Hongxin Liu
cd61353bae
[pipeline] hotfix backward for multiple outputs ( #6090 )
...
* [pipeline] hotfix backward for multiple outputs
* [pipeline] hotfix backward for multiple outputs
1 month ago
Hongxin Liu
13946c4448
[fp8] hotfix backward hook ( #6053 )
...
* [fp8] hotfix backward hook
* [fp8] hotfix pipeline loss accumulation
3 months ago
Wang Binluo
eea37da6fa
[fp8] Merge feature/fp8_comm to main branch of Colossalai ( #6016 )
...
* add SimPO
* fix dataloader
* remove debug code
* add orpo
* fix style
* fix colossalai, transformers version
* fix colossalai, transformers version
* fix colossalai, transformers version
* fix torch colossalai version
* update transformers version
* [shardformer] DeepseekMoE support (#5871 )
* [Feature] deepseek moe expert parallel implement
* [misc] fix typo, remove redundant file (#5867 )
* [misc] fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [Feature] deepseek support & unit test
* [misc] remove debug code & useless print
* [misc] fix typos (#5872 )
* [Feature] remove modeling file, use auto config. (#5884 )
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
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* [misc] fix typos
* [Deepseek] remove redundant code (#5888 )
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
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* [Feature/deepseek] resolve comment. (#5889 )
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
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---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Hoxfix] Fix CUDA_DEVICE_MAX_CONNECTIONS for comm overlap
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Feat] Diffusion Model(PixArtAlpha/StableDiffusion3) Support (#5838 )
* Diffusion Model Inference support
* Stable Diffusion 3 Support
* pixartalpha support
* [HotFix] CI,import,requirements-test for #5838 (#5892 )
* [Hot Fix] CI,import,requirements-test
---------
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* [Feature] Enable PP + SP for llama (#5868 )
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
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* use a one cross entropy func for all shardformer models
---------
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [ShardFormer] Add Ulysses Sequence Parallelism support for Command-R, Qwen2 and ChatGLM (#5897 )
* add benchmark for sft, dpo, simpo, orpo. Add benchmarking result. Support lora with gradient checkpoint
* fix style
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix eval
* hotfix citation
* [zero] support all-gather overlap (#5898 )
* [zero] support all-gather overlap
* [zero] add overlap all-gather flag
* [misc] fix typo
* [zero] update api
* fix orpo cross entropy loss
* [Auto Parallel]: Speed up intra-op plan generation by 44% (#5446 )
* Remove unnecessary calls to deepcopy
* Build DimSpec's difference dict only once
This change considerably speeds up construction speed of DimSpec objects. The difference_dict is the same for each DimSpec object, so a single copy of it is enough.
* Fix documentation of DimSpec's difference method
* [ShardFormer] fix qwen2 sp (#5903 )
* [compatibility] support torch 2.2 (#5875 )
* Support Pytorch 2.2.2
* keep build_on_pr file and update .compatibility
* fix object_to_tensor usage when torch>=2.3.0 (#5820 )
* [misc] support torch2.3 (#5893 )
* [misc] support torch2.3
* [devops] update compatibility ci
* [devops] update compatibility ci
* [devops] add debug
* [devops] add debug
* [devops] add debug
* [devops] add debug
* [devops] remove debug
* [devops] remove debug
* [release] update version (#5912 )
* [plugin] support all-gather overlap for hybrid parallel (#5919 )
* [plugin] fixed all-gather overlap support for hybrid parallel
* add kto
* fix style, add kto data sample
