Commit Graph

1618 Commits (50e5602c2d6c8e25ad544cbecc38649e5257e7b8)

Author SHA1 Message Date
Jiarui Fang 21962e1593
[embedding] rename FreqAwareEmbedding -> CachedEmbedding (#1699) 2022-10-13 22:22:27 +08:00
Frank Lee 0e52f3d3d5
[unittest] supported condititonal testing based on env var (#1701)
polish code
2022-10-13 19:38:45 +08:00
Frank Lee 8283e95db3
[autoparallel] collated all deprecated files (#1700)
* [autoparallel] collated all deprecated files

* polish code
2022-10-13 18:24:11 +08:00
Frank Lee e2355d01b9
[autoparallel] init new folder structure (#1696) 2022-10-13 14:18:55 +08:00
YuliangLiu0306 81f7530ee7
[autoparallel] adapt solver and CostGraph with new handler (#1695)
* [autoparallel] adapt solver and CostGraph with new handler

* fix test issue
2022-10-13 14:04:15 +08:00
YuliangLiu0306 42b882ef06
[autoparallel] add output handler and placeholder handler (#1694)
* [autoparallel] add output handler and placeholder handler

* Delete test_solver_with_resnet.py

* fix test bugs
2022-10-13 13:42:36 +08:00
YuliangLiu0306 56088e6d98
[autoparallel] add pooling handler (#1690)
* [autoparallel] add pooling handler

* polish code
2022-10-13 13:42:13 +08:00
YuliangLiu0306 319d654f79
[autoparallel] where_handler_v2 (#1688)
* where generator

* [autoparallel] where_handler_v2
2022-10-13 11:02:22 +08:00
Boyuan Yao 31d2f03d27
[autoparallel] fix C version rotor inconsistency (#1691) 2022-10-12 15:21:58 +08:00
Jiarui Fang 363fc2861a
[embeddings] more detailed timer (#1692) 2022-10-12 12:01:21 +08:00
Frank Lee 4973157ad7
[autoparallel] added sharding spec conversion for linear handler (#1687) 2022-10-12 11:16:18 +08:00
YuliangLiu0306 af718e83f2
[autoparallel] add reshape handler v2 and fix some previous bug (#1683) 2022-10-11 18:12:59 +08:00
YuliangLiu0306 6878e42248
[hotfix] solver bug caused by dict type comm cost (#1686) 2022-10-11 17:57:03 +08:00
Super Daniel 3dd6994427
[fx/profiler] assigned UUID to each unrecorded tensor/ improved performance on GPT-2 (#1679)
* [fx/profiler] modify data_ptr into uuid for all tensors.

* [fx] modify uuid.

* [fx/profiler] tune performance on GPT-2.

* [fx] updates.

* [fx] debug.

* [fx] debug.

* [fx] cuda.
2022-10-11 11:03:35 +08:00
Kirigaya Kazuto 0df5034a36
[pipeline/fix-bug] num_microbatches support any integrate | stable chimera | launch tool for rpc pp framework (#1684)
* [pipeline/tuning] improve dispatch performance both time and space cost

* [pipeline/converge] add interface for testing convergence

* [NFC] polish colossalai/utils/multi_tensor_apply/multi_tensor_apply.py code style

* Update PipelineBase.py

* [pipeline/chimera] reconstruct PipelineBase and Worker to support more feasible custom schedule | finish Chimera

* [pipeline/chimera] test chimera | fix bug of initializing

* [pipeline/pytree] add pytree to process args and kwargs | provide  to process args and kwargs after forward

* [pipeline/fix-bug] num_microbatches support any integrate | stable chimera | launch tool for rpc pp framework
2022-10-10 16:01:02 +08:00
jim e5ab6be72e
[hotfix[ fix colotensor.type() raise NotImplementedError (#1682) 2022-10-10 10:13:31 +08:00
Kirigaya Kazuto 3b2a59b0ba
[pipeline/rank_recorder] fix bug when process data before backward | add a tool for multiple ranks debug (#1681)
* [pipeline/tuning] improve dispatch performance both time and space cost

* [pipeline/converge] add interface for testing convergence

* [NFC] polish colossalai/utils/multi_tensor_apply/multi_tensor_apply.py code style

* Update PipelineBase.py

* [pipeline/chimera] reconstruct PipelineBase and Worker to support more feasible custom schedule | finish Chimera

* [pipeline/chimera] test chimera | fix bug of initializing

* [pipeline/pytree] add pytree to process args and kwargs | provide  to process args and kwargs after forward
2022-10-09 17:32:57 +08:00
YuliangLiu0306 517b63939a
[autoparallel] add unary element wise handler v2 (#1674) 2022-10-09 17:30:42 +08:00
YuliangLiu0306 f6c6a932b8
[autoparallel] add following node generator (#1673)
* [autoparallel] add following node generator

* polish code

* polish code

* update name of arguments
2022-10-09 14:49:18 +08:00
YuliangLiu0306 52fda88796
[autoparallel] add layer norm handler v2 (#1671)
* [autoparallel] add layer norm handler v2

* polish code

* polish code
2022-10-09 14:23:22 +08:00
Fazzie-Maqianli 87c5ad352a
update version to 0.1.10 (#1676) 2022-10-09 10:43:29 +08:00
HELSON b28991dd0a
[feature] A new ZeRO implementation (#1644) 2022-10-09 09:18:51 +08:00
Boyuan Yao b1be5b88bd
[autoparallel] fix insecure subprocess (#1680)
* [autoparallel] fix insecure subprocess

* [fx] fix insecure subprocess
2022-10-06 15:07:03 +08:00
Boyuan Yao d8420f81a4
[hotfix] fix wrong type name in profiler (#1678) 2022-10-05 21:59:05 +08:00
Boyuan Yao 132b4306b7
[fx] Add concrete info prop (#1677)
* [fx] concreteinfoprop

* [fx] add concreteinfoprop

* [fx] modify docstring of ConcreteInfoProp

* [fx] fix device error

* [fx] modify parameter calculation

* [fx] modify parameters calculation
2022-10-04 16:48:24 +08:00
Boyuan Yao 1df98d5b66
[autoparallel] add rotor C version (#1658)
* [autoparallel] add rotor c version

* [fx] remove metainfoprop in rotor solver

* [autoparallel] modify C
 code format

* [autoparallel] remove build.py

* [autoparallel] fix C extension build

* [autoparallel] add C solver consistency test

* [autoparallel] remove some unused imports

* [autoparallel] refactor rotor solver code

* [autoparallel] replace print with colossalai logger

* [autoparallel] ranks fixed
2022-10-03 17:13:30 +08:00
YuliangLiu0306 11ec070e53
[hotfix]unit test (#1670) 2022-09-29 12:49:28 +08:00
Frank Lee a60024e77a
[autoparallel] added utils for broadcast operation (#1665)
* [autoparallel] added utils for broadcast operation

* polish code
2022-09-29 11:22:29 +08:00
YuliangLiu0306 3f068d1409
[autoparallel] update CommSpec (#1667) 2022-09-29 11:20:59 +08:00
Frank Lee 247a9dbca9
[autoparallel] added bias comm spec to matmul strategy (#1664) 2022-09-29 11:08:05 +08:00
YuliangLiu0306 746f8f979d
[autoparallel] add batch norm handler v2 (#1666) 2022-09-29 11:02:49 +08:00
Kirigaya Kazuto 9708638ded
[pipeline/pytree] add pytree to process args and kwargs | provide `data_process_func` to process args and kwargs after forward (#1642)
* [pipeline/tuning] improve dispatch performance both time and space cost

* [pipeline/converge] add interface for testing convergence

* [NFC] polish colossalai/utils/multi_tensor_apply/multi_tensor_apply.py code style

* Update PipelineBase.py

* [pipeline/chimera] reconstruct PipelineBase and Worker to support more feasible custom schedule | finish Chimera

* [pipeline/chimera] test chimera | fix bug of initializing

* [pipeline/pytree] add pytree to process args and kwargs | provide  to process args and kwargs after forward
2022-09-29 10:58:58 +08:00
YuliangLiu0306 c27e701cb2
[autoparallel] remove no strategy nodes (#1652)
* [autoparallel] remove no strategy nodes

* fix none object iteration issue
2022-09-29 10:43:25 +08:00
Frank Lee 50f16a2850
[autoparallel] added compute resharding costs for node handler (#1662) 2022-09-28 19:55:44 +08:00
Frank Lee 9ec401a722
[autoparallel] added new strategy constructor template (#1661)
* [autoparallel] added new strategy constructor template

* polish code
2022-09-28 14:01:36 +08:00
Frank Lee 3a4d6f63a8
[autoparallel] added node handler for bmm (#1655) 2022-09-28 11:32:16 +08:00
YuliangLiu0306 095854477f
[autoparallel] add conv handler v2 (#1663) 2022-09-28 11:24:59 +08:00
YuliangLiu0306 1e7816a460
[autoparallel] adapt solver with gpt (#1653) 2022-09-28 11:17:26 +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
Frank Lee 30e50c8b4a
[autoparallel] implemented all matmul strategy generator (#1650) 2022-09-27 12:06:25 +08:00
YuliangLiu0306 03978aad45
[autoparallel] change the following nodes strategies generation logic (#1636)
* [autoparallel] change the following nodes strategies generation logic

* fix unit test
2022-09-27 11:20:52 +08:00
YuliangLiu0306 59f100510a
[autoparallel] where handler (#1651)
* [autoparallel] where handler

* fix unit test
2022-09-27 11:20:43 +08:00
Super Daniel 6135e178b3
[fx] refactor code for profiler / enable fake tensor movement. (#1646)
* [fx/profiling] provide summary for MetaInfoProp.

* [fx/profiler] provide a table of summary.

* [fx/profiler] provide a table of summary.

* [fx/profiler] provide a table of summary.

* [fx/profiler] provide a table of summary.

* [fx] optimize table repr.

* [fx] optimize table repr.

* [fx] refactor code for profiler.

* [fx] add docstring.

* [fx] add docstring.

* [fx] skip test.

* [fx] redo.

* [fx] redo.

* [fx] fix import error for torch11.

* [fx] fix import error for torch11.
2022-09-27 10:26:52 +08:00
Boyuan Yao 5d0fdb9cb4
[fx] fix offload codegen test (#1648)
* [fx] fix offload codegen test

* [fx] modify typing
2022-09-27 10:25:27 +08:00
Frank Lee 45b39a692a
[autoparallel] implemented linear projection strategy generator (#1639) 2022-09-26 16:58:14 +08:00
Frank Lee 154d3ef432
[fix] fixed the collective pattern name for consistency (#1649)
* [fix] fixed the collective pattern name for consistency

* polish code
2022-09-26 16:39:37 +08:00
YuliangLiu0306 b2b2a4af98
[autoparallel] adapt solver with mlp (#1638) 2022-09-26 15:26:14 +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
Boyuan Yao f921733621
[autoparallel] Add pofo sequence annotation (#1637)
* [autoparallel] annotate pofo sequence

* [autoparallel] remove unused print

* [autoparallel] fix some code
2022-09-24 01:52:57 +08:00
Super Daniel 04bbabeea8
[fx/profiler] provide a table of summary. (#1634)
* [fx/profiling] provide summary for MetaInfoProp.

* [fx/profiler] provide a table of summary.

* [fx] optimize table repr.
2022-09-23 18:12:43 +08:00
HELSON 95c35f73bd
[moe] initialize MoE groups by ProcessGroup (#1640) 2022-09-23 17:20:41 +08:00
Jiarui Fang e57df80325
[embeddings] cache option (#1635) 2022-09-23 16:40:18 +08:00
HELSON a088022efc
[moe] fix moe bugs (#1633) 2022-09-23 15:33:57 +08:00
YuliangLiu0306 702dbc5288
[tensor] use communication autograd func (#1617)
* [tensor] use communication autograd func

* change all to all comm spec info

* rename pattern and distinguish fwd/bwd

* polish code
2022-09-23 13:31:15 +08:00
YuliangLiu0306 c7ac0f4ab2
[autoparallel] add elementwise handler (#1622)
* [autoparallel] add elementwise handler

* polish code

* polish code

* reduce skipped strategies range

* polish code
2022-09-23 13:27:31 +08:00
YuliangLiu0306 3a46215135
[autoparallel] add embedding handler (#1620) 2022-09-23 12:34:30 +08:00
YuliangLiu0306 69448f64c4
[autoparallel] protect bcast handler from invalid strategies (#1631) 2022-09-23 12:12:49 +08:00
YuliangLiu0306 0c703189b9
[autoparallel] add layernorm handler (#1629) 2022-09-23 12:00:25 +08:00
YuliangLiu0306 bf77d3ab65
[autoparallel] recover the merged node strategy index (#1613) 2022-09-23 11:52:42 +08:00
Boyuan Yao d6b01feb66
[fx] Modify offload codegen (#1618)
* [fx] modify offload codegen

* [fx] remove repeated hook definitions

* [fx] modify offload test
2022-09-23 11:04:52 +08:00
Super Daniel d967779a32
[fx/profiler] tuned the calculation of memory estimation (#1619)
* [fx] tuned the meta info and rotor solver.

* [fx] remove import.

* [fx] remove import.

* [fx] remove import.

* [fx] tune the meta calculations.

* [fx] polish comments.

* [fx] remove assertions.

* [fx] modify test cases.

* [fx] modify test cases.

* [fx] optimize import.

* [fx
2022-09-23 10:59:47 +08:00
HELSON f7f2248771
[moe] fix MoE bugs (#1628)
* remove forced FP32 modules

* correct no_shard-contexts' positions
2022-09-22 13:56:30 +08:00
Jiarui Fang 38c68b5b9a
[embedding] rollback for better FAW performance (#1625) 2022-09-22 11:16:25 +08:00
Frank Lee d925122020
[autoparallel] added new linear module handler (#1616) 2022-09-21 12:23:21 +08:00
Kirigaya Kazuto 170fa81095
[pipeline/chimera] test chimera | fix bug of initializing (#1615)
* [pipeline/tuning] improve dispatch performance both time and space cost

* [pipeline/converge] add interface for testing convergence

* [NFC] polish colossalai/utils/multi_tensor_apply/multi_tensor_apply.py code style

* Update PipelineBase.py

* [pipeline/chimera] reconstruct PipelineBase and Worker to support more feasible custom schedule | finish Chimera

* [pipeline/chimera] test chimera | fix bug of initializing
2022-09-20 18:00:39 +08:00
Jiarui Fang 504ff1d101
[embeddings] use cache_ratio instead of cuda_row_num (#1611) 2022-09-20 14:33:04 +08:00
YuliangLiu0306 6a8f8cc05e
[hotfix] got sliced types (#1614) 2022-09-20 14:32:42 +08:00
Frank Lee d397842fa8
[autoparallel] added new node handler (#1612) 2022-09-20 14:17:21 +08:00
YuliangLiu0306 7d1bb71d5d
[fx] PoC of runtime shape consistency application (#1607)
* [fx] PoC of runtime shape consistency application

* polish code
2022-09-20 14:00:04 +08:00
YuliangLiu0306 47b11c432c
[autoparallel]add bcast matmul strategies (#1605) 2022-09-20 11:26:21 +08:00
Frank Lee edb67cb378
[autoparallel] refactored the data structure for sharding strategy (#1610) 2022-09-20 11:20:54 +08:00
Boyuan Yao 933b6c6367
[fx] Add pofo solver (#1608)
* [fx] add pofo algorithm

* [fx] Add pofo solver

* [fx] code refactor

* [fx] fix test_linearize import
2022-09-20 11:20:48 +08:00
Kirigaya Kazuto edc9e419ad
[pipeline/chimera] reconstruct PipelineBase and Worker to support more feasible custom schedule | finish Chimera (#1595)
* [pipeline/tuning] improve dispatch performance both time and space cost

* [pipeline/converge] add interface for testing convergence

* [NFC] polish colossalai/utils/multi_tensor_apply/multi_tensor_apply.py code style

* Update PipelineBase.py

* [pipeline/chimera] reconstruct PipelineBase and Worker to support more feasible custom schedule | finish Chimera
2022-09-19 11:44:18 +08:00
ver217 c9e8ce67b8
fix move fp32 shards (#1604) 2022-09-16 17:33:16 +08:00
YuliangLiu0306 eac1b79371
[autoparallel] add bcast op handler (#1600)
* [autoparallel] add bcast op handler

* polish code

* add more BCAST FUNC OP

* polish code

* add exception handler

* polish
2022-09-16 11:33:01 +08:00
Frank Lee 3abf98a633
[autoparallel] added all non-bcast matmul strategies (#1603) 2022-09-16 10:47:32 +08:00
Frank Lee db98b695b2
[autoparallel] added strategy generator and bmm strategies (#1602) 2022-09-15 16:57:07 +08:00
Jiarui Fang a19eb80998
[embedding] updates some default parameters 2022-09-15 15:45:17 +08:00
Super Daniel cd5cf2bcc9
[fx/tuning] tune performance on rotor with meta info. (#1599) 2022-09-15 14:46:36 +08:00
Boyuan Yao a7cda6f57d
[fx] Add offload codegen (#1598)
* [fx] add input activation offload to codegen

* [fx] modify unit test

* [fx] remove two skips in torch11

* [fx] use all_input_nodes instead of _input_nodes
2022-09-14 15:49:06 +08:00
Super Daniel c8e9b2ad78
[hotfix/rotor] fix variable names (#1597)
* [fx] add some comment and docstrings.

