HELSON
a65cbb7e4e
[zero] refactor shard and gather operation ( #773 )
3 years ago
ver217
6e553748a7
polish sharded optim docstr and warning ( #770 )
3 years ago
Jiarui Fang
10ef8afdd2
[gemini] init genimi individual directory ( #754 )
3 years ago
ver217
dcca614eee
[hotfix] fix test_stateful_tensor_mgr ( #762 )
3 years ago
ver217
a93a7d7364
[hotfix] fix reuse_fp16_shard of sharded model ( #756 )
...
* fix reuse_fp16_shard
* disable test stm
* polish code
3 years ago
ver217
8f7ce94b8e
[hotfix] fix auto tensor placement policy ( #753 )
3 years ago
HELSON
84c6700b2a
[zero] refactor memstats_collector ( #746 )
3 years ago
Jiarui Fang
3d7dc46d33
[zero] use factory pattern for tensor_placement_policy ( #752 )
3 years ago
ver217
4b048a8728
fix prepare grads in sharded optim ( #749 )
3 years ago
ver217
e396bb71f2
[zero] add tensor placement policies ( #743 )
...
* add tensor placement policies
* polish comments
* polish comments
* update moe unit tests
3 years ago
HELSON
22c4b88d56
[zero] refactor ShardedParamV2 for convenience ( #742 )
3 years ago
ver217
e6212f56cd
[hotfix] fix memory leak in backward of sharded model ( #741 )
3 years ago
Jiarui Fang
7db3ccc79b
[hotfix] remove duplicated param register to stateful tensor manager ( #728 )
3 years ago
Jiarui Fang
4d90a7b513
[refactor] zero directory ( #724 )
3 years ago
Jiarui Fang
193dc8dacb
[refactor] refactor the memory utils ( #715 )
3 years ago
HELSON
dbd96fe90a
[zero] check whether gradients have inf and nan in gpu ( #712 )
3 years ago
ver217
715b86eadd
[hotfix] fix stm cuda model data size ( #710 )
3 years ago
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
3 years ago
ver217
ab8c6b4a0e
[zero] refactor memstats collector ( #706 )
...
* refactor memstats collector
* fix disposable
* polish code
3 years ago
HELSON
ee112fe1da
[zero] adapt zero hooks for unsharded module ( #699 )
3 years ago
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 )
...
* adapt model weight initialization for methods in Pytorch nn.init
3 years ago
Jiarui Fang
59bf2dc590
[zero] initialize a stateful tensor manager ( #614 )
3 years ago
HELSON
17e73e62cc
[hotfix] fix bugs for unsharded parameters when restore data ( #664 )
3 years ago
Jiarui Fang
0aab52301e
[hotfix] fix a bug in model data stats tracing ( #655 )
3 years ago
Jiarui Fang
036404ca8a
Revert "[zero] polish init context ( #645 )" ( #657 )
3 years ago
Jiarui Fang
67b4928244
[zero] polish init context ( #645 )
3 years ago
HELSON
055fbf5be6
[zero] adapt zero for unsharded paramters (Optimizer part) ( #601 )
3 years ago
ver217
0ef8819c67
polish docstring of zero ( #612 )
3 years ago
ver217
9bee119104
[hotfix] fix sharded optim zero grad ( #604 )
...
* fix sharded optim zero grad
* polish comments
3 years ago
Jiarui Fang
e956d93ac2
[refactor] memory utils ( #577 )
3 years ago
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
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 )
...
* 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
Jiarui Fang
107b99ddb1
[zero] dump memory stats for sharded model ( #548 )
3 years ago
HELSON
8c90d4df54
[zero] add zero context manager to change config during initialization ( #546 )
3 years ago
Jiarui Fang
53b1b6e340
[zero] non model data tracing ( #545 )
3 years ago
ver217
fb841dd5c5
[zero] optimize grad offload ( #539 )
...
* optimize grad offload
* polish code
* polish code
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
Jiarui Fang
05e33b2578
[zero] fix grad offload ( #528 )
...
* [zero] fix grad offload
* polish code
3 years ago
Jiarui Fang
8d8c5407c0
[zero] refactor model data tracing ( #522 )
3 years ago
Jiarui Fang
4d322b79da
[refactor] remove old zero code ( #517 )
3 years ago