Commit Graph

288 Commits (785cd9a9c971aa58e6f8c76575111a4aa4d9513b)

Author SHA1 Message Date
Hongxin Liu 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
2023-08-24 09:29:25 +08:00
LuGY d86ddd9b29
[hotfix] fix unsafe async comm in zero (#4404)
* improve stablility of zero

* fix wrong index

* add record stream
2023-08-11 15:09:24 +08:00
Baizhou Zhang 6ccecc0c69
[gemini] fix tensor storage cleaning in state dict collection (#4396) 2023-08-10 15:36:46 +08:00
LuGY 45b08f08cb [zero] optimize the optimizer step time (#4221)
* 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
LuGY 1a49a5ea00 [zero] support shard optimizer state dict of zero (#4194)
* support shard optimizer of zero

* polish code

* support sync grad manually
2023-07-31 22:13:29 +08:00
LuGY dd7cc58299 [zero] add state dict for low level zero (#4179)
* add state dict for zero

* fix unit test

* polish
2023-07-31 22:13:29 +08:00
LuGY c668801d36 [zero] allow passing process group to zero12 (#4153)
* allow passing process group to zero12

* union tp-zero and normal-zero

* polish code
2023-07-31 22:13:29 +08:00
LuGY 79cf1b5f33 [zero]support no_sync method for zero1 plugin (#4138)
* support no sync for zero1 plugin

* polish

* polish
2023-07-31 22:13:29 +08:00
LuGY c6ab96983a [zero] refactor low level zero for shard evenly (#4030)
* 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
Baizhou Zhang c6f6005990
[checkpointio] Sharded Optimizer Checkpoint for Gemini Plugin (#4302)
* 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
Baizhou Zhang 58913441a1
Next commit [checkpointio] Unsharded Optimizer Checkpoint for Gemini Plugin (#4141)
* [checkpointio] unsharded optimizer checkpoint for Gemini plugin

* [checkpointio] unsharded optimizer checkpoint for Gemini using all_gather
2023-07-07 16:33:06 +08:00
Baizhou Zhang 0bb0b481b4 [gemini] fix argument naming during chunk configuration searching 2023-06-25 13:34:15 +08:00
Frank Lee 71fe52769c [gemini] fixed the gemini checkpoint io (#3934) 2023-06-12 15:11:27 +08:00
digger yu de0d7df33f
[nfc] fix typo colossalai/zero (#3923) 2023-06-08 00:01:29 +08:00
digger yu a9d1cadc49
fix typo with colossalai/trainer utils zero (#3908) 2023-06-07 16:08:37 +08:00
Hongxin Liu ae02d4e4f7
[bf16] add bf16 support (#3882)
* [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
Hongxin Liu dbb32692d2
[lazy] refactor lazy init (#3891)
* [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
digger yu 9265f2d4d7
[NFC]fix typo colossalai/auto_parallel nn utils etc. (#3779)
* fix typo colossalai/autochunk auto_parallel amp

* fix typo colossalai/auto_parallel nn utils etc.
2023-05-23 15:28:20 +08:00
jiangmingyan 307894f74d
[booster] gemini plugin support shard checkpoint (#3610)
* 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
YH a22407cc02
[zero] Suggests a minor change to confusing variable names in the ZeRO optimizer. (#3173)
* 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
Hongxin Liu 50793b35f4
[gemini] accelerate inference (#3641)
* [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
Hongxin Liu 4b3240cb59
[booster] add low level zero plugin (#3594)
* [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
digger-yu b9a8dff7e5
[doc] Fix typo under colossalai and doc(#3618)
* 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
Hongxin Liu 12eff9eb4c
[gemini] state dict supports fp16 (#3590)
* [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
Hongxin Liu f313babd11
[gemini] support save state dict in shards (#3581)
* [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
YH d329c294ec
Add docstr for zero3 chunk search utils (#3572) 2023-04-17 12:44:17 +08:00
Hongxin Liu 173dad0562
[misc] add verbose arg for zero and op builder (#3552)
* [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
Hongxin Liu 152239bbfa
[gemini] gemini supports lazy init (#3379)
* [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
YH bcf0cbcbe7
[doc] Add docs for clip args in zero optim (#3504) 2023-04-10 11:11:28 +08:00
ver217 573af84184
[example] update examples related to zero/gemini (#3431)
* [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
ver217 26b7aac0be
[zero] reorganize zero/gemini folder structure (#3424)
* [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
YH 80aed29cd3
[zero] Refactor ZeroContextConfig class using dataclass (#3186) 2023-03-21 12:36:47 +08:00
YH 9d644ff09f
Fix docstr for zero statedict (#3185) 2023-03-21 11:48:21 +08:00
ver217 823f3b9cf4
[doc] add deepspeed citation and copyright (#2996)
* [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
YH 7b13f7db18
[zero] trivial zero optimizer refactoring (#2869)
* Fix mionr grad store interface