* [fx] add dataflow analysis for an autograd graph.

* add intepretation for graph analysis.

* [fx] before doing save_tensor_hooks.

* [fx] provide an accurate estimation of memory except for GPT-2.

* [fx] provide an accurate estimation of memory except for GPT-2.

* [fx] provide an accurate estimation of memory except for GPT-2.

* [fx] a very accurate version on GPT-2.

* [fx] refactor code.

* [fx] remove redundant inplace=True.

* [fx] refactor code.

* [fx] refactor code.

* [fx] refactor code.

* [fx] dive into backward memory.

* [fx] fix variable names in ckpt_solvers and unskip tests.

* [fx] commit my changes.

* [fx] restore skips.

* [fx] restore skips.

* [fx] chaange stage into phase.

* [fx] chaange stage into phase.

* [fx] chaange stage into phase.
2022-09-14 14:27:04 +08:00
YuliangLiu0306 faa23b9d9a
[autoparallel] add reshape handler (#1594)
* [autoparallel] add reshape handler

* polish code
2022-09-14 10:25:45 +08:00
Super Daniel 5c494d4540
[fx] provide an accurate estimation of memory. (#1587)
* [fx] add some comment and docstrings.

* [fx] add dataflow analysis for an autograd graph.

* add intepretation for graph analysis.

* [fx] before doing save_tensor_hooks.

* [fx] provide an accurate estimation of memory except for GPT-2.

* [fx] provide an accurate estimation of memory except for GPT-2.

* [fx] provide an accurate estimation of memory except for GPT-2.

* [fx] a very accurate version on GPT-2.

* [fx] refactor code.

* [fx] remove redundant inplace=True.

* [fx] refactor code.

* [fx] refactor code.

* [fx] refactor code.

* [fx] dive into backward memory.
2022-09-14 09:36:43 +08:00
Frank Lee 27fe8af60c
[autoparallel] refactored shape consistency to remove redundancy (#1591)
* [autoparallel] refactored shape consistency to remove redundancy

* polish code

* polish code

* polish code
2022-09-13 18:30:18 +08:00
YuliangLiu0306 d164449d00
[autoparallel] add resnet autoparallel unit test and add backward weight communication cost (#1589) 2022-09-13 18:05:05 +08:00
Frank Lee 7c18a588c8
[autoparallel] added generate_sharding_spec to utils (#1590) 2022-09-13 15:43:22 +08:00
Boyuan Yao 49ccf8b5f8
[fx] Improve linearize and rotor solver (#1586)
* [fx] add nested activation_checkpoint codegen

* undo algorithms commits

* solver

* undo some commits

* [fx] torch11 add nested activation checkpoint codegen

* remove some imports

* [fx] add some comments in activation codegen

* [fx] codegen instance error fix

* [fx] imporve linearize and rotor solver

* [fx] some comments and format modification
2022-09-13 14:50:04 +08:00
Frank Lee 219f66c571
[autoparallel] added solver option dataclass (#1588) 2022-09-13 14:47:09 +08:00
YuliangLiu0306 82d4376c23
[autoparallel] adapt solver with resnet (#1583)
* [autoparallel]adapt solver with resnet

* polish code

* polish code
2022-09-13 12:07:09 +08:00
CsRic f3403ff98e
[embeddings] add already_split_along_rank flag for tablewise mode (#1584) 2022-09-13 10:50:34 +08:00
Boyuan Yao f3687e4ee2
[fx] Add nested checkpoint in activation checkpoint codegen (#1585)
* [fx] add nested activation_checkpoint codegen

* undo algorithms commits

* solver

* undo some commits

* [fx] torch11 add nested activation checkpoint codegen

* remove some imports

* [fx] add some comments in activation codegen

* [fx] codegen instance error fix
2022-09-12 20:00:48 +08:00
Boyuan Yao 20e466527b [NFC] polish ./colossalai/trainer/hooks/_lr_scheduler_hook.py code style (#1576) 2022-09-08 22:11:04 +08:00
Fazzie-Maqianli 06dccdde44 [NFC] polish colossalai/zero/sharded_model/reduce_scatter.py code style (#1554) 2022-09-08 22:11:04 +08:00
CsRic 2ac46f7be4 [NFC] polish utils/tensor_detector/__init__.py code style (#1573)
Co-authored-by: ric <mkkt_bkkt@mail.ustc.edu.cn>
2022-09-08 22:11:04 +08:00
Sze-qq 2144cbae8c [NFC] polish colossalai/nn/lr_scheduler/multistep.py code style (#1572) 2022-09-08 22:11:04 +08:00
superhao1995 e4bf7ae667 [NFC] polish colossalai/nn/lr_scheduler/torch.py code style (#1571)
Co-authored-by: Research <research@soccf-snr3-017.comp.nus.edu.sg>
2022-09-08 22:11:04 +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
Zirui Zhu f566c9b98d [NFC] polish colossalai/pipeline/utils.py code style (#1562) 2022-09-08 22:11:04 +08:00
Xue Fuzhao e070ca45c6 [NFC] polish colossalai/fx/tracer/meta_patch/patched_module/convolution.py code style (#1563) 2022-09-08 22:11:04 +08:00
Zangwei Zheng 9823cbf24b [NFC] polish colossalai/gemini/update/chunkv2.py code style (#1565) 2022-09-08 22:11:04 +08:00
DouJS f586887a90 [NFC] polish colossalai/nn/layer/colossalai_layer/dropout.py code style (#1568) 2022-09-08 22:11:04 +08:00
LuGY c7d4932956 [NFC] polish colossalai/utils/tensor_detector/tensor_detector.py code style (#1566) 2022-09-08 22:11:04 +08:00
BigOneLiXiaoMing 0c4c9aa6e0 [NFC] polish colossalai/nn/_ops/embedding.py code style (#1561) 2022-09-08 22:11:04 +08:00
Ziheng Qin 08815f0e72 [NFC] polish colossalai/builder/__init__.py code style (#1560)
Co-authored-by: henryqin1997 <henryqin1997@gamil.com>
2022-09-08 22:11:04 +08:00
Super Daniel 8328917348 [NFC] polish colossalai/testing/comparison.py code style. (#1558) 2022-09-08 22:11:04 +08:00
Ofey Chan 7cc052f6c0 [NFC] polish colossalai/nn/layer/colossalai_layer/linear.py (#1556) 2022-09-08 22:11:04 +08:00
Kai Wang (Victor Kai) 46931e3c32 [NFC] polish code colossalai/gemini/update/search_utils.py (#1557) 2022-09-08 22:11:04 +08:00
yuxuan-lou 413f9c19f4 [NFC] polish colossalai/nn/_ops/layernorm.py code style (#1555) 2022-09-08 22:11:04 +08:00
shenggan 8edb777cc2 [NFC] polish colossalai/nn/loss/loss_2p5d.py code style (#1553) 2022-09-08 22:11:04 +08:00
Maruyama_Aya bd2d789832 [NFC] polish colossalai/nn/_ops/embedding_bag.py code style (#1552) 2022-09-08 22:11:04 +08:00
binmakeswell 73e9eb13b7 [NFC] polish colossalai/nn/lr_scheduler/cosine.py code style 2022-09-08 22:11:04 +08:00
Kirigaya Kazuto 318fbf1145
[NFC] polish colossalai/utils/multi_tensor_apply/multi_tensor_apply.py code style (#1559) 2022-09-08 22:04:34 +08:00
CsRic a389ac4ec9
[embedding] cache_embedding small improvement (#1564) 2022-09-08 16:41:19 +08:00
ver217 10dd8226b1
add gather_output for VocabParallelClassifier1D (#1569) 2022-09-08 16:40:56 +08:00
Kirigaya Kazuto 6159d45417
[pipeline/tuning] improve dispatch performance both time and space cost (#1544) 2022-09-07 19:01:06 +08:00
Super Daniel 4f59693207
[fx] provide a stable but not accurate enough version of profiler. (#1547)
* [fx] compute memory stat and flop count for MetaInfoProp.

* [fx] modify node attribute.

* [fx] modify ckpt_chen.

* [fx] fix compatibility.

* [fx] fix import error.

* [fx] skip test for MetaInfoProp.

* [fx] skip test for MetaInfoProp.

* [fx] skip test for MetaInfoProp.

* [fx] skip test for MetaInfoProp.

* [fx] skip if torch 1.11.0.

* [fx] recover MetaInfoProp support for PyTorch 1.11.

* [fx] provide a stable but not accurate enough version of profiler.

* [fx] provide a stable but not accurate enough version of profiler.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix compatibility in tests.

* [fx] fix import error.
2022-09-07 11:21:04 +08:00
YuliangLiu0306 0908d0fc61
[autoparallel]add backward cost info into strategies (#1524) 2022-09-07 11:19:00 +08:00
YuliangLiu0306 1a3599410d
[autoparallel] support fucntion in operator handler (#1529) 2022-09-07 11:18:41 +08:00
YuliangLiu0306 44c866a3e3
[autoparallel] change the merge node logic (#1533) 2022-09-07 11:18:19 +08:00
ver217 ae71036cd2
[utils] refactor parallel layers checkpoint and bcast model on loading checkpoint (#1548)
* refactor parallel layer

* broadcast rank0 model after load ckpt
2022-09-06 20:18:35 +08:00
ver217 2bed096848
[utils] optimize partition_tensor_parallel_state_dict (#1546) 2022-09-06 17:45:31 +08:00
Super Daniel d8a5aded19
[hotfix] change namespace for meta_trace. (#1541) 2022-09-06 11:46:12 +08:00
ver217 a203b709d5
[hotfix] fix init context (#1543)
* fix init context

* fix lazy init ctx
2022-09-06 11:45:08 +08:00
Jiarui Fang 64169f3e8f
[embedding] polish parallel embedding tablewise (#1545) 2022-09-06 10:41:20 +08:00
Boyuan Yao 46c6cc79a9
[fx] Add common node in model linearize (#1542)
* [fx] Add common node into linearize

* [fx] Add common node to solver
2022-09-05 18:35:05 +08:00
CsRic 964123ae0f
[embedding] freq_aware_embedding: add small functions for caller application (#1537) 2022-09-05 15:12:53 +08:00
Super Daniel 70129603aa
[fx] support meta tracing for aten level computation graphs like functorch. (#1536)
* [fx] support meta tracing for aten level computation graphs like functorch.

* [fx] support meta tracing for aten level computation graphs like functorch.

* [fx] remove redundant import.

* [fx] add docstring.
2022-09-05 12:10:09 +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
Boyuan Yao 56159049e8
[fx] Modify solver linearize and add corresponding test (#1531)
* [fx] modify solver linearize and add test

* [fx] add torch11 test of linearize but skip it

* [fx] remove some unused imports
2022-09-02 10:24:41 +08:00
YuliangLiu0306 4b3d6caeb3
[fx]patch nn.functional convolution (#1528) 2022-09-01 19:05:07 +08:00
CsRic 5156d5b4f8
[embedding] add tablewise sharding for FAW (#1526) 2022-09-01 17:55:41 +08:00
Kirigaya Kazuto f1e1836218
[pipeline/pipleline_process_group] finish PipelineProcessGroup to manage local abd global rank in TP,DP and PP (#1508)
* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [pipeline/rpc] implement a demo for PP with cuda rpc framework

* [pipeline/rpc] support interleaving | fix checkpoint bug | change logic when dispatch data in work_list to ensure steady 1F1B

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/pipleline_process_group] finish PipelineProcessGroup to manage local abd global rank in TP,DP and PP

* [pipeline/pipleline_process_group] remove comment

* [pipeline/pipleline_process_group] remove comment

* [pipeline/pipleline_process_group] skip process group test

* [pipeline/pipleline_process_group] remove test named function
2022-09-01 17:45:47 +08:00
Super Daniel 112a1f0a8f
[hotfix] avoid conflict of meta registry with torch 1.13.0. (#1530)
* [hotfix] avoid conflict of meta registry with torch 1.13.0.

* [hotfix] avoid conflict of meta registry with torch 1.13.0.
2022-09-01 15:31:21 +08:00
Boyuan Yao b231430bcb
[fx] Fix wrong index in annotation and minimal flops in ckpt solver (#1521)
* [fx] fix wrong variable name in solver rotor

* [fx] fix wrong variable name in solver rotor

* [fx] fix the discretize bug

* [fx] fix the first op in activation checkpoint codegen

* [fx] fix some bugs of ckpt solver

* [fx] modify test_ckpt_torchvision

* [fx] set sequence to __sequence__ attr of GraphModule

* [fx] docstring modification

* [fx] remove performance test
2022-08-31 18:10:48 +08:00
Super Daniel 5cc849f6ce
[fx] hack __torch_dispatch__ for meta tensor and autograd. (#1515)
* [fx] hack __torch_dispatch__ for meta tensor and autograd.

* [fx] hack __torch_dispatch__ for meta tensor and autograd.

* [fx] hack __torch_dispatch__ for meta tensor and autograd.

* [fx] hack __torch_dispatch__ for meta tensor and autograd.

* [fx] hack __torch_dispatch__ for meta tensor and autograd.

* [fx] add bad case detections.

* [fx] add bad case detections.

* [fx] rename MetaTensor attributes.

* [fx] fix unexpected error.

* [fx] fix unexpected error.

* [fx] fix unexpected error.

* [fx] fix unexpected error.

* [fx] fix unexpected error.

* [fx] add register backward for native_batch_norm_backward.

* [fx] add more meta backend support for nn.Modules.

* [fx] add meta backend to support timm and torchvision models.

* [fx] add meta hardswish for timm models.
2022-08-31 16:30:16 +08:00
Jiarui Fang 4537d39df9
[doc] docstring for FreqAwareEmbeddingBag (#1525) 2022-08-31 13:52:30 +08:00
YuliangLiu0306 3345c6d352
[autoparellel]add strategies constructor (#1505)
* [autoparellel]add strategies constructor

* remove duplicated strategies

* polish code

* adapt cost graph with StrategiesConstructor

* polish
2022-08-30 16:32:09 +08:00
Frank Lee a0436a62ee
[autoparallel] added liveness analysis (#1516)
* [autoparallel] added liveness analysis

* remove memory cost
2022-08-30 15:54:37 +08:00
Jiarui Fang 9a9ef65313
[FAW] cpu caching operations (#1520) 2022-08-30 14:50:02 +08:00
Super Daniel ea1a95b8b9
[hotfix] fix coloproxy typos. (#1519) 2022-08-30 11:39:03 +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
Boyuan Yao 4acc58ee20
[fx] Fix activation codegen dealing with checkpointing first op (#1510) 2022-08-27 19:39:21 +08:00
Boyuan Yao ac3a453a50
[fx] fix the discretize bug (#1506)
* [fx] fix wrong variable name in solver rotor

* [fx] fix wrong variable name in solver rotor

* code modification

* [fx] fix the discretize bug
2022-08-26 17:15:52 +08:00
Boyuan Yao 31fffd3fc5
[fx] fix wrong variable name in solver rotor (#1502)
* [fx] fix wrong variable name in solver rotor

* [fx] fix wrong variable name in solver rotor

* code modification
2022-08-26 15:47:08 +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
Kirigaya Kazuto 5a6fd71f90
[pipeline/rpc] update outstanding mechanism | optimize dispatching strategy (#1497)
* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [pipeline/rpc] implement a demo for PP with cuda rpc framework

* [pipeline/rpc] support interleaving | fix checkpoint bug | change logic when dispatch data in work_list to ensure steady 1F1B

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy
2022-08-26 14:04:23 +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
YuliangLiu0306 8b7d6bd5be
[autoparallel] add more sharding strategies to conv (#1487) 2022-08-26 11:17:56 +08:00
Boyuan Yao de1e716dc4
[fx] Add activation checkpoint solver rotor (#1496)
* [fx] fix defining ckpt functions inside forward

* [fx] Modify activation checkpoint codegen and add ColoGraphModule

* [fx] some modification

* some modifications

* some modifications

* some modifications

* some modifications

* some code modifications

* [automatic_parallel] ckpt solver rotor

* [fx] add ckpt_solver_rotor

* [fx] modification

* code refactor

* code refactor
2022-08-26 10:34:21 +08:00
Super Daniel 09c023bee2
[fx] add more op patches for profiler and error message for unsupported ops. (#1495)
* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] merge development into main (#1)

* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.

* [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174.

* [fx] fix lowercase naming conventions.

* [fx] simplify test for ckpt.

* [fx] add rules to linearize computation graphs for searching. (#2)

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] merge development into main (#1)

* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.

* [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174.

* [fx] fix lowercase naming conventions.

* [fx] simplify test for ckpt.

* [fx] fix test and algorithm bugs in activation checkpointing.

* [fx] polish ckpt_test.

* [fx] add rules to linearize computation graphs for searching.

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] fix inconsistencies.

* [fx] fix MetaInfoProp.

* [fx] fix MetaInfoProp.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] fix error in tests.

* [fx] unfix bug.

* [fx] unfix bug.

* [fx] patch more modules and functions.

* [fx] change name of utils.py to profiler.py

* [fx] add profiler for rnn.

* [fx] add profiler for rnn.

* [fx] polish and add more patch for profiler.

