Jeremy Howard jph00

All of the python 3.9 standard library

(Too big for a single gist, so see first reply for the rest)

	<body>
	<h1>Claire's Number Line</h1>
	<table>
	<thead>
	<tr>
	<th style="text-align:left">     ones<br/>tens</th>
	<th style="background-color:hsla(284, 84%, 59%, 1)">0</th>
	<th style="background-color:hsla(347, 87%, 78%, 1)">1</th>
	<th style="background-color:hsla(46, 100%, 79%, 1)">2</th>
	<th style="background-color:hsla(166, 70%, 84%, 1)">3</th>

	from fastcore.all import *
	from typing import _SpecialForm,_GenericAlias,Optional,Union

	@patch
	def __instancecheck__(self:_SpecialForm, typs): return isinstance(self, typs)
	@patch(cls_method=True)
	def __subclasscheck__(self:_SpecialForm, cls): return type.__subclasscheck__(self, cls)
	@patch
	def __subclasscheck__(self:_GenericAlias, cls):
	return issubclass(cls.__origin__ if isinstance(cls, _GenericAlias) else cls, self.__origin__)

	# I added all the imports by hand
	import torch
	from torchvision.datasets import ImageFolder
	from torchvision import transforms,models
	from torch import nn,optim

	# For all functions including this one, I wrote the name and docstring, and sometimes also the param names
	def finetune(folder, model):
	"""fine tune pytorch model using images from folder and report results on validation set"""
	if not os.path.exists(folder): raise ValueError(f"{folder} does not exist")