Commit Graph

277 Commits (fee2af861078181e18a059800ba09a4edfb311f0)

Author SHA1 Message Date
Jiarui Fang 521078ffc9
[embedding] fix a bug in table wise sharding (#1538) 2022-09-02 15:48:35 +08:00
Jiarui Fang 87134524fd
[embedding] tablewise sharding polish (#1535) 2022-09-02 11:09:37 +08:00
CsRic 5156d5b4f8
[embedding] add tablewise sharding for FAW (#1526) 2022-09-01 17:55:41 +08:00
Jiarui Fang 4537d39df9
[doc] docstring for FreqAwareEmbeddingBag (#1525) 2022-08-31 13:52:30 +08:00
Jiarui Fang 9a9ef65313
[FAW] cpu caching operations (#1520) 2022-08-30 14:50:02 +08:00
Jiarui Fang af5438caa2
[FAW] refactor reorder() for CachedParamMgr (#1514) 2022-08-29 14:22:07 +08:00
Jiarui Fang 9feee6d06b
[FAW] LFU initialize with dataset freq (#1513) 2022-08-29 12:52:53 +08:00
CsRic 1b8fee8e9c
[FAW] shrink freq_cnter size (#1509) 2022-08-29 11:44:55 +08:00
Jiarui Fang ba61109b6c
[FAW] remove code related to chunk (#1501) 2022-08-26 14:23:30 +08:00
Jiarui Fang d5085bb317
[FAW] add more docs and fix a warning (#1500) 2022-08-26 14:10:21 +08:00
CsRic 0ed2f46131
[FAW] FAW embedding use LRU as eviction strategy intialized with dataset stats (#1494) 2022-08-26 11:24:12 +08:00
CsRic b8d0e39eaf
[FAW] LFU cache for the FAW 2022-08-25 13:08:46 +08:00
Jiarui Fang cde7b8a5b8
[FAW] init an LFU implementation for FAW (#1488) 2022-08-24 17:37:22 +08:00
Geng Zhang 0aad53c62b
[FCE] update interface for frequency statistics in FreqCacheEmbedding (#1462) 2022-08-23 17:38:24 +08:00
Jiarui Fang a1476ea882
[NFC] polish doc style for ColoTensor (#1457) 2022-08-16 09:21:05 +08:00
ver217 367c615818
fix nvme docstring (#1450) 2022-08-12 18:01:02 +08:00
Geng Zhang 9f3eed66eb
[FAW] reorganize the inheritance struct of FreqCacheEmbedding (#1448) 2022-08-12 15:55:46 +08:00
Frank Lee ae1b58cd16
[tensor] added linear implementation for the new sharding spec (#1416)
* [tensor] added linear implementation for the new sharding spec

* polish code
2022-08-12 11:33:09 +08:00
Jiarui Fang 30b4dd17c0
[FAW] export FAW in _ops (#1438) 2022-08-11 13:43:24 +08:00
Jiarui Fang c9427a323f
hotfix #1434 (#1437) 2022-08-11 13:14:25 +08:00
Jiarui Fang 10b3df65c8
[FAW] move coloparam setting in test code. (#1429) 2022-08-10 14:31:53 +08:00
Jiarui Fang cb98cf5558
[FAW] parallel FreqAwareEmbedding (#1424) 2022-08-10 13:44:30 +08:00
Jiarui Fang d209aff684
Add FreqAwareEmbeddingBag (#1421) 2022-08-09 16:26:12 +08:00
Jiarui Fang 504419d261
[FAW] add cache manager for the cached embedding (#1419) 2022-08-09 15:17:17 +08:00
ver217 12b4887097
[hotfix] fix CPUAdam kernel nullptr (#1410) 2022-08-05 19:45:45 +08:00
ver217 04c9a86af8
[zero] ZeroDDP supports controlling outputs' dtype (#1399) 2022-08-02 17:49:11 +08:00
HELSON 4e98e938ce
[zero] alleviate memory usage in ZeRODDP state_dict (#1398) 2022-08-02 15:49:13 +08:00
HELSON c7221cb2d4
[hotfix] adapt ProcessGroup and Optimizer to ColoTensor (#1388) 2022-07-29 19:33:24 +08:00
ver217 83328329dd
[hotfix] fix zero ddp buffer cast (#1376)
* fix zero ddp buffer cast