* [Examples] Add lazy init to OPT and GPT examples (#5924 )
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* [ColossalChat] Hotfix for ColossalChat (#5910 )
* add ignore and tiny llama
* fix path issue
* run style
* fix issue
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* add ignore and tiny llama
* fix path issue
* run style
* fix issue
* update bash
* fix ddp issue
* add Qwen 1.5 32B
* refactor tokenization
* [FIX BUG] UnboundLocalError: cannot access local variable 'default_conversation' where it is not associated with a value (#5931 )
* cannot access local variable 'default_conversation' where it is not associated with a value
set default value for 'default_conversation'
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for more information, see https://pre-commit.ci
---------
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* fix test data
* refactor evaluation
* remove real data path
* remove real data path
* Add n_fused as an input from native_module (#5894 )
* [FIX BUG] convert env param to int in (#5934 )
* [Hotfix] Fix ZeRO typo #5936
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Feature] Add a switch to control whether the model checkpoint needs to be saved after each epoch ends (#5941 )
* Add a switch to control whether the model checkpoint needs to be saved after each epoch ends
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
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* fix style
* fix style
* fix style
* [shardformer] hotfix attn mask (#5945 )
* [shardformer] hotfix attn mask (#5947 )
* [Feat] Distrifusion Acceleration Support for Diffusion Inference (#5895 )
* Distrifusion Support source
* comp comm overlap optimization
* sd3 benchmark
* pixart distrifusion bug fix
* sd3 bug fix and benchmark
* generation bug fix
* naming fix
* add docstring, fix counter and shape error
* add reference
* readme and requirement
* [zero] hotfix update master params (#5951 )
* [release] update version (#5952 )
* [Chat] Fix lora (#5946 )
* fix merging
* remove filepath
* fix style
* Update README.md (#5958 )
* [hotfix] Remove unused plan section (#5957 )
* remove readme
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* [test] add mixtral for sequence classification
* [test] add mixtral transformer test
* [moe] fix plugin
* [test] mixtra pp shard test
* [chore] handle non member group
* [zero] solve hang
* [test] pass mixtral shardformer test
* [moe] implement transit between non moe tp and ep
* [zero] solve hang
* [misc] solve booster hang by rename the variable
* solve hang when parallel mode = pp + dp
* [moe] implement submesh initialization
* [moe] add mixtral dp grad scaling when not all experts are activated
* [chore] manually revert unintended commit
* [chore] trivial fix
* [chore] arg pass & remove drop token
* [test] add mixtral modelling test
* [moe] implement tp
* [moe] test deepseek
* [moe] clean legacy code
* [Feature] MoE Ulysses Support (#5918 )
* moe sp support
* moe sp bug solve
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
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* [chore] minor fix
* [moe] init moe plugin comm setting with sp
* moe sp + ep bug fix
* [moe] finalize test (no pp)
* [moe] full test for deepseek and mixtral (pp + sp to fix)
* [chore] minor fix after rebase
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [chore] solve moe ckpt test failure and some other arg pass failure
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* [bug] fix: somehow logger hangs the program
* [moe] deepseek moe sp support
* [test] add check
* [deepseek] replace attn (a workaround for bug in transformers)
* [misc] skip redunant test
* [misc] remove debug/print code
* [moe] refactor mesh assignment
* Revert "[moe] implement submesh initialization"
This reverts commit 2f9bce6686
.
