c9625dbb63
[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
1 year ago
ec18fc7340
[shardformer] support pp+tp+zero1 tests ( #4531 )
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* [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
1 year ago
376533a564
[shardformer] zero1+pp and the corresponding tests ( #4517 )
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* pause
* finish pp+zero1
* Update test_shard_vit.py
1 year ago
44eab2b27f
[shardformer] support sharded checkpoint IO for models of HybridParallelPlugin ( #4506 )
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* add APIs
* implement save_sharded_model
* add test for hybrid checkpointio
* implement naive loading for sharded model
* implement efficient sharded model loading
* open a new file for hybrid checkpoint_io
* small fix
* fix circular importing
* fix docstring
* arrange arguments and apis
* small fix
1 year ago
d86ddd9b29
[hotfix] fix unsafe async comm in zero ( #4404 )
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* improve stablility of zero
* fix wrong index
* add record stream
1 year ago
6ccecc0c69
[gemini] fix tensor storage cleaning in state dict collection ( #4396 )
1 year ago
45b08f08cb
[zero] optimize the optimizer step time ( #4221 )
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* optimize the optimizer step time
* fix corner case
* polish
* replace all-reduce with all-gather
* set comm device to cuda
1 year ago
1a49a5ea00
[zero] support shard optimizer state dict of zero ( #4194 )
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* support shard optimizer of zero
* polish code
* support sync grad manually
1 year ago
dd7cc58299
[zero] add state dict for low level zero ( #4179 )
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* add state dict for zero
* fix unit test
* polish
1 year ago
c668801d36
[zero] allow passing process group to zero12 ( #4153 )
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* allow passing process group to zero12
* union tp-zero and normal-zero
* polish code
1 year ago
79cf1b5f33
[zero]support no_sync method for zero1 plugin ( #4138 )
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* support no sync for zero1 plugin
* polish
* polish
1 year ago
c6ab96983a
[zero] refactor low level zero for shard evenly ( #4030 )
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* refactor low level zero
* fix zero2 and support cpu offload
* avg gradient and modify unit test
* refactor grad store, support layer drop
* refactor bucket store, support grad accumulation
* fix and update unit test of zero and ddp
* compatible with tp, ga and unit test
* fix memory leak and polish
* add zero layer drop unittest
* polish code
* fix import err in unit test
* support diffenert comm dtype, modify docstring style
* polish code
* test padding and fix
* fix unit test of low level zero
* fix pad recording in bucket store
* support some models
* polish
1 year ago
c6f6005990
[checkpointio] Sharded Optimizer Checkpoint for Gemini Plugin ( #4302 )
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* sharded optimizer checkpoint for gemini plugin
* modify test to reduce testing time
* update doc
* fix bug when keep_gatherd is true under GeminiPlugin
1 year ago
58913441a1
Next commit [checkpointio] Unsharded Optimizer Checkpoint for Gemini Plugin ( #4141 )
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* [checkpointio] unsharded optimizer checkpoint for Gemini plugin
* [checkpointio] unsharded optimizer checkpoint for Gemini using all_gather
1 year ago
0bb0b481b4
[gemini] fix argument naming during chunk configuration searching
1 year ago
71fe52769c
[gemini] fixed the gemini checkpoint io ( #3934 )
1 year ago
de0d7df33f
[nfc] fix typo colossalai/zero ( #3923 )
1 year ago
a9d1cadc49
fix typo with colossalai/trainer utils zero ( #3908 )
1 year ago
ae02d4e4f7
[bf16] add bf16 support ( #3882 )
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* [bf16] add bf16 support for fused adam (#3844 )
* [bf16] fused adam kernel support bf16
* [test] update fused adam kernel test
* [test] update fused adam test
* [bf16] cpu adam and hybrid adam optimizers support bf16 (#3860 )
* [bf16] implement mixed precision mixin and add bf16 support for low level zero (#3869 )
* [bf16] add mixed precision mixin
* [bf16] low level zero optim support bf16
* [text] update low level zero test
* [text] fix low level zero grad acc test
* [bf16] add bf16 support for gemini (#3872 )
* [bf16] gemini support bf16
* [test] update gemini bf16 test
* [doc] update gemini docstring
* [bf16] add bf16 support for plugins (#3877 )
* [bf16] add bf16 support for legacy zero (#3879 )
* [zero] init context support bf16
* [zero] legacy zero support bf16
* [test] add zero bf16 test
* [doc] add bf16 related docstring for legacy zero
1 year ago
dbb32692d2
[lazy] refactor lazy init ( #3891 )
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* [lazy] remove old lazy init
* [lazy] refactor lazy init folder structure
* [lazy] fix lazy tensor deepcopy
* [test] update lazy init test
1 year ago
9265f2d4d7
[NFC]fix typo colossalai/auto_parallel nn utils etc. ( #3779 )
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* fix typo colossalai/autochunk auto_parallel amp
* fix typo colossalai/auto_parallel nn utils etc.
