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
87775a0682
[colotensor] use cpu memory to store state_dict ( #1367 )
2022-07-26 14:13:38 +08:00
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
2022-07-21 15:54:53 +08:00
7a8702c06d
[colotensor] add Tensor.view op and its unit test ( #1343 )
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[colotensor] add megatron initialization for gpt2
2022-07-21 10:53:15 +08:00
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
1b41686461
[hotfix] fix unit test test_module_spec ( #1321 )
2022-07-15 14:02:32 +08:00
9e4c6449b0
[checkpoint] add ColoOptimizer checkpointing ( #1316 )
2022-07-15 09:52:55 +08:00
85f933b58b
[Optimizer] Remove useless ColoOptimizer ( #1312 )
2022-07-14 16:57:48 +08:00
9f10524313
[Optimizer] polish the init method of ColoOptimizer ( #1310 )
2022-07-14 16:37:33 +08:00
260a55804a
[hotfix] fix shape error in backward when using ColoTensor ( #1298 )
2022-07-13 23:06:12 +08:00
f83c4d6597
[NFC] polish colossalai/nn/layer/wrapper/pipeline_wrapper.py code style ( #1303 )
2022-07-13 19:01:07 +08:00
e83b2ce853
[NFC] polish colossalai/nn/layer/vanilla/layers.py code style ( #1295 )
2022-07-13 12:08:21 +08:00
1000a41fd5
[NFC] polish colossalai/nn/layer/vanilla/__init__.py code style ( #1293 )
2022-07-13 12:08:21 +08:00
552667825b
[NFC] polish colossalai/nn/layer/parallel_1d/layers.py code style ( #1290 )
2022-07-13 12:08:21 +08:00
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
b414eaa5db
[NFC] polish colossalai/nn/optimizer/lamb.py code style ( #1275 )
2022-07-13 12:08:21 +08:00
52d145a342
[NFC] polish colossalai/nn/lr_scheduler/onecycle.py code style ( #1269 )
2022-07-13 12:08:21 +08:00
0e06f62160
[NFC] polish colossalai/nn/layer/parallel_sequence/_operation.py code style ( #1266 )
2022-07-13 12:08:21 +08:00
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
9738fb0f78
[NFC] polish colossalai/nn/lr_scheduler/__init__.py ( #1255 )
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code style
2022-07-13 12:08:21 +08:00
2dd4d556fb
[NFC] polish colossalai/nn/init.py code style ( #1292 )
2022-07-13 10:51:55 +08:00
abba4d84e1
[hotfix] fix bert model test in unitests ( #1272 )
2022-07-12 23:26:45 +08:00
0cf8e8e91c
[NFC] polish <colossalai/nn/lr_scheduler/poly.py> code style ( #1267 )
2022-07-12 18:18:14 +08:00
1aad903c15
[tensor] redistribute among different process groups ( #1247 )
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* 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
9bcd2fd4af
[tensor] a shorter shard and replicate spec ( #1245 )
2022-07-11 15:51:48 +08:00
2699dfbbfd
[rename] convert_to_dist -> redistribute ( #1243 )
2022-07-11 13:05:44 +08:00
4a76084dc9
[tensor] add zero_like colo op, important for Optimizer ( #1236 )
2022-07-08 14:55:27 +08:00
3b500984b1
[tensor] fix some unittests ( #1234 )
2022-07-08 14:18:30 +08:00
0453776def
[tensor] fix a assertion in colo_tensor cross_entropy ( #1232 )
2022-07-08 11:18:00 +08:00
42ab36b762
[tensor] add unitest for colo_tensor 1DTP cross_entropy ( #1230 )
2022-07-07 19:17:23 +08:00
04537bf83e
[checkpoint]support generalized scheduler ( #1222 )
2022-07-07 18:16:38 +08:00
a98319f023
[tensor] torch function return colotensor ( #1229 )
2022-07-07 18:09:18 +08:00
ae7d3f4927
[refactor] move process group from _DistSpec to ColoTensor. ( #1203 )
2022-07-06 16:15:16 +08:00
b5f25eb32a
[Tensor] add cpu group to ddp ( #1200 )
2022-07-05 14:58:28 +08:00
060b917daf
[refactor] remove gpc dependency in colotensor's _ops ( #1189 )
2022-07-04 18:54:37 +08:00
372f791444
[refactor] move chunk and chunkmgr to directory gemini ( #1182 )
2022-06-29 13:31:02 +08:00
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
1b657f9ce1
[tensor] revert local view back ( #1178 )
