AI and Large Language Models like ChatGPT are a threat to your software engineering job

I’m sick and tired of my fellow tech-bros down playing AI. AI is an existential threat to software careers. It’s an existential threat, because it’s growing at such a rapid pace, and it already has led to numerous jobs being laid off.

If the pace of it’s growth continues, we could mathematically determine at what point it will be able to replace the human worker. We only need to have some metric of comparing the performance of a worker, to that of an AI. If we have those metrics, and if we assume that it’s growth is similar to that of the CPU, which has been consistently growing for several years, this should be concerning to everyone. https://en.wikipedia.org/wiki/Moore’s_law Moore’s law shows us the growth of CPUs. If AI is anything close to how the transistors work in Moore’s law, we should all be terrified, but for some reason, many people continue to downplay it.

A clear example of this is that Cisco laid off nearly 2,000 people, and cited that it was a “move towards AI.” https://www.msn.com/en-us/money/careers/cisco-axing-thousands-of-jobs-in-second-round-of-layoffs-amid-shift-to-ai-report/ar-AA1owTEm

It’s also already capable of writing code at a junior/mid level engineer. Therefore, I think that people who are down-playing the idea that AI is not a threat to tech jobs, are just grossly misled. https://www.pcmag.com/news/chatgpt-passes-google-coding-interview-for-level-3-engineer-with-183k-salary

I think it’s also important to think about the fact that downplaying AI will lead to less legislative oversight, and this directly benefits the companies who want to replace workers with AI.

I think it’s fair to assume that part of the downplay being perpetuated in the public is corporate propaganda so that legislators don’t take action to protect workers rights.

As of right now, the only jobs that I can think of that are protected from AI are physical jobs, or jobs that have some sort of certifying body that protects them. For example, union jobs, doctors which require a medical board approval, and lawyers who require a BAR approval.

Because of the aforementioned reasons, AI is a threat to software careers.

Leetcode 1768 – Merge Strings Alternatively

You are given two strings word1 and word2. Merge the strings by adding letters in alternating order, starting with word1. If a string is longer than the other, append the additional letters onto the end of the merged string.

Return the merged string.

Example 1:

Input: word1 = "abc", word2 = "pqr"
Output: "apbqcr"
Explanation: The merged string will be merged as so:
word1:  a   b   c
word2:    p   q   r
merged: a p b q c r

Example 2:

Input: word1 = "ab", word2 = "pqrs"
Output: "apbqrs"
Explanation: Notice that as word2 is longer, "rs" is appended to the end.
word1:  a   b 
word2:    p   q   r   s
merged: a p b q   r   s

Example 3:

Input: word1 = "abcd", word2 = "pq"
Output: "apbqcd"
Explanation: Notice that as word1 is longer, "cd" is appended to the end.
word1:  a   b   c   d
word2:    p   q 
merged: a p b q c   d

Constraints:

  • 1 <= word1.length, word2.length <= 100
  • word1 and word2 consist of lowercase English letters.

This was my solution:

class Solution:
    def mergeAlternately(self, word1: str, word2: str) -> str:
        letters = []
        for index, letter in enumerate(word1):
            letters.append(letter)
            try:
                letters.append(word2[index])
            except IndexError:
                pass
        
        word1_size = len(word1)
        if len(word2) > word1_size:
            l = list(word2[word1_size:])
            letters.extend(l)

        return ''.join(letters)

Leetcode 79 – Boggle Game / Word Search

https://leetcode.com/problems/word-search/

The link above is to the leetcode question. This problem set can be solved using backtracking and depth first search.

The first thing to do when trying to understand these leetcode problems is to actually understand the problem and understand what it is asking you to do. So in this question, you are being asked to find out if a word is found on the game board. However, there are some restrictions.

  1. The word must be constructed with sequentially adjacent cells
  2. The cells may only be horizontally adjacent or vertically adjacent
  3. You cannot use the same letter cell twice

So when we first think about this, we can think about the rule set. The third rule is a pretty big giveaway that we want to use a set. The set data structure allows you to only hold unique items.

The first and second rule first makes me think that we are going to be using back tracking. Why? Because it is a situation where we can think of the solution as using a state space tree. We can also apply a bounding function which would restrict the certain “nodes” that we can search for. this would be the adjacent cells. Some pseudo code could look like this:

x + 1, y
x - 1, y
x, y + 1
x, y - y

These would be our four conditions for the different directions. We would also need to check and ensure that we are not going out of bounds of the game board.

