CsRic
ea961d8fd1
[NFC] polish colossalai/zero/sharded_param/__init__.py code style ( #1717 )
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Co-authored-by: ric <mkkt_bkkt@mail.ustc.edu.cn>
2 years ago
HELSON
1468e4bcfc
[zero] add constant placement policy ( #1705 )
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* fixes memory leak when paramter is in fp16 in ZeroDDP init.
* bans chunk releasement in CUDA. Only when a chunk is about to offload, it is allowed to release.
* adds a constant placement policy. With it, users can allocate a reserved caching memory space for parameters.
2 years ago
HELSON
b28991dd0a
[feature] A new ZeRO implementation ( #1644 )
2 years ago
Jiarui Fang
c5d39215f6
Revert "[feature] new zero implementation ( #1623 )" ( #1643 )
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This reverts commit 5be118f405
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2 years ago
HELSON
5be118f405
[feature] new zero implementation ( #1623 )
2 years ago
HELSON
f7f2248771
[moe] fix MoE bugs ( #1628 )
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* remove forced FP32 modules
* correct no_shard-contexts' positions
2 years ago
ver217
c9e8ce67b8
fix move fp32 shards ( #1604 )
2 years ago
Fazzie-Maqianli
06dccdde44
[NFC] polish colossalai/zero/sharded_model/reduce_scatter.py code style ( #1554 )
2 years ago
ver217
821c6172e2
[utils] Impl clip_grad_norm for ColoTensor and ZeroOptimizer ( #1442 )
2 years ago
ver217
6df3e19be9
[hotfix] zero optim prevents calling inner optim.zero_grad ( #1422 )
2 years ago
ver217
8dced41ad0
[zero] zero optim state_dict takes only_rank_0 ( #1384 )
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* zero optim state_dict takes only_rank_0
* fix unit test
2 years ago
ver217
828b9e5e0d
[hotfix] fix zero optim save/load state dict ( #1381 )
2 years ago
ver217
6b43c789fd
fix zero optim backward_by_grad and save/load ( #1353 )
2 years ago
ver217
d068af81a3
[doc] update rst and docstring ( #1351 )
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* update rst
* add zero docstr
* fix docstr
* remove fx.tracer.meta_patch
* fix docstr
* fix docstr
* update fx rst
* fix fx docstr
* remove useless rst
2 years ago
ver217
ce470ba37e
[checkpoint] sharded optim save/load grad scaler ( #1350 )
2 years ago
ver217
7a05367101
[hotfix] shared model returns cpu state_dict ( #1328 )
2 years ago
Jiarui Fang
4165eabb1e
[hotfix] remove potiential circle import ( #1307 )
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* make it faster
* [hotfix] remove circle import
2 years ago
ver217
a45ddf2d5f
[hotfix] fix sharded optim step and clip_grad_norm ( #1226 )
2 years ago
Jiarui Fang
a444633d13
warmup ratio configration ( #1192 )
2 years ago
Jiarui Fang
372f791444
[refactor] move chunk and chunkmgr to directory gemini ( #1182 )
2 years ago
ver217
9e1daa63d2
[zero] sharded optim supports loading local state dict ( #1170 )
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* sharded optim supports loading local state dict
* polish code
* add unit test
2 years ago
ver217
561e90493f
[zero] zero optim supports loading local state dict ( #1171 )
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* zero optim supports loading local state dict
* polish code
* add unit test
2 years ago
ver217
8106d7b8c7
[ddp] refactor ColoDDP and ZeroDDP ( #1146 )
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* ColoDDP supports overwriting default process group
* rename ColoDDPV2 to ZeroDDP
* add docstr for ZeroDDP
* polish docstr
2 years ago
ver217
6690a61b4d
[hotfix] prevent nested ZeRO ( #1140 )
2 years ago
Frank Lee
15aab1476e
[zero] avoid zero hook spam by changing log to debug level ( #1137 )
2 years ago
ver217
a1a7899cae
[hotfix] fix zero init ctx numel ( #1128 )
2 years ago
ver217
f0a954f16d
[ddp] add set_params_to_ignore for ColoDDP ( #1122 )
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* add set_params_to_ignore for ColoDDP
* polish code
* fix zero hook v2
* add unit test
* polish docstr
2 years ago
Frank Lee
14e5b11d7f
[zero] fixed api consistency ( #1098 )
3 years ago
Frank Lee
cb18922c47
[doc] added documentation to chunk and chunk manager ( #1094 )