* [fx] polish and add more patch for profiler.
2022-08-25 23:11:13 +08:00
YuliangLiu0306 413c053453
[autoparallel] add cost graph class (#1481)
* [autoparallel] add cost graph class

* polish code
2022-08-25 17:19:59 +08:00
YuliangLiu0306 4b03c25f85
[tensor]add 1D device mesh (#1492) 2022-08-25 16:48:12 +08:00
CsRic b8d0e39eaf
[FAW] LFU cache for the FAW 2022-08-25 13:08:46 +08:00
Kirigaya Kazuto 9145aef2b4
[pipeline/rpc] implement distributed optimizer | test with assert_close (#1486)
* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [pipeline/rpc] implement a demo for PP with cuda rpc framework

* [pipeline/rpc] support interleaving | fix checkpoint bug | change logic when dispatch data in work_list to ensure steady 1F1B

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] implement distributed optimizer | test with assert_close
2022-08-25 10:49:01 +08:00
Frank Lee 3da68d6b1b
[fx] fixed adapative pooling size concatenation error (#1489) 2022-08-25 09:05:07 +08:00
Jiarui Fang cde7b8a5b8
[FAW] init an LFU implementation for FAW (#1488) 2022-08-24 17:37:22 +08:00
Super Daniel 32efe8e740
[fx] add profiler for fx nodes. (#1480)
* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] merge development into main (#1)

* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.

* [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174.

* [fx] fix lowercase naming conventions.

* [fx] simplify test for ckpt.

* [fx] add rules to linearize computation graphs for searching. (#2)

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] merge development into main (#1)

* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.

* [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174.

* [fx] fix lowercase naming conventions.

* [fx] simplify test for ckpt.

* [fx] fix test and algorithm bugs in activation checkpointing.

* [fx] polish ckpt_test.

* [fx] add rules to linearize computation graphs for searching.

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] fix inconsistencies.

* [fx] fix MetaInfoProp.

* [fx] fix MetaInfoProp.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] add profiler for fx nodes.

* [fx] fix error in tests.

* [fx] unfix bug.

* [fx] unfix bug.
2022-08-24 16:22:44 +08:00
Frank Lee d39e11dffb
[autoparallel] added namespace constraints (#1490) 2022-08-24 15:44:07 +08:00
Kirigaya Kazuto a6c8749198
[pipeline/rpc] support interleaving | fix checkpoint bug | change logic when dispatch data in work_list to ensure steady 1F1B (#1483)
* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [pipeline/rpc] implement a demo for PP with cuda rpc framework

* [pipeline/rpc] support interleaving | fix checkpoint bug | change logic when dispatch data in work_list to ensure steady 1F1B
2022-08-24 11:19:46 +08:00
Geng Zhang 0aad53c62b
[FCE] update interface for frequency statistics in FreqCacheEmbedding (#1462) 2022-08-23 17:38:24 +08:00
Frank Lee ede326298b
[autoparallel] integrate auto parallel with torch fx (#1479) 2022-08-23 14:23:08 +08:00
Boyuan Yao 1f2e547f7a
[fx] Fix ckpt functions' definitions in forward (#1476)
* [fx] fix defining ckpt functions inside forward

* [fx] Modify activation checkpoint codegen and add ColoGraphModule

* [fx] some modification

* some modifications

* some modifications

* some modifications

* some modifications

* some code modifications
2022-08-22 16:59:54 +08:00
Kirigaya Kazuto bb5f5289e0
[pipeline/rpc] implement a demo for PP with cuda rpc framework (#1470)
* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [pipeline/rpc] implement a demo for PP with cuda rpc framework

* Delete p2p_v2.py

* Delete _pipeline_schedule_v2.py

* Delete test_object_list_p2p_v2.py

* Delete test_boardcast_send_recv_v2.py

* Delete test_cifar_with_data_pipeline_tensor_v2.py
2022-08-22 10:50:51 +08:00
Frank Lee 628c7e3fc8
[autoparallel] added dot handler (#1475) 2022-08-22 10:32:17 +08:00
Frank Lee 9dae9bb2bc
[autoparallel] introduced baseclass for op handler and reduced code redundancy (#1471)
* [autoparallel] introduced baseclass for op handler and reduced code redundancy

* polish code
2022-08-19 16:51:38 +08:00
Frank Lee 3a54e1c9b7
[autoparallel] standardize the code structure (#1469) 2022-08-19 15:51:54 +08:00
YuliangLiu0306 26a37b5cd5
[autoparallel] Add conv handler to generate strategies and costs info for conv (#1467) 2022-08-19 14:57:23 +08:00
Jiarui Fang 1b491ad7de
[doc] update docstring in ProcessGroup (#1468) 2022-08-19 13:41:57 +08:00
YuliangLiu0306 b73fb7a077
[tensor] support runtime ShardingSpec apply (#1453)
* [tensor] support runtime ShardingSpec apply

* polish code

* polish code
2022-08-19 13:39:51 +08:00
Super Daniel bbc58d881b
[fx] fix MetaInfoProp for incorrect calculations and add detections for inplace op. (#1466)
* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] merge development into main (#1)

* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.

* [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174.

* [fx] fix lowercase naming conventions.

* [fx] simplify test for ckpt.

* [fx] add rules to linearize computation graphs for searching. (#2)

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] merge development into main (#1)

* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.

* [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174.

* [fx] fix lowercase naming conventions.

* [fx] simplify test for ckpt.

* [fx] fix test and algorithm bugs in activation checkpointing.

* [fx] polish ckpt_test.

* [fx] add rules to linearize computation graphs for searching.

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] remove chen_sqrt for sake of simplicity

* [fx] fix inconsistencies.

* [fx] fix MetaInfoProp.

* [fx] fix MetaInfoProp.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.

* [fx] consider MetaInfoProp for inplace operands.
2022-08-18 11:27:06 +08:00
Super Daniel e7383f578b
[fx] add rules to linearize computation graphs for searching. (#1461)
* [fx] polish ckpt_test.

* [fx] add rules to linearize computation graphs for searching.

* [fx] remove chen_sqrt for sake of simplicity

* [fx] fix inconsistencies.
2022-08-17 14:47:12 +08:00
Boyuan Yao 092b9c8f49
[fx] Add use_reentrant=False to checkpoint in codegen (#1463)
* [utils] Add use_reetrant=False into colossalai checkpoint

* [utils] add some annotation in utils.activaion_checkpoint

* [test] add reset_seed at the beginning of tests in test_actiavion_checkpointing.py

* [test] modify test_activation_checkpoint.py

* [test] modify test for reentrant=False

* [fx] Add use_reentrant=False of checkpoint into codegen
2022-08-17 10:34:50 +08:00
Boyuan Yao 47fd8e4a02
[utils] Add use_reetrant=False in utils.activation_checkpoint (#1460)
* [utils] Add use_reetrant=False into colossalai checkpoint

* [utils] add some annotation in utils.activaion_checkpoint

* [test] add reset_seed at the beginning of tests in test_actiavion_checkpointing.py

* [test] modify test_activation_checkpoint.py

* [test] modify test for reentrant=False
2022-08-16 15:39:20 +08:00
Jiarui Fang 36824a304c
[Doc] add more doc for ColoTensor. (#1458) 2022-08-16 10:38:41 +08:00
Jiarui Fang a1476ea882
[NFC] polish doc style for ColoTensor (#1457) 2022-08-16 09:21:05 +08:00
Super Daniel 0dbd61c29b
[fx] fix test and algorithm bugs in activation checkpointing. (#1451)
* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] merge development into main (#1)

* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.

* [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174.

* [fx] fix lowercase naming conventions.

* [fx] simplify test for ckpt.

* [fx] fix test and algorithm bugs in activation checkpointing.

* mend

[fx] fix test and algorithm bugs in activation checkpointing.

* mend

[fx] fix test and algorithm bugs in activation checkpointing.

* mend

[fx] fix test and algorithm bugs in activation checkpointing.

* mend

[fx] fix test and algorithm bugs in activation checkpointing.

* [fx] polish ckpt_test.

* [fx] polish ckpt_test.

* [fx] polish ckpt_test.
2022-08-15 19:09:19 +08:00
Jiarui Fang b1553fdf96
[NFC] global vars should be upper case (#1456) 2022-08-15 09:50:29 +08:00
ver217 367c615818
fix nvme docstring (#1450) 2022-08-12 18:01:02 +08:00
Geng Zhang 9f3eed66eb
[FAW] reorganize the inheritance struct of FreqCacheEmbedding (#1448) 2022-08-12 15:55:46 +08:00
Frank Lee 5a52e21fe3
[test] fixed the activation codegen test (#1447)
* [test] fixed the activation codegen test

* polish code
2022-08-12 14:52:31 +08:00
YuliangLiu0306 0f3042363c
[tensor] shape consistency generate transform path and communication cost (#1435)
* [tensor] shape consistency output transform path and communication cost

* polish code
2022-08-12 14:02:32 +08:00
Boyuan Yao 5774fe0270
[fx] Use colossalai checkpoint and add offload recognition in codegen (#1439)
* [fx] Use colossalai.utils.checkpoint to replace torch.utils.checkpoint for offload activation and add offload annotation recognition in codegen

* [fx] Use colossalai.utils.checkpoint to replace torch.utils.checkpoint for offload activation and add offload annotation recognition in codegen

* Modification of test and add TODO in codegen

* [fx] Modification of colossal ckpt usage

* [fx] add gpc.destroy() to test_codegen
2022-08-12 12:23:30 +08:00
Kirigaya Kazuto e9460b45c8
[engin/schedule] use p2p_v2 to recontruct pipeline_schedule (#1408)
* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [communication] add p2p_v2.py to support communication with List[Any]

* Delete _pipeline_schedule_v2.py

* Delete test_cifar_with_data_pipeline_tensor_v2.py

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* Delete p2p_v2.py

* Delete test_boardcast_send_recv_v2.py

* Delete test_object_list_p2p_v2.py

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [communication] remove print code

* [communication] remove print code

* [engin/schedule] shorten the running time of testing file to prevent cancelling in CI
2022-08-12 11:33:26 +08:00
Frank Lee ae1b58cd16
[tensor] added linear implementation for the new sharding spec (#1416)
* [tensor] added linear implementation for the new sharding spec

* polish code
2022-08-12 11:33:09 +08:00
Super Daniel d40a9392ba
[fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174. (#1446)
* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* mend

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.

* [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174.

* [fx] fix lowercase naming conventions.
2022-08-12 11:28:50 +08:00
ver217 821c6172e2
[utils] Impl clip_grad_norm for ColoTensor and ZeroOptimizer (#1442) 2022-08-11 22:58:58 +08:00
HELSON b80340168e
[zero] add chunk_managerV2 for all-gather chunk (#1441) 2022-08-11 19:17:24 +08:00
Super Daniel 3b26516c69
[fx] add vanilla activation checkpoint search with test on resnet and densenet (#1433)
* [fx] activation checkpointing using Chen strategies.

* [fx] add test for ckpt_solver_chen

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add vanilla activation checkpoint search with test on resnet and densenet

* [fx] add a namespace code for solver_chen.
2022-08-11 15:46:39 +08:00
Jiarui Fang 30b4dd17c0
[FAW] export FAW in _ops (#1438) 2022-08-11 13:43:24 +08:00
HELSON 9056677b13
[zero] add chunk size searching algorithm for parameters in different groups (#1436) 2022-08-11 13:32:19 +08:00
Jiarui Fang c9427a323f
hotfix #1434 (#1437) 2022-08-11 13:14:25 +08:00
HELSON 039b7ed3bc
[polish] add update directory in gemini; rename AgChunk to ChunkV2 (#1432) 2022-08-10 16:40:29 +08:00
Super Daniel f20cb4e893
[fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages (#1425)
* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages

* [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages
2022-08-10 16:36:35 +08:00
Jiarui Fang 10b3df65c8
[FAW] move coloparam setting in test code. (#1429) 2022-08-10 14:31:53 +08:00
Jiarui Fang cb98cf5558
[FAW] parallel FreqAwareEmbedding (#1424) 2022-08-10 13:44:30 +08:00
HELSON 0d212183c4
[zero] add has_inf_or_nan in AgChunk; enhance the unit test of AgChunk (#1426) 2022-08-10 11:37:28 +08:00
YuliangLiu0306 33f0744d51
[tensor] add shape consistency feature to support auto spec transform (#1418)
* [tensor] add shape consistency feature to supportauto sharding spec transform.

* [tensor] remove unused argument in simulator, add doc string for target pair.
2022-08-10 11:29:17 +08:00
HELSON 4fb3c52cf0
[zero] add unit test for AgChunk's append, close, access (#1423) 2022-08-09 18:03:10 +08:00
HELSON c577ed016e
[zero] add AgChunk (#1417) 2022-08-09 16:39:48 +08:00
Jiarui Fang d209aff684
Add FreqAwareEmbeddingBag (#1421) 2022-08-09 16:26:12 +08:00
ver217 6df3e19be9
[hotfix] zero optim prevents calling inner optim.zero_grad (#1422) 2022-08-09 16:08:12 +08:00
Jiarui Fang 504419d261
[FAW] add cache manager for the cached embedding (#1419) 2022-08-09 15:17:17 +08:00
Kirigaya Kazuto 44fd3c83ab
[communication] add p2p_v2.py to support communication with List[Any] (#1407)
* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [communication] add p2p_v2.py to support communication with List[Any]

* Delete _pipeline_schedule_v2.py

* Delete test_cifar_with_data_pipeline_tensor_v2.py

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [communication] remove print code

* [communication] remove print code
2022-08-09 11:40:04 +08:00
YuliangLiu0306 7c96055c68
[tensor]build sharding spec to replace distspec in future. (#1405) 2022-08-08 11:15:57 +08:00
ver217 12b4887097
[hotfix] fix CPUAdam kernel nullptr (#1410) 2022-08-05 19:45:45 +08:00
YuliangLiu0306 0442f940f0
[device] add DeviceMesh class to support logical device layout (#1394)
* [device] add DeviceMesh class to support logical device layout

* polish code

* add doc string
2022-08-02 19:23:48 +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 56b8863b87
[zero] chunk manager allows filtering ex-large params (#1393) 2022-08-02 10:40:27 +08:00
Frank Lee 7d6293927f
[fx] patched torch.max and data movement operator (#1391)
* [fx] patched torch.max and data movement operator

* polish code
2022-08-01 15:31:50 +08:00
Frank Lee 89e60d1505
[fx] fixed indentation error in checkpointing codegen (#1385) 2022-07-30 00:27:12 +08:00
HELSON c7221cb2d4
[hotfix] adapt ProcessGroup and Optimizer to ColoTensor (#1388) 2022-07-29 19:33:24 +08:00
Frank Lee ad678921db
[fx] patched torch.full for huggingface opt (#1386) 2022-07-29 17:56:28 +08:00
HELSON 527758b2ae
[hotfix] fix a running error in test_colo_checkpoint.py (#1387) 2022-07-29 15:58:06 +08:00
Jiarui Fang f792507ff3
[chunk] add PG check for tensor appending (#1383) 2022-07-29 13:27:05 +08:00
ver217 8dced41ad0
[zero] zero optim state_dict takes only_rank_0 (#1384)
* zero optim state_dict takes only_rank_0

* fix unit test
2022-07-29 13:22:50 +08:00
YuliangLiu0306 df54481473
[hotfix] fix some bugs during gpt2 testing (#1379) 2022-07-28 17:21:07 +08:00
ver217 828b9e5e0d
[hotfix] fix zero optim save/load state dict (#1381) 2022-07-28 17:19:39 +08:00
HELSON b6fd165f66
[checkpoint] add kwargs for load_state_dict (#1374) 2022-07-28 15:56:52 +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
Frank Lee 0c1a16ea5b
[util] standard checkpoint function naming (#1377) 2022-07-28 09:29:30 +08:00
YuliangLiu0306 52bc2dc271
[fx] update split module pass and add customized policy (#1373)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [fx]update split module pass and add customized policy
2022-07-27 13:40:54 +08:00
Super Daniel be229217ce
[fx] add torchaudio test (#1369)
* [fx]add torchaudio test

* [fx]add torchaudio test

* [fx] add torchaudio test

* [fx] add torchaudio test

* [fx] add torchaudio test

* [fx] add torchaudio test

* [fx] add torchaudio test

* [fx] add torchaudio test and test patches

* Delete ~

* [fx] add patches and patches test

* [fx] add patches and patches test

* [fx] fix patches

* [fx] fix rnn patches

* [fx] fix rnn patches

* [fx] fix rnn patches

* [fx] fix rnn patches

* [fx] merge upstream

* [fx] fix import errors
2022-07-27 11:03:14 +08:00
ver217 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
HELSON 8463290642
[checkpoint] use args, kwargs in save_checkpoint, load_checkpoint (#1368) 2022-07-26 14:41:53 +08:00
YuliangLiu0306 5542816690
[fx]add gpt2 passes for pipeline performance test (#1366)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [fx]add gpt2 passes for pipeline performance test
2022-07-26 14:31:00 +08:00
HELSON 87775a0682
[colotensor] use cpu memory to store state_dict (#1367) 2022-07-26 14:13:38 +08:00
HELSON 943a96323e
[hotfix] fix no optimizer in save/load (#1363) 2022-07-26 10:53:53 +08:00
Frank Lee cd063ac37f
[fx] added activation checkpoint codegen support for torch < 1.12 (#1359) 2022-07-25 23:35:31 +08:00
Frank Lee 644582eee9
[fx] added activation checkpoint codegen (#1355) 2022-07-25 09:39:10 +08:00
ver217 6b43c789fd
fix zero optim backward_by_grad and save/load (#1353) 2022-07-21 16:43:58 +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
Frank Lee 274c1a3b5f
[fx] fixed apex normalization patch exception (#1352) 2022-07-21 15:29:11 +08:00
ver217 ce470ba37e
[checkpoint] sharded optim save/load grad scaler (#1350) 2022-07-21 15:21:21 +08:00
Frank Lee 05fae1fd56
[fx] added activation checkpointing annotation (#1349)
* [fx] added activation checkpointing annotation