* fix zero ddp ignore params
2022-07-28 10:54:44 +08:00
ver217 5d5031e946
fix zero ddp state dict (#1378) 2022-07-28 09:31:42 +08:00
ver217 c415240db6
[nvme] CPUAdam and HybridAdam support NVMe offload (#1360)
* impl nvme optimizer

* update cpu adam

* add unit test

* update hybrid adam

* update docstr

* add TODOs

* update CI

* fix CI

* fix CI

* fix CI path

* fix CI path

* fix CI path

* fix install tensornvme

* fix CI

* fix CI path

* fix CI env variables

* test CI

* test CI

* fix CI

* fix nvme optim __del__

* fix adam __del__

* fix nvme optim

* fix CI env variables

* fix nvme optim import

* test CI

* test CI

* fix CI
2022-07-26 17:25:24 +08:00
HELSON 87775a0682
[colotensor] use cpu memory to store state_dict (#1367) 2022-07-26 14:13:38 +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
HELSON 7a8702c06d
[colotensor] add Tensor.view op and its unit test (#1343)
[colotensor] add megatron initialization for gpt2
2022-07-21 10:53:15 +08:00
ver217 0c51ff2c13
[hotfix] ZeroDDP use new process group (#1333)
* process group supports getting ranks in group

* chunk mgr receives a process group

* update unit test

* fix unit tests
2022-07-18 14:14:52 +08:00
HELSON 1b41686461
[hotfix] fix unit test test_module_spec (#1321) 2022-07-15 14:02:32 +08:00
Jiarui Fang 9e4c6449b0
[checkpoint] add ColoOptimizer checkpointing (#1316) 2022-07-15 09:52:55 +08:00
Jiarui Fang 85f933b58b
[Optimizer] Remove useless ColoOptimizer (#1312) 2022-07-14 16:57:48 +08:00
Jiarui Fang 9f10524313
[Optimizer] polish the init method of ColoOptimizer (#1310) 2022-07-14 16:37:33 +08:00
HELSON 260a55804a
[hotfix] fix shape error in backward when using ColoTensor (#1298) 2022-07-13 23:06:12 +08:00
runluo f83c4d6597
[NFC] polish colossalai/nn/layer/wrapper/pipeline_wrapper.py code style (#1303) 2022-07-13 19:01:07 +08:00
XYE e83b2ce853 [NFC] polish colossalai/nn/layer/vanilla/layers.py code style (#1295) 2022-07-13 12:08:21 +08:00
Liping233 1000a41fd5 [NFC] polish colossalai/nn/layer/vanilla/__init__.py code style (#1293) 2022-07-13 12:08:21 +08:00
Wangbo Zhao(黑色枷锁) 552667825b [NFC] polish colossalai/nn/layer/parallel_1d/layers.py code style (#1290) 2022-07-13 12:08:21 +08:00
Jiatong Han 38e3ccd1e9 [NFC] polish colossalai/nn/layer/parallel_sequence/layers.py code style (#1280)
Co-authored-by: JThh <jiatong.han@u.nus.edu>
2022-07-13 12:08:21 +08:00
Boyuan Yao b414eaa5db [NFC] polish colossalai/nn/optimizer/lamb.py code style (#1275) 2022-07-13 12:08:21 +08:00
Super Daniel 52d145a342 [NFC] polish colossalai/nn/lr_scheduler/onecycle.py code style (#1269) 2022-07-13 12:08:21 +08:00
Geng Zhang 0e06f62160 [NFC] polish colossalai/nn/layer/parallel_sequence/_operation.py code style (#1266) 2022-07-13 12:08:21 +08:00
superhao1995 f660152c73 [NFC] polish colossalai/nn/layer/parallel_3d/_operation.py code style (#1258)
Co-authored-by: Research <research@soccf-snr3-017.comp.nus.edu.sg>
2022-07-13 12:08:21 +08:00
Thunderbeee 9738fb0f78 [NFC] polish colossalai/nn/lr_scheduler/__init__.py (#1255)
code style
2022-07-13 12:08:21 +08:00
Ofey Chan 2dd4d556fb
[NFC] polish colossalai/nn/init.py code style (#1292) 2022-07-13 10:51:55 +08:00
HELSON abba4d84e1
[hotfix] fix bert model test in unitests (#1272) 2022-07-12 23:26:45 +08:00
oahzxl 0cf8e8e91c
[NFC] polish <colossalai/nn/lr_scheduler/poly.py> code style (#1267) 2022-07-12 18:18:14 +08:00
Jiarui Fang 1aad903c15
[tensor] redistribute among different process groups (#1247)
* make it faster