* Apply lint
2023-02-27 14:04:53 +08:00
Boyuan Yao 8e3f66a0d1
[zero] fix wrong import (#2777) 2023-02-17 10:26:07 +08:00
Nikita Shulga 01066152f1
Don't use `torch._six` (#2775)
* 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
YH ae86a29e23
Refact method of grad store (#2687) 2023-02-15 22:27:58 +08:00
HELSON df4f020ee3
[zero1&2] only append parameters with gradients (#2681) 2023-02-13 18:00:16 +08:00
HELSON b528eea0f0
[zero] add zero wrappers (#2523)
* [zero] add zero wrappers

* change names

* add wrapper functions to init
2023-01-29 17:52:58 +08:00
HELSON 077a5cdde4
[zero] fix gradient clipping in hybrid parallelism (#2521)
* [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
HELSON d565a24849
[zero] add unit testings for hybrid parallelism (#2486) 2023-01-18 10:36:10 +08:00
HELSON a5dc4253c6
[zero] polish low level optimizer (#2473) 2023-01-13 14:56:17 +08:00
Jiarui Fang 867c8c2d3a
[zero] low level optim supports ProcessGroup (#2464) 2023-01-13 10:05:58 +08:00
HELSON 7829aa094e
[ddp] add is_ddp_ignored (#2434)
[ddp] rename to is_ddp_ignored
2023-01-11 12:22:45 +08:00
HELSON 62c38e3330
[zero] polish low level zero optimizer (#2275) 2023-01-03 17:22:34 +08:00
HELSON a7d95b7024
[example] add zero1, zero2 example in GPT examples (#2146)
* [example] add zero1 and zero2 for GPT

* update readme in gpt example

* polish code

* change init value

* update readme
2022-12-20 14:30:27 +08:00
Jiarui Fang c89c66a858
[Gemini] update API of the chunkmemstatscollector. (#2129) 2022-12-14 00:47:06 +08:00
Jiarui Fang 2938edf446
[Gemini] update the non model data record method in runtime memory tracer (#2128) 2022-12-13 17:11:31 +08:00
Jiarui Fang e99edfcb51
[NFC] polish comments for Chunk class (#2116) 2022-12-12 15:39:31 +08:00
Jiarui Fang 33f4412102
[Gemini] use MemStats to store the tracing data. Seperate it from Collector. (#2084) 2022-12-06 16:43:06 +08:00
Jiarui Fang b3b89865e2
[Gemini] ParamOpHook -> ColoParamOpHook (#2080) 2022-12-05 17:11:06 +08:00
HELSON a1ce02d740
[zero] test gradient accumulation (#1964)
* [zero] fix memory leak for zero2

* [zero] test gradient accumulation

* [zero] remove grad clip test
2022-11-29 13:00:30 +08:00
Jiarui Fang cc0ed7cf33
[Gemini] ZeROHookV2 -> GeminiZeROHook (#1972) 2022-11-17 14:43:49 +08:00
Jiarui Fang c4739a725a
[Gemini] polish memstats collector (#1962) 2022-11-16 15:45:57 +08:00
Jiarui Fang f7e276fa71
[Gemini] add GeminiAdamOptimizer (#1960) 2022-11-16 14:44:28 +08:00
HELSON 7066dfbf82
[zero] fix memory leak for zero2 (#1955) 2022-11-16 11:43:24 +08:00
HELSON 6e51d296f0
[zero] migrate zero1&2 (#1878)
* add zero1&2 optimizer

* rename test ditectory

* rename test files

* change tolerance in test
2022-11-11 09:26:40 +08:00
Zihao 20e255d4e8
MemStatsCollectorStatic (#1765) 2022-11-07 16:49:03 +08:00
HELSON c6a1a62636
[hotfix] fix zero's incompatibility with checkpoint in torch-1.12 (#1786)
* [hotfix] fix zero's incompatibility with checkpoint in torch-1.12

* [zero] add cpu shard init

* [zero] add tiny example test

* [colo_tensor] fix bugs for torch-1.11
2022-11-02 16:11:34 +08:00
CsRic ea961d8fd1 [NFC] polish colossalai/zero/sharded_param/__init__.py code style (#1717)
Co-authored-by: ric <mkkt_bkkt@mail.ustc.edu.cn>
2022-10-19 12:20:51 +08:00
HELSON 1468e4bcfc
[zero] add constant placement policy (#1705)
* 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.
2022-10-14 17:53:16 +08:00
HELSON b28991dd0a
[feature] A new ZeRO implementation (#1644) 2022-10-09 09:18:51 +08:00
Jiarui Fang c5d39215f6
Revert "[feature] new zero implementation (#1623)" (#1643)
This reverts commit 5be118f405.
2022-09-26 10:06:03 +08:00
HELSON 5be118f405
[feature] new zero implementation (#1623) 2022-09-24 19:58:18 +08:00
HELSON f7f2248771
[moe] fix MoE bugs (#1628)
* remove forced FP32 modules

