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  • Welcome to nature of code chapter 1,

  • [BELL DING]

  • Vectors.

  • So the purpose of this first video

  • is just to explain what a vector is.

  • What is a vector, as well as look

  • at what it means to use the concept of a vector with p5.js.

  • Now, if you watch some of the videos in the introduction

  • section, one of the examples I went through is a random walk.

  • In this example, I have two variables, x and y.

  • Together they make up a position in the canvas,

  • and then every cycle through draw, every frame of animation,

  • I pick a random number, 0, 1, 2, and 2,

  • and move it either to the right, the left, up, or down.

  • This is using vectors.

  • So the concept of a vector is something you're probably

  • using all the time in your programming

  • without realizing it, but maybe you're not actually

  • getting full power out of vectors

  • because you're not yet using p5.

  • vector.

  • That's really where I'm leading here, but let's zoom back out

  • and talk about what a vector is.

  • So first, let me use another term for you, scalar.

  • So scalar might sound like some scary math terminology that

  • seems unfamiliar to you, but this is actually

  • something you have definitely been using all along.

  • For example, here is an example of a scalar value, 6.

  • [GASP]

  • I've got another one for you.

  • 14, 0.319222.

  • [GASP]

  • That's my favorite scalar.

  • So a scalar is a numeric value.

  • A single value.

  • It is a magnitude.

  • So the concept here is something is

  • something that has a magnitude.

  • Examples of things that are scalar quantities

  • are like, oh, the length of this marker.

  • Maybe the surface area of this beautiful coding train

  • notebook.

  • How hot is it outside, whether it's

  • Fahrenheit or Celsius or Kelvin, that's a scalar quantity.

  • The distance between two points.

  • How far away in the world are you from me right now.

  • That's a scalar quantity.

  • Anything that you can measure as a single magnitude,

  • that is a scalar.

  • A vector, however, has not just magnitude, but also direction.

  • This is the idea of a vector.

  • It's a quantity, an entity that has both

  • a magnitude and a direction.

  • One thing that's important for me to say

  • is vectors can exist in many kinds of dimensional spaces.

  • Two dimensional spaces, three dimensional space,

  • four dimensional, five dimensional, six dimensional,

  • and you might have heard me say the term vector in other videos

  • that I've made maybe about machine learning and data,

  • but what I'm going to do in this series is constrain myself,

  • restrict myself to talking about vectors

  • in a two dimensional space.

  • This is because I am working with them in a p5.js canvas,

  • and that happens to be a two dimensional space.

  • You might choose, and I might do some examples that

  • look at vectors in three dimensions,

  • and in fact, p5 vectors do support three dimensions.

  • 3D graphics are a thing, but my focus

  • and trying to explain all of this and look at the math

  • will be sticking in two dimensions.

  • The typical way a vector is represented is by an arrow.

  • So let me return back to this random walk example,

  • and look at this.

  • I had an x and a y, and an x and y is moving randomly,

  • drawing its trail.

  • How could I think of that x and y as a vector.

  • Remember, I had two variables, x and y.

  • They represent a point in space, two dimensional space, x and y.

  • I could think of these-- this x and y

  • together as a vector that provides instructions

  • for how to get from the origin point, 0, 0, all the way

  • to that x and y.

  • So this is the idea of thinking in terms of vectors.

  • This entity, this vector has both a magnitude,

  • what is the magnitude?

  • It is the length of this arrow, and a direction.

  • What is the direction?

  • It's the way the arrow is pointing,

  • and I could think of that in different ways,

  • but one way of thinking about that

  • is as an angle, often represented

  • with the Greek letter, theta.

  • So I could think of a vector as the length of an arrow,

  • as well as what direction it's pointing as an angle

  • relative to the origin point.

  • Let me take a minute to redo this diagram in a more

  • traditional math way, because canvases

  • are a little strange in that the origin is in the top left

  • and that y points down.

  • But a more typical Cartesian plane, a two dimensional plane,

  • Cartesian name for René Descartes, the mathematician,

  • might have an x, y coordinate right here,

  • and I could represent the origin right here,

  • and I could draw an arrow between these two.

  • So conceptually, the vector has the magnitude,

  • which is this particular length, and the direction,

  • which represented by this angle relative

  • to the horizontal axis.

  • However, I am conflating a little bit

  • two concepts, which is this idea of a coordinate

  • or a position and a vector.

