Commit Graph

67 Commits

Author SHA1 Message Date
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
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
Geng Zhang
9f3eed66eb [FAW] reorganize the inheritance struct of FreqCacheEmbedding (#1448) 2022-08-12 15:55:46 +08:00
Jiarui Fang
30b4dd17c0 [FAW] export FAW in _ops (#1438) 2022-08-11 13:43:24 +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
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
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
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
9bcd2fd4af [tensor] a shorter shard and replicate spec (#1245) 2022-07-11 15:51:48 +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