* polish code

* polish code
2022-07-21 11:14:28 +08:00
YuliangLiu0306 051592c64e
[fx] update MetaInforProp pass to process more complex node.meta (#1344)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [fx] update MetaInforProp pass to process more complex node.meta
2022-07-21 10:57:52 +08:00
HELSON 7a8702c06d
[colotensor] add Tensor.view op and its unit test (#1343)
[colotensor] add megatron initialization for gpt2
2022-07-21 10:53:15 +08:00
YuliangLiu0306 942c8cd1fb
[fx] refactor tracer to trace complete graph (#1342)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [fx] refactor tracer to trace complete graph

* add comments and solve conflicts.
2022-07-20 11:20:38 +08:00
Frank Lee 2cc1175c76
[fx] tested the complete workflow for auto-parallel (#1336)
* [fx] tested the complete workflow for auto-parallel

* polish code

* polish code

* polish code
2022-07-20 10:45:17 +08:00
YuliangLiu0306 4631fef8a0
[fx]refactor tracer (#1335) 2022-07-19 15:50:42 +08:00
HELSON f92c100ddd
[checkpoint] use gather_tensor in checkpoint and update its unit test (#1339) 2022-07-19 14:15:28 +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
Frank Lee 75abc75c15
[fx] fixed compatiblity issue with torch 1.10 (#1331) 2022-07-18 11:41:27 +08:00
ver217 7a05367101
[hotfix] shared model returns cpu state_dict (#1328) 2022-07-15 22:11:37 +08:00
Frank Lee b2475d8c5c
[fx] fixed unit tests for torch 1.12 (#1327) 2022-07-15 18:22:15 +08:00
HELSON d49708ae43
[hotfix] fix ddp for unit test test_gpt2 (#1326) 2022-07-15 18:19:52 +08:00
Frank Lee 250be4d31e
[utils] integrated colotensor with lazy init context (#1324)
* [utils] integrated colotensor with lazy init context

* polish code

* polish code

* polish code
2022-07-15 17:47:12 +08:00
YuliangLiu0306 e8acf55e8b
[fx] add balanced policy v2 (#1251)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [fx] add balanced policy v2

* add unittest
2022-07-15 14:54:26 +08:00
XYE ca2d3f284f
[fx] Add unit test and fix bugs for transform_mlp_pass (#1299)
* add test and fix bugs

* add functions back

* add comments
2022-07-15 14:37:58 +08:00
HELSON 1b41686461
[hotfix] fix unit test test_module_spec (#1321) 2022-07-15 14:02:32 +08:00
Jiarui Fang 9e4c6449b0
[checkpoint] add ColoOptimizer checkpointing (#1316) 2022-07-15 09:52:55 +08:00
ver217 7c70bfbefa
[hotfix] fix PipelineSharedModuleGradientHandler (#1314) 2022-07-14 17:31:13 +08:00
Jiarui Fang 85f933b58b
[Optimizer] Remove useless ColoOptimizer (#1312) 2022-07-14 16:57:48 +08:00
Jiarui Fang 9f10524313
[Optimizer] polish the init method of ColoOptimizer (#1310) 2022-07-14 16:37:33 +08:00
Jiarui Fang 3ef3791a3b
[checkpoint] add test for bert and hotfix save bugs (#1297) 2022-07-14 15:38:18 +08:00
Frank Lee 4f4d8c3656
[fx] added apex normalization to patched modules (#1300)
* [fx] added apex normalization to patched modules

* remove unused imports
2022-07-14 14:24:13 +08:00
Jiarui Fang 4165eabb1e
[hotfix] remove potiential circle import (#1307)
* make it faster

* [hotfix] remove circle import
2022-07-14 13:44:26 +08:00
HELSON 260a55804a
[hotfix] fix shape error in backward when using ColoTensor (#1298) 2022-07-13 23:06:12 +08:00
runluo f83c4d6597
[NFC] polish colossalai/nn/layer/wrapper/pipeline_wrapper.py code style (#1303) 2022-07-13 19:01:07 +08:00
binmakeswell 7696cead8d Recover kernal files 2022-07-13 12:08:21 +08:00
XYE e83b2ce853 [NFC] polish colossalai/nn/layer/vanilla/layers.py code style (#1295) 2022-07-13 12:08:21 +08:00
Liping233 1000a41fd5 [NFC] polish colossalai/nn/layer/vanilla/__init__.py code style (#1293) 2022-07-13 12:08:21 +08:00
Maruyama_Aya 87f679aeae [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/kernels.h code style (#1291) 2022-07-13 12:08:21 +08:00
Wangbo Zhao(黑色枷锁) 552667825b [NFC] polish colossalai/nn/layer/parallel_1d/layers.py code style (#1290) 2022-07-13 12:08:21 +08:00
doubleHU d6f5ef8860 [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/transform_kernels.cu code style (#1286) 2022-07-13 12:08:21 +08:00
Ziheng Qin 6d6c01e94d [NFC] polish colossalai/__init__.py code style (#1285) 2022-07-13 12:08:21 +08:00
Jiatong Han 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
Boyuan Yao b414eaa5db [NFC] polish colossalai/nn/optimizer/lamb.py code style (#1275) 2022-07-13 12:08:21 +08:00
yuxuan-lou 5f6ab35d25 Hotfix/format (#1274)
* [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

* [NFC] polish colossalai/kernel/cuda_native/csrc/scaled_masked_softmax.cpp code style

Co-authored-by: BoxiangW <45734921+BoxiangW@users.noreply.github.com>
2022-07-13 12:08:21 +08:00
Super Daniel 52d145a342 [NFC] polish colossalai/nn/lr_scheduler/onecycle.py code style (#1269) 2022-07-13 12:08:21 +08:00
Geng Zhang 0e06f62160 [NFC] polish colossalai/nn/layer/parallel_sequence/_operation.py code style (#1266) 2022-07-13 12:08:21 +08:00
binmakeswell c95e18cdb9 [NFC] polish colossalai/kernel/cuda_native/csrc/scaled_upper_triang_masked_softmax.h code style (#1270) 2022-07-13 12:08:21 +08:00
xyupeng 94bfd35184 [NFC] polish colossalai/builder/builder.py code style (#1265) 2022-07-13 12:08:21 +08:00
DouJS db13f96333 [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_apply.cuh code style (#1264) 2022-07-13 12:08:21 +08:00
shenggan 5d7366b144 [NFC] polish colossalai/kernel/cuda_native/csrc/scaled_masked_softmax.h code style (#1263) 2022-07-13 12:08:21 +08:00
Zangwei Zheng 197a2c89e2 [NFC] polish colossalai/communication/collective.py (#1262) 2022-07-13 12:08:21 +08:00
ziyu huang f1cafcc73a [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/dropout_kernels.cu code style (#1261)
Co-authored-by: “Arsmart123 <202476410arsmart@gmail.com>
2022-07-13 12:08:21 +08:00
Sze-qq f8b9aaef47 [NFC] polish colossalai/kernel/cuda_native/csrc/type_shim.h code style (#1260) 2022-07-13 12:08:21 +08:00
superhao1995 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
Thunderbeee 9738fb0f78 [NFC] polish colossalai/nn/lr_scheduler/__init__.py (#1255)
code style
2022-07-13 12:08:21 +08:00
Kai Wang (Victor Kai) 50f2ad213f [NFC] polish colossalai/engine/ophooks/utils.py code style (#1256) 2022-07-13 12:08:21 +08:00
Ofey Chan 2dd4d556fb
[NFC] polish colossalai/nn/init.py code style (#1292) 2022-07-13 10:51:55 +08:00
Jiarui Fang 556b9b7e1a
[hotfix] Dist Mgr gather torch version (#1284)
* make it faster

* [hotfix] torchvison fx tests

* [hotfix] rename duplicated named test_gpt.py

* [hotfix] dist mgr torch version
2022-07-13 00:18:56 +08:00
HELSON abba4d84e1
[hotfix] fix bert model test in unitests (#1272) 2022-07-12 23:26:45 +08:00
ver217 7aadcbd070
hotfix colotensor _scan_for_pg_from_args (#1276) 2022-07-12 20:46:31 +08:00
oahzxl 0cf8e8e91c
[NFC] polish <colossalai/nn/lr_scheduler/poly.py> code style (#1267) 2022-07-12 18:18:14 +08:00
Jiarui Fang c92f84fcdb
[tensor] distributed checkpointing for parameters (#1240) 2022-07-12 15:51:06 +08:00
Frank Lee fb35460595
[fx] added ndim property to proxy (#1253) 2022-07-12 15:27:13 +08:00
Frank Lee 4a09fc0947
[fx] fixed tracing with apex-based T5 model (#1252)
* [fx] fixed tracing with apex-based T5 model

* polish code

* polish code
2022-07-12 15:19:25 +08:00
Frank Lee 7531c6271f
[fx] refactored the file structure of patched function and module (#1238)
* [fx] refactored the file structure of patched function and module

* polish code
2022-07-12 15:01:58 +08:00
YuliangLiu0306 17ed33350b
[hotfix] fix an assertion bug in base schedule. (#1250) 2022-07-12 14:20:02 +08:00
YuliangLiu0306 97d713855a
[fx] methods to get fx graph property. (#1246)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* manipulation

* [fx]add graph manipulation methods.

* [fx]methods to get fx graph property.

* add unit test

* add docstring to explain top node and leaf node in this context
2022-07-12 14:10:37 +08:00
YuliangLiu0306 30b4fc0eb0
[fx]add split module pass and unit test from pipeline passes (#1242)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [fx]add split module pass and unit test from pipeline passes

* fix MNASNet bug

* polish
2022-07-12 13:45:01 +08:00
Jiarui Fang 1aad903c15
[tensor] redistribute among different process groups (#1247)
* 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
Jiarui Fang 9bcd2fd4af
[tensor] a shorter shard and replicate spec (#1245) 2022-07-11 15:51:48 +08:00
Jiarui Fang 2699dfbbfd
[rename] convert_to_dist -> redistribute (#1243) 2022-07-11 13:05:44 +08:00
HELSON f6add9b720
[tensor] redirect .data.__get__ to a tensor instance (#1239) 2022-07-11 11:41:29 +08:00
Jiarui Fang 20da6e48c8
[checkpoint] save sharded optimizer states (#1237) 2022-07-08 16:33:13 +08:00
Jiarui Fang 4a76084dc9
[tensor] add zero_like colo op, important for Optimizer (#1236) 2022-07-08 14:55:27 +08:00
Jiarui Fang 3b500984b1
[tensor] fix some unittests (#1234) 2022-07-08 14:18:30 +08:00
ver217 a45ddf2d5f
[hotfix] fix sharded optim step and clip_grad_norm (#1226) 2022-07-08 13:34:48 +08:00
HELSON f071b500b6
[polish] polish __repr__ for ColoTensor, DistSpec, ProcessGroup (#1235) 2022-07-08 13:25:57 +08:00
HELSON 0453776def
[tensor] fix a assertion in colo_tensor cross_entropy (#1232) 2022-07-08 11:18:00 +08:00
Jiarui Fang 0e199d71e8
[hotfix] fx get comm size bugs (#1233)
* init a checkpoint dir

* [checkpoint]support resume for cosinewarmuplr

* [checkpoint]add unit test

* fix some bugs but still not OK

* fix bugs

* make it faster

* [checkpoint]support generalized scheduler

* polish

* [tensor] torch function return colotensor

* polish

* fix bugs

* remove debug info

* polish

* polish

* [tensor] test_model pass unittests

* polish

* [hotfix] fx get comm size bug

Co-authored-by: ZhaoYi1222 <zhaoyi9499@gmail.com>
2022-07-08 10:54:41 +08:00
HELSON 42ab36b762
[tensor] add unitest for colo_tensor 1DTP cross_entropy (#1230) 2022-07-07 19:17:23 +08:00
Yi Zhao 04537bf83e
[checkpoint]support generalized scheduler (#1222) 2022-07-07 18:16:38 +08:00
Jiarui Fang a98319f023
[tensor] torch function return colotensor (#1229) 2022-07-07 18:09:18 +08:00
YuliangLiu0306 2b7dca44b5
[fx]get communication size between partitions (#1224)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [fx]get communication size between partitions.

* polish
2022-07-07 16:22:00 +08:00
Frank Lee 84f2298a96
[fx] added patches for tracing swin transformer (#1228) 2022-07-07 15:20:13 +08:00
Frank Lee b6cb5a47ad
[fx] added timm model tracing testing (#1221) 2022-07-07 14:02:17 +08:00
HELSON 280a81243d
[tensor] improve robustness of class 'ProcessGroup' (#1223) 2022-07-07 13:55:24 +08:00
Jiarui Fang 15d988f954
[tensor] sharded global process group (#1219) 2022-07-07 13:38:48 +08:00
Jiarui Fang db1bef9032
[hotfix] fx shard 1d pass bug fixing (#1220) 2022-07-07 13:37:31 +08:00
Frank Lee 11973d892d
[fx] added torchvision model tracing testing (#1216)
* [fx] added torchvision model tracing testing

* remove unused imports
2022-07-06 21:37:56 +08:00
Jiarui Fang 52736205d9
[checkpoint] make unitest faster (#1217) 2022-07-06 17:39:46 +08:00
Jiarui Fang f38006ea83
[checkpoint] checkpoint for ColoTensor Model (#1196) 2022-07-06 17:22:03 +08:00
XYE 291e22aac6
[fx] temporarily used (#1215) 2022-07-06 17:19:26 +08:00
Jiarui Fang ae7d3f4927
[refactor] move process group from _DistSpec to ColoTensor. (#1203) 2022-07-06 16:15:16 +08:00
Frank Lee 5da87ce35d
[fx] added testing for all albert variants (#1211) 2022-07-06 15:11:08 +08:00
Frank Lee 2d13a45a3b
[fx] added testing for all gpt variants (#1210)
* [fx] added testing for all gpt variants

* polish code

* polish code
2022-07-06 14:03:13 +08:00
YuliangLiu0306 189946c5c4
[fx]add uniform policy (#1208)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [fx]add uniform policy
2022-07-06 13:48:11 +08:00
Frank Lee 426a279ce7
[fx] added testing for all bert variants (#1207)
* [fx] added testing for all bert variants

* polish code
2022-07-06 10:50:49 +08:00
Jiarui Fang b5f25eb32a
[Tensor] add cpu group to ddp (#1200) 2022-07-05 14:58:28 +08:00
Frank Lee f7878f465c
[fx] supported model tracing for huggingface bert (#1201)
* [fx] supported model tracing for huggingface bert

* polish test
2022-07-05 13:19:57 +08:00
Jiarui Fang 060b917daf
[refactor] remove gpc dependency in colotensor's _ops (#1189) 2022-07-04 18:54:37 +08:00
Frank Lee abf6a262dc
[fx] added module patch for pooling layers (#1197) 2022-07-04 15:21:26 +08:00
YuliangLiu0306 63d2a93878
[context]support arbitary module materialization. (#1193)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [context]support arbitary module materialization.

* [test]add numerical check for lazy init context.
2022-07-04 10:12:02 +08:00
Jiarui Fang a444633d13
warmup ratio configration (#1192) 2022-06-30 15:23:50 +08:00
ver217 dba7e0cfb4
make AutoPlacementPolicy configurable (#1191) 2022-06-30 15:18:30 +08:00
YuliangLiu0306 2053e138a2
[context]use meta tensor to init model lazily. (#1187)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [context]use meta tensor to init model lazily.

* polish

* make module with device kwargs bypass the normal init.

* change unit test to adapt updated context.
2022-06-29 21:02:30 +08:00
Frank Lee 2c8c05675d
[fx] patched conv and normalization (#1188) 2022-06-29 18:58:38 +08:00
Frank Lee 6d86f1bc91
[fx] supported data-dependent control flow in model tracing (#1185)
* [fx] supported data-dependent control flow in model tracing

* polish code
2022-06-29 15:05:25 +08:00
Jiarui Fang c463f8adf9
[tensor] remove gpc in tensor tests (#1186) 2022-06-29 14:08:40 +08:00
Jiarui Fang 372f791444
[refactor] move chunk and chunkmgr to directory gemini (#1182) 2022-06-29 13:31:02 +08:00
ver217 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
Jiarui Fang 7487215b95
[ColoTensor] add independent process group (#1179) 2022-06-29 10:03:09 +08:00
YuliangLiu0306 26ba87272d
[hotfix]fixed p2p process send stuck (#1181)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [hotfix]fixed p2p process send stuck
2022-06-28 14:41:11 +08:00
Jiarui Fang 1b657f9ce1
[tensor] revert local view back (#1178) 2022-06-27 18:38:34 +08:00
Jiarui Fang 0dd4e2bbfb
[Tensor] rename some APIs in TensorSpec and Polish view unittest (#1176) 2022-06-27 15:56:11 +08:00
Ziyue Jiang dd0420909f
[Tensor] rename parallel_action (#1174)
* rename parallel_action

* polish
2022-06-27 10:04:45 +08:00
YuliangLiu0306 e27645376d
[hotfix]different overflow status lead to communication stuck. (#1175)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [hotfix]fix some bugs caused by refactored schedule.