  • This idea of this vector itself, the concept of this vector

  • is just this arrow.

  • It doesn't represent any specific location

  • in two dimensional space.

  • It just represents instructions for how to get from one

  • position to another position, and in the case that

  • I'm talking about, those instructions are from

  • the origin to the position, x,y.

  • So in a moment, I'm going to start talking about velocity,

  • which is going to be used in our code to describe, well,

  • if this is my thing at this x,y, it's going to go here,

  • then it's going to go here, then it's going to go here,

  • then it's going to go here, I might have a bunch of velocity

  • vectors giving it a path.

  • This idea of the vector itself is really a concept

  • of the arrow, not the specific location,

  • but a position in a p5 sketch can be thought of as a vector

  • with instructions from how to get to the origin to that x,y

  • location itself.

  • And in that sense, it really is relative

  • because if I use the translate function

  • to move the origin around, that vector is

  • going to move around with that.

  • Oddly enough, even though I am starting this discussion

  • of about vectors, focusing on these core concepts, magnitude

  • and direction, the actual values stored

  • in the p5 vector object, which I really haven't shown yet

  • but I'm going to get to, are not the magnitude and direction,

  • but rather the components of a vector.

  • What do I mean by components?

  • Well, that I actually mean these this x and this y.

  • Because in fact, look at this arrow here.

  • I can make this into a little bit of a triangle,

  • and imagine the y equals 3, right?

  • The y value is 3, go up by 3, the x value

  • is 4, go across by 4.

  • x equals 4, y equals 3.

  • The data stored with the vector are actually

  • these numbers 4, 3, and I could choose to write them

  • in different ways.

  • I could say 4, 3, or I could write these are in brackets

  • and write 4, 3 like that.

  • So in many cases, more generically,

  • a vector is actually just a list of numbers,

  • it's a list of components, and if I were in two dimensions,

  • I would have two numbers.

  • Three dimensions, three numbers, four dimensions, four numbers,

  • et cetera, et cetera, and this again,

  • comes up more in machine learning and data science,

  • but in the concept of physics, I'm

  • really thinking about this two dimensional space

  • with just an x and a y.

  • And incidentally, I will ask you the question,

  • what is the magnitude of this vector?

  • Think about that for a second.

  • Maybe you've heard of in 3, 4, 5 triangle, right?

  • If one side of a right triangle with a 90 degree angle

  • is three, the other side is four,

  • the hypotenuse of that triangle is five.

  • So one of the things you'll discover

  • as I do more videos about different vector math

  • is a lot of the math with vectors,

  • particularly in two dimensional space, that is,

  • relates to trigonometry and all the same math associated

  • with right triangles.

  • Returning back to this random walker example,

  • we can look at it with a new outlook on life,

  • and that is vectors.

  • Instead of having-- and this is really

  • the first thing when you're starting

  • to program with p5 vector.

  • This is already using the concept of vectors in the way

  • that I described it to you, but I want to rewrite this now

  • with p5 vector.

  • Here is the reference page on the p5 website for p5.

  • vector.

  • Now, it's a little strange that there's this thing called p5.

  • vector, maybe I can return back to that

  • in a moment in a little bit.

  • But what I want to highlight for you is this right here.

  • Create vector.

  • The function, create vector, is what

  • makes an object in p5 that is a vector object a p5.

  • vector.

  • And when you create a vector, you

  • give it two values, an x and a y.

  • It also can optionally take a third for an x, y, z,

  • but again, I'm not making use of the third dimension right now.

  • So the first thing beyond all of the fun interesting new vector

  • math that I will explore is just replacing my old x, y

  • variables with one variable that is a p5 vector.

  • Going into the code, I'll comment this out,

  • and I will say--

  • I'm going to say pos for position,

  • and then here in setup, I'm going

  • to say position equals create vector,

  • and the x is width divided by 2, the y is height divided by 2.

  • I want to draw that point at pos.x and pos.y.

  • And while this code, this random walker code

  • is based on the core idea of a random walker that can only

  • go in four different directions, up, down, left,

  • and right, I want to instead simplify this and just

  • let x and y change by any random floating point number

  • between negative 1 and 1.

  • So to do that, I'll say pos.x equals pos.x plus

  • random negative 1, 1.

  • Same for y, and I'm going to run the sketch.

  • So step one of working with vectors in p5

  • is go and find something you once

  • made that had separate x and y variables,

  • and see if you could use create vector instead for them.