* correct no_shard-contexts' positions
2022-09-22 13:56:30 +08:00
ver217 c9e8ce67b8
fix move fp32 shards (#1604) 2022-09-16 17:33:16 +08:00
Fazzie-Maqianli 06dccdde44 [NFC] polish colossalai/zero/sharded_model/reduce_scatter.py code style (#1554) 2022-09-08 22:11:04 +08:00
ver217 821c6172e2
[utils] Impl clip_grad_norm for ColoTensor and ZeroOptimizer (#1442) 2022-08-11 22:58:58 +08:00
ver217 6df3e19be9
[hotfix] zero optim prevents calling inner optim.zero_grad (#1422) 2022-08-09 16:08:12 +08:00
ver217 8dced41ad0
[zero] zero optim state_dict takes only_rank_0 (#1384)
* zero optim state_dict takes only_rank_0

* fix unit test
2022-07-29 13:22:50 +08:00
ver217 828b9e5e0d
[hotfix] fix zero optim save/load state dict (#1381) 2022-07-28 17:19:39 +08:00
ver217 6b43c789fd
fix zero optim backward_by_grad and save/load (#1353) 2022-07-21 16:43:58 +08:00
ver217 d068af81a3
[doc] update rst and docstring (#1351)
* 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
2022-07-21 15:54:53 +08:00
ver217 ce470ba37e
[checkpoint] sharded optim save/load grad scaler (#1350) 2022-07-21 15:21:21 +08:00
ver217 7a05367101
[hotfix] shared model returns cpu state_dict (#1328) 2022-07-15 22:11:37 +08:00
Jiarui Fang 4165eabb1e
[hotfix] remove potiential circle import (#1307)
* make it faster

* [hotfix] remove circle import
2022-07-14 13:44:26 +08:00
ver217 a45ddf2d5f
[hotfix] fix sharded optim step and clip_grad_norm (#1226) 2022-07-08 13:34:48 +08:00
Jiarui Fang a444633d13
warmup ratio configration (#1192) 2022-06-30 15:23:50 +08:00
Jiarui Fang 372f791444
[refactor] move chunk and chunkmgr to directory gemini (#1182) 2022-06-29 13:31:02 +08:00
ver217 9e1daa63d2
[zero] sharded optim supports loading local state dict (#1170)
* sharded optim supports loading local state dict

* polish code

* add unit test
2022-06-24 18:05:16 +08:00
ver217 561e90493f
[zero] zero optim supports loading local state dict (#1171)
* zero optim supports loading local state dict

* polish code

* add unit test
2022-06-24 17:25:57 +08:00
ver217 8106d7b8c7
[ddp] refactor ColoDDP and ZeroDDP (#1146)
* ColoDDP supports overwriting default process group

* rename ColoDDPV2 to ZeroDDP

* add docstr for ZeroDDP

* polish docstr
2022-06-21 16:35:23 +08:00
ver217 6690a61b4d
[hotfix] prevent nested ZeRO (#1140) 2022-06-21 11:33:53 +08:00
Frank Lee 15aab1476e
[zero] avoid zero hook spam by changing log to debug level (#1137) 2022-06-21 10:44:01 +08:00
ver217 a1a7899cae
[hotfix] fix zero init ctx numel (#1128) 2022-06-16 17:17:27 +08:00
ver217 f0a954f16d
[ddp] add set_params_to_ignore for ColoDDP (#1122)
* add set_params_to_ignore for ColoDDP

* polish code

* fix zero hook v2

* add unit test

* polish docstr
2022-06-16 12:54:46 +08:00
Frank Lee 14e5b11d7f
[zero] fixed api consistency (#1098) 2022-06-10 16:59:59 +08:00
Frank Lee cb18922c47
[doc] added documentation to chunk and chunk manager (#1094)
* [doc] added documentation to chunk and chunk manager

* polish code

* polish code

* polish code
2022-06-10 15:33:06 +08:00
ver217 1f894e033f
[gemini] zero supports gemini (#1093)
* 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
2022-06-10 14:48:28 +08:00
ver217 be01db37c8
[tensor] refactor chunk mgr and impl MemStatsCollectorV2 (#1077)
* 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
2022-06-09 20:56:34 +08:00
ver217 c5cd3b0f35
[zero] zero optim copy chunk rather than copy tensor (#1070) 2022-06-07 10:30:46 +08:00
Jiarui Fang 49832b2344
[refactory] add nn.parallel module (#1068) 2022-06-06 15:34:41 +08:00
ver217 e3fde4ee6b
fix import error in sharded model v2 (#1053) 2022-06-02 13:48:22 +08:00
ver217 51b9a49655
[zero] add zero optimizer for ColoTensor (#1046)
* 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
2022-06-02 12:13:15 +08:00
ver217 9492a561c3
[tensor] ColoTensor supports ZeRo (#1015)
* 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
2022-05-31 12:00:12 +08:00
ver217 7cfd6c827e
[zero] add load_state_dict for sharded model (#894)
* 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
2022-05-27 10:25:08 +08:00
ver217 c4d903e64a
[gemini] accelerate adjust_layout() (#878)
* add lru cache

* polish code

* update unit test

* fix sharded optim
2022-04-26 18:08:31 +08:00
HELSON 425b4a96b8
[gemini] polish stateful_tensor_mgr (#876) 2022-04-26 15:05:03 +08:00
ver217 d7e0303d1e
[zero] use GeminiMemoryManager when sampling model data (#850) 2022-04-24 17:17:22 +08:00