Giter Club home page Giter Club logo

Comments (3)

 avatar commented on May 27, 2024

This is the test case matrix where the modified code behaves differently compared with the original code. The linear module maps to the whitelist and the rest belongs to the blacklist. This is generally the idea behind it.

Test Case Module Parameter Original Code Modified Code
1 Linear weight decay decay
1 Linear bias no_decay no_decay
2 LayerNorm weight no_decay no_decay
2 LayerNorm bias no_decay no_decay
3 Embedding weight no_decay no_decay
4 Custom custom_param N/A decay

from mingpt.

 avatar commented on May 27, 2024

modifying the else should help fix it.

code:

decay = set()
no_decay = set()
blacklist_weight_modules = (torch.nn.LayerNorm, torch.nn.Embedding)
for mn, m in self.named_modules():
for pn, p in m.named_parameters():
fpn = f"{mn}.{pn}" if mn else pn # full param name
if pn.endswith("bias") or isinstance(m, blacklist_weight_modules):
no_decay.add(fpn)
elif pn.endswith("weight"):
decay.add(fpn)

from mingpt.

rabinadk1 avatar rabinadk1 commented on May 27, 2024

modifying the else should help fix it.

code:

decay = set() no_decay = set() blacklist_weight_modules = (torch.nn.LayerNorm, torch.nn.Embedding) for mn, m in self.named_modules(): for pn, p in m.named_parameters(): fpn = f"{mn}.{pn}" if mn else pn # full param name if pn.endswith("bias") or isinstance(m, blacklist_weight_modules): no_decay.add(fpn) elif pn.endswith("weight"): decay.add(fpn)

Thanks, missed the logic there.

from mingpt.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.