Towards transformers

Basic Imports

import tiktoken

encoding = tiktoken.get_encoding("cl100k_base")

encoding.encode("Hello World! This is a simple notebook")

[9906, 4435, 0, 1115, 374, 264, 4382, 38266]

encoding.decode([9906, 4435, 0, 1115])

'Hello World! This'

ser = {}
n =20
for i in range(n**2):
    ser[i] = encoding.decode([i])

import pandas as pd

pd.DataFrame(pd.Series(ser).values.reshape(n,n))

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19
0	!	"	#	$	%	&	'	(	)	*	+	,	-	.	/	0	1	2	3	4
1	5	6	7	8	9	:	;	<	=	>	?	@	A	B	C	D	E	F	G	H
2	I	J	K	L	M	N	O	P	Q	R	S	T	U	V	W	X	Y	Z	[	\
3	]	^	_	`	a	b	c	d	e	f	g	h	i	j	k	l	m	n	o	p
4	q	r	s	t	u	v	w	x	y	z	{	|	}	~	�	�	�	�	�	�
5	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�
6	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�
7	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�
8	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�
9	�	�	�	�	�	�	�	�										\t	\n
10		\r														
11			�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�
12	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�	�			in	t
13		er		on	a	re	at	st	en	or	th	\n\n	c	le	s	it	an	ar	al	the
14	;\n	p	f	ou	=	is		ing	es	w	ion	ed	ic	b	d	et	m	o	\t\t	ro
15	as	el	ct	nd	in	h	ent	id	n	am		to	re	--	{	of	om	);\n	im	\r\n
16	(	il	//	and	ur	se	l	ex	S	ad	"	ch	ut	if	**	}	em	ol		th
17	)\n	{\n	g	ig	iv	,\n	ce	od	v	ate	T	ag	ay	*	ot	us	C	st	I	un
18	ul	ue	A	ow	'	ew	<	ation	()	for	ab	ort	um	ame	is	pe	tr	ck	�	y
19	ist	----	.\n\n	he	e	lo	M	be	ers	on	con	ap	ub	P		ass	int	>\n	ly	urn