* [tensor] rename convert_to_dist -> redistribute

* [tensor] ShardSpec and ReplicaSpec

* [tensor] redistribute among diff pgs

* polish code
2022-07-12 10:24:05 +08:00
Jiarui Fang 9bcd2fd4af
[tensor] a shorter shard and replicate spec (#1245) 2022-07-11 15:51:48 +08:00
Jiarui Fang 2699dfbbfd
[rename] convert_to_dist -> redistribute (#1243) 2022-07-11 13:05:44 +08:00
Jiarui Fang 4a76084dc9
[tensor] add zero_like colo op, important for Optimizer (#1236) 2022-07-08 14:55:27 +08:00
Jiarui Fang 3b500984b1
[tensor] fix some unittests (#1234) 2022-07-08 14:18:30 +08:00
HELSON 0453776def
[tensor] fix a assertion in colo_tensor cross_entropy (#1232) 2022-07-08 11:18:00 +08:00
HELSON 42ab36b762
[tensor] add unitest for colo_tensor 1DTP cross_entropy (#1230) 2022-07-07 19:17:23 +08:00
Yi Zhao 04537bf83e
[checkpoint]support generalized scheduler (#1222) 2022-07-07 18:16:38 +08:00
Jiarui Fang a98319f023
[tensor] torch function return colotensor (#1229) 2022-07-07 18:09:18 +08:00
Jiarui Fang ae7d3f4927
[refactor] move process group from _DistSpec to ColoTensor. (#1203) 2022-07-06 16:15:16 +08:00
Jiarui Fang b5f25eb32a
[Tensor] add cpu group to ddp (#1200) 2022-07-05 14:58:28 +08:00
Jiarui Fang 060b917daf
[refactor] remove gpc dependency in colotensor's _ops (#1189) 2022-07-04 18:54:37 +08:00
Jiarui Fang 372f791444
[refactor] move chunk and chunkmgr to directory gemini (#1182) 2022-06-29 13:31:02 +08:00
ver217 6b2f2ab9bb
[ddp] ColoDDP uses bucket all-reduce (#1177)
* add reducer

* update colo ddp with reducer

* polish unit test

* polish unit test
2022-06-29 10:34:13 +08:00
Jiarui Fang 1b657f9ce1
[tensor] revert local view back (#1178) 2022-06-27 18:38:34 +08:00
Jiarui Fang 0dd4e2bbfb
[Tensor] rename some APIs in TensorSpec and Polish view unittest (#1176) 2022-06-27 15:56:11 +08:00
Ziyue Jiang dd0420909f
[Tensor] rename parallel_action (#1174)
* rename parallel_action

* polish
2022-06-27 10:04:45 +08:00
Jiarui Fang aa7bef73d4
[Tensor] distributed view supports inter-process hybrid parallel (#1169) 2022-06-27 09:45:26 +08:00
Jiarui Fang 4b9bba8116
[ColoTensor] rename APIs and add output_replicate to ComputeSpec (#1168) 2022-06-24 13:08:54 +08:00
Jiarui Fang f4ef224358
[Tensor] remove ParallelAction, use ComputeSpec instread (#1166) 2022-06-23 17:34:59 +08:00
Jiarui Fang 177c374401
remove gather out in parallel action (#1163) 2022-06-23 16:35:05 +08:00
Ziyue Jiang 955ac912de
remove log (#1160) 2022-06-23 10:32:42 +08:00
Jiarui Fang 07f9c781f9
[graph] improve the graph building. (#1157) 2022-06-22 16:47:20 +08:00
ver217 22717a856f
[tensor] add embedding bag op (#1156) 2022-06-22 15:54:03 +08:00
ver217 ae86151968
[tensor] add more element-wise ops (#1155)
* add more element-wise ops