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* [doc] added documentation to chunk and chunk manager
* polish code
* polish code
* polish code
3 years ago
ver217
1f894e033f
[gemini] zero supports gemini ( #1093 )
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* add placement policy
* add gemini mgr
* update mem stats collector
* update zero
* update zero optim
* fix bugs
* zero optim monitor os
* polish unit test
* polish unit test
* add assert
3 years ago
ver217
be01db37c8
[tensor] refactor chunk mgr and impl MemStatsCollectorV2 ( #1077 )
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* polish chunk manager
* polish unit test
* impl add_extern_static_tensor for chunk mgr
* add mem stats collector v2
* polish code
* polish unit test
* polish code
* polish get chunks
3 years ago
ver217
c5cd3b0f35
[zero] zero optim copy chunk rather than copy tensor ( #1070 )
3 years ago
Jiarui Fang
49832b2344
[refactory] add nn.parallel module ( #1068 )
3 years ago
ver217
e3fde4ee6b
fix import error in sharded model v2 ( #1053 )
3 years ago
ver217
51b9a49655
[zero] add zero optimizer for ColoTensor ( #1046 )
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* add zero optimizer
* torch ok
* unit test ok
* polish code
* fix bugs
* polish unit test
* polish zero optim
* polish colo ddp v2
* refactor folder structure
* add comment
* polish unit test
* polish zero optim
* polish unit test
3 years ago
ver217
9492a561c3
[tensor] ColoTensor supports ZeRo ( #1015 )
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* impl chunk manager
* impl param op hook
* add reduce_chunk
* add zero hook v2
* add zero dp
* fix TensorInfo
* impl load balancing when using zero without chunk
* fix zero hook
* polish chunk
* fix bugs
* ddp ok
* zero ok
* polish code
* fix bugs about load balancing
* polish code
* polish code
* add ene-to-end test
* polish code
* polish code
* polish code
* fix typo
* add test_chunk
* fix bugs
* fix bugs
* polish code
3 years ago
ver217
7cfd6c827e
[zero] add load_state_dict for sharded model ( #894 )
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* add load_state_dict for sharded model
* fix bug
* fix bug
* fix ckpt dtype and device
* support load state dict in zero init ctx
* fix bugs
3 years ago
ver217
c4d903e64a
[gemini] accelerate adjust_layout() ( #878 )
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* add lru cache
* polish code
* update unit test
* fix sharded optim
3 years ago
HELSON
425b4a96b8
[gemini] polish stateful_tensor_mgr ( #876 )
3 years ago
ver217
d7e0303d1e
[zero] use GeminiMemoryManager when sampling model data ( #850 )
3 years ago
ver217
0f7ed8c192
fix _post_init_method of zero init ctx ( #847 )
3 years ago
HELSON
e5ea3fdeef
[gemini] add GeminiMemoryManger ( #832 )
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* refactor StatefulTensor, tensor utilities
* add unitest for GeminiMemoryManager
3 years ago
Jiarui Fang
595bedf767
revert zero tensors back ( #829 )
3 years ago
Jiarui Fang
294a6060d0
[tensor] ZeRO use ColoTensor as the base class. ( #828 )
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* [refactor] moving InsertPostInitMethodToModuleSubClasses to utils.
* [tensor] ZeRO use ColoTensor as the base class.
* polish
3 years ago
Jiarui Fang
eb1b89908c
[refactor] moving InsertPostInitMethodToModuleSubClasses to utils. ( #824 )
3 years ago
Jiarui Fang
3ddbd1bce1
[gemini] collect cpu-gpu moving volume in each iteration ( #813 )
3 years ago
Jiarui Fang
61c20b44bc
[log] local throughput metrics ( #811 )
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* Revert "[zero] add ZeroTensorShardStrategy (#793 )"
This reverts commit 88759e289e
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* [gemini] set cpu memory capacity
* [log] local throughput collecting
* polish
* polish
* polish
* polish code
* polish
3 years ago
ver217
dd92b90a68
[DO NOT MERGE] [zero] init fp16 params directly in ZeroInitContext ( #808 )
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* init fp16 param directly
* polish code
3 years ago
Jiarui Fang
e761ad2cd7
Revert "[zero] add ZeroTensorShardStrategy ( #793 )" ( #806 )
3 years ago
HELSON
88759e289e
[zero] add ZeroTensorShardStrategy ( #793 )
3 years ago