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ColossalAI/applications/ColossalMoE
History
Tong Li ea088b5f75
update train code 		11 months ago
..
colossal_moe add moe 11 months ago
tests update optim 11 months ago
README.md fix optim 11 months ago
infer.py update 11 months ago
infer.sh script 11 months ago
requirements.txt init 12 months ago
setup.py update 12 months ago
train.py update 11 months ago
train.sh add moe 11 months ago
train_moe.py update train code 11 months ago
version.txt update 12 months ago

README.md
Escape

Mixtral

Usage

1. Installation

Please install the latest ColossalAI from source.

CUDA_EXT=1 pip install -U git+https://github.com/hpcaitech/ColossalAI

Then install dependencies.

cd ColossalAI/applications/ColossalMoE
pip install -e .

Additionally, we recommend you to use torch 1.13.1. We've tested our code on torch 1.13.1 and found it's compatible with our code.

2. Inference

Yon can use colossalai run to launch inference:

bash infer.sh

If you already have downloaded model weights, you can change name to your weights position in infer.sh.

3. Train

You first need to create ./hostfile, listing the ip address of all your devices, such as:

111.111.111.110
111.111.111.111

Then yon can use colossalai run to launch train:

bash train.sh

It requires 16 H100 (80G) to run the training. The number of GPUs should be divided by 8. If you already have downloaded model weights, you can change name to your weights position in train.sh. 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