Commit Graph

1618 Commits (50e5602c2d6c8e25ad544cbecc38649e5257e7b8)

Author SHA1 Message Date
YuliangLiu0306 aa0f6686f9
[autoparallel] accelerate gpt2 training (#2495) 2023-01-29 11:13:15 +08:00
HELSON 707b11d4a0
[gemini] update ddp strict mode (#2518)
* [zero] add strict ddp mode for chunk init

* [gemini] update gpt example
2023-01-28 14:35:25 +08:00
HELSON 2d1a7dfe5f
[zero] add strict ddp mode (#2508)
* [zero] add strict ddp mode

* [polish] add comments for strict ddp mode

* [zero] fix test error
2023-01-20 14:04:38 +08:00
oahzxl c04f183237
[autochunk] support parsing blocks (#2506) 2023-01-20 11:18:17 +08:00
Super Daniel 35c0c0006e
[utils] lazy init. (#2148)
* [utils] lazy init.

* [utils] remove description.

* [utils] complete.

* [utils] finalize.

* [utils] fix names.
2023-01-20 10:49:00 +08:00
oahzxl 72341e65f4
[auto-chunk] support extramsa (#3) (#2504) 2023-01-20 10:13:03 +08:00
Ziyue Jiang 0f02b8c6e6
add avg partition (#2483)
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2023-01-19 13:54:50 +08:00
アマデウス 99d9713b02 Revert "Update parallel_context.py (#2408)"
This reverts commit 7d5640b9db.
2023-01-19 12:27:48 +08:00
oahzxl ecccc91f21
[autochunk] support autochunk on evoformer (#2497) 2023-01-19 11:41:00 +08:00
oahzxl 5db3a5bf42
[fx] allow control of ckpt_codegen init (#2498)
* [fx] allow control of ckpt_codegen init

Currently in ColoGraphModule, ActivationCheckpointCodeGen will be set automatically in __init__. But other codegen can't be set if so. 
So I add an arg to control whether to set ActivationCheckpointCodeGen in __init__.

* code style
2023-01-18 17:02:46 +08:00
HELSON d565a24849
[zero] add unit testings for hybrid parallelism (#2486) 2023-01-18 10:36:10 +08:00
oahzxl 4953b4ace1
[autochunk] support evoformer tracer (#2485)
support full evoformer tracer, which is a main module of alphafold. previously we just support a simplifed version of it.
1. support some evoformer's op in fx
2. support evoformer test
3. add repos for test code
2023-01-16 19:25:05 +08:00
YuliangLiu0306 67e1912b59
[autoparallel] support origin activation ckpt on autoprallel system (#2468) 2023-01-16 16:25:13 +08:00
Ziyue Jiang fef5c949c3
polish pp middleware (#2476)
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2023-01-13 16:56:01 +08:00
HELSON a5dc4253c6
[zero] polish low level optimizer (#2473) 2023-01-13 14:56:17 +08:00
Frank Lee 8b7495dd54
[example] integrate seq-parallel tutorial with CI (#2463) 2023-01-13 14:40:05 +08:00
Jiarui Fang 867c8c2d3a
[zero] low level optim supports ProcessGroup (#2464) 2023-01-13 10:05:58 +08:00
Frank Lee 14d9299360
[cli] fixed hostname mismatch error (#2465) 2023-01-12 14:52:09 +08:00
Haofan Wang 9358262992
Fix False warning in initialize.py (#2456)
* Update initialize.py

* pre-commit run check
2023-01-12 13:49:01 +08:00
YuliangLiu0306 8221fd7485
[autoparallel] update binary elementwise handler (#2451)
* [autoparallel] update binary elementwise handler

* polish
2023-01-12 09:35:10 +08:00
HELSON 2bfeb24308
[zero] add warning for ignored parameters (#2446) 2023-01-11 15:30:09 +08:00
Frank Lee 39163417a1
[example] updated the hybrid parallel tutorial (#2444)
* [example] updated the hybrid parallel tutorial

* polish code
2023-01-11 15:17:17 +08:00
HELSON 5521af7877
[zero] fix state_dict and load_state_dict for ddp ignored parameters (#2443)
* [ddp] add is_ddp_ignored

[ddp] rename to is_ddp_ignored

* [zero] fix state_dict and load_state_dict

* fix bugs

* [zero] update unit test for ZeroDDP
2023-01-11 14:55:41 +08:00
YuliangLiu0306 2731531bc2
[autoparallel] integrate device mesh initialization into autoparallelize (#2393)
* [autoparallel] integrate device mesh initialization into autoparallelize

* add megatron solution

* update gpt autoparallel examples with latest api

* adapt beta value to fit the current computation cost
2023-01-11 14:03:49 +08:00
Frank Lee c72c827e95
[cli] provided more details if colossalai run fail (#2442) 2023-01-11 13:56:42 +08:00
Super Daniel c41e59e5ad
[fx] allow native ckpt trace and codegen. (#2438) 2023-01-11 13:49:59 +08:00
YuliangLiu0306 41429b9b28
[autoparallel] add shard option (#2423) 2023-01-11 13:40:33 +08:00
HELSON 7829aa094e
[ddp] add is_ddp_ignored (#2434)
[ddp] rename to is_ddp_ignored
2023-01-11 12:22:45 +08:00
HELSON bb4e9a311a
[zero] add inference mode and its unit test (#2418) 2023-01-11 10:07:37 +08:00
Jiarui Fang 93f62dd152
[autochunk] add autochunk feature 2023-01-10 16:04:42 +08:00
HELSON dddacd2d2c
[hotfix] add norm clearing for the overflow step (#2416) 2023-01-10 15:43:06 +08:00
oahzxl 7ab2db206f adapt new fx 2023-01-10 11:56:00 +08:00
oahzxl e532679c95 Merge branch 'main' of https://github.com/oahzxl/ColossalAI into chunk 2023-01-10 11:29:01 +08:00
Haofan Wang 7d5640b9db
Update parallel_context.py (#2408) 2023-01-10 11:27:23 +08:00
oahzxl fd818cf144 change imports 2023-01-10 11:10:45 +08:00
oahzxl a591d45b29 add available 2023-01-10 10:56:39 +08:00
oahzxl 615e7e68d9 update doc 2023-01-10 10:44:07 +08:00
oahzxl 7d4abaa525 add doc 2023-01-10 09:59:47 +08:00
oahzxl 1be0ac3cbf add doc for trace indice 2023-01-09 17:59:52 +08:00
oahzxl 0b6af554df remove useless function 2023-01-09 17:46:43 +08:00
oahzxl d914a21d64 rename 2023-01-09 17:45:36 +08:00
oahzxl 865f2e0196 rename 2023-01-09 17:42:25 +08:00
HELSON ea13a201bb
[polish] polish code for get_static_torch_model (#2405)
* [gemini] polish code

* [testing] remove code

* [gemini] make more robust
2023-01-09 17:41:38 +08:00
oahzxl a4ed5b0d0d rename in doc 2023-01-09 17:41:26 +08:00
oahzxl 1bb1f2ad89 rename 2023-01-09 17:38:16 +08:00
oahzxl cb9817f75d rename function from index to indice 2023-01-09 17:34:30 +08:00
oahzxl 0ea903b94e rename trace_index to trace_indice 2023-01-09 17:25:13 +08:00
Frank Lee 551cafec14
[doc] updated kernel-related optimisers' docstring (#2385)
* [doc] updated kernel-related optimisers' docstring

* polish doc
2023-01-09 17:13:53 +08:00
oahzxl 065f0b4c27 add doc for search 2023-01-09 17:11:51 +08:00
oahzxl a68d240ed5 add doc for search chunk 2023-01-09 16:54:08 +08:00
oahzxl 1951f7fa87 code style 2023-01-09 16:30:16 +08:00
oahzxl 212b5b1b5f add comments 2023-01-09 16:29:33 +08:00
oahzxl 19cc64b1d3 remove autochunk_available 2023-01-09 16:06:58 +08:00
eric8607242 9880fd2cd8
Fix state_dict key missing issue of the ZeroDDP (#2363)
* Fix state_dict output for ZeroDDP duplicated parameters