My final code solution was this:

def word_found_in_board(board: list[list[str]], word: str) -> bool:
    rows = len(board)
    columns = len(board[0])
    path = set()

    def dfs(row: str, column: str, index: int):
        if index == len(word):
            return True
        if row < 0 or column < 0 or row >= rows or column >= columns or word[index] != board[row][column] or (row, column) in path:
            return False
        
        path.add((row, column))
        result = dfs(row + 1, column, index + 1) or dfs(row - 1, column, index + 1) or dfs(row, column + 1, index + 1) or dfs(row, column - 1, index + 1)
        path.remove((row, column))
        return result
    for row in range(rows):
        for column in range(columns):
            if dfs(row, column, 0):
                return True
    return False

We get the length and width of the game board and call them “rows” and “columns”. Then we create a set called “path” which stores tuples. Each tuple is a row and column which meets the rules and requirements as stated above. Anything that meets the rules will be added to the “path” variable and then we recursively check each of the four adjacent positions.

What I’m currently reading

Over the last few weeks I found out that the company I work for is going to be sold over to Microsoft in a very large transaction. https://www.nytimes.com/2022/01/18/business/microsoft-activision-blizzard.html

I realized that if I’m going to become a Microsoft Engineer, I might as well start learning more about the windows ecosystem. So I picked up a copy of

As well as Programming Windows

Someone on stack overflow who is a principle engineer at Microsoft recommended these books to me. The programming windows book seems a bit boring for me, as it’s mostly about creating GUI applications. The Advanced Windows book is far more interesting as it goes over what Kernel Objects are and how windows creates different things like Threads, Files, etc. I highly recommend reading both of these if you want to get into windows programming. They seem to be the most comprehensive books I’ve found online.

Perforce for Git Users

This is a quick cheat sheet guide for git users trying to migrate over to perforce. It does not include an exhaustive list of commands, this is just a simple cheat sheet to get people started.

CommandGit Equivalent Perforce DocumentationNotes
p4 syncgit pull / git fetchhttps://www.perforce.com/manuals/cmdref/Content/CmdRef/p4_sync.html
p4 integrategit mergehttps://www.perforce.com/manuals/cmdref/Content/CmdRef/p4_integrate.html
p4 openedgit statushttps://www.perforce.com/manuals/cmdref/Content/CmdRef/p4_opened.htmlThe git status command isn’t a direct equivalent of p4 opened. However, p4 opened will show what files you have checked out that are not yet submitted.
p4 editgit checkouthttps://www.perforce.com/manuals/cmdref/Content/CmdRef/p4_edit.html#p4_editThe git checkout command is usually used for checking out a branch, there is no direct equivalent in git for p4 edit. All files in p4 must be “checked out” first before they can be checked in.
p4 submitgit push/git commithttps://www.perforce.com/manuals/cmdref/Content/CmdRef/p4_submit.html#p4_submitIn git you usually have to do a git commit command and then a push. In p4, it’s all in one command, and you submit a “changelist”

Leetcode 733 – FloodFill

class Solution:
    
    def fill(self, image: List[List[int]], sr: int, sc: int, starting_color: int, newColor: int) -> List[List[int]]:
        if sr < 0 or sc < 0 or sr >= len(image) or sc >= len(image[0]) or image[sr][sc] != starting_color:
            return
        image[sr][sc] = newColor
        self.fill(image, sr + 1, sc, starting_color, newColor)
        self.fill(image, sr - 1, sc, starting_color, newColor)
        self.fill(image, sr, sc + 1, starting_color, newColor)
        self.fill(image, sr, sc - 1, starting_color, newColor)
        
    
    def floodFill(self, image: List[List[int]], sr: int, sc: int, newColor: int) -> List[List[int]]:
        if image[sr][sc] == newColor:
            return image
        self.fill(image, sr, sc, image[sr][sc], newColor)
        return image

This is my solution for the flood fill problem in python.

https://leetcode.com/problems/flood-fill/

Perforce Commit Master Bash Script

So I was recently commissioned to do some work on writing up a perforce installation script and also a script to create backups to install from s3 tarballs. This is the end result of the bash script I created. There are some issues with regards to chmod permissions on the system. However, the script is fully functional.

Here is a list of commands:

./p4d_install.sh -c 1 – Uninstalls everything that the script had installed previously

./p4d_install.sh -r -b s3://bucket-url -p superuserpassword – Installs perforce from an s3 bucket tarball, it will grab the latest tarball and use this for installation.