2 years ago
307894f74d
[booster] gemini plugin support shard checkpoint ( #3610 )
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* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
---------
Co-authored-by: luchen <luchen@luchendeMBP.lan>
Co-authored-by: luchen <luchen@luchendeMacBook-Pro.local>
2 years ago
a22407cc02
[zero] Suggests a minor change to confusing variable names in the ZeRO optimizer. ( #3173 )
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* Fix confusing variable name in zero opt
* Apply lint
* Fix util func
* Fix minor util func
* Fix zero param optimizer name
2 years ago
50793b35f4
[gemini] accelerate inference ( #3641 )
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* [gemini] support don't scatter after inference
* [chat] update colossalai strategy
* [chat] fix opt benchmark
* [chat] update opt benchmark
* [gemini] optimize inference
* [test] add gemini inference test
* [chat] fix unit test ci
* [chat] fix ci
* [chat] fix ci
* [chat] skip checkpoint test
2 years ago
4b3240cb59
[booster] add low level zero plugin ( #3594 )
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* [booster] add low level zero plugin
* [booster] fix gemini plugin test
* [booster] fix precision
* [booster] add low level zero plugin test
* [test] fix booster plugin test oom
* [test] fix booster plugin test oom
* [test] fix googlenet and inception output trans
* [test] fix diffuser clip vision model
* [test] fix torchaudio_wav2vec2_base
* [test] fix low level zero plugin test
2 years ago
b9a8dff7e5
[doc] Fix typo under colossalai and doc( #3618 )
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* Fixed several spelling errors under colossalai
* Fix the spelling error in colossalai and docs directory
* Cautious Changed the spelling error under the example folder
* Update runtime_preparation_pass.py
revert autograft to autograd
* Update search_chunk.py
utile to until
* Update check_installation.py
change misteach to mismatch in line 91
* Update 1D_tensor_parallel.md
revert to perceptron
* Update 2D_tensor_parallel.md
revert to perceptron in line 73
* Update 2p5D_tensor_parallel.md
revert to perceptron in line 71
* Update 3D_tensor_parallel.md
revert to perceptron in line 80
* Update README.md
revert to resnet in line 42
* Update reorder_graph.py
revert to indice in line 7
* Update p2p.py
revert to megatron in line 94
* Update initialize.py
revert to torchrun in line 198
* Update routers.py
change to detailed in line 63
* Update routers.py
change to detailed in line 146
* Update README.md
revert random number in line 402
2 years ago
12eff9eb4c
[gemini] state dict supports fp16 ( #3590 )
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* [gemini] save state dict support fp16
* [gemini] save state dict shard support fp16
* [gemini] fix state dict
* [gemini] fix state dict
2 years ago
f313babd11
[gemini] support save state dict in shards ( #3581 )
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* [gemini] support state dict shard
* [gemini] add test state dict shard
* [gemini] polish docstr
* [gemini] fix merge
* [gemini] polish code
2 years ago
d329c294ec
Add docstr for zero3 chunk search utils ( #3572 )
2 years ago
173dad0562
[misc] add verbose arg for zero and op builder ( #3552 )
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* [misc] add print verbose
* [gemini] add print verbose
* [zero] add print verbose for low level
* [misc] add print verbose for op builder
2 years ago
152239bbfa
[gemini] gemini supports lazy init ( #3379 )
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* [gemini] fix nvme optimizer init
* [gemini] gemini supports lazy init
* [gemini] add init example
* [gemini] add fool model
* [zero] update gemini ddp