* update test_op

* polish unit test
2022-06-22 15:16:47 +08:00
ver217 54aabb8da4
[gemini] refactor gemini mgr (#1151)
* refactor gemini mgr

* udpate __init__
2022-06-22 11:54:36 +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 ccf3c58c89
embedding op use gather_out (#1143) 2022-06-21 13:21:20 +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 e4f555f29a
[optim] refactor fused sgd (#1134) 2022-06-20 11:19:38 +08:00
ver217 d26902645e
[ddp] add save/load state dict for ColoDDP (#1127)
* add save/load state dict for ColoDDP

* add unit test

* refactor unit test folder

* polish unit test

* rename unit test
2022-06-20 10:51:47 +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
ver217 e127b4375b
cast colo ddp v2 inputs/outputs (#1120) 2022-06-15 15:57:04 +08:00
ver217 7d14b473f0
[gemini] gemini mgr supports "cpu" placement policy (#1118)
* update gemini mgr

* update chunk

* add docstr

* polish placement policy

* update test chunk

* update test zero

* polish unit test

* remove useless unit test
2022-06-15 15:05:19 +08:00
ver217 895c1c5ee7
[tensor] refactor param op hook (#1097)
* refactor param op hook

* add docstr

* fix bug
2022-06-13 16:11:53 +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
Frank Lee 2b2dc1c86b
[pipeline] refactor the pipeline module (#1087)
* [pipeline] refactor the pipeline module

* polish code
2022-06-10 11:27:38 +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
Ziyue Jiang 0653c63eaa
[Tensor] 1d row embedding (#1075)
* Add CPU 1d row embedding

* polish
2022-06-08 12:04:59 +08:00
Ziyue Jiang 4fc748f69b
[Tensor] fix optimizer for CPU parallel (#1069) 2022-06-06 17:36:11 +08:00
Jiarui Fang 49832b2344
[refactory] add nn.parallel module (#1068) 2022-06-06 15:34:41 +08:00
Ziyue Jiang 6754f1b77f
fix module utils bug (#1066) 2022-06-06 12:11:48 +08:00
Jiarui Fang a00644079e
reorgnize colotensor directory (#1062)
* reorgnize colotensor directory

* polish code
2022-06-03 18:04:22 +08:00
Ziyue Jiang df9dcbbff6
[Tensor] add hybrid device demo and fix bugs (#1059) 2022-06-03 12:09:49 +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 cefc29ff06
[tensor] impl ColoDDP for ColoTensor (#1009)
* impl ColoDDP for ColoTensor

* polish code
2022-05-21 13:52:04 +08:00
Ziheng Qin 571f12eff3 [NFC] polish colossalai/nn/layer/utils/common.py code style (#983) 2022-05-17 10:25:06 +08:00
shenggan 18542b47fc [NFC] polish colossalai/nn/layer/parallel_2d/layers.py code style (#976) 2022-05-17 10:25:06 +08:00
Zirui Zhu 598cde4a0f [NFC] polish colossalai/nn/layer/parallel_2p5d/layers.py code style (#972) 2022-05-17 10:25:06 +08:00
LuGY fb5bc6cb28 [NFC] polish colossalai/nn/layer/parallel_3d/layers.py code style (#966) 2022-05-17 10:25:06 +08:00
ver217 58580b50fe
Revert "[NFC] Hotfix/format (#984)" (#986)
This reverts commit 0772828fba.
2022-05-17 10:23:38 +08:00
binmakeswell 0772828fba
[NFC] Hotfix/format (#984)
* [NFC] Polish colossalai/kernel/cuda_native/csrc/multi_tensor_lamb.cu code style. (#937)

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/cuda_util.h code style (#939)

