function removeElement(nums: number[], val: number): number {
    let zeroStartIndex = 0;
    for(let i = 0; i < nums.length; i++) {
        if(nums[i] !== val) {
            nums[zeroStartIndex] = nums[i];
            zeroStartIndex++;
        }
    }
    return zeroStartIndex;
};

// This function takes a matrix and outputs 4 equal size submatrices, starting from top left going to bottom right.
const split = (matrix: number[][]): number[][][] => {
	const n: number = matrix.length
	const mid: number = n/2 
	
	const C11: number[][] = new Array<Array<number>> // first n/2 rows intersection first n/2 columms
	const C12: number[][] = new Array<Array<number>> // first n/2 rows intersection last n/2 columns
	const C21: number[][] = new Array<Array<number>> // last n/2 rows intersection first n/2 columns
	const C22: number[][] = new Array<Array<number>> // last n/2 rows intersection last n/2 columns

	for(let i: number = 0; i < mid; i++) {
	C11.push([])
	C12.push([])
	
	for (let j: number = 0; j < mid; j++) {
	C11[i].push(matrix[i][j])
	}

	for (let j: number = mid; j < n; j++) {
	C12[i].push(matrix[i][j])
	}
	}

	for(let i: number = 0; i < mid; i++) {
	C21.push([])
	C22.push([])
	
	for (let j: number = 0; j < mid; j++) {
	C21[i].push(matrix[i+mid][j])
	}

	for (let j: number = mid; j < n; j++) {
	C22[i].push(matrix[i+mid][j])
	}
	}

	return [C11, C12, C21, C22]
}


// This function takes 4 matrices, in order from top left to bottom right, and combines them into one matrix
const combine = (A: number[][], B: number[][], C: number[][], D: number[][]): number[][] => {

	const n: number = A.length*2
	const combo: number[][] = new Array<Array<number>>

	// Populate combo with temporary 0s
	for(let i: number = 0; i < A.length; i++) {
	combo.push([])

	for (let j: number = 0; j < A.length; j++) {
	combo[i].push(A[i][j])
	}

	for (let j: number = A.length; j < n; j++) {
	combo[i].push(B[i][j-A.length])
	}
	}

	for(let i: number = A.length; i < n; i++) {
	combo.push([])

	for (let j: number = 0; j < A.length; j++) {
	combo[i].push(C[i-A.length][j])
	}

	for (let j: number = A.length; j < n; j++) {
	combo[i].push(D[i-A.length][j-A.length])
	}
	}
	
	return combo
}

// Basic matrix addition function
const matrix_add = (A: number[][], B: number[][]): number[][] => {
	const matrix_sum: number[][] = [[]]
	const n: number = A.length

	for(let i: number = 0; i < n; i++) {
	matrix_sum[i] = []
	for (let j: number = 0; j < n; j++) {
	matrix_sum[i][j] = A[i][j] + B[i][j]
	}
	}
	
	return matrix_sum
}


// Basic matrix subtraction function
const matrix_subtract = (A: number[][], B: number[][]): number[][] => {
	const matrix_diff: number[][] = [[]]
	const n: number = A.length

	for(let i: number = 0; i < n; i++) {
	matrix_diff[i] = []
	for (let j: number = 0; j < n; j++) {
	matrix_diff[i][j] = A[i][j] - B[i][j]
	}
	}
	
	return matrix_diff
}

const strassen = (A: number[][], B: number[][]): number[][] => {
	const n: number = A.length
	var C: number[][] = [[]]

	// Populate C with temporary 0s
	for(let i: number = 0; i < n; i++) {
	C[i] = []
	for (let j: number = 0; j < n; j++) {
	C[i][j] = 0
	}
	}

	// Once the matrices reach a small enough size, compute using the brute force method
	if (n <= 2) {
	for (let i: number = 0; i < n; i++) {
	for (let j: number = 0; j < n; j++) {
	for (let z: number = 0; z < n; z++) {
	C[i][j] = C[i][j] + (A[i][z]*B[z][j])
	}
	}
	}
	return C
	}

	// Create independent variables from function that returns an array with array destructuring.
	const [a, b, c, d] = split(A)
	const [e, f, g, h] = split(B)

