1a3315e336
[hotfix] Add layer norm gradients all-reduce for sequence parallel ( #4926 )
...
* [hotfix] Add layer norm gradients all-reduce for sequence parallel. (#4915 )
* Add layer norm gradients all-reduce for sequence parallel.
* skip pipeline inference test
* [hotfix] fixing polices of sequence parallel (#4922 )
* Add layer norm gradients all-reduce for sequence parallel.
* fix parameter passing when calling get_autopolicy
---------
Co-authored-by: littsk <1214689160@qq.com>
* Hotfix/add grad all reduce for sequence parallel (#4927 )
* Add layer norm gradients all-reduce for sequence parallel.
* fix parameter passing when calling get_autopolicy
* fix bug using wrong variables
---------
Co-authored-by: littsk <1214689160@qq.com>
* fix policy initialization
* fix bloom and chatglm policices
* polish code of handling layernorm
* fix moe module
* polish code of class initializing
---------
Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com>
1 year ago
d99b2c961a
[hotfix] fix grad accumulation plus clipping for gemini ( #5002 )
1 year ago
dc003c304c
[moe] merge moe into main ( #4978 )
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* update moe module
* support openmoe
1 year ago
21ba89cab6
[gemini] support gradient accumulation ( #4869 )
...
* add test
* fix no_sync bug in low level zero plugin
* fix test
* add argument for grad accum
* add grad accum in backward hook for gemini
* finish implementation, rewrite tests
* fix test
* skip stuck model in low level zero test
* update doc
* optimize communication & fix gradient checkpoint
* modify doc
* cleaning codes
* update cpu adam fp16 case
1 year ago
a0684e7bd6
[feature] support no master weights option for low level zero plugin ( #4816 )
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* [feature] support no master weights for low level zero plugin
* [feature] support no master weights for low level zero plugin, remove data copy when no master weights
* remove data copy and typecasting when no master weights
* not load weights to cpu when using no master weights
* fix grad: use fp16 grad when no master weights
* only do not update working param when no master weights
* fix: only do not update working param when no master weights
* fix: passing params in dict format in hybrid plugin
* fix: remove extra params (tp_process_group) in hybrid_parallel_plugin
1 year ago
83b52c56cd
[feature] Add clip_grad_norm for hybrid_parallel_plugin ( #4837 )
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* Add clip_grad_norm for hibrid_parallel_plugin
* polish code
* add unittests
* Move tp to a higher-level optimizer interface.
* bug fix
* polish code
1 year ago
df63564184
[gemini] support amp o3 for gemini ( #4872 )
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* [gemini] support no reuse fp16 chunk
* [gemini] support no master weight for optim
* [gemini] support no master weight for gemini ddp
* [test] update gemini tests
* [test] update gemini tests
* [plugin] update gemini plugin
* [test] fix gemini checkpointio test
* [test] fix gemini checkpoint io
1 year ago
cb3a25a062
[checkpointio] hotfix torch 2.0 compatibility ( #4824 )
1 year ago
11f1e426fe
[hotfix] Correct several erroneous code comments ( #4794 )
1 year ago
54b3ad8924
[hotfix] fix norm type error in zero optimizer ( #4795 )
1 year ago
c0a033700c
[shardformer] fix master param sync for hybrid plugin/rewrite unwrapping logic ( #4758 )
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* fix master param sync for hybrid plugin
* rewrite unwrap for ddp/fsdp
* rewrite unwrap for zero/gemini
* rewrite unwrap for hybrid plugin
* fix geemini unwrap
* fix bugs
1 year ago
079bf3cb26
[misc] update pre-commit and run all files ( #4752 )
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* [misc] update pre-commit
* [misc] run pre-commit
* [misc] remove useless configuration files
* [misc] ignore cuda for clang-format
1 year ago
b5f9e37c70
[legacy] clean up legacy code ( #4743 )
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* [legacy] remove outdated codes of pipeline (#4692 )
* [legacy] remove cli of benchmark and update optim (#4690 )
* [legacy] remove cli of benchmark and update optim
* [doc] fix cli doc test
* [legacy] fix engine clip grad norm
* [legacy] remove outdated colo tensor (#4694 )
* [legacy] remove outdated colo tensor
* [test] fix test import
* [legacy] move outdated zero to legacy (#4696 )
* [legacy] clean up utils (#4700 )
* [legacy] clean up utils
* [example] update examples
* [legacy] clean up amp
* [legacy] fix amp module
* [legacy] clean up gpc (#4742 )
* [legacy] clean up context
* [legacy] clean core, constants and global vars
* [legacy] refactor initialize
* [example] fix examples ci
* [example] fix examples ci
* [legacy] fix tests
* [example] fix gpt example
* [example] fix examples ci
* [devops] fix ci installation
* [example] fix examples ci
1 year ago
554aa9592e
[legacy] move communication and nn to legacy and refactor logger ( #4671 )
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* [legacy] move communication to legacy (#4640 )
* [legacy] refactor logger and clean up legacy codes (#4654 )
* [legacy] make logger independent to gpc
* [legacy] make optim independent to registry
* [legacy] move test engine to legacy
* [legacy] move nn to legacy (#4656 )
* [legacy] move nn to legacy
* [checkpointio] fix save hf config
* [test] remove useledd rpc pp test
* [legacy] fix nn init
* [example] skip tutorial hybriad parallel example
* [devops] test doc check
* [devops] test doc check
1 year ago
fae6c92ead
Merge branch 'main' into feature/shardformer
1 year ago
ac178ca5c1
[legacy] move builder and registry to legacy ( #4603 )
1 year ago
807e01a4ba
[zero] hotfix master param sync ( #4618 )
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* [zero] add method to update master params
* [zero] update zero plugin
* [plugin] update low level zero plugin
1 year ago
a39a5c66fe
Merge branch 'main' into feature/shardformer
1 year ago
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
1 year ago
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
1 year ago
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
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
839847b7d7
[zero]support zero2 with gradient accumulation ( #4511 )
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* support gradient accumulation with zero2
* fix type
1 year ago
27061426f7
[gemini] improve compatibility and add static placement policy ( #4479 )
...
* [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
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 )
2 years ago
a9d1cadc49
fix typo with colossalai/trainer utils zero ( #3908 )
2 years 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
2 years 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
2 years 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
littsk