Comments (3)
Yes. We assume that in mp_group
, the input tensor is duplicated.
from fastmoe.
1.We think it is not necessary to use slice and allgather in the fmoe forward implement. Is it feasible if each child process(member of mp_group) just reads its own data instead of communicating? What's problem it may cause?
2. Usually layers before fmoe and after fmoe are data parallel. the data is different but not duplicated.
from fastmoe.
The mp_group
feature is based on the model parallel method of Megatron-LM. The attention layer requries inputs of the whole sequence to be duplicated across all workers, and also provides duplicated output on all workers. Therefore, we have to perform Slice
and AllGather
. Otherwise, outputs and gradients are all numerically incorrect.
from fastmoe.
Related Issues (20)
- ImportError: cannot import name 'get_args' from 'megatron' HOT 5
- setup.py error! HOT 4
- pytest error HOT 3
- 开启Smart schedule时报错Segmentation fault HOT 8
- num_experts argument error for Megatron-LM
- 你好,我想请问下在fastmoe中如何定义 dp+mp下的moe HOT 6
- 我们有线上沟通的群吗 HOT 1
- prep_text8.py没有该脚本 HOT 1
- 请问fastmoe能被集成到VLLM里吗 HOT 4
- fastmoe是否支持微调,page-attention,flasahattention和kvcache,混合精度等 HOT 4
- fastmoe支持微调吗
- 跑FMOE的时候提示cudaErrorInvalidDevice HOT 6
- [BUG] AttributeError: module 'fmoe_cuda' has no attribute 'assign_pos_' HOT 3
- Example to run Megatron HOT 3
- multi-node problem HOT 1
- About switch_gate HOT 1
- A bug in switch_gate HOT 6
- CUDA memory increases after each loss.backward() HOT 6
- DDP error
- FasterMoE Shadow Policy: Detailed Inquiry HOT 7
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 fastmoe.