* [chore] change moe_pg_mesh to private
* [misc] remove incompatible test config
* [misc] fix ci failure: change default value to false in moe plugin
* [misc] remove useless condition
* [chore] docstring
* [moe] remove force_overlap_comm flag and add warning instead
* [doc] add MoeHybridParallelPlugin docstring
* [moe] solve dp axis issue
* [chore] remove redundant test case, print string & reduce test tokens
* [feat] Dist Loader for Eval (#5950 )
* support auto distributed data loader
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* support auto distributed data loader
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* fix tp error
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---------
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [lora] lora support hybrid parallel plugin (#5956 )
* lora support hybrid plugin
* fix
* fix
* fix
* fix
* Support overall loss, update KTO logging
* [Docs] clarify launch port
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* [Hotfix] README link (#5966 )
* update ignore
* update readme
* run style
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* [Hotfix] Avoid fused RMSnorm import error without apex (#5985 )
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* [Chat] fix readme (#5989 )
* fix readme
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* fix sync condition (#6000 )
* [plugin] add cast inputs option for zero (#6003 )
* [pre-commit.ci] pre-commit autoupdate (#5995 )
updates:
- [github.com/psf/black-pre-commit-mirror: 24.4.2 → 24.8.0](https://github.com/psf/black-pre-commit-mirror/compare/24.4.2...24.8.0 )
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [misc] Bypass the huggingface bug to solve the mask mismatch problem (#5991 )
* [Feature] Zigzag Ring attention (#5905 )
* halfway
* fix cross-PP-stage position id length diff bug
* fix typo
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* unified cross entropy func for all shardformer models
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* precision tests passed
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* fix typos and remove misc files
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* add sp_mode to benchmark; fix varlen interface
* update softmax_lse shape by new interface
* change tester name
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* add varlen tests
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---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [misc] update compatibility (#6008 )
* [misc] update compatibility
* [misc] update requirements
* [devops] disable requirements cache
* [test] fix torch ddp test
* [test] fix rerun on address in use
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* fix the merge
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* fix the merge
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* fix the merge
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* use dist logger in plugins
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---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* fix
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* fix
* fix
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3 months ago
pre-commit-ci[bot]
51f916b11d
[pre-commit.ci] auto fixes from pre-commit.com hooks
...
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5 months ago
BurkeHulk
e88190184a
support fp8 communication in pipeline parallelism
5 months ago
Edenzzzz
2a25a2aff7
[Feature] optimize PP overlap ( #5735 )
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* update to fully overlap, still debugging
* improve interface
* fixed deadlock bug
* debug NaN loss
* (experimental) use one comm group for send_fw_recv_fw to fix NaN
* cleaned up interfaces; use one batch p2p for all
* clean up; removed the double p2p batch case
* p2p test passsed
* improve overlap: send fwd before backward
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* tentatively use 2 p2p batches
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* remove pp.sh
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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5 months ago
Hongxin Liu
bbb2c21f16
[shardformer] fix chatglm implementation ( #5644 )
...
* [shardformer] fix chatglm policy
* [shardformer] fix chatglm flash attn
* [shardformer] update readme
* [shardformer] fix chatglm init
* [shardformer] fix chatglm test
* [pipeline] fix chatglm merge batch
7 months ago
Wenhao Chen
bb0a668fee
[hotfix] set return_outputs=False in examples and polish code ( #5404 )
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* fix: simplify merge_batch
* fix: use return_outputs=False to eliminate extra memory consumption
* feat: add return_outputs warning
* style: remove `return_outputs=False` as it is the default value
8 months ago
Frank Lee
7cfed5f076
[feat] refactored extension module ( #5298 )
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* [feat] refactored extension module
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
10 months ago
ver217
148469348a
Merge branch 'main' into sync/npu
10 months ago
Wenhao Chen
ef4f0ee854
[hotfix]: add pp sanity check and fix mbs arg ( #5268 )
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* fix: fix misleading mbs arg
* feat: add pp sanity check
* fix: fix 1f1b sanity check
11 months ago
Hongxin Liu
d202cc28c0
[npu] change device to accelerator api ( #5239 )
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* update accelerator
* fix timer
* fix amp
* update
* fix
* update bug
* add error raise
* fix autocast
* fix set device
* remove doc accelerator
* update doc
* update doc
* update doc
* use nullcontext
* update cpu
* update null context
* change time limit for example
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* update
* update
* update
* [npu] polish accelerator code
---------
Co-authored-by: Xuanlei Zhao <xuanlei.zhao@gmail.com>
Co-authored-by: zxl <43881818+oahzxl@users.noreply.github.com>
11 months ago
Elsa Granger
d565df3821
[pipeline] A more general _communicate in p2p ( #5062 )
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* A more general _communicate
* feat: finish tree_flatten version p2p
* fix: update p2p api calls
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
11 months ago
Wenhao Chen
d799a3088f
[pipeline]: add p2p fallback order and fix interleaved pp deadlock ( #5214 )
...