* [hotfix]different overflow statu llead to communication stuck.
2022-06-27 09:53:57 +08:00
Jiarui Fang aa7bef73d4
[Tensor] distributed view supports inter-process hybrid parallel (#1169) 2022-06-27 09:45:26 +08:00
ver217 9e1daa63d2
[zero] sharded optim supports loading local state dict (#1170)
* sharded optim supports loading local state dict

* polish code

* add unit test
2022-06-24 18:05:16 +08:00
ver217 561e90493f
[zero] zero optim supports loading local state dict (#1171)
* zero optim supports loading local state dict

* polish code

* add unit test
2022-06-24 17:25:57 +08:00
Jiarui Fang 4b9bba8116
[ColoTensor] rename APIs and add output_replicate to ComputeSpec (#1168) 2022-06-24 13:08:54 +08:00
Jiarui Fang f4ef224358
[Tensor] remove ParallelAction, use ComputeSpec instread (#1166) 2022-06-23 17:34:59 +08:00
Jiarui Fang 177c374401
remove gather out in parallel action (#1163) 2022-06-23 16:35:05 +08:00
ver217 634eecb98e
mark sanity_check of dist_spec_mgr as staticmethod (#1161) 2022-06-23 11:35:25 +08:00
Ziyue Jiang 955ac912de
remove log (#1160) 2022-06-23 10:32:42 +08:00
ver217 4e67b2a890
fix chunk move device (#1158) 2022-06-22 18:07:10 +08:00
Jiarui Fang 07f9c781f9
[graph] improve the graph building. (#1157) 2022-06-22 16:47:20 +08:00
ver217 22717a856f
[tensor] add embedding bag op (#1156) 2022-06-22 15:54:03 +08:00
ver217 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
ver217 54aabb8da4
[gemini] refactor gemini mgr (#1151)
* refactor gemini mgr

* udpate __init__
2022-06-22 11:54:36 +08:00
Frank Lee f8eec98ff5
[tensor] fixed non-serializable colo parameter during model checkpointing (#1153) 2022-06-22 11:43:38 +08:00
ver217 ffa025e120
[tensor] dist spec s2s uses all-to-all (#1136)
* dist spec s2s uses all-to-all

* update unit test

* add sanity check

* polish unitest test with titans

* add sanity check for DistMgr

* add sanity check

Co-authored-by: jiaruifang <fangjiarui123@gmail.com>
2022-06-22 11:32:38 +08:00
YuliangLiu0306 f1f51990b9
[hotfix]fix some bugs caused by refactored schedule. (#1148)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [hotfix]fix some bugs caused by refactored schedule.
2022-06-21 22:46:30 +08:00
Jiarui Fang 8cdce0399c
[ColoTensor] improves init functions. (#1150) 2022-06-21 18:28:38 +08:00
ver217 8106d7b8c7
[ddp] refactor ColoDDP and ZeroDDP (#1146)
* ColoDDP supports overwriting default process group

* rename ColoDDPV2 to ZeroDDP

* add docstr for ZeroDDP

* polish docstr
2022-06-21 16:35:23 +08:00
Frank Lee 0e4e62d30d
[tensor] added __repr__ to spec (#1147) 2022-06-21 15:38:05 +08:00
YuliangLiu0306 70dd88e2ee
[pipeline]add customized policy (#1139)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [pipeline]add customized policy
2022-06-21 15:23:41 +08:00
YuliangLiu0306 18091581c0
[pipeline]support more flexible pipeline (#1138)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [pipeline]support more flexible pipeline
2022-06-21 14:40:50 +08:00
ver217 ccf3c58c89
embedding op use gather_out (#1143) 2022-06-21 13:21:20 +08:00
ver217 6690a61b4d
[hotfix] prevent nested ZeRO (#1140) 2022-06-21 11:33:53 +08:00
Frank Lee 15aab1476e
[zero] avoid zero hook spam by changing log to debug level (#1137) 2022-06-21 10:44:01 +08:00
Frank Lee 73ad05fc8c
[zero] added error message to handle on-the-fly import of torch Module class (#1135)
* [zero] added error message to handle on-the-fly import of torch Module class

* polish code
2022-06-20 11:24:27 +08:00
ver217 e4f555f29a
[optim] refactor fused sgd (#1134) 2022-06-20 11:19:38 +08:00
ver217 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
YuliangLiu0306 946dbd629d
[hotfix]fix bugs caused by refactored pipeline (#1133)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [hotfix]fix bugs caused by refactored pipeline
2022-06-17 17:54:15 +08:00
ver217 789cad301b
[hotfix] fix param op hook (#1131)
* fix param op hook

* update zero tp test

* fix bugs
2022-06-17 16:12:05 +08:00
ver217 a1a7899cae
[hotfix] fix zero init ctx numel (#1128) 2022-06-16 17:17:27 +08:00
ver217 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
YuliangLiu0306 3175bcb4d8
[pipeline]support List of Dict data (#1125)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [pipeline]support List of Dict data

* polish
2022-06-16 11:19:48 +08:00
Frank Lee 91a5999825
[ddp] supported customized torch ddp configuration (#1123) 2022-06-15 18:11:53 +08:00
YuliangLiu0306 fcf55777dd
[fx]add autoparallel passes (#1121)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* feature/add autoparallel passes
2022-06-15 16:36:46 +08:00
ver217 e127b4375b
cast colo ddp v2 inputs/outputs (#1120) 2022-06-15 15:57:04 +08:00
Frank Lee 16302a5359
[fx] added unit test for coloproxy (#1119)
* [fx] added unit test for coloproxy

* polish code

* polish code
2022-06-15 15:27:51 +08:00
ver217 7d14b473f0
[gemini] gemini mgr supports "cpu" placement policy (#1118)
* 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
ver217 f99f56dff4
fix colo parameter torch function (#1117) 2022-06-15 14:23:27 +08:00
Frank Lee e1620ddac2
[fx] added coloproxy (#1115) 2022-06-15 10:47:57 +08:00
Frank Lee 6f82ac9bcb
[pipeline] supported more flexible dataflow control for pipeline parallel training (#1108)
* [pipeline] supported more flexible dataflow control for pipeline parallel training

* polish code

* polish code

* polish code
2022-06-15 10:41:28 +08:00
ver217 895c1c5ee7
[tensor] refactor param op hook (#1097)
* refactor param op hook

* add docstr

* fix bug
2022-06-13 16:11:53 +08:00
YuliangLiu0306 1e9f9c227f
[hotfix]change to fit latest p2p (#1100)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [hotfix]change to fit latest p2p

* polish

* polish
2022-06-13 14:57:25 +08:00
Frank Lee 72bd7c696b
[amp] included dict for type casting of model output (#1102) 2022-06-13 14:18:04 +08:00
Frank Lee 7f2d2b2b5b
[engine] fixed empty op hook check (#1096)
* [engine] fixed empty op hook check

* polish code
2022-06-10 17:27:27 +08:00
Frank Lee 14e5b11d7f
[zero] fixed api consistency (#1098) 2022-06-10 16:59:59 +08:00
Frank Lee cb18922c47
[doc] added documentation to chunk and chunk manager (#1094)
* [doc] added documentation to chunk and chunk manager

* polish code

* polish code

* polish code
2022-06-10 15:33:06 +08:00
ver217 1f894e033f
[gemini] zero supports gemini (#1093)
* 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
Frank Lee 2b2dc1c86b
[pipeline] refactor the pipeline module (#1087)
* [pipeline] refactor the pipeline module

* polish code
2022-06-10 11:27:38 +08:00
Frank Lee bad5d4c0a1
[context] support lazy init of module (#1088)
* [context] support lazy init of module

* polish code
2022-06-10 10:09:48 +08:00
ver217 be01db37c8
[tensor] refactor chunk mgr and impl MemStatsCollectorV2 (#1077)
* 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
Frank Lee 50ec3a7e06
[test] skip tests when not enough GPUs are detected (#1090)
* [test] skip tests when not enough GPUs are detected

* polish code

* polish code
2022-06-09 17:19:13 +08:00
Ziyue Jiang 0653c63eaa
[Tensor] 1d row embedding (#1075)
* Add CPU 1d row embedding

* polish
2022-06-08 12:04:59 +08:00
junxu d66ffb4df4
Remove duplication registry (#1078) 2022-06-08 07:47:24 +08:00
Jiarui Fang bcab249565
fix issue #1080 (#1071) 2022-06-07 17:21:11 +08:00
ver217 1b17859328
[tensor] chunk manager monitor mem usage (#1076) 2022-06-07 15:00:00 +08:00
ver217 98cdbf49c6
[hotfix] fix chunk comm src rank (#1072) 2022-06-07 11:54:56 +08:00
Frank Lee bfdc5ccb7b
[context] maintain the context object in with statement (#1073) 2022-06-07 10:48:45 +08:00
ver217 c5cd3b0f35
[zero] zero optim copy chunk rather than copy tensor (#1070) 2022-06-07 10:30:46 +08:00
Ziyue Jiang 4fc748f69b
[Tensor] fix optimizer for CPU parallel (#1069) 2022-06-06 17:36:11 +08:00
Jiarui Fang 49832b2344
[refactory] add nn.parallel module (#1068) 2022-06-06 15:34:41 +08:00
Ziyue Jiang 6754f1b77f
fix module utils bug (#1066) 2022-06-06 12:11:48 +08:00
Jiarui Fang a00644079e
reorgnize colotensor directory (#1062)
* reorgnize colotensor directory

* polish code
2022-06-03 18:04:22 +08:00
Frank Lee 3d10be33bd
[cudnn] set False to cudnn benchmark by default (#1063) 2022-06-03 17:58:06 +08:00
Ziyue Jiang df9dcbbff6
[Tensor] add hybrid device demo and fix bugs (#1059) 2022-06-03 12:09:49 +08:00
YuliangLiu0306 b167258b6a
[pipeline]refactor ppschedule to support tensor list (#1050)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* refactor ppschedule to support tensor list

* polish
2022-06-02 13:48:59 +08:00
ver217 e3fde4ee6b
fix import error in sharded model v2 (#1053) 2022-06-02 13:48:22 +08:00
ver217 e1922ea4f6
[zero] add chunk size search for chunk manager (#1052) 2022-06-02 13:20:20 +08:00
アマデウス 2c42b230f3
updated collective ops api (#1054) 2022-06-02 12:52:27 +08:00
ver217 51b9a49655
[zero] add zero optimizer for ColoTensor (#1046)
* 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
ver217 7faef93326
fix dist spec mgr (#1045) 2022-05-31 12:14:39 +08:00
ver217 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
Ziyue Jiang 7c530b9de2
[Tensor] add Parameter inheritance for ColoParameter (#1041)
* add Parameter inheritance for ColoParameter

* remove tricks

* remove tricks

* polish

* polish
2022-05-30 17:23:44 +08:00
ver217 7cfd6c827e
[zero] add load_state_dict for sharded model (#894)
* add load_state_dict for sharded model

* fix bug

* fix bug

* fix ckpt dtype and device

* support load state dict in zero init ctx

* fix bugs
2022-05-27 10:25:08 +08:00
Ziyue Jiang 6c5996a56e
[Tensor] add module check and bert test (#1031)
* add Embedding

* Add bert test

* polish

* add check module test

* polish

* polish

* polish

* polish
2022-05-26 18:15:42 +08:00
YuliangLiu0306 7106bd671d
[p2p]add object list send/recv (#1024)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [p2p]add object list send recv

* refactor for code reusability

* polish
2022-05-26 14:28:46 +08:00
Frank Lee e4685832f8
[engine] fixed bug in gradient accumulation dataloader to keep the last step (#1030) 2022-05-26 14:28:23 +08:00
Ziyue Jiang 32291dd73f
[Tensor] add module handler for linear (#1021)
* add module spec for linear

* polish

* polish

* polish
2022-05-26 11:50:44 +08:00
Ryan Russell 9b0c037027
fix typo in constants (#1027) 2022-05-26 08:45:08 +08:00
ver217 007ca0df92
fix colo init context (#1026) 2022-05-25 20:41:58 +08:00
YuliangLiu0306 d182b0bd47
[hotfix] fix some bugs caused by size mismatch. (#1011)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [hotfix]fix some bugs caused by size mismatch.

* add warning logs

* polish
2022-05-23 14:02:28 +08:00
ver217 cefc29ff06
[tensor] impl ColoDDP for ColoTensor (#1009)
* impl ColoDDP for ColoTensor

* polish code
2022-05-21 13:52:04 +08:00
zhengzangw ae7c338105 [NFC] polish colossalai/kernel/cuda_native/csrc/colossal_C_frontend.cpp code style 2022-05-20 23:57:38 +08:00
ver217 a3b66f6def
[tensor] refactor parallel action (#1007)
* refactor parallel action

* polish unit tests
2022-05-20 20:19:58 +08:00
ver217 ad536e308e
[tensor] refactor colo-tensor (#992)
* refactor colo-tensor and update linear op

* polish code

* polish code

* update ops and unit tests

* update unit tests

* polish code

* rename dist_spec module

* polish code

* polish code

* remove unneeded import

* fix pipelinable
2022-05-19 12:44:59 +08:00
Frank Lee 1467d83edf
[cli] remove unused imports (#1001) 2022-05-18 23:27:18 +08:00
Frank Lee 533d0c46d8
[kernel] fixed the include bug in dropout kernel (#999) 2022-05-18 21:43:18 +08:00
Jiarui Fang 802ac297cc
[Tensor] remove useless import in tensor dir (#997) 2022-05-18 14:54:51 +08:00
Ziheng Qin 571f12eff3 [NFC] polish colossalai/nn/layer/utils/common.py code style (#983) 2022-05-17 10:25:06 +08:00
puck_WCR bda70b4b66 [NFC] polish colossalai/kernel/cuda_native/layer_norm.py code style (#980) 2022-05-17 10:25:06 +08:00
Kai Wang (Victor Kai) c50c08dcbb [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/dropout_kernels.cu code style (#979) 2022-05-17 10:25:06 +08:00
binmakeswell f28c021376 [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_sgd_kernel.cu code style (#978) 2022-05-17 10:25:06 +08:00
shenggan 18542b47fc [NFC] polish colossalai/nn/layer/parallel_2d/layers.py code style (#976) 2022-05-17 10:25:06 +08:00
Jie Zhu b67eebd20f [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_scale_kernel.cu code style (#977) 2022-05-17 10:25:06 +08:00
DouJS 52705ec5c5 [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/normalize_kernels.cu code style (#974) 2022-05-17 10:25:06 +08:00
Ofey Chan 136946422b [NFC] polish colossalai/kernel/cuda_native/csrc/layer_norm_cuda.cpp code style (#973) 2022-05-17 10:25:06 +08:00
Zirui Zhu 598cde4a0f [NFC] polish colossalai/nn/layer/parallel_2p5d/layers.py code style (#972) 2022-05-17 10:25:06 +08:00
Xu Kai 632e94abde [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/dropout.h code style (#970) 2022-05-17 10:25:06 +08:00
ExtremeViscent 22d1df224d [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/feed_forward.h (#968)
code style
2022-05-17 10:25:06 +08:00
LuGY fb5bc6cb28 [NFC] polish colossalai/nn/layer/parallel_3d/layers.py code style (#966) 2022-05-17 10:25:06 +08:00
lucasliunju 955463e542 [NFC] polish __init__.py code style (#965) 2022-05-17 10:25:06 +08:00
Yuer867 7106a399fc [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/softmax.h code style (#964) 2022-05-17 10:25:06 +08:00
ziyu huang 5bd80b7dd1 [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/general_kernels.cu code style (#963)
Co-authored-by: “Arsmart123 <202476410arsmart@gmail.com>
2022-05-17 10:25:06 +08:00
superhao1995 48c4a180c7 [NFC] polish colossalai/kernel/cuda_native/csrc/scaled_upper_triang_masked_softmax.cpp code style (#959) 2022-05-17 10:25:06 +08:00
MaxT 442a2975ab [NFC] polish colossalai/kernel/cuda_native/csrc/multihead_attention_1d.h code style (#962) 2022-05-17 10:25:06 +08:00
runluo 89e2767a92 [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_l2norm_kernel.cu code style (#958) 2022-05-17 10:25:06 +08:00
doubleHU 1dc1b6fa00 [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/cross_entropy_layer.h code style (#957) 2022-05-17 10:25:06 +08:00
RichardoLuo 0e922da874 [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/context.h code style (#956)
Co-authored-by: RichardoLuo <14049555596@qq.com>
2022-05-17 10:25:06 +08:00
Wangbo Zhao(黑色枷锁) 8ca2a85682 [NFC] polish colossalai/kernel/cuda_native/scaled_softmax.py code style (#955) 2022-05-17 10:25:06 +08:00
Luxios22 f6970ef8b1 [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/softmax_kernels.cu code style (#954) 2022-05-17 10:25:06 +08:00
Cautiousss 0b86a6345e [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>
2022-05-17 10:25:06 +08:00
Sze-qq d8d07b0e2b [NFC] polish colossalai/kernel/cuda_native/csrc/multihead_attention_1d.cpp code style (#952) 2022-05-17 10:25:06 +08:00
xyupeng fa43bb216d [NFC] polish colossalai/builder/pipeline.py code style (#951) 2022-05-17 10:25:06 +08:00
JT.Han c3e423c8be [NFC] polish colossalai/kernel/cuda_native/csrc/scaled_masked_softmax_cuda.cu code style (#949)
Co-authored-by: Jiatong <jiatong.han@u.nus.edu>
2022-05-17 10:25:06 +08:00
luoling-LC 72c71b67ec [NFC] polish colossalai/kernel/jit/bias_gelu.py code style (#946)
Co-authored-by: jnbai <897086360@qq.com>
2022-05-17 10:25:06 +08:00
bajiaoyu517 eb9a81d72a [NFC] polish colossalai/kernel/cuda_native/csrc/cpu_adam.h code style (#945) 2022-05-17 10:25:06 +08:00
wky 8ffdc38376 [NFC] polish colossalai/kernel/cuda_native/csrc/moe_cuda.cpp code style (#942) 2022-05-17 10:25:06 +08:00
HaoyuQin c0f373db5d [NFC] polish pre-commit run --files colossalai/kernel/cuda_native/csrc/scaled_upper_triang_masked_softmax_cuda.cu code style (#943) 2022-05-17 10:25:06 +08:00
XYE 5bbefeb06a [NFC] polish moe_cuda_kernel.cu code style (#940)
Co-authored-by: Xiao Ye <xiaoye2@illinois.edu>
2022-05-17 10:25:06 +08:00
Maruyama_Aya 7aa35eae6a [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/block_reduce.h code style (#938) 2022-05-17 10:25:06 +08:00
Geng Zhang b6cc9313ef [NFC] polish colossalai/kernel/cuda_native/csrc/cpu_adam.cpp code style (#936) 2022-05-17 10:25:06 +08:00
yuxuan-lou 44b6f8947b [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/cuda_util.h code style (#939) 2022-05-17 10:25:06 +08:00
BoxiangW 872aa413c2 [NFC] Polish colossalai/kernel/cuda_native/csrc/multi_tensor_lamb.cu code style. (#937) 2022-05-17 10:25:06 +08:00
ver217 58580b50fe
Revert "[NFC] Hotfix/format (#984)" (#986)
This reverts commit 0772828fba.
2022-05-17 10:23:38 +08:00
binmakeswell 0772828fba
[NFC] Hotfix/format (#984)
* [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
ver217 c2fdc6a011
[tensor] derive compute pattern from dist spec (#971)
* derive compute pattern from dist spec