* Rewrite state_dict based on get_static_torch_model

* Modify get_static_torch_model to be compatible with the lower version (ZeroDDP)
2023-01-09 14:35:14 +08:00
oahzxl 4d223e18a2 fix typo 2023-01-09 13:46:17 +08:00
Frank Lee ce08661eb1
[cli] updated installation check cli for aot/jit build (#2395) 2023-01-09 11:05:27 +08:00
jiaruifang 69d9180c4b [hotfix] issue #2388 2023-01-07 18:23:02 +08:00
Jiarui Fang 4e96039649
[device] find best logical mesh 2023-01-07 14:04:30 +08:00
Jiarui Fang 8f72b6f8fb
[hotfix] fix implement error in diffusers 2023-01-07 07:56:39 +08:00
Frank Lee 40d376c566
[setup] support pre-build and jit-build of cuda kernels (#2374)
* [setup] support pre-build and jit-build of cuda kernels

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code
2023-01-06 20:50:26 +08:00
1SAA 33f3023e19 [hotfix] fix implement error in diffusers 2023-01-06 18:37:18 +08:00
Jiarui Fang 12c8bf38d7
[Pipeline] Refine GPT PP Example 2023-01-06 18:03:45 +08:00
oahzxl 8a989a0d89 code style 2023-01-06 17:55:22 +08:00
oahzxl c3a2bf48b4 code style 2023-01-06 17:31:59 +08:00
oahzxl a6cdbf9161 seperate trace flow 2023-01-06 17:24:23 +08:00
oahzxl 4748967fb1 ad reorder graph 2023-01-06 17:13:18 +08:00
oahzxl da4076846d rename 2023-01-06 17:09:37 +08:00
oahzxl c3d72f7db9 seperate reorder 2023-01-06 16:53:01 +08:00
binmakeswell a881d6d000
Revert "[NFC] polish code format" (#2372) 2023-01-06 16:01:09 +08:00
Ziyue Jiang 9ae9e74017 fix diff device in some partition 2023-01-06 15:59:06 +08:00
Jiarui Fang 0dcc410f57
[NFC] polish code format 2023-01-06 15:54:06 +08:00
oahzxl 6685a9d022 seperate non chunk input 2023-01-06 15:53:24 +08:00
binmakeswell d634eae05b
Revert "[NFC] polish code format (#2367)" (#2371)
This reverts commit 1f8ab6f1f5.
2023-01-06 15:52:16 +08:00
oahzxl f856611d21 seperate prepose_nodes 2023-01-06 15:47:17 +08:00
Shawn-Kong d42aecdda1
[NFC] polish colossalai/auto_parallel/tensor_shard/deprecated/op_handler/embedding_handler.py code style (#2368) 2023-01-06 15:47:10 +08:00
Jiarui Fang 1aaeb596c6
[example] gpt, shard init on all processes (#2366) 2023-01-06 15:44:50 +08:00
oahzxl f4a1607e56 seperate input node dim search 2023-01-06 15:36:17 +08:00
binmakeswell 1f8ab6f1f5
[NFC] polish code format (#2367) 2023-01-06 15:34:48 +08:00
oahzxl ae27a8b26d seperate flow tracer 2023-01-06 14:57:33 +08:00
oahzxl fd87d78a28 rename ambiguous variable 2023-01-06 14:28:04 +08:00
oahzxl 2bde9d2b7f code format 2023-01-06 14:21:49 +08:00
oahzxl 8a634af2f5 close mem and code print 2023-01-06 14:19:45 +08:00
oahzxl 1a6d2a740b take apart chunk code gen 2023-01-06 14:14:45 +08:00
ExtremeViscent ac0d30fe2e
[NFC] polish batch_norm_handler.py code style (#2359) 2023-01-06 13:41:38 +08:00
HELSON 48d33b1b17
[gemini] add get static torch model (#2356) 2023-01-06 13:41:19 +08:00
oahzxl efb1c64c30 restruct dir 2023-01-06 11:39:26 +08:00
ziyuhuang123 7080a8edb0
[workflow]New version: Create workflow files for examples' auto check (#2298)
* [workflows]bug_repair

* [workflow]new_pr_fixing_bugs

Co-authored-by: binmakeswell <binmakeswell@gmail.com>
2023-01-06 09:26:49 +08:00
LuGY e11a005c02
[NFC] polish colossalai/auto_parallel/tensor_shard/utils/factory.py code style (#2349) 2023-01-05 21:17:42 +08:00
YuliangLiu0306 b5a3a4a65f [device] find best logical mesh 2023-01-05 17:21:29 +08:00
yuxuan-lou 28e2d16794
[NFC] polish colossalai/auto_parallel/tensor_shard/deprecated/graph_analysis.py code style (#2340) 2023-01-05 16:53:24 +08:00
YuliangLiu0306 9c9246c0d9
[device] alpha beta profiler (#2311)
* [device] alpha beta profiler

* add usage

* fix variable name
2023-01-05 16:39:55 +08:00
Maruyama_Aya bd12a49e2a
[NFC] polish <colossalai/auto_parallel/tensor_shard/deprecated/constants.py> code style (#2339) 2023-01-05 16:20:54 +08:00
Zihao 35427bcab4
[NFC] polish colossalai/auto_parallel/tensor_shard/deprecated/op_handler/unary_elementwise_handler.py code style (#2326) 2023-01-05 12:18:08 +08:00
Jiarui Fang db6eea3583
[builder] reconfig op_builder for pypi install (#2314) 2023-01-04 16:32:32 +08:00
Junming Wu 4a79c10750 [NFC] polish colossalai/cli/benchmark/__init__.py code style (#2308) 2023-01-04 15:09:57 +08:00
Ofey Chan 87d2defda6 [NFC] polish colossalai/auto_parallel/tensor_shard/deprecated/op_handler/layer_norm_handler.py code style (#2305) 2023-01-04 15:09:57 +08:00
ver217 116e3d0b8f [NFC] polish communication/p2p_v2.py code style (#2303) 2023-01-04 15:09:57 +08:00
xyupeng b965585d05 [NFC] polish colossalai/amp/torch_amp/torch_amp.py code style (#2290) 2023-01-04 15:09:57 +08:00
Zangwei Zheng d1e5bafcd4 [NFC] polish colossalai/auto_parallel/tensor_shard/deprecated/__init__.py code style (#2291) 2023-01-04 15:09:57 +08:00
shenggan 950685873f [NFC] polish colossalai/auto_parallel/tensor_shard/deprecated/op_handler/reshape_handler.py code style (#2292) 2023-01-04 15:09:57 +08:00
Ziheng Qin 3041014089 [NFC] polish colossalai/amp/naive_amp/grad_scaler/dynamic_grad_scaler.py code style (#2299)
Co-authored-by: henryqin1997 <henryqin1997@gamil.com>
2023-01-04 15:09:57 +08:00
アマデウス 49715a78f0 [NFC] polish colossalai/cli/benchmark/benchmark.py code style (#2287) 2023-01-04 15:09:57 +08:00
Zirui Zhu 1c29b173c9 [NFC] polish colossalai/auto_parallel/tensor_shard/node_handler/getitem_handler.py code style (#2289) 2023-01-04 15:09:57 +08:00
Zihao 3a02b46447
[auto-parallel] refactoring ColoTracer (#2118)
* add meta_data_computing

* add checkpoint_annotation

* rename proxy.data to proxy.meta_data and add bias addition pass

* polish code

* delete meta_prop_pass invoke and rename ori_node to orig_node

* add TracerType

* unify meta data computing

* delete TracerType

* handle setitem operation

* operator.setitem
2023-01-04 14:44:22 +08:00
HELSON 5d3a2be3af
[amp] add gradient clipping for unit tests (#2283)
* [amp] add gradient clipping in unit tests

* fix bugs
2023-01-04 11:59:56 +08:00
Boyuan Yao d45695d94e
Merge pull request #2258 from hpcaitech/debug/ckpt-autoparallel
[autockpt] provide option for activation checkpoint search in SPMD solver
2023-01-04 11:37:28 +08:00
Jiarui Fang 16cc8e6aa7
[builder] MOE builder (#2277) 2023-01-03 20:29:39 +08:00
Boyuan Yao b904748210
[autoparallel] bypass MetaInfo when unavailable and modify BCAST_FUNC_OP metainfo (#2293)
* [autoparallel] align the data_ptr with the old version of auto activation checkpoint pipeline

* [autoparallel] using fwd_time and bwd_time instead of fwd_flop and bwd_flop

* [autoparallel] specifycomm nodes' memory cost in construct chain

* [autoparallel] fix wrong runtime apply calculation

* [autoparallel] fix wrong runtime apply calculation

* [autoparallel] fix wrong runtime apply calculation

* [autoparallel] bypass metainfo when available and modify BCAST_FUNC_OP
2023-01-03 20:28:01 +08:00
Super Daniel 8ea50d999e
[hotfix] pass a parameter. (#2288)
* [autockpt] make it work.

