a39a5c66fe
Merge branch 'main' into feature/shardformer
2023-09-04 23:43:13 +08:00
63ecafb1fb
[checkpointio] optimize zero optim checkpoint io ( #4591 )
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* [zero] update checkpoint io to save memory
* [checkpointio] add device map to save memory
2023-09-04 11:26:45 +08:00
cbac782254
[zero]fix zero ckptIO with offload ( #4529 )
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* 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
2023-09-01 17:41:19 +08:00
c9625dbb63
[shardformer] support sharded optimizer checkpointIO of HybridParallelPlugin ( #4540 )
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* 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
2023-08-31 14:50:47 +08:00
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
2023-08-30 21:29:18 +08:00
376533a564
[shardformer] zero1+pp and the corresponding tests ( #4517 )
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* pause
* finish pp+zero1
* Update test_shard_vit.py
2023-08-28 10:51:16 +08:00
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
2023-08-25 22:04:57 +08:00
839847b7d7
[zero]support zero2 with gradient accumulation ( #4511 )
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* support gradient accumulation with zero2
* fix type
2023-08-25 13:44:07 +08:00
27061426f7
[gemini] improve compatibility and add static placement policy ( #4479 )
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* [gemini] remove distributed-related part from colotensor (#4379 )
* [gemini] remove process group dependency
* [gemini] remove tp part from colo tensor
* [gemini] patch inplace op
* [gemini] fix param op hook and update tests
* [test] remove useless tests
* [test] remove useless tests
* [misc] fix requirements
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [misc] update requirements
* [gemini] refactor gemini optimizer and gemini ddp (#4398 )
* [gemini] update optimizer interface
* [gemini] renaming gemini optimizer
* [gemini] refactor gemini ddp class
* [example] update gemini related example
* [example] update gemini related example
* [plugin] fix gemini plugin args
* [test] update gemini ckpt tests
* [gemini] fix checkpoint io
* [example] fix opt example requirements
* [example] fix opt example
* [example] fix opt example
* [example] fix opt example
* [gemini] add static placement policy (#4443 )
* [gemini] add static placement policy
* [gemini] fix param offload
* [test] update gemini tests
* [plugin] update gemini plugin
* [plugin] update gemini plugin docstr
* [misc] fix flash attn requirement
* [test] fix gemini checkpoint io test
* [example] update resnet example result (#4457 )
* [example] update bert example result (#4458 )
* [doc] update gemini doc (#4468 )
* [example] update gemini related examples (#4473 )
* [example] update gpt example
* [example] update dreambooth example
* [example] update vit
* [example] update opt
* [example] update palm
* [example] update vit and opt benchmark
* [hotfix] fix bert in model zoo (#4480 )
* [hotfix] fix bert in model zoo
* [test] remove chatglm gemini test
* [test] remove sam gemini test
* [test] remove vit gemini test
* [hotfix] fix opt tutorial example (#4497 )
* [hotfix] fix opt tutorial example
* [hotfix] fix opt tutorial example
2023-08-24 09:29:25 +08:00
d86ddd9b29
[hotfix] fix unsafe async comm in zero ( #4404 )
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* improve stablility of zero
* fix wrong index
* add record stream
2023-08-11 15:09:24 +08:00
6ccecc0c69
[gemini] fix tensor storage cleaning in state dict collection ( #4396 )
2023-08-10 15:36:46 +08:00
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
2023-07-31 22:13:29 +08:00
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
2023-07-31 22:13:29 +08:00
dd7cc58299
[zero] add state dict for low level zero ( #4179 )
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* add state dict for zero
* fix unit test
* polish
2023-07-31 22:13:29 +08:00
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
2023-07-31 22:13:29 +08:00
79cf1b5f33
[zero]support no_sync method for zero1 plugin ( #4138 )
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* support no sync for zero1 plugin
* polish
* polish
2023-07-31 22:13:29 +08:00
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
2023-07-31 22:13:29 +08:00
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
2023-07-21 14:39:01 +08:00
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
2023-07-07 16:33:06 +08:00
0bb0b481b4
[gemini] fix argument naming during chunk configuration searching
2023-06-25 13:34:15 +08:00
71fe52769c
[gemini] fixed the gemini checkpoint io ( #3934 )
2023-06-12 15:11:27 +08:00
de0d7df33f
[nfc] fix typo colossalai/zero ( #3923 )
2023-06-08 00:01:29 +08:00
a9d1cadc49
fix typo with colossalai/trainer utils zero ( #3908 )
2023-06-07 16:08:37 +08:00
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
2023-06-05 15:58:31 +08:00
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
2023-06-05 14:20:47 +08:00
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.
2023-05-23 15:28:20 +08:00
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>
2023-05-05 14:37:21 +08:00
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
2023-04-27 18:43:14 +08:00
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
2023-04-26 16:32:40 +08:00
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
2023-04-26 14:37:25 +08:00
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
2023-04-26 11:38:43 +08:00
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
2023-04-19 11:01:48 +08:00
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
2023-04-17 17:11:09 +08:00
d329c294ec
Add docstr for zero3 chunk search utils ( #3572 )
2023-04-17 12:44:17 +08:00
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
2023-04-17 11:25:35 +08:00
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
2023-04-12 16:03:25 +08:00
bcf0cbcbe7
[doc] Add docs for clip args in zero optim ( #3504 )
2023-04-10 11:11:28 +08:00
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
2023-04-04 17:32:51 +08:00
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
2023-04-04 13:48:16 +08:00
80aed29cd3
[zero] Refactor ZeroContextConfig class using dataclass ( #3186 )
2023-03-21 12:36:47 +08:00
9d644ff09f
Fix docstr for zero statedict ( #3185 )
2023-03-21 11:48:21 +08:00
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
2023-03-04 20:08:11 +08:00
7b13f7db18
[zero] trivial zero optimizer refactoring ( #2869 )
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* Fix mionr grad store interface
* Apply lint
2023-02-27 14:04:53 +08:00
8e3f66a0d1
[zero] fix wrong import ( #2777 )
2023-02-17 10:26:07 +08:00
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
2023-02-17 09:22:45 +08:00
ae86a29e23
Refact method of grad store ( #2687 )
2023-02-15 22:27:58 +08:00
df4f020ee3
[zero1&2] only append parameters with gradients ( #2681 )
2023-02-13 18:00:16 +08:00
b528eea0f0
[zero] add zero wrappers ( #2523 )
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* [zero] add zero wrappers
* change names
* add wrapper functions to init
2023-01-29 17:52:58 +08:00
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
2023-01-29 15:09:57 +08:00
d565a24849
[zero] add unit testings for hybrid parallelism ( #2486 )
2023-01-18 10:36:10 +08:00
Hongxin Liu