* [zero] update init example
* add chunk method
* add chunk method
* [lazyinit] fix lazy tensor tolist
* [gemini] fix buffer materialization
* [misc] remove useless file
* [booster] update gemini plugin
* [test] update gemini plugin test
* [test] fix gemini plugin test
* [gemini] fix import
* [gemini] fix import
* [lazyinit] use new metatensor
* [lazyinit] use new metatensor
* [lazyinit] fix __set__ method
2 years ago
bcf0cbcbe7
[doc] Add docs for clip args in zero optim ( #3504 )
2 years ago
573af84184
[example] update examples related to zero/gemini ( #3431 )
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* [zero] update legacy import
* [zero] update examples
* [example] fix opt tutorial
* [example] fix opt tutorial
* [example] fix opt tutorial
* [example] fix opt tutorial
* [example] fix import
2 years ago
26b7aac0be
[zero] reorganize zero/gemini folder structure ( #3424 )
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* [zero] refactor low-level zero folder structure
* [zero] fix legacy zero import path
* [zero] fix legacy zero import path
* [zero] remove useless import
* [zero] refactor gemini folder structure
* [zero] refactor gemini folder structure
* [zero] refactor legacy zero import path
* [zero] refactor gemini folder structure
* [zero] refactor gemini folder structure
* [zero] refactor gemini folder structure
* [zero] refactor legacy zero import path
* [zero] fix test import path
* [zero] fix test
* [zero] fix circular import
* [zero] update import
2 years ago
80aed29cd3
[zero] Refactor ZeroContextConfig class using dataclass ( #3186 )
2 years ago
9d644ff09f
Fix docstr for zero statedict ( #3185 )
2 years ago
823f3b9cf4
[doc] add deepspeed citation and copyright ( #2996 )
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* [doc] add deepspeed citation and copyright
* [doc] add deepspeed citation and copyright
* [doc] add deepspeed citation and copyright
2 years ago
7b13f7db18
[zero] trivial zero optimizer refactoring ( #2869 )
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* Fix mionr grad store interface
* Apply lint
2 years ago
8e3f66a0d1
[zero] fix wrong import ( #2777 )
2 years ago
01066152f1
Don't use `torch._six` ( #2775 )
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* Don't use `torch._six`
This is a private API which is gone after https://github.com/pytorch/pytorch/pull/94709
* Update common.py
2 years ago
ae86a29e23
Refact method of grad store ( #2687 )
2 years ago
df4f020ee3
[zero1&2] only append parameters with gradients ( #2681 )
2 years ago
b528eea0f0
[zero] add zero wrappers ( #2523 )
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* [zero] add zero wrappers
* change names
* add wrapper functions to init
2 years ago
077a5cdde4
[zero] fix gradient clipping in hybrid parallelism ( #2521 )
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* [zero] fix gradient clipping in hybrid parallelism
* [testing] change model name to avoid pytest warning
* [hotfix] fix unit testing
2 years ago
d565a24849
[zero] add unit testings for hybrid parallelism ( #2486 )
2 years ago
a5dc4253c6
[zero] polish low level optimizer ( #2473 )
2 years ago
867c8c2d3a
[zero] low level optim supports ProcessGroup ( #2464 )
2 years ago
7829aa094e
[ddp] add is_ddp_ignored ( #2434 )
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[ddp] rename to is_ddp_ignored
2 years ago
62c38e3330
[zero] polish low level zero optimizer ( #2275 )
2 years ago
a7d95b7024
[example] add zero1, zero2 example in GPT examples ( #2146 )
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* [example] add zero1 and zero2 for GPT
* update readme in gpt example
* polish code
* change init value
* update readme
2 years ago
Baizhou Zhang