  • Yeah, go ahead.

  • Do that now.

  • I'll wait.

  • [CLOCK TICKING]

  • Step two, I would say is that I want

  • to start building a foundation for a physics engine.

  • Ultimately, through all of these chapter 1 videos

  • and chapter 2 videos, by the end of all of them,

  • I'm going to have a very rudimentary physics

  • engine that I can build a lot more projects on top of.

  • It will also serve as a foundation of knowledge

  • and understanding to use more sophisticated and robust

  • physics engines from other libraries.

  • That's the point of where this all is going,

  • but in order to do that, I want to make heavy use

  • of object-oriented programming.

  • So if you've never done object-oriented programming

  • before or worked with classes in JavaScript,

  • a class being a template for creating an object,

  • then I might refer you to go back to my beginner coding

  • videos, where there's a whole section

  • on object-oriented programming.

  • But for right now, just to recap that, I'm in a very quickly

  • create a walker object.

  • So instead of having a position variable that's

  • in the global space, I'm going to make a walker class

  • and create a walker object that is in the global space.

  • Also to keep things organized, and this is just my style,

  • I'm going to make a separate JavaScript file for walker.

  • Then I'll write it as a class with a constructor function

  • that will receive an x and y.

  • You will have one variable, a position.

  • What is the walker do?

  • It walks, so I could call that step or walk or update.

  • I'm going to use the name update,

  • I'm going to write a function, and I'm

  • going to grab the code that I have here, bring it into walker

  • js, and what am I missing?

  • [MUSIC PLAYING]

  • (SINGING) This dot, this dot, this dot, this dot, this dot.

  • Now that I have the position vector as part of the walker

  • class, I need to refer to the position

  • as this dot position, which at some point

  • is going to create some awkward looking longer winded code,

  • but we're going to live with that.

  • And then I think I'm going to have a show function

  • for drawing the walker.

  • I will grab this code that draws the point, this dot,

  • and now I have my walker class complete.

  • If the constructor creates a position vector,

  • the update function updates the x and y position,

  • and the show function draws the position.

  • Back into sketch, I'm going to make the variable now

  • called walker and setup call the constructor

  • with an initial position of 200, 200, and then in draw, update,

  • and I think I forgot the stroke in all of that

  • as part of the show function.

  • Put that back in, and now, whoops, what do I have wrong?

  • Oh, I forgot to reference walker.js in index of HTML.

  • And there we go.

  • I have exactly the same random walker.

  • So this brings me to the end of this first video about what

  • is a vector and using p5 vector in your code in your job script

  • code in p5.js.

  • But I have really barely scratched the surface.

  • I'm not doing anything other than thinking of this p5 vector

  • as a place to hold the x and y variable.

  • I really want to start thinking about this concept of a vector

  • more formally, and if I have a position represented

  • as a vector pointing from the origin

  • to the x, y location where I'm drawing something,

  • then couldn't that object that has that position also

  • have a velocity representing as an arrow that's

  • moving its current position to its next position

  • in my animation?

  • And maybe I could have also something

  • called an acceleration, which in the same way that velocity

  • is changing the position over time,

  • the acceleration is changing the velocity of time?

  • And I've heard about this thing called a force.

  • Maybe there's something like Newton's laws and physics

  • in motion and things that are at rest

  • and they stay at rest and all that stuff.

  • Could I somehow take this concept of a force.

  • Maybe you've heard of this equation force

  • equals mass times acceleration.

  • Could that play a role in how acceleration is calculated,

  • which changes velocity, which changes position,

  • and so these are the foundational elements

  • of a physics engine, and I am going to build all of those

  • slowly bit by bit, while talking about different mathematical

  • operations with vectors and that's

  • what you'll see in the next few videos and the next few videos

  • all throughout chapter 1 chapter 2.

  • So if you're interested, just keep on watching.

  • I don't know if they're there right now,

  • but when they're there, they'll be there,

  • and you can watch them.

  • I'm making them.

  • And these clothes are different clothes depending

  • which day I'm recording them.

  • Goodbye.

  • [MUSIC PLAYING]

Welcome to nature of code chapter 1,

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B1 中級

1.1 什麼是向量?- 代碼的性質 (1.1 What is a Vector? - The Nature of Code)

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    林宜悉 發佈於 2021 年 01 月 14 日
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