Jonathan-Adly

The core idea in simple terms in the ColPali paper implementation of late-interaction is:

• We have query embeddings: an array with n vectors, each of size 128 (floats).

• We have document embeddings: an array with 1038 vectors, each of size 128 (floats).

• For each query vector (n), we find the most similar document vector by computing the dot product. Here is simple code for straight-forward dot product similarity.

import numpy as np

Jonathan-Adly

git clone <repo> # downloads the repo
sudo apt update && sudo apt upgrade -y #updates system packages
sudo apt install docker.io -y #installs docker
sudo usermod -aG docker $USER #you can use docker without sudo
newgrp docker #enact changes without restarting
sudo curl -L https://github.com/docker/compose/releases/latest/download/docker-compose-$(uname -s)-$(uname -m) -o /usr/local/bin/docker-compose # install docker-compose
sudo chmod +x /usr/local/bin/docker-compose #give permission to docker-compose
sudo systemctl enable docker #always start docker on start
cd <repo>
docker-compose up -d --build #if port is open via firewall, you can now access the app at <ip>:<port>

Jonathan-Adly

<p> Hello, world </p>

Jonathan-Adly

// Implements a dictionary's functionality

#include <stdbool.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <strings.h>
#include <ctype.h>

#include "dictionary.h"

Jonathan-Adly

#include "helpers.h"
#include <math.h>

// Convert image to grayscale
void grayscale(int height, int width, RGBTRIPLE image[height][width])
{
    float rgbgray_scale; 
    for (int i = 0; i < width; i++) //itirate over width
    {
        for (int j = 0; j < height; j++) //itirate over height

Jonathan-Adly

#include <cs50.h>
#include <stdio.h>
#include <string.h>

// Max number of candidates
#define MAX 9

// Candidates have name and vote count
typedef struct
{

Jonathan-Adly

#include <stdio.h>
#include <ctype.h>
#include <cs50.h>
#include <stdlib.h>
#include <string.h>

int main(int argc, string argv[])
{
    if (argc == 2)  // needs a character to start, else return error message 
    {

Jonathan-Adly

#include <stdio.h>
#include <cs50.h>
#include <math.h>

int main(void)
{
    float co; //co is a float
    
    do 
    {