* fix: add fallback order option and update 1f1b
* fix: fix deadlock comm in interleaved pp
* test: modify p2p test
11 months ago
Wenhao Chen
3c0d82b19b
[pipeline]: support arbitrary batch size in forward_only mode ( #5201 )
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* fix: remove drop last in val & test dataloader
* feat: add run_forward_only, support arbitrary bs
* chore: modify ci script
11 months ago
Wenhao Chen
4fa689fca1
[pipeline]: fix p2p comm, add metadata cache and support llama interleaved pp ( #5134 )
...
* test: add more p2p tests
* fix: remove send_forward_recv_forward as p2p op list need to use the same group
* fix: make send and receive atomic
* feat: update P2PComm fn
* feat: add metadata cache in 1f1b
* feat: add metadata cache in interleaved pp
* feat: modify is_xx_stage fn
* revert: add _broadcast_object_list
* feat: add interleaved pp in llama policy
* feat: set NCCL_BUFFSIZE in HybridParallelPlugin
11 months ago
Hongxin Liu
e5ce4c8ea6
[npu] add npu support for gemini and zero ( #5067 )
...
* [npu] setup device utils (#5047 )
* [npu] add npu device support
* [npu] support low level zero
* [test] update npu zero plugin test
* [hotfix] fix import
* [test] recover tests
* [npu] gemini support npu (#5052 )
* [npu] refactor device utils
* [gemini] support npu
* [example] llama2+gemini support npu
* [kernel] add arm cpu adam kernel (#5065 )
* [kernel] add arm cpu adam
* [optim] update adam optimizer
* [kernel] arm cpu adam remove bf16 support
1 year ago
Elsa Granger
b2ad0d9e8f
[pipeline,shardformer] Fix p2p efficiency in pipeline, allow skipping loading weight not in weight_map when `strict=False`, fix llama flash attention forward, add flop estimation by megatron in llama benchmark ( #5017 )
...
* Use p2p
* Cannot bidirectonal send p2p
* Refactor tensor creation and serialization in P2P
communication
* Fix llama forward args in flash attention
* Add flop estimate from megatron
* Support loading weight not in weight_map when strict=False in hybrid_parallel
* Use send_forward_recv_backward, etc in 1f1b
* Use dataclass for metdata
Remove torch.cuda.synchronize() as suggested
* Add comment about the torch.cuda.synchronize for potential error
* Typo
* Update hybrid_parallel_checkpoint_io.py
* Update p2p.py
* Update one_f_one_b.py
* Update p2p.py
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Co-authored-by: flybird11111 <1829166702@qq.com>
1 year ago
Hongxin Liu
079bf3cb26
[misc] update pre-commit and run all files ( #4752 )
...
* [misc] update pre-commit
* [misc] run pre-commit
* [misc] remove useless configuration files
* [misc] ignore cuda for clang-format
1 year ago
Baizhou Zhang
660eed9124
[pipeline] set optimizer to optional in execute_pipeline ( #4630 )
...
* set optimizer to optional in execute_pipeline
* arrange device and mixed precision in booster init
* fix execute_pipeline in booster.py
1 year ago
flybird11111
0a94fcd351
[shardformer] update bert finetune example with HybridParallelPlugin ( #4584 )
...