* [NFC] polish colossalai/kernel/cuda_native/csrc/cpu_adam.cpp code style (#936)

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/block_reduce.h code style (#938)

* [NFC] polish moe_cuda_kernel.cu code style (#940)

Co-authored-by: Xiao Ye <xiaoye2@illinois.edu>

* [NFC] polish pre-commit run --files colossalai/kernel/cuda_native/csrc/scaled_upper_triang_masked_softmax_cuda.cu code style (#943)

* [NFC] polish colossalai/kernel/cuda_native/csrc/moe_cuda.cpp code style (#942)

* [NFC] polish colossalai/kernel/cuda_native/csrc/cpu_adam.h code style (#945)

* [NFC] polish colossalai/kernel/jit/bias_gelu.py code style (#946)

Co-authored-by: jnbai <897086360@qq.com>

* [NFC] polish colossalai/kernel/cuda_native/csrc/scaled_masked_softmax_cuda.cu code style (#949)

Co-authored-by: Jiatong <jiatong.han@u.nus.edu>

* [NFC] polish colossalai/builder/pipeline.py code style (#951)

* [NFC] polish colossalai/kernel/cuda_native/csrc/multihead_attention_1d.cpp code style (#952)

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/cross_entropy.cu code style (#953)

Co-authored-by: 何晓昕 <cautious@hexiaoxins-MacBook-Pro.local>

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/softmax_kernels.cu code style (#954)

* [NFC] polish colossalai/kernel/cuda_native/scaled_softmax.py  code style (#955)

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/context.h code style (#956)

Co-authored-by: RichardoLuo <14049555596@qq.com>

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/cross_entropy_layer.h code style (#957)

* [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_l2norm_kernel.cu code style (#958)

* [NFC] polish colossalai/kernel/cuda_native/csrc/multihead_attention_1d.h code style (#962)

* [NFC] polish colossalai/kernel/cuda_native/csrc/scaled_upper_triang_masked_softmax.cpp code style (#959)

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/general_kernels.cu code style (#963)

Co-authored-by: “Arsmart123 <202476410arsmart@gmail.com>

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/softmax.h code style (#964)

* [NFC] polish __init__.py code style (#965)

* [NFC] polish colossalai/nn/layer/parallel_3d/layers.py code style (#966)

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/feed_forward.h (#968)

code style

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/dropout.h code style (#970)

* [NFC] polish colossalai/nn/layer/parallel_2p5d/layers.py code style (#972)

* [NFC] polish colossalai/kernel/cuda_native/csrc/layer_norm_cuda.cpp code style (#973)

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/normalize_kernels.cu code style (#974)

* [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_scale_kernel.cu code style (#977)

* [NFC] polish colossalai/nn/layer/parallel_2d/layers.py code style (#976)

* [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_sgd_kernel.cu code style (#978)

* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/dropout_kernels.cu code style (#979)

* [NFC] polish colossalai/kernel/cuda_native/layer_norm.py code style (#980)

* [NFC] polish colossalai/nn/layer/utils/common.py code style (#983)

