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1393 Commits (b29e1f07224298aea35aab7ee83284beac28e0d8)

Author SHA1 Message Date
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