* [autockpt] linearize / merge shape-consistency nodes.

* [autockpt] considering parameter and optimizer weights.

* [hotfix] pass a parameter.
2023-01-03 18:05:06 +08:00
zbian e94c79f15b improved allgather & reducescatter for 3d 2023-01-03 17:46:08 +08:00
HELSON 62c38e3330
[zero] polish low level zero optimizer (#2275) 2023-01-03 17:22:34 +08:00
Ziyue Jiang ac863a01d6
[example] add benchmark (#2276)
* add benchmark

* merge common func

* add total and avg tflops

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2023-01-03 17:20:59 +08:00
Boyuan Yao 22e947f982
[autoparallel] fix runtime apply memory estimation (#2281)
* [autoparallel] align the data_ptr with the old version of auto activation checkpoint pipeline

* [autoparallel] using fwd_time and bwd_time instead of fwd_flop and bwd_flop

* [autoparallel] specifycomm nodes' memory cost in construct chain

* [autoparallel] fix wrong runtime apply calculation

* [autoparallel] fix wrong runtime apply calculation

* [autoparallel] fix wrong runtime apply calculation
2023-01-03 17:18:07 +08:00
Super Daniel 8e8900ff3f
[autockpt] considering parameter and optimizer weights. (#2279)
* [autockpt] make it work.

* [autockpt] linearize / merge shape-consistency nodes.

* [autockpt] considering parameter and optimizer weights.
2023-01-03 16:55:49 +08:00
YuliangLiu0306 f027ef7913
[hotfix] fix fp16 optimzier bug (#2273) 2023-01-03 16:53:43 +08:00
YuliangLiu0306 fb87322773
[autoparallel] fix spelling error (#2270) 2023-01-03 16:13:00 +08:00
Jiarui Fang af32022f74
[Gemini] fix the convert_to_torch_module bug (#2269) 2023-01-03 15:55:35 +08:00
Super Daniel b0d21d0c4f
[autockpt] linearize / merge shape-consistency nodes. (#2271)
* [autockpt] make it work.

* [autockpt] linearize / merge shape-consistency nodes.
2023-01-03 14:54:22 +08:00
YuliangLiu0306 4b29112ab2
[autoparallel] gpt2 autoparallel examples (#2267)
* [autoparallel] gpt2 autoparallel examples

* polish code

* polish code
2023-01-03 14:23:33 +08:00
Ziyue Jiang 8b045b3c1f
[Pipeline Middleware] Reduce comm redundancy by getting accurate output (#2232)
* move to cpu to avoid dead lock

* get output by offsets

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2023-01-03 13:43:57 +08:00
Boyuan Yao 5c2ef9fc76
[autoparallel] modify comm nodes' memory cost in construct chain (#2263)
* [autoparallel] align the data_ptr with the old version of auto activation checkpoint pipeline

* [autoparallel] using fwd_time and bwd_time instead of fwd_flop and bwd_flop

* [autoparallel] specifycomm nodes' memory cost in construct chain
2023-01-03 11:38:48 +08:00
Boyuan Yao 1ea99b869e
[autoparallel] align the data_ptr with the old version of auto activation checkpoint pipeline (#2261) 2023-01-03 10:30:15 +08:00
Super Daniel 3ccf58aa76
[autockpt] make it work. (#2257) 2023-01-02 23:37:45 +08:00
Boyuan Yao ac3739930d
[autoparallel] modify construct chain in rotor solver (#2254) 2023-01-02 16:26:12 +08:00
Boyuan Yao ab38aebace
[autoparallel] Hook all meta information on ResNet nodes for auto activation checkpoint (#2248)
* [autoparallel] hook node meta on graph nodes for checkpoint solver

* [autoparallel] polish code

* [autoparallel] restore some node handlers

* colossalai/auto_parallel/passes/meta_info_prop.py

* [autoparallel] remove some unused import

* [autoparallel] hook bwd_mem_out
2023-01-02 16:25:18 +08:00
Boyuan Yao c8c79102f0
[autoparallel] patch torch.flatten metainfo for autoparallel (#2247)
* [autoparallel] patch torch.flatten
2023-01-02 15:51:03 +08:00
YuliangLiu0306 8897b8f753
[autoparallel] autoparallel initialize (#2238) 2022-12-31 01:02:14 +08:00
xcnick 85178a397a
[hotfix] fix error for torch 2.0 (#2243) 2022-12-30 23:11:55 +08:00
Super Daniel b7d0990c61
[autoparallel] fix construct meta info. (#2245) 2022-12-30 19:56:44 +08:00
Ziyue Jiang 57929a6210
fix type of num_worker_threads (#2237)
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-12-30 11:04:01 +08:00
Jiarui Fang db4cbdc7fb
[builder] builder for scaled_upper_triang_masked_softmax (#2234) 2022-12-30 09:58:00 +08:00
Super Daniel 78483a9fdd
[logger] hotfix, missing _FORMAT (#2231) 2022-12-29 22:59:39 +08:00
Jiarui Fang 54de05da5d
[builder] polish builder with better base class (#2216)
* [builder] polish builder

* remove print
2022-12-28 19:45:49 +08:00
YuliangLiu0306 3b1b91eaf4
[autoparallel] record parameter attribute in colotracer (#2217)
* [autoparallel] record parameter attribute in collotracer

* [autoparallel] fix construct_meta_info bug
2022-12-28 19:29:08 +08:00
Jiarui Fang 7675792100
[builder] raise Error when CUDA_HOME is not set (#2213) 2022-12-28 16:07:08 +08:00
Jiarui Fang d5e3e3ec01
[example] update gpt example for larger model scale (#2211) 2022-12-28 13:54:08 +08:00
Boyuan Yao 24246f7aa5
[autoparallel] Attach input, buffer and output tensor to MetaInfo class (#2162)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test

* [autoparallel] add batchnorm metainfo class

* [autoparallel] fix batchnorm unit test function declaration

* [fx] restore profiler

* [fx] add relu metainfo class

* [fx] restore profiler

* [autoparallel] modify metainfo input

* [autoparallel] add pooling metainfo

* [autoparallel] add F.linear metainfo generator

* [autoparallel] add binary elementwise metainfo

* [fx] recover profiler

* [autoparallel] fix forward memory calculation

* [autoparallel] modify constants.py

* [autoparallel] remove redundant print

* [autoparallel] add F.conv metainfo

* [autoparallel] linear fix

* [autoparallel] memory estimation for communication actions

* [autoparallel] fix docstring

* [autoparallel] fix variables name

* [autoparallel] attach tensor to metainfo class

* [autoparallel] fix dangerous try except

* [autoparallel] attach memory cost to shape consistency node

* [autoparallel] attach shape consistency node's metainfo to the node

* [autoparallel] remove todo in shape consistency memory estimation

* [autoparallel] fix the annotation
2022-12-28 13:37:40 +08:00
Boyuan Yao d0bc5a1b34
[autoparallel] new metainfoprop based on metainfo class (#2179)
* [autoparallel] new metainfoprop to combine SPMD solver and checkpoint solver

* [autoparallel] new metainfoprop to combine SPMD solver and checkpoint solver

* [autoparallel] modify placeholder handler

* [autoparallel] modify metainfoprop

* [autoparallel] fix function typo

* [autoparallel] fix placeholder handler
2022-12-28 13:35:08 +08:00
YuliangLiu0306 78509124d3
[autoparallel] update getitem handler (#2207) 2022-12-27 19:58:32 +08:00
Jiarui Fang 1cb532ffec
[builder] multihead attn runtime building (#2203)
* [hotfix] correcnt cpu_optim runtime compilation