* polish code
2022-05-16 14:58:08 +08:00
Ziyue Jiang 797a9dc5a9
add DistSpec for loss and test_model (#947) 2022-05-13 20:29:50 +08:00
ver217 67c33f57eb
[tensor] design DistSpec and DistSpecManager for ColoTensor (#934)
* add dist spec

* update linear op

* polish code

* polish code

* update embedding op

* polish unit tests

* polish unit tests

* polish comments

* polish code

* add test_dist_spec_mgr

* polish code

* refactor folder structure

* polish unit tests

* add get_process_group() for TensorSpec

* polish code
2022-05-13 15:13:52 +08:00
Ziyue Jiang d73c2b1d79
[Tensor] fix init context (#931)
* change torch.Parameter to ColoParameter

* fix post assignment for init context

* polish

* polish
2022-05-11 15:48:12 +08:00
Ziyue Jiang dfc88b85ea
[Tensor] simplify named param (#928)
* simplify ColoModulize

* simplify ColoModulize

* polish

* polish
2022-05-11 10:54:19 +08:00
YuliangLiu0306 32a45cd7ef
[pipelinable]use pipelinable to support GPT model. (#903)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [pipelinable]use pipelinable to support GPT model.

* fix a bug caused by ShardedModel

* polish

* fix front func list
2022-05-11 09:23:58 +08:00
ver217 4ca732349e
[tensor] colo tensor overrides mul (#927)
* colo tensor overrides mul

* polish code
2022-05-10 16:04:08 +08:00
ver217 45b9124df4
[tensor] hijack addmm for colo tensor (#923)
* hijack addmm for colo tensor

* fix bugs

* polish unit test

* polish comments
2022-05-09 18:55:49 +08:00
Ziyue Jiang c195d2814c
[Tensor] add from_pretrained support and bert pretrained test (#921)
* add from_pretrained support and test

* polish

* polish

* polish

* polish
2022-05-09 16:11:47 +08:00
Jiarui Fang 845856ea29
[Graph] building computing graph with ColoTensor, Linear only (#917) 2022-05-07 17:10:37 +08:00
Ziyue Jiang 75d221918a
[Tensor] add 1d vocab loss (#918)
* add 1d vocab loss

* polish
2022-05-07 15:49:14 +08:00
Jiarui Fang ab95ec9aea
[Tensor] init ColoParameter (#914) 2022-05-06 12:57:14 +08:00
Ziyue Jiang f593a5637e
[Tensor] add embedding tp1d row (#904) 2022-04-29 14:10:05 +08:00
Ziyue Jiang 2c0d19d755
[Tensor] add ColoTensor TP1Dcol Embedding (#899) 2022-04-28 17:45:06 +08:00
Jiarui Fang d16671da75
[Tensor] initialize the ColoOptimizer (#898)
* [Tensor] activation is an attr of ColoTensor

* [Tensor] add optimizer

* only detach parameters in context

* polish code
2022-04-28 15:23:40 +08:00
Jiarui Fang 676f191532
[Tensor] activation is an attr of ColoTensor (#897) 2022-04-28 14:43:22 +08:00
Ziyue Jiang cb182da7c5
[tensor] refine linear and add gather for laynorm (#893)
* refine linear and add function to ColoTensor

* add gather for layernorm

* polish

* polish
2022-04-28 10:55:40 +08:00
Jiarui Fang 26c49639d8
[Tensor] overriding paramters() for Module using ColoTensor (#889) 2022-04-27 15:28:59 +08:00
Ziyue Jiang 1d0aba4153
[tensor] add ColoTensor 1Dcol (#888) 2022-04-27 14:13:55 +08:00
Jiarui Fang 72cdc06875
[Tensor] make ColoTensor more robust for getattr (#886)
* [Tensor] make ColoTensor more robust for getattr

* polish

* polish
2022-04-27 10:57:49 +08:00
Ziyue Jiang 9bc5a77c31
[tensor] wrap function in the torch_tensor to ColoTensor (#881) 2022-04-26 20:13:56 +08:00
ver217 4df6471f5d
fix import error (#880) 2022-04-26 19:28:40 +08:00
Jiarui Fang 7f76517a85
[Tensor] make a simple net works with 1D row TP (#879) 2022-04-26 18:11:47 +08:00
ver217 c4d903e64a
[gemini] accelerate adjust_layout() (#878)
* add lru cache

* polish code

* update unit test

* fix sharded optim
2022-04-26 18:08:31 +08:00
Jiarui Fang 909211453b
[Tensor] Add some attributes to ColoTensor (#877)
* [Tensor] add some function to ColoTensor

* torch.allclose

* rm torch.add
2022-04-26 15:10:47 +08:00
HELSON 425b4a96b8
[gemini] polish stateful_tensor_mgr (#876) 2022-04-26 15:05:03 +08:00
Jiarui Fang e43f83aa5c
[Tensor] get named parameters for model using ColoTensors (#874) 2022-04-26 14:08:01 +08:00
Jiarui Fang 96211c2cc8
[tensor] customized op returns ColoTensor (#875)
* [tensor] customized op returns ColoTensor

* polish

* polish code
2022-04-26 13:23:59 +08:00
Ziyue Jiang 26d4ab8b03
[Tensor] Add function to spec and update linear 1Drow and unit tests (#869) 2022-04-26 10:15:26 +08:00
Frank Lee 11f54c7b6b
[doc] improved docstring and assertion messages for the engine module (#871) 2022-04-26 10:00:18 +08:00
Frank Lee 1c34382678
[doc] improved assertion messages in trainer (#873) 2022-04-26 10:00:12 +08:00
Frank Lee 7a64fae33a
[doc] improved error messages in initialize (#872) 2022-04-26 10:00:03 +08:00
Jiarui Fang 1190b2c4a4
[tensor] add cross_entrophy_loss (#868) 2022-04-25 16:01:52 +08:00
HELSON 3107817172
[gemini] add stateful tensor container (#867) 2022-04-25 14:58:16 +08:00
Jiarui Fang d01d3b8cb0
colo init context add device attr. (#866) 2022-04-25 14:24:26 +08:00
Frank Lee 2238758c2e
[usability] improved error messages in the context module (#856) 2022-04-25 13:42:31 +08:00
Frank Lee 9fdebadd69
[doc] improved docstring in the amp module (#857) 2022-04-25 13:42:17 +08:00
Frank Lee b862d89d00
[doc] improved docstring in the logging module (#861) 2022-04-25 13:42:00 +08:00
Frank Lee 8004c8e938
[doc] improved docstring in the communication module (#863) 2022-04-25 13:41:43 +08:00
Jiarui Fang 8af5f7423d
[tensor] an initial dea of tensor spec (#865)
* a initial dea of tensor spec

* polish

* polish
2022-04-25 13:33:52 +08:00
Jiarui Fang 126ba573a8
[Tensor] add layer norm Op (#852) 2022-04-25 11:49:20 +08:00
Frank Lee a82da26f7e
[cli] refactored micro-benchmarking cli and added more metrics (#858) 2022-04-25 11:48:07 +08:00
Frank Lee ee222dfbf3
[usability] added assertion message in registry (#864) 2022-04-25 11:45:15 +08:00
HELSON f0e654558f
[gemini] polish code (#855) 2022-04-25 10:40:14 +08:00
Jiarui Fang 29159d9b5b
hotfix tensor unittest bugs (#862) 2022-04-25 10:06:53 +08:00
YuliangLiu0306 c6930d8ddf
[pipelinable]use ColoTensor to replace dummy tensor. (#853) 2022-04-24 18:31:22 +08:00
Ziyue Jiang bcc8655021
[Tensor ] Add 1Drow weight reshard by spec (#854) 2022-04-24 18:30:20 +08:00
ver217 d7e0303d1e
[zero] use GeminiMemoryManager when sampling model data (#850) 2022-04-24 17:17:22 +08:00
ver217 232142f402
[utils] refactor profiler (#837)
* add model data profiler

* add a subclass of torch.profiler.profile

* refactor folder structure

* remove redundant codes

* polish code

* use GeminiMemoryManager

* fix import path

* fix stm profiler ext

* polish comments

* remove useless file
2022-04-24 17:03:59 +08:00
Jiarui Fang 62f059251b
[Tensor] init a tp network training unittest (#849) 2022-04-24 16:43:44 +08:00
ver217 0dea140760
[hotfix] add deconstructor for stateful tensor (#848)
* add deconstructor for stateful tensor

* fix colo init context
2022-04-24 15:03:04 +08:00
ver217 0f7ed8c192
fix _post_init_method of zero init ctx (#847) 2022-04-24 14:16:50 +08:00
Ziyue Jiang 2a0a427e04
[tensor]add assert for colo_tensor 1Drow (#846) 2022-04-24 14:12:45 +08:00
Ziyue Jiang 05023ecfee
[Tensor] TP Linear 1D row (#843) 2022-04-24 13:43:12 +08:00
Frank Lee cf6d1c9284
[CLI] refactored the launch CLI and fixed bugs in multi-node launching (#844)
* [cli] fixed multi-node job launching

* [cli] fixed a bug in version comparison

* [cli] support launching with env var

* [cli] fixed multi-node job launching

* [cli] fixed a bug in version comparison

* [cli] support launching with env var

* added docstring

* [cli] added extra launch arguments

* [cli] added default launch rdzv args

* [cli] fixed version comparison

* [cli] added docstring examples and requierment

* polish docstring

* polish code

* polish code
2022-04-24 13:26:26 +08:00
HELSON e5ea3fdeef
[gemini] add GeminiMemoryManger (#832)
* refactor StatefulTensor, tensor utilities

* add unitest for GeminiMemoryManager
2022-04-24 13:08:48 +08:00
YuliangLiu0306 35ea6e1023
[pipelinable]use pipelinable context to initialize non-pipeline model (#816)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [pipeline]add module lazy init feature to support large model initization.

* [pipeline]add to_layer_list and partition method to support arbitrary non-pp model

* refactor the module structure

* polish

* [pipelinable]add unit test for pipelinable

* polish

* polish

* Fix CodeFactor issues.
2022-04-24 13:03:12 +08:00
Jiarui Fang ea0a2ed25f
[hotfix] the bug of numel() in ColoTensor (#845) 2022-04-24 12:32:10 +08:00
LuGY c1e8d2001e
modefied the pp build for ckpt adaptation (#803) 2022-04-24 12:23:16 +08:00
Jiarui Fang 8789850eea
Init Conext supports lazy allocate model memory (#842) 2022-04-22 18:03:35 +08:00
Jiarui Fang 4575a3298b
[hotfix] ColoTensor pin_memory (#840) 2022-04-22 17:07:46 +08:00
Frank Lee 01e9f834f5
[dependency] removed torchvision (#833)
* [dependency] removed torchvision

* fixed transforms
2022-04-22 15:24:35 +08:00
Jiarui Fang cb5a4778e1
Revert "[WIP] Applying ColoTensor on TP-1D-row Linear. (#831)" (#835)
This reverts commit ac88de6dfc.
2022-04-22 14:45:57 +08:00
Jiarui Fang ac88de6dfc
[WIP] Applying ColoTensor on TP-1D-row Linear. (#831)
* revert zero tensors back

* [tensor] init row 1d linear
2022-04-22 14:03:26 +08:00
Jiarui Fang 595bedf767
revert zero tensors back (#829) 2022-04-22 12:12:35 +08:00
Jiarui Fang 294a6060d0
[tensor] ZeRO use ColoTensor as the base class. (#828)
* [refactor] moving InsertPostInitMethodToModuleSubClasses to utils.

* [tensor] ZeRO use ColoTensor as the base class.

* polish
2022-04-22 12:00:48 +08:00
Ziyue Jiang 8e6fdb4f29
[tensor]fix test_linear (#826) 2022-04-21 17:18:56 +08:00
Ziyue Jiang 1a9e2c2dff
[tensor] fix kwargs in colo_tensor torch_funtion (#825) 2022-04-21 16:47:35 +08:00
Jiarui Fang eb1b89908c
[refactor] moving InsertPostInitMethodToModuleSubClasses to utils. (#824) 2022-04-21 16:03:18 +08:00
Jiarui Fang 2ecc3d7a55
[tensor] lazy init (#823) 2022-04-21 15:40:23 +08:00
Jiarui Fang 68dcd51d41
[Tensor] update ColoTensor torch_function (#822)
* Revert "[zero] add ZeroTensorShardStrategy (#793)"

This reverts commit 88759e289e.

* [gemini] set cpu memory capacity

* [log] local throughput collecting

* polish

* polish

* polish

* polish code

* polish

* polish code

* add a new tensor structure and override linear for it

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* [tensor] renaming and reorganize directory structure.

* rm useless dir

* polish

* polish

* [tensor] hander the function not wrapped

* polish
2022-04-21 14:25:27 +08:00
Jiarui Fang 0ce8924ceb
[tensor] reorganize files (#820) 2022-04-21 14:15:48 +08:00
Jiarui Fang ab962b9735
[gemini] a new tensor structure (#818)
* Revert "[zero] add ZeroTensorShardStrategy (#793)"

This reverts commit 88759e289e.

* [gemini] set cpu memory capacity

* [log] local throughput collecting

* polish

* polish

* polish

* polish code

* polish

* polish code

* add a new tensor structure and override linear for it

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish
2022-04-21 11:42:37 +08:00
FrankLeeeee 70ed11d07e [cli] added check installation cli 2022-04-20 12:13:27 +08:00
YuliangLiu0306 c7eca40f51
Merge pull request #812 from FrankLeeeee/feature/cli
[cli] fixed single-node process launching
2022-04-20 11:40:07 +08:00
Jiarui Fang 3ddbd1bce1
[gemini] collect cpu-gpu moving volume in each iteration (#813) 2022-04-20 11:29:48 +08:00
FrankLeeeee d522cb704e [cli] fixed single-node process launching 2022-04-20 10:46:51 +08:00
Jiarui Fang 61c20b44bc
[log] local throughput metrics (#811)
* Revert "[zero] add ZeroTensorShardStrategy (#793)"

This reverts commit 88759e289e.

