Procedural generation from a single example by wave function collapse github.com/mxgmn/WaveFunc
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Maxim Gumin
@ExUtumno
Prince of probabilistic models, procgen messiah, tamer of Markov chains, the untrolled, necromancer of topics github.com/mxgmn
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I've never actually explained about DeBroglie/Tessera's path constraint, despite it being the most useful feature I've written.
Basically, it's an enhancement for #wavefunctioncollapse procedural generation that can for the generation to be globally connected.🧵
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Added different rooms to my dungeon generator.
The algorithm mostly relies on a find a replace routine.
I want to try house generation next.
Heavily inspired by work done by
#screenshotsaturday #gamedev #indiedev #indiegame #IndieGameDev #pixelart #voxels #raytracing
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My latest project, Cavern Collapse. A small procedural platformer using the Wave Function Collapse algorithm, featuring music by . Inspired by and .
#indiegames #proceduralgeneration #indiedev
Play it for free here:
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Working with #WaveFunctionCollapse again using a navmesh constraint to ensure all surfaces can be visited. Using some art from Thief 4 which works perfectly as it's all been built on a grid.
#procedural #procgen
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2D Wave function collapse with backtracking and freely adjustable socket rules, including exception tiles. Made with a free tile set from #madewithunity #gamedev
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Some ground breaking work from the creator of the wave function collapse algorithm. Some really cool ideas that go in completely new directions.
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I published a new project about combining rewrite rules and solving constraint problems made of rewrite rules github.com/mxgmn/MarkovJu
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🚂Wave Function Collapse Video!🚂 Coding the tiled model in ! 80 minute condensed version of ~9 hours of live streaming premiering with a live chat! Come and say hello!
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Did someone say Wave Function Collapse?? 
youtube.com/watch?v=rI_y2G
youtube.com/watch?v=rI_y2G1
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Here's a selection of mini-golf courses randomly generated using the Wavefunction Collapse algorithm. Even with a small tileset, the results are quite different each time.
#gamedev #indiegames #indiedev
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Guillaume Fiette wrote this MarkovJunior model that generates random islands! github.com/woldendans/MJ- I added it to the main repo.
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1. Generate stairy cycles with WFC
2. Drop columns from corners
3. Retract double columns and columns that touch ground or stairs
4. Grow windows between neighboring columns
5. Merge windows into bigger rectangles
6. Turn solo windows into walls
Project: github.com/mxgmn/MarkovJu
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On r/RoguelikeDev ExUtumno shared their MarkovJunior project, a "probabilistic programming language where programs are combinations of rewrite rules and inference is performed via constraint propagation"
Useful for map generation among other neat things: github.com/mxgmn/MarkovJu
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A probabilistic programming language that can be used for procedural content generation!
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I published a new project about combining rewrite rules and solving constraint problems made of rewrite rules github.com/mxgmn/MarkovJu
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I published a new project about combining rewrite rules and solving constraint problems made of rewrite rules github.com/mxgmn/MarkovJu
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I finally finished my (first) #devlog on my switch from using #voxels to using #wavefunctioncollapse for #proceduralgeneration in #Unity. It was a lot of work, but I learned a lot too. Check it out. #MadeWithUnity #Unity3D #IndieDev #IndieGameDev #SoloDev
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I'm sorry for what my president is doing. I never voted for him.
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WFC in #houdini update! After getting the grid solver working, I moved on to the irregular grid setup that uses for #Townscaper . Figuring out how to tweak the algo to handle weirdly oriented quads was tough. Next I'll be working on constraint tools for this.
#gamedev
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Simple prototypes and experimentation with wave function collapse topology generation like this [4/n]
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I regret to inform you that I've relapsed into procedural island generation
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Cool work from . They procedurally generate game rules and train the same RL agent on all of them! For example, g1=see(me,opponent) g2=not(see(opponent,me)) is hide-and-seek, and g1=g2=near(pyramid,sphere) is a cooperation game. Physical levels are generated with WFC
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Very excited to release our new work: Open-Ended Learning Leads to Generally Capable Agents. tldr; algorithm that dynamically shapes task distributions to train agents on huge task space, resulting in surprisingly general behaviour dpmd.ai/open-ended-blog
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Cellular automata trained to generate textures from a sample image, or to excite a given neuron in an external network, very cool work by , , and . And they even cited me, wow! distill.pub/selforg/2021/t
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i think.. i just accidentally fixed the solver bug i spent days trying to fix on purpose.
gold is the change list. the WFC only runs on cells which have had their list of possible states recently altered.
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Added 3D to my impl. of #WaveFunctionCollapse on a sphere in #GodotEngine. WFC visualised by transparent cubes. Very slow, need to convert the GDScript code to GDNative. Also want to attempt voxel normals to fix ugly seams. #procedural #gamedev #indiedev #screenshotsaturday
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Test 486 Some experiments base on WFC(WaveFunctionCollapse) algorithm.Inspired by .Downloadable demo ->(wenzyitch.itch.io/wfc-patterngen)
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Ever wanted to explore never ending Zelda maps?
Zelda WFC is now published on #observablehq
👉 observablehq.com/@makio135/zeld
Based on 's port of Wave Function Collapse ✨
🙏
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I made an interactive editor for procedural generation from examples (uses my Iterative Partial Match algorithm, does not use Wave Function Collapse). Does a good job on large and complex landscape examples. Check it out! (Also cross posted on reddit (reddit.com/r/proceduralge).
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New video! This one's all about the Wave Function Collapse procgen algorithm. Super proud of this one so if you're interested in #TechArt and #procgen check it out! #b3d #GodotEngine
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#WaveFunctionCollapse over an infinite space! 🎉 Generates domains at a distance and collapses nearby.
When an area is deleted and regenerated, it will be random each time but that fits my game world.
Thx again , and 🙏🏻
#gamedev
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3 months ago I found out about the #wave_function_collapse algorithm developed by . In a week, I will submit my thesis in #UCL, discussing how to combine the #WFC with architectural tilesets for building design. Until then I am playing with my #Grasshopper3d #Plugin.
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Applying random transformations to other people's code, S01E07, #tweetcart
Trying to do it differently this time, using local transformations only. Note that the code changes only a little on each step.
Previous episodes: github.com/mxgmn/Blog/blo
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--rainbow rope
--#pico8 #tweetcart #tweetjam
t=0
::_::
t+=.005
cls()
d=sin(t/4)
for i=-99,99 do
for j=-120,120,30 do
v=i/64+t*4-j/120
r=32*sin(v)+16*sin(i/120)
x=i*cos(t)+r*sin(-t)*d
y=i*sin(t)+r*cos(-t)*d
s=2+5*cos(v)*d
circfill(64+x,64+y,s,7+j/30)
end
end
flip()
goto _
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... with 65%-90% of votes, as polling stations reported! But Lukashenko still announced that it was he who won. People took to the streets but were met with brutal violence by police. Several were killed, internet is disabled, but protests continue. 2/2
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Almost one million USD collected to support arrested and injured during the Belarus protests in 2020.
You can also help: facebook.com/donate/1123543
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Just wanted to express solidarity with the people of Belarus. In the recent election, Lukashenko (who was the president for 26 years) arrested most other candidates, leaving only a teacher Svetlana Tikhanovskaya to oppose him. Surprisingly, Tikhanovskaya won the election... 1/2
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