sea-snell / grokking Goto Github PK
View Code? Open in Web Editor NEWunofficial re-implementation of "Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets"
License: MIT License
unofficial re-implementation of "Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets"
License: MIT License
The value for p in the train grokk config file is 96, but should probably be 97. As far as I can tell the 96 then overrides the 97 from the dataset config default.
When I try to install this repo on my computer, I met some difficulties when installing requirements.txt.
The conflict is caused by:
The user requested numpy
mkl-fft 1.3.1 depends on numpy<1.23.0 and >=1.22.3
torchvision 0.11.1 depends on numpy
mkl-random 1.2.2 depends on numpy<1.25.0 and >=1.24.3
I will appreciate it if you can update your requirements.txt with more simplified package requirements and more detailed version information. Thanks a lot.
Why do you have (a * pow(b, self.p-2, self.p)) % self.p
for ModDivisonDataset? Shouldn't it be (a / b) % self.p
?
According to paper, the weight_decay
should be 1. However, your config has it as 0. Is this correct? I am trying to reproduce Figure 1 and I thought that must have been produced with weight_Decay=1
per appendix A.1.2.
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.