* [builder] multihead attn

* fix bug

* fix a bug
2022-12-27 16:06:09 +08:00
Tongping Liu 8e22c38b89
[hotfix] Fixing the bug related to ipv6 support
Co-authored-by: ByteDance <tongping.liu@bytedance.com>
2022-12-27 12:42:46 +08:00
YuliangLiu0306 4851f2d607
[autoparallel] update_getattr_handler (#2193) 2022-12-26 21:57:39 +08:00
Jiarui Fang 5682e6d346
[hotfix] correcnt cpu_optim runtime compilation (#2197) 2022-12-26 16:45:14 +08:00
HELSON 2458659919
[zero] fix error for BEiT models (#2169)
* [zero] fix error for BEiT models

* [ColoParameter] add unpack operation for tuple arguments

* fix bugs

* fix chunkv2 unit testing

* add assertion for gradient state
2022-12-26 15:03:54 +08:00
Jiarui Fang 355ffb386e
[builder] unified cpu_optim fused_optim inferface (#2190) 2022-12-23 20:57:41 +08:00
Jiarui Fang 9587b080ba
[builder] use runtime builder for fused_optim (#2189) 2022-12-23 17:07:03 +08:00
Jiarui Fang bc0e271e71
[buider] use builder() for cpu adam and fused optim in setup.py (#2187) 2022-12-23 16:05:13 +08:00
Jiarui Fang d42afd30f8
[builder] runtime adam and fused_optim builder (#2184) 2022-12-23 14:14:21 +08:00
YuliangLiu0306 550f8f8905
[autoparallel] integrate_gpt_related_tests (#2134)
* [autoparallel] integrate_gpt_related_tests

* polish code

* polish code

* add GPT2Model into runtime test
2022-12-23 12:36:59 +08:00
Ziyue Jiang 59e343328d
[Pipeline Middleware ] Fix deadlock when num_microbatch=num_stage (#2156)
* add splitter

* polish code

* remove comment

* fix async nan by moving to cpu first

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-12-23 11:38:43 +08:00
Tongping Liu ab54fed292
[hotfix] add kwargs for colo_addmm (#2171) 2022-12-22 13:25:30 +08:00
アマデウス 622f863291
[hotfix] Jit type hint #2161 (#2164) 2022-12-22 10:17:03 +08:00
Zihao 12e7bcd720
register meta func for rnn (#2159) 2022-12-21 23:06:18 +08:00
Boyuan Yao cfe2a9bd90
[autoparallel] memory estimation for shape consistency (#2144)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test

* [autoparallel] add batchnorm metainfo class

* [autoparallel] fix batchnorm unit test function declaration

* [fx] restore profiler

* [fx] add relu metainfo class

* [fx] restore profiler

* [autoparallel] modify metainfo input

* [autoparallel] add pooling metainfo

* [autoparallel] add F.linear metainfo generator

* [autoparallel] add binary elementwise metainfo

* [fx] recover profiler

* [autoparallel] fix forward memory calculation

* [autoparallel] modify constants.py

* [autoparallel] remove redundant print

* [autoparallel] add F.conv metainfo

* [autoparallel] linear fix

* [autoparallel] memory estimation for communication actions

* [autoparallel] fix docstring

* [autoparallel] fix variables name
2022-12-21 10:39:37 +08:00
Jiarui Fang b87496a66b
[hotfix] fix auto policy of test_sharded_optim_v2 (#2157) 2022-12-20 23:03:18 +08:00
YuliangLiu0306 16335cb537
[hotfix] fix aten default bug (#2158) 2022-12-20 22:40:46 +08:00
HELSON a7d95b7024
[example] add zero1, zero2 example in GPT examples (#2146)
* [example] add zero1 and zero2 for GPT

* update readme in gpt example

* polish code

* change init value

* update readme
2022-12-20 14:30:27 +08:00
YuliangLiu0306 1cce6e36ca
[autoparallel] use metainfo in handler (#2149) 2022-12-20 10:31:22 +08:00
Jiarui Fang 2827f41898
[Gemini] GeminiDPP convert to PyTorch Module. (#2151) 2022-12-20 10:19:36 +08:00
Jiarui Fang bdef9dfdbe
[NFC] remove useless graph node code (#2150) 2022-12-20 00:33:58 +08:00
BlueRum b3f73ce1c8
[Gemini] Update coloinit_ctx to support meta_tensor (#2147) 2022-12-19 22:37:07 +08:00
Zihao a128eec9d5
register aten._convolution.default (#2137) 2022-12-18 19:27:01 +08:00
Jiarui Fang ee287620f0
[Gemini] revert ZeROInitCtx related tracer (#2138) 2022-12-16 12:37:06 +08:00
アマデウス 077a66dd81
updated attention kernel (#2133) 2022-12-16 10:54:03 +08:00
YuliangLiu0306 a3c6924deb
[autoparallel] process size nodes in runtime pass (#2130)
* [autoparallel] process size nodes in runtime pass

* polish code
2022-12-14 16:10:50 +08:00
YuliangLiu0306 536560ccc0
[autoparallel] implement softmax handler (#2132) 2022-12-14 16:09:53 +08:00
Jiarui Fang c89c66a858
[Gemini] update API of the chunkmemstatscollector. (#2129) 2022-12-14 00:47:06 +08:00
Jiarui Fang 2938edf446
[Gemini] update the non model data record method in runtime memory tracer (#2128) 2022-12-13 17:11:31 +08:00
Jiarui Fang 8fac837679
[Gemini] update non model data calculation method (#2126) 2022-12-13 15:44:07 +08:00
Jiarui Fang 5efda69735
[Gemini] hotfix the unittest bugs (#2125) 2022-12-13 14:14:55 +08:00
Jiarui Fang 05bb28aacf
[Gemini] mapping of preop timestep and param (#2124) 2022-12-13 12:50:24 +08:00
YuliangLiu0306 cd0af9f7f6
[autoparallel] gpt2lp runtimee test (#2113) 2022-12-12 18:06:40 +08:00
Jiarui Fang 9214d1fe28
[Gemini] chunk init using runtime visited param order (#2115) 2022-12-12 18:06:16 +08:00
HELSON e7d3afc9cc
[optimizer] add div_scale for optimizers (#2117)
* [optimizer] add div_scale for optimizers

* [zero] use div_scale in zero optimizer

* fix testing error
2022-12-12 17:58:57 +08:00
Jiarui Fang e5aa8333e4
[NFC] update chunk manager API (#2119) 2022-12-12 16:57:22 +08:00
Jiarui Fang e99edfcb51
[NFC] polish comments for Chunk class (#2116) 2022-12-12 15:39:31 +08:00
Ziyue Jiang 09d69e1c25
[PP Middleware] Add bwd and step for PP middleware (#2111)
* add bwd and step for PP middleware

* pre-commit

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-12-12 12:40:03 +08:00
Jiarui Fang 8afc001f4f
[Gemini] chunk init use OrderedParamGenerator (#2110) 2022-12-11 21:41:13 +08:00
HELSON 63fbba3c19
[zero] add L2 gradient clipping for ZeRO (#2112)
* [zero] add L2 gradient clipping

* [testing] add MlpModel

* [zero] add unit test for grad clipping

* fix atol
2022-12-09 18:09:17 +08:00
Jiarui Fang 70a8556946
[gemini] get the param visited order during runtime (#2108) 2022-12-09 16:13:03 +08:00
Jiarui Fang 61f31c3cf0
[Gemini] NFC, polish search_chunk_configuration (#2107) 2022-12-09 15:00:39 +08:00
Jiarui Fang 8e14344ec9
[hotfix] fix a type in ColoInitContext (#2106) 2022-12-09 11:44:39 +08:00
Jiarui Fang 05545bfee9
[ColoTensor] throw error when ColoInitContext meets meta parameter. (#2105) 2022-12-09 11:39:46 +08:00
YuliangLiu0306 d87baa85d9
[autoparallel] support linear function bias addition (#2104) 2022-12-09 10:31:36 +08:00
YuliangLiu0306 0fecbb9e20
[autoparallel] support addbmm computation (#2102) 2022-12-08 21:15:11 +08:00
YuliangLiu0306 d3d4630495
[autoparallel] add sum handler (#2101) 2022-12-08 17:02:54 +08:00
Ziyue Jiang e4705ba4e2
[Pipeline Middleware] fix data race in Pipeline Scheduler for DAG (#2087)
* add DAG test case

* fix datarace by adjusting theposition of lock

* polish code

* fix pytest for middleware

* remove test

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-12-08 13:32:27 +08:00
YuliangLiu0306 b175e6d58e
[autoparallel] add bias addtion function class (#2098)
* [autoparallel] add bias addtion function class

* polish code

* polish
2022-12-08 11:31:51 +08:00
YuliangLiu0306 3af7e65dea
[autoparallel] complete gpt related module search (#2097) 2022-12-08 10:04:09 +08:00
Jiarui Fang 85efb7ac2e
[Gemini] gemini use the runtime memory tracer (RMT) (#2099) 2022-12-07 23:04:02 +08:00
Super Daniel 2bf2d1cd3b
[fx] An experimental version of ColoTracer.' (#2002)
* [fx] add a symbolic_trace api.