2022-06-27 18:38:34 +08:00
0dd4e2bbfb
[Tensor] rename some APIs in TensorSpec and Polish view unittest ( #1176 )
2022-06-27 15:56:11 +08:00
dd0420909f
[Tensor] rename parallel_action ( #1174 )
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* rename parallel_action
* polish
2022-06-27 10:04:45 +08:00
aa7bef73d4
[Tensor] distributed view supports inter-process hybrid parallel ( #1169 )
2022-06-27 09:45:26 +08:00
4b9bba8116
[ColoTensor] rename APIs and add output_replicate to ComputeSpec ( #1168 )
2022-06-24 13:08:54 +08:00
f4ef224358
[Tensor] remove ParallelAction, use ComputeSpec instread ( #1166 )
2022-06-23 17:34:59 +08:00
177c374401
remove gather out in parallel action ( #1163 )
2022-06-23 16:35:05 +08:00
955ac912de
remove log ( #1160 )
2022-06-23 10:32:42 +08:00
07f9c781f9
[graph] improve the graph building. ( #1157 )
2022-06-22 16:47:20 +08:00
22717a856f
[tensor] add embedding bag op ( #1156 )
2022-06-22 15:54:03 +08:00
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
54aabb8da4
[gemini] refactor gemini mgr ( #1151 )
...
* refactor gemini mgr
* udpate __init__
2022-06-22 11:54:36 +08:00
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
2022-06-21 16:35:23 +08:00
ccf3c58c89
embedding op use gather_out ( #1143 )
2022-06-21 13:21:20 +08:00
15aab1476e
[zero] avoid zero hook spam by changing log to debug level ( #1137 )
2022-06-21 10:44:01 +08:00
e4f555f29a
[optim] refactor fused sgd ( #1134 )
2022-06-20 11:19:38 +08:00
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
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
e127b4375b
cast colo ddp v2 inputs/outputs ( #1120 )
2022-06-15 15:57:04 +08:00
7d14b473f0
[gemini] gemini mgr supports "cpu" placement policy ( #1118 )
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* 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
895c1c5ee7
[tensor] refactor param op hook ( #1097 )
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* refactor param op hook
* add docstr
* fix bug
2022-06-13 16:11:53 +08:00
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
2022-06-10 15:33:06 +08:00
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
2022-06-10 14:48:28 +08:00
2b2dc1c86b
[pipeline] refactor the pipeline module ( #1087 )
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* [pipeline] refactor the pipeline module
* polish code
2022-06-10 11:27:38 +08:00
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
2022-06-09 20:56:34 +08:00
0653c63eaa
[Tensor] 1d row embedding ( #1075 )
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* Add CPU 1d row embedding
* polish
2022-06-08 12:04:59 +08:00
4fc748f69b
[Tensor] fix optimizer for CPU parallel ( #1069 )
2022-06-06 17:36:11 +08:00
49832b2344
[refactory] add nn.parallel module ( #1068 )
2022-06-06 15:34:41 +08:00
6754f1b77f
fix module utils bug ( #1066 )
2022-06-06 12:11:48 +08:00
a00644079e
reorgnize colotensor directory ( #1062 )
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* reorgnize colotensor directory
* polish code
2022-06-03 18:04:22 +08:00
df9dcbbff6
[Tensor] add hybrid device demo and fix bugs ( #1059 )
2022-06-03 12:09:49 +08:00
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
2022-06-02 12:13:15 +08:00
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
cefc29ff06
[tensor] impl ColoDDP for ColoTensor ( #1009 )
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* impl ColoDDP for ColoTensor
* polish code
2022-05-21 13:52:04 +08:00
571f12eff3
[NFC] polish colossalai/nn/layer/utils/common.py code style ( #983 )
2022-05-17 10:25:06 +08:00
18542b47fc
[NFC] polish colossalai/nn/layer/parallel_2d/layers.py code style ( #976 )
2022-05-17 10:25:06 +08:00
598cde4a0f
[NFC] polish colossalai/nn/layer/parallel_2p5d/layers.py code style ( #972 )