* [shardformer] fix opt test hanging
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* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] fix epoch change
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* [shardformer] zero1+pp and the corresponding tests (#4517 )
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* fix overlap bug and support bert, add overlap as an option in shardconfig
* support overlap for chatglm and bloom
* [shardformer] fix emerged bugs after updating transformers (#4526 )
* test
* fix test
* fix test
* remove print
* add fix
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] Add overlap support for gpt2 (#4535 )
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* remove unused code
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* [shardformer] support pp+tp+zero1 tests (#4531 )
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* [shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] fix submodule replacement bug when enabling pp (#4544 )
* [shardformer] support sharded optimizer checkpointIO of HybridParallelPlugin (#4540 )
* implement sharded optimizer saving
* add more param info
* finish implementation of sharded optimizer saving
* fix bugs in optimizer sharded saving
* add pp+zero test
* param group loading
* greedy loading of optimizer
* fix bug when loading
* implement optimizer sharded saving
* add optimizer test & arrange checkpointIO utils
* fix gemini sharding state_dict
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* add loading of master params
* fix typehint
* fix master/working mapping in fp16 amp
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] fix epoch change
* [shardformer] broadcast add pp group
* rebase feature/shardformer
* update pipeline
* [shardformer] fix
* [shardformer] fix
* [shardformer] bert finetune fix
* [shardformer] add all_reduce operation to loss
add all_reduce operation to loss
* [shardformer] make compatible with pytree.
make compatible with pytree.
* [shardformer] disable tp
disable tp
* [shardformer] add 3d plugin to ci test
* [shardformer] update num_microbatches to None
* [shardformer] update microbatchsize
* [shardformer] update assert
* update scheduler
* update scheduler
---------
Co-authored-by: Jianghai <72591262+CjhHa1@users.noreply.github.com>
Co-authored-by: Bin Jia <45593998+FoolPlayer@users.noreply.github.com>
Co-authored-by: Baizhou Zhang <eddiezhang@pku.edu.cn>
1 year ago
Jianghai
24c0768795
[shardformer] Pytree fix ( #4533 )
...
* pytree test
* test bert
* test bert
* test bert
* revise
* add register
* add register
1 year ago
Hongxin Liu
508ca36fe3
[pipeline] 1f1b schedule receive microbatch size ( #4589 )
1 year ago
Jianghai
376533a564
[shardformer] zero1+pp and the corresponding tests ( #4517 )
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* pause
* finish pp+zero1
* Update test_shard_vit.py
1 year ago
LuGY
a78daf6180
[shardformer] support interleaved pipeline ( #4448 )
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* support interleaved pipeline
* fix unit test
* remove virtual stage test in stage mgr
* add droped type hint and updated bwd
1 year ago
Baizhou Zhang
ed4c448488
[pipeline] rewrite t5 tests & support multi-tensor transmitting in pipeline ( #4388 )
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* fix remaining t5 bugs/rewrite t5 tests
* fix multi-tensor communication in pipeline
* rearrange test_config
* fix keyerror in sync_shared_params
* fix get_held_layers & Randomnizer, complete t5 tests
* erase printing
* fix get_held_layers through modifying _release_unheld_layers
* fix _get_recursive_held_layers bug
1 year ago
Jianghai
f13954cd58
[pipeline] refactor test pipeline and remove useless utils in pipeline ( #4324 )
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* refactor tests
* refactor bloom model
* finish policy tests
* refactor tests
* fix test pure pipeline
* remove test pipeline and cutdown launch process
* refactor tests
* refactor bloom model
* finish policy tests
* refactor tests
* fix test pure pipeline
* remove test pipeline and cutdown launch process
1 year ago
Jianghai
e7cc62d735
[pipeline] All bert models ( #4233 )
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* bloom policy
* llama pipeline forward and tests
* fix the output and attention_mask
* fix name
* bind argument to policy
* Revert "bloom policy"
This reverts commit 8dee68a0a2
.
This policy should be revert and copied to feature/bloom
* revert the bloom changes
* cancel unneeded inputs
* gpt
* finish llama
* causal lm and sequence classification
* revision
* add pure pipeline test
* finish some bert models
* finish all bert models
* finish bert tests
* fix bugs
* fix bugs
* fix test pipeline
* fix data gen for qa
* update the set pipeline forward
* shared params
* fix bugs
1 year ago
Hongxin Liu
f51ce1bc8e
[pipeline] refactor 1f1b schedule ( #4115 )
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* [api] update optimizer wrapper to fit pipeline
* [pipeline] add base schedule
* [pipeline] add 1f1b schedule
* [test] add pipeline schedule utils test
* [pipeline] fix import
1 year ago