	// Using Strassen's method to calculate 1 less product
	const p1: number[][] = strassen(matrix_add(a, d), matrix_add(e,h))
	const p2: number[][] = strassen(d, matrix_subtract(g, e))
	const p3: number[][] = strassen(matrix_add(a, b), h)
	const p4: number[][] = strassen(matrix_subtract(b, d), matrix_add(g, h))
	const p5: number[][] = strassen(a, matrix_subtract(f, h))
	const p6: number[][] = strassen(matrix_add(c, d), e)
	const p7: number[][] = strassen(matrix_subtract(a, c), matrix_add(e, f))

	const C11: number[][] = matrix_add(matrix_subtract(matrix_add(p1, p2), p3), p4)
	const C12: number[][] = matrix_add(p5, p3)
	const C21: number[][] = matrix_add(p6, p2)
	const C22: number[][] = matrix_subtract(matrix_subtract(matrix_add(p5, p1), p6), p7)

	C = combine(C11, C12, C21, C22)

	return C
}

const M1: number[][] = [[1,3],[7,5]]
const M2: number[][] = [[6,8],[4,2]]

const M_Product: number[][] = strassen(M1, M2)

console.log("Matrix 1:")
console.log(M1)
console.log("Matrix 2:")
console.log(M2)
console.log("Product: ")
console.log(M_Product)

class DFS
{
   public dfs(G: DFSGraph, startVert: number)
   {
       let visited: boolean[] = Array<boolean>();
       // Pre-populate array:
       for(let i = 0; i < G.size; i++)
       {
           visited.push(false);
       }

       let s: number[] = new Array();

       visited[startVert] = true;

       s.push(startVert);

       while(s.length > 0)
       {
           const v = s.pop();
           for(let adjV of G.adj[v])
           {
               if(!visited[adjV])
               {
                   visited[adjV] = true;
                   s.push(adjV);
               }
           }
       }
   }

   public dfsRecursive(G: DFSGraph, startVert: number)
   {
       let visited: boolean[] = Array<boolean>();
       // Pre-populate array:
       for(let i = 0; i < G.size; i++)
       {
           visited.push(false);
       }
       this.dfsAux(G, startVert, visited);
   }

   private dfsAux(G: DFSGraph, v: number, visited: boolean[])
   {
       visited[v] = true;
       for(let adjV of G.adj[v])
       {
           if(!visited[adjV])
           {
               // this.foo(); // Something can happen before the visit.
               this.dfsAux(G, adjV, visited);
               // this.bar(); // Something can happen after the visit.
           }
       }
   }
}

import { useState, useEffect, useRef } from "react";
// Usage
function App() {
  // State value and setter for our example
  const [count, setCount] = useState(0);
  // Get the previous value (was passed into hook on last render)
  const prevCount = usePrevious(count);
  // Display both current and previous count value
  return (
    <div>
      <h1>
        Now: {count}, before: {prevCount}
      </h1>
      <button onClick={() => setCount(count + 1)}>Increment</button>
    </div>
  );
}
// Hook
function usePrevious(value) {
  // The ref object is a generic container whose current property is mutable ...
  // ... and can hold any value, similar to an instance property on a class
  const ref = useRef();
  // Store current value in ref
  useEffect(() => {
    ref.current = value;
  }, [value]); // Only re-run if value changes
  // Return previous value (happens before update in useEffect above)
  return ref.current;
}

//Retries maxRetries number of times, meaning that if you have 0, then it'll run the function once.
async function retryPromise<T>(
  promiseFn: () => Promise<T>, 
  maxRetries = 3, 
  delayOffset = 0, 
  delayRandomRange = 0
): Promise<T> {

  return new Promise<T>((resolve, reject) => {
    promiseFn()
      .then(resolve, (error: any) => { //On error
        if (maxRetries <= 0) {
          return reject(error);
        } else {
          if(delayRandomRange * Math.random() + delayOffset < 1.0){
            return retryPromise(promiseFn, maxRetries - 1, delayOffset, delayRandomRange).then(resolve, reject);
          }else{
            return new Promise<T>((resolveTwo, rejectTwo) => {
              setTimeout(() => {
                return retryPromise(promiseFn, maxRetries - 1, delayOffset, delayRandomRange).then(resolveTwo, rejectTwo);
              }, delayRandomRange * Math.random() + delayOffset);
            }).then(resolve, reject);
          }
        }
      });
  });
}