2022-05-17 10:25:06 +08:00
fb5bc6cb28
[NFC] polish colossalai/nn/layer/parallel_3d/layers.py code style ( #966 )
2022-05-17 10:25:06 +08:00
58580b50fe
Revert "[NFC] Hotfix/format ( #984 )" ( #986 )
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This reverts commit 0772828fba
2022-05-17 10:23:38 +08:00
0772828fba
[NFC] Hotfix/format ( #984 )
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* [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>
Co-authored-by: superhao1995 <804673818@qq.com>
Co-authored-by: ziyu huang <huang0ziyu@gmail.com>
Co-authored-by: “Arsmart123 <202476410arsmart@gmail.com>
Co-authored-by: Yuer867 <62204893+Yuer867@users.noreply.github.com>
Co-authored-by: lucasliunju <lucasliunju@gmail.com>
Co-authored-by: LuGY <74758262+Gy-Lu@users.noreply.github.com>
Co-authored-by: ExtremeViscent <zhangyiqi55732@sina.com>
Co-authored-by: Xu Kai <xukai16@foxmail.com>
Co-authored-by: Zirui Zhu <zhuzr21@gmail.com>
Co-authored-by: Ofey Chan <ofey206@gmail.com>
Co-authored-by: DouJS <dujiangsu@163.com>
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>
Co-authored-by: puck_WCR <46049915+WANG-CR@users.noreply.github.com>
Co-authored-by: Ziheng Qin <37519855+henryqin1997@users.noreply.github.com>
2022-05-17 09:54:49 +08:00
e5ea3fdeef
[gemini] add GeminiMemoryManger ( #832 )
...
* refactor StatefulTensor, tensor utilities
* add unitest for GeminiMemoryManager
2022-04-24 13:08:48 +08:00
4b01da24cd
[TP] change the check assert in split batch 2d ( #772 )
2022-04-16 21:29:57 +08:00
b8899e0905
[TP] allow layernorm without bias ( #750 )
2022-04-14 11:43:56 +08:00
eda30a058e
[compatibility] fixed tensor parallel compatibility with torch 1.9 ( #700 )
2022-04-11 13:44:50 +08:00
a9b8300d54
[zero] improve adaptability for not-shard parameters ( #708 )
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* 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
3fc8a204dc
[]Corrected 3d vocab parallel embedding ( #707 )
2022-04-11 10:17:55 +08:00
b31daed4cf
fix bugs in CPU adam ( #633 )
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* add cpu adam counter for all cpu adam
* fixed updating error in adam kernel
2022-04-02 17:04:05 +08:00
828e465622
[hotfix] Raise messages for indivisible batch sizes with tensor parallelism ( #622 )
2022-04-02 16:12:04 +08:00
77ad24bf94
[model checkpoint] updated saving/loading for 3d layers ( #597 )
2022-04-01 16:52:47 +08:00
93089ed708
[model checkpoint] updated saving/loading for 2.5d layers ( #596 )
2022-04-01 16:52:33 +08:00
c50bfb807b
[model checkpoint] updated saving/loading for 1d layers ( #594 )
2022-04-01 16:51:52 +08:00
7636d518e1
[model checkpoint] updated saving/loading for 2d layers ( #595 )
2022-04-01 16:50:34 +08:00
cd13b63832
[model checkpoint] reworked unified layers for ease of save/load states ( #593 )
2022-04-01 16:49:56 +08:00
1c40ee8749
[TP] add assert for tp1d ( #621 )
2022-04-01 16:44:23 +08:00
e619a651fb
polish optimizer docstring ( #619 )
2022-04-01 16:27:03 +08:00
8432dc7080
polish moe docsrting ( #618 )
2022-04-01 16:15:36 +08:00
104cbbb313
[hotfix] add hybrid adam to __init__ ( #584 )
2022-03-31 19:08:34 +08:00
e6d50ec107
[zero] adapt zero for unsharded parameters ( #561 )
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* 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
46c9ba33da
update code format
2022-03-31 17:15:08 +08:00
666cfd094a
fix parallel_input flag for Linear1D_Col gather_output
2022-03-31 17:15:08 +08:00
2c45efc398
html refactor ( #555 )
2022-03-31 11:36:56 +08:00
c44d797072
[docs] updatad docs of hybrid adam and cpu adam ( #552 )
2022-03-30 18:14:59 +08:00
763dc325f1
[TP] Add gather_out arg to Linear ( #541 )
2022-03-30 09:35:46 +08:00
ver217