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ColossalAI/applications/ColossalMoE
History
Hongxin Liu 641b1ee71a
[devops] remove post commit ci (#5566) 		8 months ago
..
colossal_moe [shardformer, pipeline] add `gradient_checkpointing_ratio` and heterogenous shard policy for llama (#5508) 8 months ago
tests [moe] fix mixtral optim checkpoint (#5344) 10 months ago
README.md [devops] remove post commit ci (#5566) 8 months ago
infer.py [devops] remove post commit ci (#5566) 8 months ago
infer.sh
…
requirements.txt
…
setup.py
…
train.py [fix] fix typo s/muiti-node /multi-node etc. (#5448) 8 months ago
train.sh
…
version.txt
…

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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