* [fx] fix import errors.

* [fx] ColoTracer experimental.
2022-12-07 18:36:17 +08:00
Jiarui Fang 4b055351b0
[Gemini] make RuntimeMemTracer work correctly (#2096) 2022-12-07 16:59:59 +08:00
YuliangLiu0306 7f72eb0510
[autoparallel]add embedding handler (#2089)
* [autoparallel] add embedding handler

* fix bugs
2022-12-07 09:41:46 +08:00
Jiarui Fang 1fca5d79ea
[Gemini] remove GLOBAL_MODEL_DATA_TRACER (#2091) 2022-12-06 22:30:16 +08:00
Jiarui Fang 28e55c2530
[Gemini] remove GLOBAL_CUDA_MEM_INFO (#2090) 2022-12-06 22:10:47 +08:00
Jiarui Fang 25abae6d7f
[Gemini] use MemStats in Runtime Memory tracer (#2088) 2022-12-06 19:48:20 +08:00
Jiarui Fang 33f4412102
[Gemini] use MemStats to store the tracing data. Seperate it from Collector. (#2084) 2022-12-06 16:43:06 +08:00
Jiarui Fang 1f99205827
[Gemini] remove static tracer (#2083) 2022-12-06 12:53:58 +08:00
YuliangLiu0306 0e9db368ef
[autoparallel] add tensor constructor handler (#2082) 2022-12-06 10:20:10 +08:00
YuliangLiu0306 cdf537a648
[autoparallel] add non_split linear strategy (#2078)
* [autoparallel] add non_split linear stategy

* polish
2022-12-06 10:19:33 +08:00
Boyuan Yao cf0268da93
[autoparallel] Add F.conv metainfo (#2069)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test

* [autoparallel] add batchnorm metainfo class

* [autoparallel] fix batchnorm unit test function declaration

* [fx] restore profiler

* [fx] add relu metainfo class

* [fx] restore profiler

* [autoparallel] modify metainfo input

* [autoparallel] add pooling metainfo

* [autoparallel] add F.linear metainfo generator

* [autoparallel] add binary elementwise metainfo

* [fx] recover profiler

* [autoparallel] fix forward memory calculation

* [autoparallel] modify constants.py

* [autoparallel] remove redundant print

* [autoparallel] add F.conv metainfo

* [autoparallel] linear fix
2022-12-06 10:17:57 +08:00
YuliangLiu0306 f123476666
[autoparallel] complete gpt block searching (#2065)
* [autoparallel] complete gpt block searching

* fix test
2022-12-06 10:17:10 +08:00
Ziyue Jiang 597cdd3006
[Pipeline Middleware] Adapt scheduler for Topo (#2066)
* adapt scheduler for Topo

* remoove comment

* fix set input

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-12-05 20:23:41 +08:00
Jiarui Fang b3b89865e2
[Gemini] ParamOpHook -> ColoParamOpHook (#2080) 2022-12-05 17:11:06 +08:00
YuliangLiu0306 677e1e20d4
[device] update flatten device mesh usage (#2079) 2022-12-05 16:16:07 +08:00
Jiarui Fang a7adad9ccb
[Gemini] rename hooks related to runtime mem tracer (#2076) 2022-12-05 15:00:03 +08:00
Jiarui Fang 223332ff7e
[Gemini] rename ParamTracerWrapper -> RuntimeMemTracer (#2073) 2022-12-05 12:45:11 +08:00
Jiarui Fang 9f828ef36f
[Gemini] remove not used MemtracerWrapper (#2072) 2022-12-05 11:57:59 +08:00
Boyuan Yao 616da17fab
[autoparallel] add binary elementwise metainfo for auto parallel (#2058)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test

* [autoparallel] add batchnorm metainfo class

* [autoparallel] fix batchnorm unit test function declaration

* [fx] restore profiler

* [fx] add relu metainfo class

* [fx] restore profiler

* [autoparallel] modify metainfo input

* [autoparallel] add pooling metainfo

* [autoparallel] add F.linear metainfo generator

* [autoparallel] add binary elementwise metainfo

* [fx] recover profiler

* [autoparallel] fix forward memory calculation

* [autoparallel] modify constants.py

* [autoparallel] remove redundant print
2022-12-04 15:18:51 +08:00
Boyuan Yao 4b40fbd743
[autoparallel] fix forward memory calculation (#2062) 2022-12-04 15:00:16 +08:00
Ziyue Jiang 44ea461890
[Pipeline] Add Topo Class (#2059)
* use Topo class to rewrite DAG

* polish code

* polish code

* polish code

* add comment

* add else to unended if

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-12-02 18:13:20 +08:00
YuliangLiu0306 e4293e5077
[hotfix] update test for latest version (#2060) 2022-12-02 18:12:30 +08:00
Zihao 38ea4ba1bd
[Gemini] fix grad unreleased issue and param recovery issue (#2052) 2022-12-02 16:04:19 +08:00
YuliangLiu0306 1c1fe44305
[autoparallel] adapt solver with self attention (#2037)
* [autoparallel] adapt solver with self attention

* polish code
2022-12-01 17:53:15 +08:00
Frank Lee ea74a3b9cc
[cli] updated installation cheheck with more inforamtion (#2050)
* [cli] updated installation cheheck with more inforamtion

* polish code

* polish code
2022-11-30 17:53:55 +08:00
HELSON f6178728a0
[gemini] fix init bugs for modules (#2047)
* [gemini] fix init bugs for modules

* fix bugs
2022-11-30 17:06:10 +08:00
Frank Lee 81e0da7fa8
[setup] supported conda-installed torch (#2048)
* [setup] supported conda-installed torch

* polish code
2022-11-30 16:45:15 +08:00
HELSON e37f3db40c
[gemini] add arguments (#2046)
* [zero] fix testing parameters

* [gemini] add arguments

* add docstrings
2022-11-30 16:40:13 +08:00
Zihao 6a9158f1fa
[Gemini] free and allocate cuda memory by tensor.storage, add grad hook (#2040) 2022-11-30 15:57:45 +08:00
Jiarui Fang 31c644027b
[hotfix] hotfix Gemini for no leaf modules bug (#2043) 2022-11-30 14:53:41 +08:00
HELSON a1ce02d740
[zero] test gradient accumulation (#1964)
* [zero] fix memory leak for zero2

* [zero] test gradient accumulation

* [zero] remove grad clip test
2022-11-29 13:00:30 +08:00
Ziyue Jiang b0936e4a44
[rpc] split with dag (#2028)
* add DAG to split_module

* add comment

* add test case for DAG

* remove print

* add DAG middleware in scheduler

* add test case for scheduler

* remove break

* recover old lifecycle

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-11-29 11:36:28 +08:00
Jiarui Fang 96134e7be3
[hotfix] add bert test for gemini fwd bwd (#2035) 2022-11-29 11:19:52 +08:00
YuliangLiu0306 0dbcd4a6f5
[autoparallel] add split handler (#2032)
* [autoparallel] add split handler

