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ColossalAI/applications/ColossalMoE
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Insu Jang 00525f7772
[shardformer] fix pipeline forward error if custom layer distribution is used (#5189) 
* Use self.[distribute_layers|get_stage_index] to exploit custom layer distribution

* Change static methods for t5 layer distribution to member functions

* Change static methods for whisper layer distribution to member functions

* Replace whisper policy usage with self one

* Fix test case to use non-static layer distribution methods

* fix: fix typo

---------

Co-authored-by: Wenhao Chen <cwher@outlook.com>
 		2024-03-27 13:57:00 +08:00
..
colossal_moe [shardformer] fix pipeline forward error if custom layer distribution is used (#5189) 2024-03-27 13:57:00 +08:00
tests [moe] fix mixtral optim checkpoint (#5344) 2024-02-07 19:21:02 +08:00
README.md [moe] init mixtral impl 2024-02-07 19:21:02 +08:00
infer.py [moe] support mixtral (#5309) 2024-02-07 19:21:02 +08:00
infer.sh [moe] init mixtral impl 2024-02-07 19:21:02 +08:00
requirements.txt [moe] init mixtral impl 2024-02-07 19:21:02 +08:00
setup.py [moe] init mixtral impl 2024-02-07 19:21:02 +08:00
train.py [hotfix] set return_outputs=False in examples and polish code (#5404) 2024-03-25 12:31:09 +08:00
train.sh [moe] init mixtral impl 2024-02-07 19:21:02 +08:00
version.txt [moe] init mixtral impl 2024-02-07 19:21:02 +08:00

README.md

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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