Michael Tuttle tuttlem

I hereby claim:

I am tuttlem on github.
I am tuttlem (https://keybase.io/tuttlem) on keybase.
I have a public key whose fingerprint is 4E3E ED83 4041 0AAD 58FC B89C 692A EBE9 0953 9D86

To claim this, I am signing this object:

	from __future__ import annotations

	from dataclasses import dataclass
	from typing import (
	Any,
	Callable,
	Generic,
	Iterable,
	Iterator,
	Optional,

	import numpy as np

	# --- Utility functions ---

	def sigmoid(x):
	return 1 / (1 + np.exp(-x))

	def sigmoid_derivative(x):
	# Assumes x has already had sigmoid applied
	return x * (1 - x)


	import pygame
	import random
	import sys
	import math

	pygame.init()
	WIDTH, HEIGHT = 800, 600
	SCREEN = pygame.display.set_mode((WIDTH, HEIGHT))
	CLOCK = pygame.time.Clock()

	# mini_transformer.py
	# A friendly, didactic, CPU-first, decoder-only Transformer (GPT-style).
	# ---------------------------------------------------------------------
	# Dependencies:
	# torch
	# numpy
	#
	# How to run:
	# python mini_transformer.py
	#

	import java.awt.BorderLayout;
	import java.awt.Canvas;
	import java.awt.Color;
	import java.awt.Frame;
	import java.awt.Graphics2D;
	import java.awt.Toolkit;
	import java.awt.image.BufferStrategy;
	import java.util.Timer;
	import java.util.TimerTask;

	package org.test.customformat;

	import java.io.IOException;
	import java.util.*;

	import org.apache.hadoop.fs.Path;
	import org.apache.hadoop.conf.*;
	import org.apache.hadoop.io.*;
	import org.apache.hadoop.mapreduce.*;
	import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;

	#!/usr/bin/env python

	import sys
	import itertools
	from math import sqrt

	def read_input(file):
	for line in file:
	# ensure that the newline is taken out of the equation
	snums = line.replace('\n', '').split(',')