* add numerical test and runtime passes
2022-11-29 11:03:51 +08:00
Jiarui Fang 28aa9a4294
[Gemini] more rigorous unit tests for run_fwd_bwd (#2034) 2022-11-29 09:26:06 +08:00
YuliangLiu0306 81330b0352
[autoparallel] add experimental permute handler (#2029) 2022-11-27 20:26:52 +08:00
Zihao 95c4532fff
[Gemini] paramWrapper paramTracerHook unitest (#2030) 2022-11-26 13:30:24 +08:00
Jiarui Fang 8daf1b4db1
[Gemini] patch for supporting orch.add_ function for ColoTensor (#2003) 2022-11-25 20:06:35 +08:00
Ziyue Jiang 632753abbc
[fx]Split partition with DAG information (#2025)
* add DAG to split_module

* add comment

* add test case for DAG

* remove print

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-11-25 17:42:48 +08:00
YuliangLiu0306 ea0f6b8df9
[autoparallel] add runtime pass and numerical test for view handler (#2018) 2022-11-25 15:50:16 +08:00
Zihao a719b89a41
[gemini] param_trace_hook (#2020) 2022-11-24 18:08:36 +08:00
Jiarui Fang 0b0d8f9e17
[hotfix] revert bug PRs (#2016) 2022-11-24 15:28:58 +08:00
Zihao aba3db464d
[Gemini] ParamMemHook (#2008) 2022-11-24 15:22:51 +08:00
Zihao 0160a62a3c
[Gemini] param_tracer_wrapper and test case (#2009) 2022-11-24 14:40:33 +08:00
YuliangLiu0306 1438993113
[autoparallel] add experimental view handler (#2011)
* [autoparallel] add experimental view handler

* polish

* polish

* polish code

* rename variables
2022-11-24 11:34:41 +08:00
Genghan Zhang d655eea515
[autoparallel] mix gather (#1977)
* Add mix-gather

* Add comments

* Add comments

* Polish comments

* Change the global rank assumption

* Add tests

* Add two-step tests

* Fix 10 and 01

* Skip test becasue the number of GPUs
2022-11-23 21:49:17 +08:00
Frank Lee 2bab6f512c
[release] release v0.1.11rc4 (#2007) 2022-11-23 17:14:32 +08:00
Boyuan Yao 6cd784ffee
[autoparallel] Add metainfo support for F.linear (#1987)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test

* [autoparallel] add batchnorm metainfo class

* [autoparallel] fix batchnorm unit test function declaration

* [fx] restore profiler

* [fx] add relu metainfo class

* [fx] restore profiler

* [autoparallel] modify metainfo input

* [autoparallel] add pooling metainfo

* [autoparallel] add F.linear metainfo generator
2022-11-23 14:12:34 +08:00
Super Daniel 2edbef13cc
[fx] add more meta_registry for MetaTensor execution. (#2000)
* [sc] add examples for auto checkpoint.

* merge upstream

* [fx] add more meta_registry for MetaTensor execution.
2022-11-23 10:55:46 +08:00
Jiarui Fang a2d3266648
[hotfix] make Gemini work for conv DNN (#1998) 2022-11-22 14:52:36 +08:00
YuliangLiu0306 155891113e
[autoparallel] use pytree map style to process data (#1989) 2022-11-21 10:44:22 +08:00
YuliangLiu0306 35e6b9ec82
[autoparallel] adapt handlers with attention block (#1990)
* [autoparallel] adapt handlers with attention block

* polish
2022-11-21 10:44:11 +08:00
YuliangLiu0306 05020e50d0
[autoparallel] support more flexible data type (#1967) 2022-11-18 17:01:06 +08:00
Boyuan Yao c26f21d365
[autoparallel] add pooling metainfo (#1968)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test

* [autoparallel] add batchnorm metainfo class

* [autoparallel] fix batchnorm unit test function declaration

* [fx] restore profiler

* [fx] add relu metainfo class

* [fx] restore profiler

* [autoparallel] modify metainfo input

* [autoparallel] add pooling metainfo
2022-11-18 15:13:03 +08:00
Jiarui Fang 3712ac7f90
[Gemini] add bert for MemtracerWrapper unintests (#1982) 2022-11-18 14:58:28 +08:00
Jiarui Fang e481489aa6
[Gemini] MemtracerWrapper unittests (#1981) 2022-11-18 14:19:40 +08:00
Jiarui Fang 31922110ad
[Gemini] memory trace hook (#1978) 2022-11-18 11:52:55 +08:00
Jiarui Fang 0529fcde06
[Gemini] independent runtime tracer (#1974) 2022-11-18 10:53:42 +08:00
YuliangLiu0306 0da1d00399
[autoparallel] support distributed dataloader option (#1906)
* [autoparallel] support distributed dataloader option

* update output handler to support ddp dataloader

* poish code
2022-11-17 20:11:53 +08:00
Genghan Zhang 6630d45546
[autoparallel] Add alpha beta (#1973)
* Add alpha beta

* Fix test

* Fix test
2022-11-17 16:01:14 +08:00
Jiarui Fang cc0ed7cf33
[Gemini] ZeROHookV2 -> GeminiZeROHook (#1972) 2022-11-17 14:43:49 +08:00
ver217 f8a7148dec
[kernel] move all symlinks of kernel to `colossalai._C` (#1971) 2022-11-17 13:42:33 +08:00
Jiarui Fang 7e24b9b9ee
[Gemini] clean no used MemTraceOp (#1970) 2022-11-17 13:41:54 +08:00
Boyuan Yao 7c7921f71b
[autoparallel] add torch.nn.ReLU metainfo (#1868)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test

* [autoparallel] add batchnorm metainfo class

* [autoparallel] fix batchnorm unit test function declaration

* [fx] restore profiler

* [fx] add relu metainfo class

* [fx] restore profiler

* [autoparallel] modify metainfo input
2022-11-16 23:12:31 +08:00
Jiarui Fang 8c66a1d0aa
[polish] remove useless file _mem_tracer_hook.py (#1963) 2022-11-16 15:55:10 +08:00
Jiarui Fang c4739a725a
[Gemini] polish memstats collector (#1962) 2022-11-16 15:45:57 +08:00
YuliangLiu0306 fea3cb661c
[autoparallel] support addmm in tracer and solver (#1961)
* [fx] patch addmm

* [autoparallel] support addmm in tracer and solver
2022-11-16 14:59:18 +08:00
Jiarui Fang f7e276fa71
[Gemini] add GeminiAdamOptimizer (#1960) 2022-11-16 14:44:28 +08:00
HELSON 7066dfbf82
[zero] fix memory leak for zero2 (#1955) 2022-11-16 11:43:24 +08:00
Jiarui Fang 52c6ad26e0
[ColoTensor] reconfig ColoInitContext, decouple default_pg and default_dist_spec. (#1953) 2022-11-15 16:24:16 +08:00
zbian 598d456d0e fixed logger 2022-11-15 16:00:07 +08:00
zbian 6877121377 updated flash attention api 2022-11-15 15:25:39 +08:00
YuliangLiu0306 36c0f3ea5b
[autoparallel] remove redundancy comm node (#1893) 2022-11-15 10:53:41 +08:00
アマデウス e52f9d9109
[tensorparallel] fixed tp layers (#1938) 2022-11-14 17:34:03 +08:00
Jiarui Fang 9f4fb3f28a
[ColoTensor] ColoInitContext initialize parameters in shard mode. (#1937) 2022-11-14 16:05:09 +08:00
Boyuan Yao d5c5bc219e
[SC] add GPT example for auto checkpoint (#1889)
* [sc] SC tutorial for auto checkpoint

* [sc] polish examples

* [sc] polish readme

* [sc] polish readme and help information

* [sc] polish readme and help information
2022-11-11 23:17:25 +08:00
Junming Wu 14a0b18305
[NFC] polish colossalai/amp/naive_amp/__init__.py code style (#1905) 2022-11-11 17:49:18 +08:00
HELSON 6e51d296f0
[zero] migrate zero1&2 (#1878)
* add zero1&2 optimizer

* rename test ditectory

* rename test files

* change tolerance in test
2022-11-11 09:26:40 +08:00
Super Daniel cc55ff0aa4
[autoparallel] user-friendly API for CheckpointSolver. (#1879)
Merge for SC tutorial
2022-11-10 20:59:28 +08:00
Super Daniel 448248b27c
[fx] metainfo_trace as an API. (#1873)
* [fx] metainfo_trace as an API.

