Commit Graph

1213 Commits

Author SHA1 Message Date
アマデウス
e615cfc3a8 [NFC] polish test component gpt code style (#1567) 2022-09-08 16:34:09 +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
44c866a3e3 [autoparallel] change the merge node logic (#1533) 2022-09-07 11:18:19 +08:00
Jiarui Fang
64169f3e8f [embedding] polish parallel embedding tablewise (#1545) 2022-09-06 10:41:20 +08:00
CsRic
964123ae0f [embedding] freq_aware_embedding: add small functions for caller application (#1537) 2022-09-05 15:12:53 +08:00
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
Super Daniel
7dc53237c3 [fx] add test for meta tensor. (#1527)
* [fx] add test for meta tensor.

* [fx] add test for meta tensor.

* [fx] add test for meta tensor.

* [fx] add test for meta tensor.

* [fx] fix error.
2022-09-01 19:30:05 +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
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
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
Jiarui Fang
af5438caa2 [FAW] refactor reorder() for CachedParamMgr (#1514) 2022-08-29 14:22:07 +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
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
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
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
YuliangLiu0306
26a37b5cd5 [autoparallel] Add conv handler to generate strategies and costs info for conv (#1467) 2022-08-19 14:57:23 +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
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
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
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