* [gemini] set cpu memory capacity

* [log] local throughput collecting

* polish

* polish

* polish

* polish code

* polish
2022-04-20 10:05:39 +08:00
ver217 dd92b90a68
[DO NOT MERGE] [zero] init fp16 params directly in ZeroInitContext (#808)
* init fp16 param directly

* polish code
2022-04-19 16:16:48 +08:00
Jiarui Fang 227d1cd4b3
[gemini] APIs to set cpu memory capacity (#809) 2022-04-19 16:05:22 +08:00
FrankLeeeee f63e91d280 [cli] fixed a bug in user args and refactored the module structure 2022-04-19 15:15:16 +08:00
Jiarui Fang e761ad2cd7
Revert "[zero] add ZeroTensorShardStrategy (#793)" (#806) 2022-04-19 14:40:02 +08:00
HELSON 88759e289e
[zero] add ZeroTensorShardStrategy (#793) 2022-04-19 14:32:45 +08:00
Jiarui Fang 681addb512
[refactor] moving grad acc logic to engine (#804) 2022-04-19 14:03:21 +08:00
Frank Lee 05d9ae5999
[cli] add missing requirement (#805) 2022-04-19 13:56:59 +08:00
YuliangLiu0306 de2f581d43
[cli] added micro benchmarking for tp (#789)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [CLI]add cli benchmark feature

* fix CodeFactor issues.

* refactor the module structure.
2022-04-19 12:08:28 +08:00
YuliangLiu0306 cfadc9df8e
[cli] added distributed launcher command (#791)
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [CLI]add cli launcher feature

* remove testing message used during developing

* refactor the module structure.
2022-04-19 10:59:44 +08:00
Jiarui Fang 4d9332b4c5
[refactor] moving memtracer to gemini (#801) 2022-04-19 10:13:08 +08:00
Jiarui Fang 8711c706f4
[hotfix] fix grad offload when enabling reuse_fp16_shard 2022-04-18 14:58:21 +08:00
ver217 f1fa1a675f fix grad offload when enabling reuse_fp16_shard 2022-04-18 14:07:39 +08:00
HELSON 4c4388c46e
[hotfix] fix memory leak in zero (#781) 2022-04-18 13:57:03 +08:00
Ziyue Jiang 4b01da24cd
[TP] change the check assert in split batch 2d (#772) 2022-04-16 21:29:57 +08:00
ver217 846406a07a
[gemini] fix auto tensor placement policy (#775) 2022-04-16 21:29:31 +08:00
HELSON a65cbb7e4e
[zero] refactor shard and gather operation (#773) 2022-04-15 14:41:31 +08:00
ver217 6e553748a7
polish sharded optim docstr and warning (#770) 2022-04-14 21:03:59 +08:00
LuGY 80e37eec42
fix the ckpt bugs when using DDP (#769) 2022-04-14 21:03:24 +08:00
Frank Lee 920fe31526
[compatibility] used backward-compatible API for global process group (#758) 2022-04-14 17:20:35 +08:00
Frank Lee 4ea49cb536
[test] added a decorator for address already in use error with backward compatibility (#760)
* [test] added a decorator for address already in use error with backward compatibility

* [test] added a decorator for address already in use error with backward compatibility
2022-04-14 16:48:44 +08:00
Jiarui Fang 10ef8afdd2
[gemini] init genimi individual directory (#754) 2022-04-14 16:40:26 +08:00
ver217 dcca614eee
[hotfix] fix test_stateful_tensor_mgr (#762) 2022-04-14 15:50:09 +08:00
ver217 a93a7d7364
[hotfix] fix reuse_fp16_shard of sharded model (#756)
* fix reuse_fp16_shard

* disable test stm

* polish code
2022-04-14 14:56:46 +08:00
ver217 8f7ce94b8e
[hotfix] fix auto tensor placement policy (#753) 2022-04-14 12:04:45 +08:00
HELSON 84c6700b2a
[zero] refactor memstats_collector (#746) 2022-04-14 12:01:12 +08:00
アマデウス b8899e0905
[TP] allow layernorm without bias (#750) 2022-04-14 11:43:56 +08:00
Jiarui Fang 3d7dc46d33
[zero] use factory pattern for tensor_placement_policy (#752) 2022-04-14 11:07:29 +08:00
ver217 4b048a8728
fix prepare grads in sharded optim (#749) 2022-04-13 22:36:11 +08:00
ver217 097772546e fix initialize about zero 2022-04-13 19:10:21 +08:00
ver217 e396bb71f2
[zero] add tensor placement policies (#743)
* add tensor placement policies

* polish comments

* polish comments

* update moe unit tests
2022-04-13 15:00:48 +08:00
HELSON 22c4b88d56
[zero] refactor ShardedParamV2 for convenience (#742) 2022-04-13 14:54:26 +08:00
HELSON 340e59f968
[utils] add synchronized cuda memory monitor (#740) 2022-04-13 10:50:54 +08:00
ver217 e6212f56cd
[hotfix] fix memory leak in backward of sharded model (#741) 2022-04-13 09:59:05 +08:00
Frank Lee a4e91bc87f
[bug] fixed grad scaler compatibility with torch 1.8 (#735) 2022-04-12 16:04:21 +08:00
Jiarui Fang 53cb584808
[utils] correct cpu memory used and capacity in the context of multi-process (#726) 2022-04-12 14:57:54 +08:00
Jiarui Fang 7db3ccc79b
[hotfix] remove duplicated param register to stateful tensor manager (#728) 2022-04-12 13:55:25 +08:00
Frank Lee 1cb7bdad3b
[util] fixed communication API depth with PyTorch 1.9 (#721) 2022-04-12 09:44:40 +08:00
Frank Lee 2412429d54
[util] fixed activation checkpointing on torch 1.9 (#719) 2022-04-12 09:35:45 +08:00
Frank Lee 04ff5ea546
[utils] support detection of number of processes on current node (#723) 2022-04-12 09:28:19 +08:00
Jiarui Fang 4d90a7b513
[refactor] zero directory (#724) 2022-04-11 23:13:02 +08:00
Jiarui Fang 193dc8dacb
[refactor] refactor the memory utils (#715) 2022-04-11 16:47:57 +08:00
HELSON dbd96fe90a
[zero] check whether gradients have inf and nan in gpu (#712) 2022-04-11 15:40:13 +08:00
ver217 715b86eadd
[hotfix] fix stm cuda model data size (#710) 2022-04-11 15:10:39 +08:00
LuGY 140263a394
[hotfix]fixed bugs of assigning grad states to non leaf nodes (#711)
* fixed bugs of assigning grad states to non leaf nodes

* use detach()
2022-04-11 14:04:58 +08:00
Frank Lee eda30a058e
[compatibility] fixed tensor parallel compatibility with torch 1.9 (#700) 2022-04-11 13:44:50 +08:00
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
2022-04-11 13:38:51 +08:00
ver217 ab8c6b4a0e
[zero] refactor memstats collector (#706)
* refactor memstats collector

* fix disposable

* polish code
2022-04-11 10:46:08 +08:00
アマデウス 3fc8a204dc
[]Corrected 3d vocab parallel embedding (#707) 2022-04-11 10:17:55 +08:00
HELSON ee112fe1da
[zero] adapt zero hooks for unsharded module (#699) 2022-04-08 20:23:26 +08:00
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>
2022-04-08 17:51:34 +08:00
HELSON d7ecaf362b
[zero] fix init bugs in zero context (#686)
* adapt model weight initialization for methods in Pytorch nn.init
2022-04-07 17:38:45 +08:00
YuliangLiu0306 0ed7042f42
[pipeline] refactor pipeline (#679)
* refactor pipeline---put runtime schedule into engine.

* add type hint for schedule Optional[BaseSchedule]

* preprocess schedule during engine initializing

* infer pipeline schedule params from config
2022-04-07 15:54:14 +08:00
Jiarui Fang 59bf2dc590
[zero] initialize a stateful tensor manager (#614) 2022-04-06 16:18:49 +08:00
encmps 79ccfa4310 [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_adam.cu code style (#667) 2022-04-06 11:40:59 +08:00
lucasliunju e4bcff9b0f [NFC] polish colossalai/builder/builder.py code style (#662) 2022-04-06 11:40:59 +08:00
shenggan 331683bf82 [NFC] polish colossalai/kernel/cuda_native/csrc/layer_norm_cuda_kernel.cu code style (#661) 2022-04-06 11:40:59 +08:00
FredHuang99 c336cd3066 [NFC] polish colossalai/communication/utils.py code style (#656) 2022-04-06 11:40:59 +08:00
MaxT 5ab9a71299 [NFC] polish colossalai/kernel/cuda_native/csrc/moe_cuda.cpp code style (#642) 2022-04-06 11:40:59 +08:00
Xue Fuzhao 10afec728f [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/cuda_util.h code style (#641) 2022-04-06 11:40:59 +08:00
Cautiousss 055d0270c8 [NFC] polish colossalai/context/process_group_initializer/initializer_sequence.py colossalai/context/process_group_initializer initializer_tensor.py code style (#639)
Co-authored-by: 何晓昕 <cautious@r-236-100-25-172.comp.nus.edu.sg>
2022-04-06 11:40:59 +08:00
Ziheng Qin c7c224ee17 [NFC] polish colossalai/builder/pipeline.py code style (#638) 2022-04-06 11:40:59 +08:00
Sze-qq 10591ecdf9 [NFC] polish colossalai/kernel/cuda_native/csrc/cpu_adam.cpp code style (#636) 2022-04-06 11:40:59 +08:00
Wangbo Zhao 6fcb381801 [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_l2norm_kernel.cu code style (#635) 2022-04-06 11:40:59 +08:00
ExtremeViscent 8a5d526e95 [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/dropout_kernels.cu and cross_entropy.cu code style (#634) 2022-04-06 11:40:59 +08:00
RichardoLuo ad1e7ab2b2 '[NFC] polish <colossalai/engine/_base_engine.py> code style' (#631)
Co-authored-by: RichardoLuo <14049555596@qq.com>
2022-04-06 11:40:59 +08:00
Zangwei 2e11853d04 [NFC] polish colossalai/communication/ring.py code style (#630) 2022-04-06 11:40:59 +08:00
puck_WCR 01cc941e1d [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/transform_kernels.cu code stype (#629) 2022-04-06 11:40:59 +08:00
superhao1995 c1bed0d998 [NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_lamb.cu code stype (#628) 2022-04-06 11:40:59 +08:00
Jiang Zhuo 0a96338b13 [NFC] polish <colossalai/context/process_group_initializer/initializer_data.py> code stype (#626)
Co-authored-by: 姜卓 <jiangzhuo@jiangzhuodeMacBook-Pro.local>
2022-04-06 11:40:59 +08:00
ziyu huang 701bad439b [NFC] polish colossalai/context/process_group_initializer/process_group_initializer.py code stype (#617)
Co-authored-by: “Arsmart123 <202476410arsmart@gmail.com>
2022-04-06 11:40:59 +08:00
Shawn-Kong db54419409 fix format (#613)
Co-authored-by: evin K <evink@evins-MacBook-Air.local>
2022-04-06 11:40:59 +08:00
Yuer867 5ecef13c16 fix format (#611) 2022-04-06 11:40:59 +08:00
xyupeng d3d5bedc65 fix format (#607) 2022-04-06 11:40:59 +08:00
xuqifan897 f2d2a1597a fix format (#608) 2022-04-06 11:40:59 +08:00
doubleHU f2da21a827 fix format (#586) 2022-04-06 11:40:59 +08:00
fanjinfucool ffad81e1d1 fix format (#585)
Co-authored-by: fanjifu <FAN>
2022-04-06 11:40:59 +08:00
binmakeswell 6582aedc94 fix format (#583) 2022-04-06 11:40:59 +08:00
DouJS f08fc17f2b block_reduce.h fix format (#581) 2022-04-06 11:40:59 +08:00
Maruyama_Aya d2dc6049b5 fix format (#580) 2022-04-06 11:40:59 +08:00
wky 174b9c1d85 fix format (#574) 2022-04-06 11:40:59 +08:00
BoxiangW dfe423ae42 fix format (#572) 2022-04-06 11:40:59 +08:00
yuxuan-lou cfb41297ff 'fix/format' (#573) 2022-04-06 11:40:59 +08:00
Kai Wang (Victor Kai) b0f708dfc1 fix format (#570) 2022-04-06 11:40:59 +08:00
Xu Kai 2a915a8b62 fix format (#568) 2022-04-06 11:40:59 +08:00
YuliangLiu0306 9420d3ae31 fix format (#567) 2022-04-06 11:40:59 +08:00
Jie Zhu 0f1da44e5e [format]colossalai/kernel/cuda_native/csrc/layer_norm_cuda.cpp (#566) 2022-04-06 11:40:59 +08:00
coder-chin 5835631218 fix format (#564) 2022-04-06 11:40:59 +08:00
Luxios22 e014144c44 fix format (#565) 2022-04-06 11:40:59 +08:00
Ziyue Jiang 1762ba14ab fix format (#563) 2022-04-06 11:40:59 +08:00
HELSON 17e73e62cc
[hotfix] fix bugs for unsharded parameters when restore data (#664) 2022-04-03 22:02:11 +08:00
Jiarui Fang 0aab52301e
[hotfix] fix a bug in model data stats tracing (#655) 2022-04-03 21:48:06 +08:00
YuliangLiu0306 ade05a5d83
[refactor] pipeline, put runtime schedule into engine. (#627) 2022-04-03 20:46:45 +08:00
HELSON e5d615aeee
[hotfix] fix bugs in testing (#659)
* remove hybrid adam in test_moe_zero_optim

* fix activation checkpointing and its unitest
2022-04-02 21:58:47 +08:00
Jiarui Fang 036404ca8a
Revert "[zero] polish init context (#645)" (#657) 2022-04-02 18:30:06 +08:00
HELSON b31daed4cf
fix bugs in CPU adam (#633)
* add cpu adam counter for all cpu adam

* fixed updating error in adam kernel
2022-04-02 17:04:05 +08:00
LuGY 1e2557e801
[zero] fixed the activation offload (#647)
* fixed the activation offload

* polish
2022-04-02 16:21:32 +08:00
Liang Bowen 828e465622
[hotfix] Raise messages for indivisible batch sizes with tensor parallelism (#622) 2022-04-02 16:12:04 +08:00
Jiarui Fang 67b4928244
[zero] polish init context (#645) 2022-04-02 15:52:04 +08:00
ver217 f5d3a9c2b0
polish checkpoint docstring (#637) 2022-04-02 13:34:33 +08:00
HELSON 055fbf5be6
[zero] adapt zero for unsharded paramters (Optimizer part) (#601) 2022-04-01 20:10:47 +08:00
KAIYUAN GAN 229382c844
[NFC] polish colossalai/kernel/cuda_native/csrc/kernels/cuda_util.cu code stype (#625) 2022-04-01 17:45:53 +08:00
アマデウス 28b515d610
[model checkpoint] updated checkpoint hook (#598) 2022-04-01 16:53:03 +08:00
アマデウス 77ad24bf94
[model checkpoint] updated saving/loading for 3d layers (#597) 2022-04-01 16:52:47 +08:00
アマデウス 93089ed708
[model checkpoint] updated saving/loading for 2.5d layers (#596) 2022-04-01 16:52:33 +08:00
アマデウス 6302069c0e
[model checkpoint] updated communication ops for cpu tensors (#590) 2022-04-01 16:52:20 +08:00
アマデウス c50bfb807b
[model checkpoint] updated saving/loading for 1d layers (#594) 2022-04-01 16:51:52 +08:00
アマデウス 7636d518e1
[model checkpoint] updated saving/loading for 2d layers (#595) 2022-04-01 16:50:34 +08:00
アマデウス cd13b63832
[model checkpoint] reworked unified layers for ease of save/load states (#593) 2022-04-01 16:49:56 +08:00
アマデウス acae68eb04
[model checkpoint] updated checkpoint save/load utils (#592) 2022-04-01 16:49:21 +08:00
Ziyue Jiang 1c40ee8749
[TP] add assert for tp1d (#621) 2022-04-01 16:44:23 +08:00
ver217 369a288bf3
polish utils docstring (#620) 2022-04-01 16:36:47 +08:00
ver217 e619a651fb
polish optimizer docstring (#619) 2022-04-01 16:27:03 +08:00
ver217 8432dc7080
polish moe docsrting (#618) 2022-04-01 16:15:36 +08:00
ver217 c5b488edf8
polish amp docstring (#616) 2022-04-01 16:09:39 +08:00
ver217 0ef8819c67
polish docstring of zero (#612) 2022-04-01 14:50:56 +08:00
LuGY 02b187c14f
[zero] add sampling time for memstats collector (#610) 2022-04-01 14:03:00 +08:00
ver217 9bee119104
[hotfix] fix sharded optim zero grad (#604)
* fix sharded optim zero grad

* polish comments
2022-04-01 12:41:20 +08:00
アマデウス 297b8baae2
[model checkpoint] add gloo groups for cpu tensor communication (#589) 2022-04-01 10:15:52 +08:00
アマデウス 54e688b623
moved ensure_path_exists to utils.common (#591) 2022-04-01 09:46:33 +08:00
Jiarui Fang e956d93ac2
[refactor] memory utils (#577) 2022-04-01 09:22:33 +08:00
ver217 104cbbb313
[hotfix] add hybrid adam to __init__ (#584) 2022-03-31 19:08:34 +08:00
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
2022-03-31 18:34:11 +08:00
Wesley 46c9ba33da update code format 2022-03-31 17:15:08 +08:00
Wesley 666cfd094a fix parallel_input flag for Linear1D_Col gather_output 2022-03-31 17:15:08 +08:00
ver217 7c6c427db1
[zero] trace states of fp16/32 grad and fp32 param (#571) 2022-03-31 16:26:54 +08:00
Jiarui Fang 7675366fce
[polish] rename col_attr -> colo_attr (#558) 2022-03-31 12:25:45 +08:00
Liang Bowen 2c45efc398
html refactor (#555) 2022-03-31 11:36:56 +08:00
Jiarui Fang d1211148a7
[utils] update colo tensor moving APIs (#553) 2022-03-30 23:13:24 +08:00
LuGY c44d797072
[docs] updatad docs of hybrid adam and cpu adam (#552) 2022-03-30 18:14:59 +08:00
ver217 014bac0c49
[zero] hijack p.grad in sharded model (#554)
* hijack p.grad in sharded model