./p4d_install.sh -p superuserpassword – will install perforce without a backup, clean installation

#!/bin/bash
: ' @Author Daniel Gleason
	@Email [email protected]
	@Script_Name p4d_install.sh
	@Date 12/11/2021

	-- Developer Notes --
	Most if not all of the permissions of the perforce files are owned by the perforce user
	Use sudo -u perforce CMD_LINE for most commands
	p4dctl commands:
	sudo -u perforce p4dctl stop master
	sudo -u perforce p4dctl start master
	sudo -u perforce p4dctl status master
'
set -e


# Prints error to stderr in red
function print_error {
	local RED='\033[0;31m'
	local NC='\033[0m'
	printf "${RED}$1${NC}\n" 1>&2;
}


# Prints out the usage of the script
function usage() {
	local usage="Usage: $0 [-r <1|0> restore_from_s3 number] [-k aws_access_key str] [-s aws_secret_key str] [-d aws_region str] [-b s3_bucket_path str] [-p perforce_password str] [-c <1|0> clean_install]";
	print_error $usage
	exit 1;
}


# Removes any potential installation residue from previous runs of the script
function clean() {
	sudo slay perforce 2> /dev/null
	sudo rm -rf /perforce
	sudo apt-get --purge remove helix-p4d -y
	sudo apt-get remove awscli -y
	sudo apt-get autoremove -y
	sudo rm /etc/perforce/p4dctl.conf.d/master.conf 2> /dev/null
	sudo userdel perforce -f 2> /dev/null
	sudo delgroup perforce 2> /dev/null
}


# Get inputs
while getopts "r:k:s:d:b:p:c:" flag; do
	case "${flag}" in
		r)
			export restore=${OPTARG}
			;;
		k)
			export AWS_ACCESS_KEY_ID=${OPTARG}
			;;
		s)
			export AWS_SECRET_ACCESS_KEY=${OPTARG}
			;;
		d)
			export AWS_DEFAULT_REGION=${OPTARG}
			;;
		b)
			export S3_BUCKET_PATH=${OPTARG}
			;;
		p)
			export PERFORCE_PASSWORD=${OPTARG}
			;;
		c)
			export CLEAN=1
			clean
			;;
		*)
			usage
			;;
	esac
done


function install_p4d() {
	local ubuntu_distro=`lsb_release --codename --short` # focal, xenial, etc
	wget -qO - https://package.perforce.com/perforce.pubkey | sudo apt-key add -
	sudo rm /etc/apt/sources.list.d/perforce.list 2> /dev/null # Delete perforce apt file if it already eixsts, ignore the error output.
	echo "deb http://package.perforce.com/apt/ubuntu $ubuntu_distro release" | sudo tee -a /etc/apt/sources.list.d/perforce.list
	sudo apt-get update
	sudo apt-get install helix-p4d -y
}


function configure_p4d() {
	sudo mkdir /perforce 2> /dev/null
	sudo /opt/perforce/sbin/configure-helix-p4d.sh -n master -p ssl:1666 -r /perforce -u perforce -P $PERFORCE_PASSWORD
	sudo chown -R perforce.perforce /perforce
	sudo usermod -aG perforce ubuntu # Add ubuntu user to perforce group
	sudo -u perforce mkdir /perforce/depots
	# All depot data will be located in /perforce/depots
	p4 configure set master#server.depot.root=/perforce/depots
	sudo chmod -R 777 /perforce/
	sudo chmod -R 770 /perforce/depots
}


# Just some sueful tools I like to use
function install_prerequisites() {
	sudo apt-get install awscli -y
	sudo apt-get install slay -y
	sudo apt-get install mlocate -y
}


# Produces credentials file in ~/.aws/credentials and config file in ~/.aws/config used by aws cli
function setup_aws_cli() {
	aws configure set aws_access_key_id $AWS_ACCESS_KEY_ID
	aws configure set aws_secret_access_key $AWS_SECRET_ACCESS_KEY
	aws configure set default.region $AWS_DEFAULT_REGION
}


function restore_from_s3_backup() {
	echo 'Restoring from s3 backup'
	sudo mkdir /perforce/backups 2> /dev/null
	sudo chown perforce.perforce /perforce/backups
	sudo -u perforce p4dctl stop master
	
