Notes on line drawing on grid maps #

I'm not a fan of Bresenham's line drawing algorithm. I know, it's fast, and sometimes you want to complicate the code for speed. But these days, fast line drawing is going to be done by the graphics library. I only need line drawing for analyzing grid maps in my game. Line drawing performance isn't critical anymore for me, so I prefer using a much simpler algorithm. I decided to write up my notes about that.

I don't like that Bresenham's algorithm has separate cases for 8 octants. You can collapse some of these with a series of if statements, but I prefer interpolation, where there aren't different cases. I don't like that some presentations of Bresenham's algorithm handle only one octant and leave the rest as an exercise to the reader. I don't like that some implementations of Bresenham's swap the endpoints, which is fine for drawing lines, but not as good for game algorithms such as moving an arrow from the player's bow to the enemy orc.

I like that the linear interpolation algorithm reuses concepts that are useful for other parts of my games. I also like that the same line drawing algorithm works on 3d grids and hex grids. I like that interpolation as a concept can be extended to angles, times, spherical rotations, and other things. I like that linear interpolation leads to non-linear interpolation, often used for animation.

Interpolation is both more general and simpler than Bresenham's algorithm. I use it for lots of other things, so I use it for line drawing too, instead of using a different specialized algorithm for line drawing.


I wrote up my notes about line drawing using linear interpolation

What went right?

  1. Org-mode

    I've been trying out emacs org-mode for some of my smaller articles. It worked really well in this case. I used org-babel, which lets me embed source code along with the article text. For each block I can choose whether it gets output as javascript, in the html, or both. The code I present is the same code used to power the diagrams (for the most part).

    You can see the org-mode source here.

  2. Diagram class

    I wrote a small diagram class that let me turn on various optional features. I then instantiated it for each of the diagrams on the page, enabling different features for each.

    • All the diagrams show a grid.
    • Some diagrams show a single interpolation point, controlled through a number control on the page.
    • Some diagrams show many interpolation points. The number of points is either calculated automatically or controlled through a number control on the page.
    • Some diagrams show a "track" that contains the interpolation points
    • Some diagrams show draggable endpoints. In the end, all of them did, but during development I wasn't sure if I'd do that.

    I also have various hacks that aren't cleanly put into the diagram class. That's ok. I'm trying to make a pretty page, not make pretty code. I make pretty code only if it helps me make the pretty page more quickly. Unlike most software projects, there's not much maintenance over time, so that up-front investment usually doesn't pay off.

  3. Draggable numbers

    I have a draggable number library that I haven't shared yet, but I've used for a few unfinished projects. I used it here. It's like Bret Victor's Tangle but uses D3 instead of MooTools.

  4. Draggable markers

    I used draggable markers that I explained here and they worked pretty well.

What went wrong?

Scope creep was the biggest problem. It's just line drawing. I thought it'd be quick to write up. But I kept thinking of more things I wanted to add.

  1. Scope - algorithms

    My original plan was to explain two line drawing algorithms, but the more I worked on those, the more variants I started finding. I added the supercover line drawing, but I had several more I wanted to add when I realized … I should just stop and publish the article.

  2. Scope - topics

    As I got into interpolation for 2d grid lines, I realized that other aspects of interpolation are pretty cool too: non-linear interpolation (used in animation "tweens"), hex grid lines, 3d grid lines, interpolation in color space.

    I even had written interactive demos for interpolation in different color spaces, comparing RGB, HSL, HCL, Lab, but I ripped it all out when I realized I was going way outside the scope of the page.

  3. Scope - interactivity

    Bret Victor had talked about how the technology of the printing press led us to separate images and text, and we keep doing that on the web even though we don't use moveable type anymore. That made me wonder what kinds of things I'd like to do for explanations that break out of my standard format of text separated from diagrams.

    What first came to mind was what I do on paper: I make arrows that point from one thing to another thing, even if it's not in the same "box".

