options=opts)