Co-authored-by: BoxiangW <45734921+BoxiangW@users.noreply.github.com>
Co-authored-by: yuxuan-lou <83441848+yuxuan-lou@users.noreply.github.com>
Co-authored-by: Geng Zhang <34452939+zxgx@users.noreply.github.com>
Co-authored-by: Maruyama_Aya <38985202+MaruyamaAya@users.noreply.github.com>
Co-authored-by: XYE <92607131+Itok2000u@users.noreply.github.com>
Co-authored-by: Xiao Ye <xiaoye2@illinois.edu>
Co-authored-by: HaoyuQin <79465534+coder-chin@users.noreply.github.com>
Co-authored-by: wky <64853922+wangkuangyi@users.noreply.github.com>
Co-authored-by: bajiaoyu517 <59548007+bajiaoyu517@users.noreply.github.com>
Co-authored-by: luoling-LC <105470086+luoling-LC@users.noreply.github.com>
Co-authored-by: jnbai <897086360@qq.com>
Co-authored-by: JT.Han <59948448+JThh@users.noreply.github.com>
Co-authored-by: Jiatong <jiatong.han@u.nus.edu>
Co-authored-by: xyupeng <99191637+xyupeng@users.noreply.github.com>
Co-authored-by: Sze-qq <68757353+Sze-qq@users.noreply.github.com>
Co-authored-by: Cautiousss <48676630+Cautiousss@users.noreply.github.com>
Co-authored-by: 何晓昕 <cautious@hexiaoxins-MacBook-Pro.local>
Co-authored-by: Luxios22 <67457897+Luxios22@users.noreply.github.com>
Co-authored-by: Wangbo Zhao(黑色枷锁) <56866854+wangbo-zhao@users.noreply.github.com>
Co-authored-by: RichardoLuo <50363844+RichardoLuo@users.noreply.github.com>
Co-authored-by: RichardoLuo <14049555596@qq.com>
Co-authored-by: doubleHU <98150031+huxin711@users.noreply.github.com>
Co-authored-by: runluo <68489000+run-qiao@users.noreply.github.com>
Co-authored-by: MaxT <854721132@qq.com>
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Co-authored-by: lucasliunju <lucasliunju@gmail.com>
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Co-authored-by: ExtremeViscent <zhangyiqi55732@sina.com>
Co-authored-by: Xu Kai <xukai16@foxmail.com>
Co-authored-by: Zirui Zhu <zhuzr21@gmail.com>
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Co-authored-by: Jie Zhu <chore.08-protist@icloud.com>
Co-authored-by: shenggan <csg19971016@gmail.com>
Co-authored-by: Kai Wang (Victor Kai) <37533040+kaiwang960112@users.noreply.github.com>
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Co-authored-by: Ziheng Qin <37519855+henryqin1997@users.noreply.github.com>
2022-05-17 09:54:49 +08:00
HELSON e5ea3fdeef
[gemini] add GeminiMemoryManger (#832)
* refactor StatefulTensor, tensor utilities

* add unitest for GeminiMemoryManager
2022-04-24 13:08:48 +08:00
Ziyue Jiang 4b01da24cd
[TP] change the check assert in split batch 2d (#772) 2022-04-16 21:29:57 +08:00
アマデウス b8899e0905
[TP] allow layernorm without bias (#750) 2022-04-14 11:43:56 +08:00
Frank Lee eda30a058e
[compatibility] fixed tensor parallel compatibility with torch 1.9 (#700) 2022-04-11 13:44:50 +08:00
HELSON a9b8300d54
[zero] improve adaptability for not-shard parameters (#708)
* adapt post grad hooks for not-shard parameters
* adapt optimizer for not-shard parameters
* offload gradients for not-replicated parameters
2022-04-11 13:38:51 +08:00
アマデウス 3fc8a204dc
[]Corrected 3d vocab parallel embedding (#707) 2022-04-11 10:17:55 +08:00
HELSON b31daed4cf
fix bugs in CPU adam (#633)
* add cpu adam counter for all cpu adam

* fixed updating error in adam kernel
2022-04-02 17:04:05 +08:00
Liang Bowen 828e465622
[hotfix] Raise messages for indivisible batch sizes with tensor parallelism (#622) 2022-04-02 16:12:04 +08:00
アマデウス 77ad24bf94
[model checkpoint] updated saving/loading for 3d layers (#597) 2022-04-01 16:52:47 +08:00
アマデウス 93089ed708
[model checkpoint] updated saving/loading for 2.5d layers (#596) 2022-04-01 16:52:33 +08:00
アマデウス c50bfb807b
[model checkpoint] updated saving/loading for 1d layers (#594) 2022-04-01 16:51:52 +08:00
アマデウス 7636d518e1
[model checkpoint] updated saving/loading for 2d layers (#595) 2022-04-01 16:50:34 +08:00
アマデウス cd13b63832
[model checkpoint] reworked unified layers for ease of save/load states (#593) 2022-04-01 16:49:56 +08:00
Ziyue Jiang 1c40ee8749
[TP] add assert for tp1d (#621) 2022-04-01 16:44:23 +08:00
ver217 e619a651fb
polish optimizer docstring (#619) 2022-04-01 16:27:03 +08:00
ver217 8432dc7080
polish moe docsrting (#618) 2022-04-01 16:15:36 +08:00
ver217 104cbbb313
[hotfix] add hybrid adam to __init__ (#584) 2022-03-31 19:08:34 +08:00
HELSON e6d50ec107
[zero] adapt zero for unsharded parameters (#561)
* support existing sharded and unsharded parameters in zero

