ver217
3c9cd5bb5e
[zero] stateful tensor manager ( #687 )
...
* [WIP] stateful tensor manager
* add eviction strategy
* polish code
* polish code
* polish comment
* add unit test
* fix sampler bug
* polish code
* fix max sampling cnt resetting bug
* fix sampler bug
* polish code
* fix bug
* fix unit test
Co-authored-by: jiaruifang <fangjiarui123@gmail.com>
3 years ago
HELSON
d7ecaf362b
[zero] fix init bugs in zero context ( #686 )
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* adapt model weight initialization for methods in Pytorch nn.init
3 years ago
Jiarui Fang
0aab52301e
[hotfix] fix a bug in model data stats tracing ( #655 )
3 years ago
YuliangLiu0306
ade05a5d83
[refactor] pipeline, put runtime schedule into engine. ( #627 )
3 years ago
HELSON
e5d615aeee
[hotfix] fix bugs in testing ( #659 )
...
* remove hybrid adam in test_moe_zero_optim
* fix activation checkpointing and its unitest
3 years ago
HELSON
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
3 years ago
HELSON
055fbf5be6
[zero] adapt zero for unsharded paramters (Optimizer part) ( #601 )
3 years ago
アマデウス
354b7954d1
[model checkpoint] added unit tests for checkpoint save/load ( #599 )
3 years ago
FredHuang99
93f14d2a33
[zero] test zero tensor utils ( #609 )
3 years ago
Jiarui Fang
e956d93ac2
[refactor] memory utils ( #577 )
3 years ago
HELSON
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
3 years ago
ver217
7c6c427db1
[zero] trace states of fp16/32 grad and fp32 param ( #571 )
3 years ago
Jiarui Fang
7675366fce
[polish] rename col_attr -> colo_attr ( #558 )
3 years ago
ver217
014bac0c49
[zero] hijack p.grad in sharded model ( #554 )
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* hijack p.grad in sharded model
* polish comments
* polish comments
3 years ago
Jiarui Fang
f552b11294
[zero] label state for param fp16 and grad ( #551 )
3 years ago
Jiarui Fang
214da761d4
[zero] add stateful tensor ( #549 )
3 years ago
HELSON
8c90d4df54
[zero] add zero context manager to change config during initialization ( #546 )
3 years ago
Liang Bowen
ec5086c49c
Refactored docstring to google style
3 years ago
Jiarui Fang
53b1b6e340
[zero] non model data tracing ( #545 )
3 years ago
ver217
1f90a3b129
[zero] polish ZeroInitContext ( #540 )
3 years ago
Jiarui Fang
c11ff81b15
[zero] get memory usage of sharded optim v2. ( #542 )
3 years ago
HELSON
a30e2b4c24
[zero] adapt for no-leaf module in zero ( #535 )
...
only process module's own parameters in Zero context
add zero hooks for all modules that contrain parameters
gather parameters only belonging to module itself
3 years ago
Jiarui Fang
705f56107c
[zero] refactor model data tracing ( #537 )
3 years ago
Jiarui Fang
a590ed0ba3
[zero] improve the accuracy of get_memory_usage of sharded param ( #538 )
3 years ago
Jiarui Fang
37cb70feec
[zero] get memory usage for sharded param ( #536 )
3 years ago
LuGY
105c5301c3
[zero]added hybrid adam, removed loss scale in adam ( #527 )
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* [zero]added hybrid adam, removed loss scale of adam
* remove useless code
3 years ago
Jiarui Fang
8d8c5407c0
[zero] refactor model data tracing ( #522 )
3 years ago
Frank Lee
3601b2bad0
[test] fixed rerun_on_exception and adapted test cases ( #487 )
3 years ago
Jiarui Fang
4d322b79da
[refactor] remove old zero code ( #517 )
3 years ago
LuGY
6a3f9fda83
[cuda] modify the fused adam, support hybrid of fp16 and fp32 ( #497 )
3 years ago
Jiarui Fang
920c5889a7
[zero] add colo move inline ( #521 )
3 years ago
Jiarui Fang
0bebda6ea5
[zero] fix init device bug in zero init context unittest ( #516 )
3 years ago
Jiarui Fang
7ef3507ace
[zero] show model data cuda memory usage after zero context init. ( #515 )
3 years ago
Jiarui Fang
9330be0f3c
[memory] set cuda mem frac ( #506 )
3 years ago
Jiarui Fang
0035b7be07
[memory] add model data tensor moving api ( #503 )
3 years ago
Jiarui Fang
a445e118cf
[polish] polish singleton and global context ( #500 )
3 years ago
ver217
9ec1ce6ab1
[zero] sharded model support the reuse of fp16 shard ( #495 )
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* sharded model supports reuse fp16 shard
* rename variable
* polish code
* polish code
* polish code
3 years ago
ver217
62b0a8d644
[zero] sharded optim support hybrid cpu adam ( #486 )
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* sharded optim support hybrid cpu adam
* update unit test
* polish docstring
3 years ago
Jiarui Fang
b334822163
[zero] polish sharded param name ( #484 )
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* [zero] polish sharded param name
* polish code
* polish
* polish code
* polish
* polsih
* polish
3 years ago
Jiarui Fang
65c0f380c2
[format] polish name format for MOE ( #481 )
3 years ago
HELSON
7544347145
[MOE] add unitest for MOE experts layout, gradient handler and kernel ( #469 )
3 years ago
HELSON
84fd7c1d4d
add moe context, moe utilities and refactor gradient handler ( #455 )
3 years ago
Frank Lee
af185b5519
[test] fixed amp convergence comparison test ( #454 )
3 years ago
ver217
a241f61b34
[zero] Update initialize for ZeRO ( #458 )
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* polish code
* shard strategy receive pg in shard() / gather()
* update zero engine
* polish code
3 years ago
ver217
642846d6f9
update sharded optim and fix zero init ctx ( #457 )
3 years ago
Jiarui Fang
e2e9f82588
Revert "[zero] update sharded optim and fix zero init ctx" ( #456 )
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* Revert "polish code"
This reverts commit 8cf7ff08cf
.
* Revert "rename variables"
This reverts commit e99af94ab8
.
* Revert "remove surplus imports"
This reverts commit 46add4a5c5
.
* Revert "update sharded optim and fix zero init ctx"
This reverts commit 57567ee768
.
3 years ago
ver217
8cf7ff08cf
polish code
3 years ago
ver217
46add4a5c5
remove surplus imports
3 years ago
ver217
57567ee768
update sharded optim and fix zero init ctx
3 years ago
Frank Lee
f27d801a13
[test] optimized zero data parallel test ( #452 )
3 years ago