* polish comments

* polish comments
2022-03-30 18:14:50 +08:00
Jiarui Fang f552b11294
[zero] label state for param fp16 and grad (#551) 2022-03-30 15:57:46 +08:00
Jiarui Fang 214da761d4
[zero] add stateful tensor (#549) 2022-03-30 13:51:37 +08:00
Jiarui Fang 107b99ddb1
[zero] dump memory stats for sharded model (#548) 2022-03-30 09:38:44 +08:00
Ziyue Jiang 763dc325f1
[TP] Add gather_out arg to Linear (#541) 2022-03-30 09:35:46 +08:00
HELSON 8c90d4df54
[zero] add zero context manager to change config during initialization (#546) 2022-03-29 17:57:59 +08:00
Liang Bowen ec5086c49c Refactored docstring to google style 2022-03-29 17:17:47 +08:00
Jiarui Fang 53b1b6e340
[zero] non model data tracing (#545) 2022-03-29 15:45:48 +08:00
Jie Zhu 73d36618a6
[profiler] add MemProfiler (#356)
* add memory trainer hook

* fix bug

* add memory trainer hook

* fix import bug

* fix import bug

* add trainer hook

* fix #370 git log bug

* modify `to_tensorboard` function to support better output

* remove useless output

* change the name of `MemProfiler`

* complete memory profiler

* replace error with warning

* finish trainer hook

* modify interface of MemProfiler

* modify `__init__.py` in profiler

* remove unnecessary pass statement

* add usage to doc string

* add usage to trainer hook

* new location to store temp data file
2022-03-29 12:48:34 +08:00
ver217 fb841dd5c5
[zero] optimize grad offload (#539)
* optimize grad offload

* polish code

* polish code
2022-03-29 12:48:00 +08:00
Jiarui Fang 7d81b5b46e
[logging] polish logger format (#543) 2022-03-29 10:37:11 +08:00
ver217 1f90a3b129
[zero] polish ZeroInitContext (#540) 2022-03-29 09:09:04 +08:00
Jiarui Fang c11ff81b15
[zero] get memory usage of sharded optim v2. (#542) 2022-03-29 09:08:18 +08:00
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
2022-03-28 17:42:18 +08:00
Jiarui Fang 705f56107c
[zero] refactor model data tracing (#537) 2022-03-28 16:38:18 +08:00
Jiarui Fang a590ed0ba3
[zero] improve the accuracy of get_memory_usage of sharded param (#538) 2022-03-28 16:19:19 +08:00
Jiarui Fang 37cb70feec
[zero] get memory usage for sharded param (#536) 2022-03-28 15:01:21 +08:00
Jiarui Fang 05e33b2578
[zero] fix grad offload (#528)
* [zero] fix grad offload

* polish code
2022-03-25 18:23:25 +08:00
LuGY 105c5301c3
[zero]added hybrid adam, removed loss scale in adam (#527)
* [zero]added hybrid adam, removed loss scale of adam

* remove useless code
2022-03-25 18:03:54 +08:00
Jiarui Fang 8d8c5407c0
[zero] refactor model data tracing (#522) 2022-03-25 18:03:32 +08:00
Frank Lee 3601b2bad0
[test] fixed rerun_on_exception and adapted test cases (#487) 2022-03-25 17:25:12 +08:00
Jiarui Fang 4d322b79da
[refactor] remove old zero code (#517) 2022-03-25 14:54:39 +08:00
LuGY 6a3f9fda83
[cuda] modify the fused adam, support hybrid of fp16 and fp32 (#497) 2022-03-25 14:15:53 +08:00
Jiarui Fang 920c5889a7
[zero] add colo move inline (#521) 2022-03-25 14:02:55 +08:00
ver217 7be397ca9c
[log] polish disable_existing_loggers (#519) 2022-03-25 12:30:55 +08:00
Jiarui Fang 0bebda6ea5
[zero] fix init device bug in zero init context unittest (#516) 2022-03-25 12:24:18 +08:00
Jiarui Fang 7ef3507ace
[zero] show model data cuda memory usage after zero context init. (#515) 2022-03-25 11:23:35 +08:00
ver217 a2e61d61d4
[zero] zero init ctx enable rm_torch_payload_on_the_fly (#512)
* enable rm_torch_payload_on_the_fly

* polish docstr
2022-03-24 23:44:00 +08:00
Jiarui Fang 81145208d1
[install] run with out rich (#513) 2022-03-24 17:39:50 +08:00
Jiarui Fang bca0c49a9d
[zero] use colo model data api in optimv2 (#511) 2022-03-24 17:19:34 +08:00
Jiarui Fang 9330be0f3c
[memory] set cuda mem frac (#506) 2022-03-24 16:57:13 +08:00
Jiarui Fang 0035b7be07
[memory] add model data tensor moving api (#503) 2022-03-24 14:29:41 +08:00
Jiarui Fang a445e118cf
[polish] polish singleton and global context (#500) 2022-03-23 18:03:39 +08:00
ver217 9ec1ce6ab1
[zero] sharded model support the reuse of fp16 shard (#495)
* sharded model supports reuse fp16 shard

* rename variable

* polish code

* polish code

* polish code
2022-03-23 14:59:59 +08:00
HELSON f24b5ed201
[MOE] remove old MoE legacy (#493) 2022-03-22 17:37:16 +08:00
ver217 c4c02424f3
[zero] sharded model manages ophooks individually (#492) 2022-03-22 17:33:20 +08:00
HELSON c9023d4078
[MOE] support PR-MOE (#488) 2022-03-22 16:48:22 +08:00
ver217 a9ecb4b244
[zero] polish sharded optimizer v2 (#490) 2022-03-22 15:53:48 +08:00
ver217 62b0a8d644
[zero] sharded optim support hybrid cpu adam (#486)
* sharded optim support hybrid cpu adam

* update unit test

* polish docstring
2022-03-22 14:56:59 +08:00
Jiarui Fang b334822163
[zero] polish sharded param name (#484)
* [zero] polish sharded param name

* polish code

* polish

* polish code

* polish

* polsih

* polish
2022-03-22 14:36:16 +08:00
HELSON d7ea63992b
[MOE] add FP32LinearGate for MOE in NaiveAMP context (#480) 2022-03-22 10:50:20 +08:00
Jiarui Fang 65c0f380c2
[format] polish name format for MOE (#481) 2022-03-21 23:19:47 +08:00
ver217 8d3250d74b
[zero] ZeRO supports pipeline parallel (#477) 2022-03-21 16:55:37 +08:00
Frank Lee 83a847d058
[test] added rerun on exception for testing (#475)
* [test] added rerun on exception function

* polish code
2022-03-21 15:51:57 +08:00
HELSON 7544347145
[MOE] add unitest for MOE experts layout, gradient handler and kernel (#469) 2022-03-21 13:35:04 +08:00
ver217 3cb3fc275e
zero init ctx receives a dp process group (#471) 2022-03-21 11:18:55 +08:00
HELSON aff9d354f7
[MOE] polish moe_env (#467) 2022-03-19 15:36:25 +08:00
HELSON bccbc15861
[MOE] changed parallelmode to dist process group (#460) 2022-03-19 13:46:29 +08:00
ver217 fc8e6db005
[doc] Update docstring for ZeRO (#459)
* polish sharded model docstr

* polish sharded optim docstr

* polish zero docstr

* polish shard strategy docstr
2022-03-18 16:48:20 +08:00
HELSON 84fd7c1d4d
add moe context, moe utilities and refactor gradient handler (#455) 2022-03-18 16:38:32 +08:00
ver217 a241f61b34
[zero] Update initialize for ZeRO (#458)
* polish code

* shard strategy receive pg in shard() / gather()

* update zero engine

* polish code
2022-03-18 16:18:31 +08:00
ver217 642846d6f9
update sharded optim and fix zero init ctx (#457) 2022-03-18 15:44:47 +08:00
Jiarui Fang e2e9f82588
Revert "[zero] update sharded optim and fix zero init ctx" (#456)
* 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.
2022-03-18 15:22:43 +08:00
ver217 e99af94ab8 rename variables 2022-03-18 14:25:25 +08:00
ver217 57567ee768 update sharded optim and fix zero init ctx 2022-03-18 14:25:25 +08:00
Jiarui Fang 0fcfb1e00d
[test] make zero engine test really work (#447) 2022-03-17 17:24:25 +08:00
Jiarui Fang 237d08e7ee
[zero] hybrid cpu adam (#445) 2022-03-17 15:05:41 +08:00
Frank Lee b72b8445c6
optimized context test time consumption (#446) 2022-03-17 14:40:52 +08:00
Jiarui Fang 496cbb0760
[hotfix] fix initialize bug with zero (#442) 2022-03-17 13:16:22 +08:00
Jiarui Fang 640a6cd304
[refactory] refactory the initialize method for new zero design (#431) 2022-03-16 19:29:37 +08:00
Frank Lee bffd85bf34
added testing module (#435) 2022-03-16 17:20:05 +08:00
HELSON dbdc9a7783
added Multiply Jitter and capacity factor eval for MOE (#434) 2022-03-16 16:47:44 +08:00
Frank Lee b03b3ae99c
fixed mem monitor device (#433)
fixed mem monitor device
2022-03-16 15:25:02 +08:00
Frank Lee 14a7094243
fixed fp16 optimizer none grad bug (#432) 2022-03-16 14:35:46 +08:00
ver217 fce9432f08 sync before creating empty grad 2022-03-16 14:24:09 +08:00
ver217 ea6905a898 free param.grad 2022-03-16 14:24:09 +08:00
ver217 9506a8beb2 use double buffer to handle grad 2022-03-16 14:24:09 +08:00
Jiarui Fang 54229cd33e
[log] better logging display with rich (#426)
* better logger using rich

* remove deepspeed in zero requirements
2022-03-16 09:51:15 +08:00
HELSON 3f70a2b12f
removed noisy function during evaluation of MoE router (#419) 2022-03-15 12:06:09 +08:00
Jiarui Fang adebb3e041
[zero] cuda margin space for OS (#418) 2022-03-15 12:02:19 +08:00
Jiarui Fang 56bb412e72
[polish] use GLOBAL_MODEL_DATA_TRACER (#417) 2022-03-15 11:29:46 +08:00
Jiarui Fang 23ba3fc450
[zero] refactory ShardedOptimV2 init method (#416) 2022-03-15 10:45:55 +08:00
Frank Lee e79ea44247
[fp16] refactored fp16 optimizer (#392) 2022-03-15 10:05:38 +08:00
Jiarui Fang 21dc54e019
[zero] memtracer to record cuda memory usage of model data and overall system (#395) 2022-03-14 22:05:30 +08:00
Jiarui Fang 370f567e7d
[zero] new interface for ShardedOptimv2 (#406) 2022-03-14 20:48:41 +08:00
LuGY a9c27be42e
Added tensor detector (#393)
* Added tensor detector

* Added the - states

* Allowed change include_cpu when detect()
2022-03-14 18:01:46 +08:00
1SAA 907ac4a2dc fixed error when no collective communication in CommProfiler 2022-03-14 17:21:00 +08:00
Frank Lee 2fe68b359a
Merge pull request #403 from ver217/feature/shard-strategy
[zero] Add bucket tensor shard strategy
2022-03-14 16:29:28 +08:00
HELSON dfd0363f68
polished output format for communication profiler and pcie profiler (#404)
fixed typing error
2022-03-14 16:07:45 +08:00
ver217 63469c0f91 polish code 2022-03-14 15:48:55 +08:00
ver217 88804aee49 add bucket tensor shard strategy 2022-03-14 14:48:32 +08:00
HELSON 7c079d9c33
[hotfix] fixed bugs in ShardStrategy and PcieProfiler (#394) 2022-03-11 18:12:46 +08:00
Frank Lee 1e4bf85cdb fixed bug in activation checkpointing test (#387) 2022-03-11 15:50:28 +08:00
Jiarui Fang 3af13a2c3e [zero] polish ShardedOptimV2 unittest (#385)
* place params on cpu after zero init context

* polish code

* bucketzed cpu gpu tensor transter

* find a bug in sharded optim unittest

* add offload unittest for ShardedOptimV2.

* polish code and make it more robust
2022-03-11 15:50:28 +08:00
Jiang Zhuo 5a4a3b77d9 fix format (#376) 2022-03-11 15:50:28 +08:00
LuGY de46450461 Added activation offload (#331)
* Added activation offload

* Fixed the import bug, used the pytest
2022-03-11 15:50:28 +08:00
Jiarui Fang 272ebfb57d [bug] shard param during initializing the ShardedModelV2 (#381) 2022-03-11 15:50:28 +08:00
HELSON 8c18eb0998 [profiler] Fixed bugs in CommProfiler and PcieProfiler (#377) 2022-03-11 15:50:28 +08:00
Jiarui Fang b5f43acee3 [zero] find miss code (#378) 2022-03-11 15:50:28 +08:00
Jiarui Fang 6b6002962a [zero] zero init context collect numel of model (#375) 2022-03-11 15:50:28 +08:00
HELSON 1ed7c24c02 Added PCIE profiler to dectect data transmission (#373) 2022-03-11 15:50:28 +08:00
jiaruifang d9217e1960 Revert "[zero] bucketized tensor cpu gpu copy (#368)"
This reverts commit bef05489b6.
2022-03-11 15:50:28 +08:00
RichardoLuo 8539898ec6 flake8 style change (#363) 2022-03-11 15:50:28 +08:00
Kai Wang (Victor Kai) 53bb3bcc0a fix format (#362) 2022-03-11 15:50:28 +08:00
ziyu huang a77d73f22b fix format parallel_context.py (#359)
Co-authored-by: huangziyu <202476410arsmart@gmail.com>
2022-03-11 15:50:28 +08:00
Zangwei c695369af0 fix format constants.py (#358) 2022-03-11 15:50:28 +08:00
Yuer867 4a0f8c2c50 fix format parallel_2p5d (#357) 2022-03-11 15:50:28 +08:00
Liang Bowen 7eb87f516d flake8 style (#352) 2022-03-11 15:50:28 +08:00
Xu Kai 54ee8d1254 Fix/format colossalai/engine/paramhooks/(#350) 2022-03-11 15:50:28 +08:00
Maruyama_Aya e83970e3dc fix format ColossalAI\colossalai\context\process_group_initializer 2022-03-11 15:50:28 +08:00
yuxuan-lou 3b88eb2259 Flake8 code restyle 2022-03-11 15:50:28 +08:00
xuqifan897 148207048e Qifan formated file ColossalAI\colossalai\nn\layer\parallel_1d\layers.py (#342) 2022-03-11 15:50:28 +08:00
Cautiousss 3a51d909af fix format (#332)
Co-authored-by: 何晓昕 <cautious@r-205-106-25-172.comp.nus.edu.sg>
2022-03-11 15:50:28 +08:00
DouJS cbb6436ff0 fix format for dir-[parallel_3d] (#333) 2022-03-11 15:50:28 +08:00
ExtremeViscent eaac03ae1d [formart] format fixed for kernel\cuda_native codes (#335) 2022-03-11 15:50:28 +08:00
Jiarui Fang 00670c870e [zero] bucketized tensor cpu gpu copy (#368) 2022-03-11 15:50:28 +08:00
Jiarui Fang 44e4891f57 [zero] able to place params on cpu after zero init context (#365)
* place params on cpu after zero init context

* polish code
2022-03-11 15:50:28 +08:00
ver217 253e54d98a fix grad shape 2022-03-11 15:50:28 +08:00
Jiarui Fang ea2872073f [zero] global model data memory tracer (#360) 2022-03-11 15:50:28 +08:00
Jiarui Fang cb34cd384d [test] polish zero related unitest (#351) 2022-03-11 15:50:28 +08:00
HELSON 534e0bb118 Fixed import bug for no-tensorboard environment (#354) 2022-03-11 15:50:28 +08:00
HELSON c57e089824 [profile] added example for ProfilerContext (#349) 2022-03-11 15:50:28 +08:00
Jiarui Fang 10e2826426 move async memory to an individual directory (#345) 2022-03-11 15:50:28 +08:00
HELSON 425bb0df3f Added Profiler Context to manage all profilers (#340) 2022-03-11 15:50:28 +08:00
ver217 d0ae0f2215 [zero] update sharded optim v2 (#334) 2022-03-11 15:50:28 +08:00
jiaruifang 5663616921 polish code 2022-03-11 15:50:28 +08:00
jiaruifang 7977422aeb add bert for unitest and sharded model is not able to pass the bert case 2022-03-11 15:50:28 +08:00
Frank Lee 3d5d64bd10 refactored grad scaler (#338) 2022-03-11 15:50:28 +08:00