* add unitest for moe-zero model init

* polish moe gradient handler
2022-03-31 18:34:11 +08:00
Wesley 46c9ba33da update code format 2022-03-31 17:15:08 +08:00
Wesley 666cfd094a fix parallel_input flag for Linear1D_Col gather_output 2022-03-31 17:15:08 +08:00
Liang Bowen 2c45efc398
html refactor (#555) 2022-03-31 11:36:56 +08:00
LuGY c44d797072
[docs] updatad docs of hybrid adam and cpu adam (#552) 2022-03-30 18:14:59 +08:00
Ziyue Jiang 763dc325f1
[TP] Add gather_out arg to Linear (#541) 2022-03-30 09:35:46 +08:00
HELSON 8c90d4df54
[zero] add zero context manager to change config during initialization (#546) 2022-03-29 17:57:59 +08:00
Liang Bowen ec5086c49c Refactored docstring to google style 2022-03-29 17:17:47 +08:00
LuGY 105c5301c3
[zero]added hybrid adam, removed loss scale in adam (#527)
* [zero]added hybrid adam, removed loss scale of adam

* remove useless code
2022-03-25 18:03:54 +08:00
LuGY 6a3f9fda83
[cuda] modify the fused adam, support hybrid of fp16 and fp32 (#497) 2022-03-25 14:15:53 +08:00
Jiarui Fang a445e118cf
[polish] polish singleton and global context (#500) 2022-03-23 18:03:39 +08:00
ver217 9ec1ce6ab1
[zero] sharded model support the reuse of fp16 shard (#495)
* sharded model supports reuse fp16 shard

* rename variable

* polish code

* polish code

* polish code
2022-03-23 14:59:59 +08:00
HELSON c9023d4078
[MOE] support PR-MOE (#488) 2022-03-22 16:48:22 +08:00
ver217 62b0a8d644
[zero] sharded optim support hybrid cpu adam (#486)
* sharded optim support hybrid cpu adam

* update unit test

* polish docstring
2022-03-22 14:56:59 +08:00
HELSON d7ea63992b
[MOE] add FP32LinearGate for MOE in NaiveAMP context (#480) 2022-03-22 10:50:20 +08:00
Jiarui Fang 65c0f380c2
[format] polish name format for MOE (#481) 2022-03-21 23:19:47 +08:00
HELSON 7544347145
[MOE] add unitest for MOE experts layout, gradient handler and kernel (#469) 2022-03-21 13:35:04 +08:00
HELSON aff9d354f7
[MOE] polish moe_env (#467) 2022-03-19 15:36:25 +08:00
HELSON bccbc15861
[MOE] changed parallelmode to dist process group (#460) 2022-03-19 13:46:29 +08:00
Jiarui Fang 0fcfb1e00d
[test] make zero engine test really work (#447) 2022-03-17 17:24:25 +08:00
Jiarui Fang 237d08e7ee
[zero] hybrid cpu adam (#445) 2022-03-17 15:05:41 +08:00
HELSON dbdc9a7783
added Multiply Jitter and capacity factor eval for MOE (#434) 2022-03-16 16:47:44 +08:00
HELSON 3f70a2b12f
removed noisy function during evaluation of MoE router (#419) 2022-03-15 12:06:09 +08:00
Jiang Zhuo 5a4a3b77d9 fix format (#376) 2022-03-11 15:50:28 +08:00
LuGY de46450461 Added activation offload (#331)
* Added activation offload

* Fixed the import bug, used the pytest
2022-03-11 15:50:28 +08:00
Kai Wang (Victor Kai) 53bb3bcc0a fix format (#362) 2022-03-11 15:50:28 +08:00