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86 Commits (551cafec14477f17da38d671106341cdc8fed5ff)

Author SHA1 Message Date
eric8607242 9880fd2cd8
Fix state_dict key missing issue of the ZeroDDP (#2363) 
* Fix state_dict output for ZeroDDP duplicated parameters

* Rewrite state_dict based on get_static_torch_model

* Modify get_static_torch_model to be compatible with the lower version (ZeroDDP)
 2023-01-09 14:35:14 +08:00
HELSON 48d33b1b17
[gemini] add get static torch model (#2356) 2023-01-06 13:41:19 +08:00
Jiarui Fang af32022f74
[Gemini] fix the convert_to_torch_module bug (#2269) 2023-01-03 15:55:35 +08:00
HELSON 2458659919
[zero] fix error for BEiT models (#2169) 
* [zero] fix error for BEiT models

* [ColoParameter] add unpack operation for tuple arguments

* fix bugs

* fix chunkv2 unit testing

* add assertion for gradient state
 2022-12-26 15:03:54 +08:00
Jiarui Fang 2827f41898
[Gemini] GeminiDPP convert to PyTorch Module. (#2151) 2022-12-20 10:19:36 +08:00
Jiarui Fang 9214d1fe28
[Gemini] chunk init using runtime visited param order (#2115) 2022-12-12 18:06:16 +08:00
Jiarui Fang e5aa8333e4
[NFC] update chunk manager API (#2119) 2022-12-12 16:57:22 +08:00
Jiarui Fang e99edfcb51
[NFC] polish comments for Chunk class (#2116) 2022-12-12 15:39:31 +08:00
HELSON 63fbba3c19
[zero] add L2 gradient clipping for ZeRO (#2112) 
* [zero] add L2 gradient clipping

* [testing] add MlpModel

* [zero] add unit test for grad clipping

* fix atol
 2022-12-09 18:09:17 +08:00
Jiarui Fang 1f99205827
[Gemini] remove static tracer (#2083) 2022-12-06 12:53:58 +08:00
Jiarui Fang b3b89865e2
[Gemini] ParamOpHook -> ColoParamOpHook (#2080) 2022-12-05 17:11:06 +08:00
HELSON e37f3db40c
[gemini] add arguments (#2046) 
* [zero] fix testing parameters

* [gemini] add arguments

* add docstrings
 2022-11-30 16:40:13 +08:00
Jiarui Fang 96134e7be3
[hotfix] add bert test for gemini fwd bwd (#2035) 2022-11-29 11:19:52 +08:00
Jiarui Fang 8daf1b4db1
[Gemini] patch for supporting orch.add_ function for ColoTensor (#2003) 2022-11-25 20:06:35 +08:00
Jiarui Fang cc0ed7cf33
[Gemini] ZeROHookV2 -> GeminiZeROHook (#1972) 2022-11-17 14:43:49 +08:00
Jiarui Fang f7e276fa71
[Gemini] add GeminiAdamOptimizer (#1960) 2022-11-16 14:44:28 +08:00
Jiarui Fang cd5a0d56fa
[Gemini] make gemini usage simple (#1821) 2022-11-08 15:53:13 +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
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
Jiarui Fang 21962e1593
[embedding] rename FreqAwareEmbedding -> CachedEmbedding (#1699) 2022-10-13 22:22:27 +08:00
Jiarui Fang 363fc2861a
[embeddings] more detailed timer (#1692) 2022-10-12 12:01:21 +08:00
HELSON b28991dd0a
[feature] A new ZeRO implementation (#1644) 2022-10-09 09:18:51 +08:00
Jiarui Fang c638bec028
[embedding] polish async copy (#1657) 2022-09-27 14:37:03 +08:00
Jiarui Fang 988570e4a6
[embedding] add more detail profiling (#1656) 2022-09-27 13:43:59 +08:00
Jiarui Fang e1f97fd2b8
[embedding] print profiling results (#1654) 2022-09-27 12:50:33 +08:00
Jiarui Fang 04443605a5
[embedding] non-blocking cpu-gpu copy (#1647) 2022-09-26 14:57:57 +08:00
CsRic 0767f67a0f
[embedding] isolate cache_op from forward (#1645) 
Co-authored-by: ric <mkkt_bkkt@mail.ustc.edu.cn>
 2022-09-26 11:18:59 +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
Jiarui Fang e57df80325
[embeddings] cache option (#1635) 2022-09-23 16:40:18 +08:00
Jiarui Fang 38c68b5b9a
[embedding] rollback for better FAW performance (#1625) 2022-09-22 11:16:25 +08:00
Jiarui Fang 504ff1d101
[embeddings] use cache_ratio instead of cuda_row_num (#1611) 2022-09-20 14:33:04 +08:00
Jiarui Fang a19eb80998
[embedding] updates some default parameters 2022-09-15 15:45:17 +08:00
CsRic f3403ff98e
[embeddings] add already_split_along_rank flag for tablewise mode (#1584) 2022-09-13 10:50:34 +08:00
Jiatong Han 3263cdf57f [NFC] polish colossalai/nn/parallel/data_parallel.py code style (#1570) 
Co-authored-by: JThh <jiatong.han@u.nus.edu>
 2022-09-08 22:11:04 +08:00
CsRic a389ac4ec9
[embedding] cache_embedding small improvement (#1564) 2022-09-08 16:41:19 +08:00
Jiarui Fang 64169f3e8f
[embedding] polish parallel embedding tablewise (#1545) 2022-09-06 10:41:20 +08:00
CsRic 964123ae0f
[embedding] freq_aware_embedding: add small functions for caller application (#1537) 2022-09-05 15:12:53 +08:00
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