    I started implementing this, and was quite happy with what I had, but decided it wasn't worth the effort for this article. I ripped it out, and will try it again for another article. It was a neat effect that I don't see people using. Try mousing over this paragraph, and you'll see an arrow pointing back to the section heading:

In the end…

I needed this small project. I've been sort of stuck since September, so this got me going again. I often find that when I'm stuck, I need to do something simpler, and then work my way up again.

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Implementing draggable handles #

People ask me sometimes how I make my interactive tutorials. I'm going to write some “making of” articles to share the techniques I use.

For some of my projects I want the reader to drag something around on a diagram. I use the position to control some aspect of the diagram. The curved roads page uses this. I want an easy way to constrain the ways you can drag something, and I also want a way to transform the variable being controlled into a position on the screen. Here’s an example of the kinds of things I want to be able to do:

Read more…

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Touch events on the pathfinding pages #

(On this blog I'll sometimes go into the “making of” the game programming tutorials I post on my site.)

For my pathfinding pages I wanted to support "painting" on the map to make or erase walls. When you change the map, the pathfinding algorithm updates the paths. Here's how paint works:

Set up mousedown, mousemove, mouseup event handlers on all the tiles.

  1. When you press the mouse button, I toggle the tile you're pointing to.
  2. When you move the mouse, I set the tiles you pass over to match the tile you first clicked on.
  3. When you release the mouse, I stop tracking the mouse.

For example, if there are three tiles A B C and you are over A without a wall, then press the mouse button, I put a wall at A (toggle). If you then move the mouse over B, I make B a wall (set to whatever A has). And then if you release the mouse over C, I'll set C to a wall as well.

When I first published the Introduction to A* article two weeks ago, I still had an item on my bug list to fix map editing on a touch screen. I wasn't sure why it wasn't working. I figured the touch events touchstart, touchmove, touchend would map cleanly to mousedown, mousemove, mouseup. But they didn't. After some debugging, I figured out that the touchmove and touchend events get sent to the object that received the touchstart event. That means instead of seeing A.mousedown, A.mousemove, B.mousemove, C.mousemove, C.mouseup, I am seeing A.touchstart, A.touchmove, A.touchend. I don't receive events on B or C at all.

To fix this, for touch events I look up the x,y position of the touch and map that back onto a tile. This is sort of annoying, as I figure browsers already have a way to map pixel locations to SVG DOM objects, but I don't know how to harness that lookup. Fortunately, most of the diagrams are simple square grids, so the code to map pixels to grid locations is easy.

There are some more tweaks for the page to work well on touch screens, but it should mostly work now.

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Pathfinding on isometric grids #

People sometimes ask about pathfinding on isometric grids. This is the wrong way to look at it.

You're finding paths in the game world. Isometric is not part of the game world. Isometric is how you look at the game world. Consider the shortest path from New York to San Francisco. Does the shortest path depend on how you hold the map? No! The person looking at the map does not matter. The shortest path is the same no matter how you are looking at the map.

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New Introduction to A* page #

I've been working on updating my pathfinding articles with interactive diagrams. While doing so, I realized that I don't like the way I've presented information in my pathfinding articles. Instead of just updating them in-place, I'm writing new tutorials and will eventually figure out how to stitch everything together.

A big one I've been working on is the introduction to A*. I started writing these notes in 1997 and have updated them over the years. The past few months I've been working on a replacement for this page. The page compares Breadth First Search, Dijsktra's Algorithm, Greedy Best First Search, and A*. Differences from the old page:

  • All the diagrams are interactive (of course)
  • I mention non-grids a little more (still not enough)
  • I use contour lines to compare the algorithms (not sure if this will make sense to people)
  • I show working Python code for each of the algorithms
  • I have supplemental material that includes the helper functions and classes needed for the search algorithms
  • I give some guidance on which algorithm to use

There are lots of little things (smoother animations, touch screen support, better code highlighting, better contour line visualization) that remain, but I decided to publish it 90% complete instead of delaying it to polish all those little details. Take a look at the new introduction and let me know what you think. Is it understandable? Do the contour lines help? Is it enough to help you implement A* yourself?

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