//Returns a function that will fail numTimes times, then will return aValue
function functionThatReturnsAFunctionThatFailsACoupleTimes(numTimes: number, aValue: any): () => Promise<any> {
  return async function(){
    if(numTimes == 0){
      return aValue;
    }
    numTimes--;
    throw false;
  };
}

const SMALL_NUMBER = 10;

function testTest(failNumberOfTimes: number){

  let functionThatFailsACoupleTimes = functionThatReturnsAFunctionThatFailsACoupleTimes(failNumberOfTimes, true);

  //Test my test
  for(let i = 0; i < (failNumberOfTimes * 2); ++i){
    function evalTest(val: any){
      let testTestFailedReason = "";
      if(val === undefined){
        testTestFailedReason = "Test test returned undefined for some reason.";
      }
      if((i + 1) > failNumberOfTimes){
        if(val === true){
          //We're good
        }else{
          testTestFailedReason = "Test test didn't return true when it should have.";
        }
      }else{
        if(val === false){
          //We're good
        }else{
          testTestFailedReason = "Test test didn't return false when it should have.";
        }
      }
      testTestFailedReason = testTestFailedReason || "Test test passed test case";
      console.log(testTestFailedReason, "at index", i, "where the function returned", val);
    }
    functionThatFailsACoupleTimes().then(evalTest, evalTest)
  };
}

testTest(SMALL_NUMBER);

let testCaseCounter = 1;

const throwsNoError = [
  (val: any) => {
    if(val == true){
      console.log("Passed test case " + testCaseCounter++);
    }else{
      console.error("Unexpected return value", val);
    }
  },
  () => {
    console.error("It wasn't supposed to fail!")
  }
]

const throwsError = [
  (val: any) => {
    console.error("It wasn't supposed to succeed!", val);
  },
  (val: any) => {
    if(val == false){
      console.log("Passed test case " + testCaseCounter++);
    }else{
      console.error("Unexpected return value", val);
    }
  }
];

//Runs SMALL_NUMBER times, because SMALL_NUMBER - 1 is the number of retries after the first one
let functionThatFailsACoupleTimes = functionThatReturnsAFunctionThatFailsACoupleTimes(SMALL_NUMBER - 1, true);

retryPromise(functionThatFailsACoupleTimes, SMALL_NUMBER - 1).then(...throwsNoError)

functionThatFailsACoupleTimes = functionThatReturnsAFunctionThatFailsACoupleTimes(SMALL_NUMBER - 1, true);

//Runs SMALL_NUMBER - 1 times, because SMALL_NUMBER - 2 is the number of retries after the first one
retryPromise(functionThatFailsACoupleTimes, SMALL_NUMBER - 2).then(...throwsError)

//Testing the delay. You'll have to wait a bit too.

functionThatFailsACoupleTimes = functionThatReturnsAFunctionThatFailsACoupleTimes(SMALL_NUMBER - 1, true);

//Runs SMALL_NUMBER times, because SMALL_NUMBER - 1 is the number of retries after the first one
retryPromise(functionThatFailsACoupleTimes, SMALL_NUMBER - 1, 500, 500).then(...throwsNoError)

functionThatFailsACoupleTimes = functionThatReturnsAFunctionThatFailsACoupleTimes(SMALL_NUMBER - 1, true);

//Runs SMALL_NUMBER - 1 times, because SMALL_NUMBER - 2 is the number of retries after the first one
retryPromise(functionThatFailsACoupleTimes, SMALL_NUMBER - 2, 500, 500).then(...throwsError)

function binarySearch(nums: number[], target: number): number {
    let left = 0;
    let right = nums.length - 1;

    while (left <= right) {
        const mid = left + Math.floor((right - left) / 2);

        if (nums[mid] === target) {
            return mid;
        } else if (nums[mid] < target) {
            left = mid + 1;
        } else {
            right = mid - 1;
        }
    }

    return left;
}

function searchInsert(nums: number[], target: number): number {
    return binarySearch(nums, target);
};