	# Download from s3 into /perforce/backups/
	pushd /perforce/backups/
		local most_recent_checkpoint_s3=$(aws s3 ls $S3_BUCKET_PATH | sort | tail -n 1 | awk '{print $4}')
		local backup_dir=`pwd`
		sudo -u perforce aws s3 cp $S3_BUCKET_PATH/$most_recent_checkpoint_s3 .
		sudo -u perforce tar -xf $most_recent_checkpoint_s3
		sudo -u perforce rsync -a perforce/depots/ /perforce/depots/ # Move the depot files over
		
		# Get checkpoint file we just extracted from the tarball
		pushd perforce/backups/
			local most_recent_checkpoint_file=`ls -t master.ckp.*.gz | head -1`
		popd

		# Restore the checkpoint
		pushd /perforce/root/
			sudo rm -rf /perforce/root/db.*
			sudo -u perforce p4d -r . -jr $backup_dir/perforce/backups/$most_recent_checkpoint_file
		popd

		# Remove extracted files to keep things clean
		sudo rm -rf perforce/
	popd

	# Add P4PORT to /etc/perforce/p4dctl.conf.d/master.conf
	sudo sed -i '/P4SSLDIR\s.*=\s.*ssl/a \\tP4PORT=ssl:1666' /etc/perforce/p4dctl.conf.d/master.conf

	# Change permissions of db files
	sudo chmod -R 600 /perforce/root/db.*

	# Generate new ssl certs
	pushd /perforce/root/
		sudo chmod -R 0700 ssl/
		sudo rm ssl/privatekey.txt ssl/certificate.txt
		P4SSLDIR=ssl sudo -Eu perforce p4d -Gc
	popd
	
	# Start p4d
	sudo -u perforce p4dctl start master

	# Run p4 trust on the new server setup. 
	p4 trust -f -y
}


function main() {
	
	if [ ! $CLEAN ]
	then
		install_prerequisites
	fi

	if [ $PERFORCE_PASSWORD ]
	then
		install_p4d
		configure_p4d
	fi
	
	if [ $AWS_ACCESS_KEY_ID ] && [ $AWS_SECRET_ACCESS_KEY ] && [ $AWS_DEFAULT_REGION ]
	then
		setup_aws_cli
	fi

	if [ $restore ] && [ $restore -eq 1 ]
	then
		if [ $S3_BUCKET_PATH ]
		then
			echo Bucket Path: $S3_BUCKET_PATH
			restore_from_s3_backup
		else
			print_error "Error: restore flag must be 1 and s3_bucket_path must be set to restore from a backup."
			usage
		fi
	fi
}


main

This next script is used in conjunction with the script above to create backups. You can run this script on a cron task and it will create a tarball and create a new perforce checkpoint and upload it to s3. It does not have functionality to setup an aws cli configuration. You will need to do that yourself, or give the aws instance the permissions it needs. I also hard coded the s3 backup location, you will need to change this to a variable and use getopts or just change the hard coded path for the bucket url.

#!/bin/bash
: ' @Author Daniel Gleason
	@Email [email protected]
	@Script_Name create_backup.sh
	@Date 12/13/2021
'


function get_most_recent_checkpoint() {
    pushd /perforce/backups/ > /dev/null
        echo `ls -t master.ckp.*.gz | head -1`
    popd > /dev/null
}


function make_backup() {
    pushd /perforce > /dev/null
        mkdir backups 2> /dev/null
        sudo chown -R perforce.perforce backups/
        pushd backups/
            # Creates a checkpoint in /perforce/backups using the p4 database in /perforce/root and the journal in /perforce/root
            sudo -u perforce p4d -r /perforce/root -J /perforce/root/journal -z -jc `pwd`/master

            # Create tarball of depots and the checkpoint
            local backup_name="$(date +"%m.%d.%Y.%I.%M.%p")_backup.tar.gz"
            local most_recent_checkpoint=$(get_most_recent_checkpoint)
            sudo -u perforce tar -Ppzcf $backup_name /perforce/depots/ /perforce/backups/$most_recent_checkpoint
            aws s3 cp `pwd`/$backup_name " S3_LOCATION "
        popd > /dev/null
    popd > /dev/null
}


make_backup

How to sort all elements in an array such that all negative numbers are first, and then positive numbers.

    int ar[] = {-2,3,4,-5,6,9,-1,-5};
    int i = 0;
    int j = sizeof(ar) / sizeof(ar[0]) - 1;
    while(i <= j)
    {
        while(ar[i] < 0) { i++; }
        while(ar[j] >= 0) { j--; }

        if (i < j) {
            std::swap(ar[i], ar[j]);
        }
    }

So this code is pretty simple. First we are creating an array of numbers, some negative, some positive, not in any order. Second we determine two index values, one at the beginning of the array and one at the end of the array. Then, as long as the starting index is less than or equal to the ending index, we loop.

