Comments (2)
Thank you for your interest in our work. Our experiments have been conducted exclusively on the A100 machine. It is feasible to run on A40 and 3090 machines by reducing the batch size, but certain parameters may require corresponding adjustments.
from collm.
In A40, with the dataset used in the original text, I reduced the train_batch_size to 16, resulting in a maximum memory usage of less than 40GB (about 33GB), making it runnable on A40. At this batch size, I set the min_lr parameter to 1e-4, achieving results close to those in the original text. If running on a 3090 GPU, it may require multi-GPU parallelism or further reduction of batch size to meet the GPU requirements, along with corresponding adjustments to the learning rate.
from collm.
Related Issues (10)
- About the code HOT 7
- 关于Lora微调中参数设置的问题。 HOT 4
- Inconsistency of ML-1M statistics in paper and released propcessed dataset HOT 1
- What is the dataset config format HOT 2
- Hyperparameters to reproduce the result of collab. model on amazon book dataset? HOT 1
- Input contains NaN. HOT 5
- running time HOT 2
- CIE tuning HOT 2
- hot and cold datasets HOT 1
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
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.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from collm.