* [fx] add return.
2022-11-10 20:58:37 +08:00
Jiarui Fang 986f8cbaa7
[inference] overlap comm and compute in Linear1D_Row when stream_chunk_num > 1 (#1876) 2022-11-10 17:36:42 +08:00
YuliangLiu0306 1b494ad73c
[autoparallel] fix linear logical convert issue (#1857) 2022-11-10 17:19:22 +08:00
Jiarui Fang c2947dadf1
[inference] streaming Linear 1D Row inference (#1874) 2022-11-10 17:03:21 +08:00
Frank Lee e6ec99d389
[utils] fixed lazy init context (#1867) 2022-11-10 15:17:20 +08:00
zbian 653b0a620e added skip_bias_add for non-tp linear 2022-11-09 15:41:08 +08:00
LuGY 94329fc139
[NFC] polish colossalai/amp/apex_amp/__init__.py code style (#1853) 2022-11-09 14:49:42 +08:00
zbian 1559a09fb7 [NFC] polish amp.naive_amp.grad_scaler code style 2022-11-09 13:38:15 +08:00
HELSON 72c9448920 [NFC] polish colossalai/auto_parallel/tensor_shard/deprecated/op_handler/operator_handler.py code style (#1845) 2022-11-09 12:08:47 +08:00
Genghan Zhang b25030cc07 [NFC] polish ./colossalai/amp/torch_amp/__init__.py code style (#1836) 2022-11-09 12:08:47 +08:00
Sze-qq 95ac4f88ea [NFC] polish colossalai/auto_parallel/tensor_shard/deprecated/op_handler/conv_handler.py code style (#1829)
Co-authored-by: siqi <siqi@siqis-MacBook-Pro.local>
2022-11-09 12:08:47 +08:00
Ziyue Jiang 5da03c936d [NFC] polish colossalai/amp/torch_amp/_grad_scaler.py code style (#1823)
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-11-09 12:08:47 +08:00
Fazzie-Maqianli 399f84d8f6 [NFC] polish colossalai/amp/naive_amp/_fp16_optimizer.py code style (#1819) 2022-11-09 12:08:47 +08:00
CsRic 9623ec1b02 [NFC] polish colossalai/amp/naive_amp/_utils.py code style (#1816)
* [NFC] polish colossalai/nn/metric/accuracy_2p5d.py code style (#1714)

* [NFC] polish colossalai/zero/sharded_param/__init__.py code style

* [NFC] polish colossalai/amp/naive_amp/_utils.py code style

Co-authored-by: shenggan <csg19971016@gmail.com>
Co-authored-by: ric <mkkt_bkkt@mail.ustc.edu.cn>
2022-11-09 12:08:47 +08:00
binmakeswell 3c3714fc2a [NFC] polish strategies_constructor.py code style (#1806) 2022-11-09 12:08:47 +08:00
Jiarui Fang 3ce4463fe6
[utils] remove lazy_memory_allocate from ColoInitContext (#1844) 2022-11-09 11:50:33 +08:00
Jiarui Fang fba34efb5a
version to 0.1.11rc2 (#1832) 2022-11-08 17:25:15 +08:00
YuliangLiu0306 49216d7ab1
[autoparallel] fix bugs caused by negative dim key (#1808)
* [autoparallel] fix bugs caused by negative dim key

* fix import error

* fix matmul test issue

* fix unit test issue
2022-11-08 17:03:50 +08:00
アマデウス 4268ae017b
[kernel] added jit warmup (#1792) 2022-11-08 16:22:23 +08:00
YuliangLiu0306 f6032ddb17
[autoparallel] fix bias addition module (#1800) 2022-11-08 16:21:25 +08:00
Jiarui Fang cd5a0d56fa
[Gemini] make gemini usage simple (#1821) 2022-11-08 15:53:13 +08:00
ver217 99870726b1
[CheckpointIO] a uniform checkpoint I/O module (#1689) 2022-11-08 15:15:13 +08:00
Boyuan Yao 629172b319
[autoparallel] add batch norm metainfo (#1815)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test

* [autoparallel] add batchnorm metainfo class

* [autoparallel] fix batchnorm unit test function declaration

* [fx] restore profiler
2022-11-08 15:05:26 +08:00
Super Daniel 441d584e4a
[fx] add a symbolic_trace api. (#1812)
* [fx] add a symbolic_trace api.

* [fx] fix import errors.
2022-11-08 13:59:20 +08:00
xcnick e0da01ea71
[hotfix] fix build error when torch version >= 1.13 (#1803) 2022-11-08 09:40:24 +08:00
oahzxl 9639ea88fc
[kernel] more flexible flashatt interface (#1804) 2022-11-07 17:02:09 +08:00
Zihao 20e255d4e8
MemStatsCollectorStatic (#1765) 2022-11-07 16:49:03 +08:00
Boyuan Yao 327d07c44a
[autoparallel] add conv metainfo class for auto parallel (#1796)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel

* [fx] add conv metainfo class

* [fx] restore profiler

* [fx] restore meta profiler

* [autoparallel] modify unit test

* [fx] modify unit test
2022-11-07 16:15:35 +08:00
oahzxl 501a9e9cd2
[hotfix] polish flash attention (#1802) 2022-11-07 14:30:22 +08:00
Jiarui Fang 218c75fd9d
[NFC] polish type hint for shape consistency (#1801)
* [NFC] polish type hint for shape consistency

* polish code

* polish code
2022-11-07 14:13:03 +08:00
Jiarui Fang c248800359
[kernel] skip tests of flash_attn and triton when they are not available (#1798) 2022-11-07 13:41:13 +08:00
YuliangLiu0306 e34e850a4c
[autoparallel]add essential CommActions for broadcast oprands (#1793) 2022-11-04 18:36:42 +08:00
Boyuan Yao 05ce3d369f
[fx] Add linear metainfo class for auto parallel (#1783)
* [fx] metainfo class for auto parallel

* [fx] add unit test for linear metainfo

* [fx] fix bwd param for linear

* [fx] modify unit test

* [fx] modify unit test

* [fx] modify import

* [fx] modify import

* [fx] modify import

* [fx] move meta profiler to auto parallel
2022-11-04 10:55:09 +08:00
Super Daniel e8a9bebc87
[autoparallel] refactor and add rotorc. (#1789)
* [autoparallel] refactor and add rotorc.

* [autoparallel] refactor and add rotorc.
2022-11-03 12:32:51 +08:00
YuliangLiu0306 2c4c7b3618
[autoparallel] add getattr handler (#1767)
* [autoparallel] add getattr haandler

* polish code

* add extra processes for Parameters

* add unit test for param resharding cost

* add docstring and polish test
2022-11-03 12:31:33 +08:00
HELSON c6a1a62636
[hotfix] fix zero's incompatibility with checkpoint in torch-1.12 (#1786)
* [hotfix] fix zero's incompatibility with checkpoint in torch-1.12

* [zero] add cpu shard init

* [zero] add tiny example test

* [colo_tensor] fix bugs for torch-1.11
2022-11-02 16:11:34 +08:00
kurisusnowdeng 0b8161fab8 updated tp layers 2022-11-02 12:19:38 +08:00
Jiarui Fang cb5a587e9a
[hotfix] polish chunk import (#1787) 2022-11-02 12:10:52 +08:00
YuliangLiu0306 e859380bf7
[fx] support module with bias addition (#1780)
* [autoparallel] refactor tracer to fix bias addition issue

* [fx] support module with bias addition

* create bias_addition_module

* refactor file structure

* polish code

* fix unit test
2022-11-01 22:53:51 +08:00
Frank Lee f3f19a5c47
[autoparallel] added matmul handler (#1763)
* [autoparallel] added matmul handler

* polish code
2022-11-01 15:14:53 +08:00
Ziyue Jiang 4df0194976
[Pipeline]Adapt to Pipelinable OPT (#1782) 2022-11-01 14:18:50 +08:00
YuliangLiu0306 27de252334
[autoparallel] fix conv handler numerical test (#1771) 2022-11-01 10:43:44 +08:00
Super Daniel 1e88811c7a
[autoparallel] move ckpt solvers to autoparallel folder / refactor code (#1764)
* [autoparallel] first move.

