[shardformer] update hybrid parallel plugin and fix bugs

* [legacy] move engine to legacy

* [example] fix seq parallel example

* [example] fix seq parallel example

* [test] test gemini pluging hang

* [test] test gemini pluging hang

* [test] test gemini pluging hang

* [test] test gemini pluging hang

* [test] test gemini pluging hang

* [example] update seq parallel requirements

* [legacy] move trainer to legacy

* [doc] update docs related to trainer

* [test] ignore legacy test

* [zero] add method to update master params

* [zero] update zero plugin

* [plugin] update low level zero plugin

[shardformer] update shardformer readme

[shardformer] update shardformer readme

* add optional overlap for plugin

* remove fixed todo

* [shardformer] fix opt test hanging

* fix

* test

* test

* test

* fix test

* fix test

* remove print

* add fix

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] fix epoch change

* [shardformer] broadcast add pp group

* [shardformer] fix opt test hanging

* fix

* test

* test

* [shardformer] zero1+pp and the corresponding tests (#4517)

* pause

* finish pp+zero1

* Update test_shard_vit.py

* [shardformer/fix overlap bug] fix overlap bug, add overlap as an option in shardco… (#4516)

* fix overlap bug and support bert, add overlap as an option in shardconfig

* support overlap for chatglm and bloom

* [shardformer] fix emerged bugs after updating transformers (#4526)

* test

* fix test

* fix test

* remove print

* add fix

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] Add overlap support for gpt2 (#4535)

* add overlap support for gpt2

* remove unused code

* remove unused code

* [shardformer] support pp+tp+zero1 tests (#4531)

* [shardformer] fix opt test hanging

* fix

* test

* test

* test

* fix test

* fix test

* remove print

* add fix

* [shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] fix submodule replacement bug when enabling pp (#4544)

* [shardformer] support sharded optimizer checkpointIO of HybridParallelPlugin (#4540)

* implement sharded optimizer saving

* add more param info

* finish implementation of sharded optimizer saving

* fix bugs in optimizer sharded saving

* add pp+zero test

* param group loading

* greedy loading of optimizer

* fix bug when loading

* implement optimizer sharded saving

* add optimizer test & arrange checkpointIO utils

* fix gemini sharding state_dict

* add verbose option

* add loading of master params

* fix typehint

* fix master/working mapping in fp16 amp

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] add bert finetune example

* [shardformer] fix epoch change

* [shardformer] broadcast add pp group

* rebase feature/shardformer

* update pipeline

* [shardformer] fix

* [shardformer] fix

* [shardformer] bert finetune fix

* [shardformer] add all_reduce operation to loss

add all_reduce operation to loss

* [shardformer] make compatible with pytree.

make compatible with pytree.

* [shardformer] disable tp

disable tp

* [shardformer] add 3d plugin to ci test

* [shardformer] update num_microbatches to None

* [shardformer] update microbatchsize

* [shardformer] update assert

* update scheduler

* update scheduler

---------

Co-authored-by: Jianghai <72591262+CjhHa1@users.noreply.github.com>
Co-authored-by: Bin Jia <45593998+FoolPlayer@users.noreply.github.com>
Co-authored-by: Baizhou Zhang <eddiezhang@pku.edu.cn>

* pytree test

* test bert

* test bert

* test bert

* revise

* add register

* add register

[coati] Add chatglm in coati

* [doc] add llama2 benchmark

* [doc] add llama2 benchmark

* [doc] add llama2 news

* [doc] add llama2 news

* [doc] add llama2 news

* [zero] update checkpoint io to save memory

* [checkpointio] add device map to save memory

fix dockerfile build

* fix zero ckptio with offload

* fix load device

* saved tensors in ckpt should be on CPU

* fix unit test

* fix unit test

* add clear cache

* save memory for CI

* hybrid plugin support huggingface from_pretrained

* add huggingface compatibility tests

* add folder cleaning

* fix bugs

* implement sharded optimizer saving

* add more param info

* finish implementation of sharded optimizer saving

* fix bugs in optimizer sharded saving

* add pp+zero test

* param group loading

* greedy loading of optimizer

* fix bug when loading

* implement optimizer sharded saving

* add optimizer test & arrange checkpointIO utils

* fix gemini sharding state_dict

* add verbose option

* add loading of master params

* fix typehint

* fix master/working mapping in fp16 amp

Co-authored-by: Siyuan Tian <siyuant@vmware.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>

* [shardformer] fix opt test hanging

* fix

* test

* test

* test

* fix test

* fix test

* remove print

* add fix

* [shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

Co-authored-by: lufang.chen <lufang.chen@nio.com>

* [shardformer] fix opt test hanging

* fix

* test

* test

* test

* fix test

* fix test

* remove print

* add fix

[coati] update ci

* add overlap support for gpt2

* remove unused code

* remove unused code

* update configuration of chatglm and add support in coati

* add unit test & update chatglm default config & fix bos index issue

* remove chatglm due to oom

* add dataset pkg in requirement-text

* fix parameter issue in test_models

* add ref in tokenize & rm unnessary parts

* separate source & target tokenization in chatglm

* add unit test to chatglm

* fix test dataset issue

* update truncation of chatglm

* fix Colossalai version

* fix colossal ai version in test

* [example] transfer llama-1 example

* [example] fit llama-2

* [example] refactor scripts folder

* [example] fit new gemini plugin

* [cli] fix multinode runner

* [example] fit gemini optim checkpoint

* [example] refactor scripts

* [example] update requirements

* [example] update requirements

* [example] rename llama to llama2

* [example] update readme and pretrain script

* [example] refactor scripts