After this we basically find the two indices to swap. We do two while loops. While the element in ar[i] is less than 0, which means it’s negative, increase i by 1. We stop once ar[i] is not negative. Then we do another loop where ar[j] is greater than or equal to zero, which means it is positive, and we keep doing this until a number that is not positive is found.

Finally, we just swap the values once we have found one that is positive and one that is negative. The final if statement if (i < j) is to make sure that we don’t swap it incorrectly after i is incremented by 1.

This is just a simple leetcode style question I found the solution to so I wanted to share it. The time complexity should be O(N).

What is C K&R Syntax?

Okay I just want to start out and say that this is outdated. The only reason why I am posting about this is because I find the history of technology very interesting and I want to share what I’ve read up on.

Alright so, if you’re a programmer you’re probably aware of multiple types of syntax. With Python we have:

def MyFunction:
    print("Hello World")

MyFunction()

In Java we have:

public static void main(String[] args)
{
    Chicken();
}

void Chicken()
{
    System.out.println("Hello World");
}

In standard C/C++ we have:

int main(void)
{
    printf("Hello World");
    return 0;
}

But in the old days we had something called K & R syntax in C. It looked like this:

int Chicken(a, b, c)
int a;
float b;
char c;
{
   return 0;
}

What’s interesting about this is that some modern compilers still support this syntax but will scream at you and tell you to not do it. However there’s some important things to note here. Look at the following code block.

int Chicken(a,b,c)
int a;
int b;
{

}

If you notice, I never declared the data type for c. By default, the compiler will use integer data types for anything that is undeclared. So the entire concept behind K & R syntax is that you define the function name, and it’s inputs. Then, you define the types of inputs afterwards. It’s very different from what I was taught in university. I just wanted to share this. Hopefully someone finds this interesting. 🙂

isPalindrome(int n) – Leetcode question 9

https://leetcode.com/problems/palindrome-number/

So I was doing a few leetcode questions today. Honestly, I just found this one and it seemed interesting because it was easy, and it had multiple solutions to the problem. You could take multiple jabs at it from different angles. For example, you could simply do math operations on it and get the modulo of 10 of the number which would give you the last digit, or you could do string manipulation.

You could also create a stack and a queue of each value and do the modulo of 10 for each number and then compare the stack and queue values because of the FIFO/LIFO rules of these data structures. However, this is not only inefficient in time complexity, but also in space because we are creating two unnecessary data structures.

We could also just convert the number to a string and then compare each value from the ends, for example:

bool isPalindrome(int x) {
        string s = to_string(x);
        
        int len = s.size() - 1;
        int n = 0;
        
        while(n < len)
        {
            if (s[n] != s[len])
                return false;
            
            len--;
            n++;
        }
        
        return true;
    }

However, this solution is not very good either because we are converting the integer to a string, which I believe is an O(N) time complexity, because each character has to be individually converted to a number.

So I found another solution which basically takes advantage of how math works.

bool isPalindrome(int n)
{
    int original = n;
    
    int reversed = 0;
    
    while(n > 0)
    {
        reversed = reversed * 10 + n % 10;
        n /= 10;
    }
    
    if (original == reversed)
        return true;
    else
        return false;
}

This may not even be the most efficient solution as I may be ignorant on other mathematical concepts and how they work. However, given this, the math is simple. We know that n % 10 will give us the last digit in the number. So for example: 123 % 10 would give us 3.

Because we know this, we can simply loop through n, and say, while n is not 0, the reversed version of the number will be itself times 10 + the remainder (n % 10).

So given reversed = 0 for the first iteration of our loop, the math would be:
0 = 0 * 10 + 3

Obviously, this is assuming that n is 123. So after the first iteration, reversed will equate to 3. On the second iteration, after we divide x by 10, it would be:

3 = 3 * 10 + 2, which is 32, so reversed is now 32, which is obviously the first two digits in reverse of 123, it’s 32. If we do it again we will get the one. Let’s do it.

If we do n % 10 again, we get a remainder of 1, or our last digit. So then we take 32 = 32 * 10 + 1 which is 321. And there we go, we have the numbers in reverse. The last thing to do is to essentially check if the original value of n, is equal to this newly reversed value of n.

Return true if they are equal, return false otherwise.

Anyways, hopefully this helps other people who are trying to practice algorithms!