* [autoparallel] add solver rotor.

* [autoparallel] add ckpt solvers.

* [autoparallel] modify codegen.

* [fx] fix annotation in test.

* [fx] remove check.

* [autoparallel] polish docstring.

* [fx] refactor MetaTensor.
2022-11-01 10:43:15 +08:00
Jiarui Fang f34dab4270
[compatibility] ChunkMgr import error (#1772) 2022-10-28 14:48:54 +08:00
YuliangLiu0306 b0f7c8bde8
[autoparallel] update CommSpec to CommActions (#1768)
* [autoparallel] update CommSpec to CommActions

* polish code
2022-10-28 09:57:43 +08:00
YuliangLiu0306 b4cc59b61e
[autoparallel] add numerical test for node strategies (#1760)
* [autoparallel] add numerical test for node strategies

* polish code

* polish code
2022-10-27 10:42:54 +08:00
oahzxl 25952b67d7
[feat] add flash attention (#1762) 2022-10-26 16:15:52 +08:00
Super Daniel 0584654c79
[fx] refactor memory utils and extend shard utils. (#1754)
* [fx] change memory.py to memory_utils.py.

* [fx] add shard utils.

* [fx] fix import.

* [fx] check code style.

* [fx] add comment.

* [autoparallel] first move.

* [fx] add time computations.
2022-10-26 14:24:41 +08:00
Ziyue Jiang 63f250bbd4
fix file name (#1759)
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
2022-10-25 16:48:48 +08:00
YuliangLiu0306 314d8c497f
[autoparallel] refactor the runtime apply pass and add docstring to passes (#1757)
* [autoparallel] refactor the runtime apply pass and add doc string to passes

* fix unit test

* polish
2022-10-25 14:32:22 +08:00
Frank Lee f9a613d660
[autoparallel] added binary elementwise node handler (#1758)
* [autoparallel] added binary elementwise node handler

* polish code
2022-10-25 14:32:01 +08:00
YuliangLiu0306 d2fc067231
[autoparallel] fix param hook issue in transform pass (#1755) 2022-10-24 13:13:38 +08:00
Frank Lee 262652c8bc
[autoparallel] added addbmm handler (#1751) 2022-10-21 18:55:48 +08:00
YuliangLiu0306 980ed21723
[autoparallel] shard param and buffer as expected (#1753)
* [autoparallel] shard param and buffer as expected

* fix unit test issue
2022-10-21 15:45:13 +08:00
YuliangLiu0306 cdb7d5e7d2
[hotfix] autoparallel unit test (#1752) 2022-10-20 19:51:38 +08:00
YuliangLiu0306 a4ce180e85
[autoparallel] add sequential order to communication actions (#1735) 2022-10-20 18:48:18 +08:00
Frank Lee 474111ecb5
[autoparallel] fixed wrong sharding strategy in conv handler (#1747)
* [autoparallel] fixed wrong sharding strategy in conv handler

* polish code
2022-10-20 16:12:39 +08:00
Frank Lee 8b8937d901
[autoparallel] fixed wrong generated strategy for dot op (#1746)
* [autoparallel] fixed wrong generated strategy for dot op

* polish code
2022-10-20 15:18:16 +08:00
Frank Lee 993b8875b6
[autoparallel] handled illegal sharding strategy in shape consistency (#1744)
* [autoparallel] handled illegal sharding strategy in shape consistency

* polish code
2022-10-20 12:06:25 +08:00
Frank Lee 88a79814fb
[autoparallel] handled illegal strategy in node handler (#1743)
* [autoparallel] handled illegal strategy in node handler

* polish code
2022-10-19 17:08:52 +08:00
Super Daniel 30874f1692
[fx/profiler] debug the fx.profiler / add an example test script for fx.profiler (#1730)
* [fx/profiler] add test.

* [fx] fix file names.

* [fx] add docstring and comment.

* [fx] polish profiler.py.

* [fx] fix import errors.

* [fx] fix profiler.

* [fx] fix names.
2022-10-19 14:24:51 +08:00
Frank Lee eee84908d4
[autoparallel] handled illegal sharding strategy (#1728)
* [autoparallel] handled illegal sharding strategy

* polish code
2022-10-19 12:53:06 +08:00
Sze-qq 23703c9dd6 [NFC] polish colossalai/nn/metric/_utils.py code style (#1727) 2022-10-19 12:20:51 +08:00
Ofey Chan 7e62af28a0 [NFC] polish accuracy_2d.py code style (#1719) 2022-10-19 12:20:51 +08:00
LuGY 730f88f8e1 [NFC] polish _checkpoint_hook.py code style (#1722) 2022-10-19 12:20:51 +08:00
CsRic ea961d8fd1 [NFC] polish colossalai/zero/sharded_param/__init__.py code style (#1717)
Co-authored-by: ric <mkkt_bkkt@mail.ustc.edu.cn>
2022-10-19 12:20:51 +08:00
yuxuan-lou 2b49ca80a3 [NFC] polish colossalai/nn/lr_scheduler/linear.py code style (#1716) 2022-10-19 12:20:51 +08:00
shenggan e1d780030d [NFC] polish colossalai/nn/metric/accuracy_2p5d.py code style (#1714) 2022-10-19 12:20:51 +08:00
YuliangLiu0306 d373e67b99
[hotfix] resharding cost issue (#1742) 2022-10-19 11:33:43 +08:00
Jiarui Fang 24e84eba60
upgrade version to 0.1.11rc1 (#1739) 2022-10-19 11:26:00 +08:00
Frank Lee d2e0e39c9d
[release] update to v0.1.11 (#1736) 2022-10-19 00:28:00 +08:00
HELSON f69f9bf223
[zero] add chunk init function for users (#1729)
* add chunk manager init function

* fix unit tests

* add comment

* add flush=True
2022-10-18 16:31:22 +08:00
YuliangLiu0306 51b89d2202
[autoparallel] runtime_backward_apply (#1720) 2022-10-18 10:44:58 +08:00
Super Daniel 393f594051
[fx/meta/rpc] move _meta_registration.py to fx folder / register fx functions with compatibility checks / remove color debug (#1710)
* [fx] move meta registration

* [fx] fix tests.

* [fx] fix test.

* [fx] fix.

* [meta] refactor meta registration.py.

* [fx] add compatibility descriptions.

* [fx] polish import.

* [fx] add a decorator.

* [fx] fix tests.

* [fx] remove print.

* [fx] edit raise error.

* [fx] edit raise error.

* [fx] add type hint.

* [fx] fix import in experimental.

* [rpc] remove color debug.

* [meta] fix naming.
2022-10-18 10:44:23 +08:00
YuliangLiu0306 845ff4a47a
[autoparallel] resnet block runtime apply (#1709)
* [autoparallel] resnet block runtime apply

* seperate buffer and parameter in MemoryCost

* polish code

* add comments and todos

* fix test issue
2022-10-17 13:37:38 +08:00
Frank Lee 22a115406b
[autoparallel] fixed broken node handler tests (#1708) 2022-10-14 18:25:59 +08:00
HELSON 1468e4bcfc
[zero] add constant placement policy (#1705)
* fixes memory leak when paramter is in fp16 in ZeroDDP init.
* bans chunk releasement in CUDA. Only when a chunk is about to offload, it is allowed to release.
* adds a constant placement policy. With it, users can allocate a reserved caching memory space for parameters.
2022-10-14 17:53:16 +08:00
binmakeswell 5f41463a76
add optimizer README for tutorials (#1707) 2022-10-14 09:10:18 +00:00
Frank Lee 6c331a5a09
[autoparallel] refactored the autoparallel module for organization (#1706)
* [autoparallel] refactored the autoparallel module for organization

* polish code
2022-10-14 13:27:00 +08:00
Frank Lee 91cd34e6e0
[unittest] added doc for the pytest wrapper (#1704) 2022-10-14 10:56:17 +08:00
YuliangLiu0306 451cd72dea
[autoparallel] adapt runtime passes (#1703)
* [autoparallel] adapt runtime passes v2

* polish code
2022-10-14 10:14:07 +08:00
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