Commit Graph

810 Commits (702dbc52884620b7a2243d6c9acaf0fd78778a11)

Author SHA1 Message Date
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