Commit Graph

2042 Commits (8241c0c054b38a109ed3ce7be1052a1e600b8471)

Author SHA1 Message Date
Hongxin Liu 8241c0c054
[fp8] support gemini plugin (#5978)
* [fp8] refactor hook

* [fp8] support gemini plugin

* [example] add fp8 option for llama benchmark
2024-08-09 14:09:48 +08:00
Hanks b480eec738
[Feature]: support FP8 communication in DDP, FSDP, Gemini (#5928)
* support fp8_communication in the Torch DDP grad comm, FSDP grad comm, and FSDP params comm

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* implement communication hook for FSDP params all-gather

* added unit test for fp8 operators

* support fp8 communication in GeminiPlugin

* update training scripts to support fsdp and fp8 communication

* fixed some minor bugs observed in unit test

* add all_gather_into_tensor_flat_fp8

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* add skip the test if torch < 2.2.0

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* add skip the test if torch < 2.2.0

* add skip the test if torch < 2.2.0

* add fp8_comm flag

* rebase latest fp8 operators

* rebase latest fp8 operators

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2024-08-08 15:55:01 +08:00
flybird11111 7739629b9d
fix (#5976) 2024-08-07 18:58:39 +08:00
Hongxin Liu ccabcf6485
[fp8] support fp8 amp for hybrid parallel plugin (#5975)
* [fp8] support fp8 amp for hybrid parallel plugin

* [test] add fp8 hook test

* [fp8] fix fp8 linear compatibility
2024-08-07 18:21:08 +08:00
Hongxin Liu 76ea16466f
[fp8] add fp8 linear (#5967)
* [fp8] add fp8 linear

* [test] fix fp8 linear test condition

* [test] fix fp8 linear test condition

* [test] fix fp8 linear test condition
2024-08-07 15:41:49 +08:00
flybird11111 afb26de873
[fp8]support all2all fp8 (#5953)
* support all2all fp8

* fix

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* fix

* fix

* fix

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2024-08-06 16:58:23 +08:00
flybird11111 0c10afd372
[FP8] rebase main (#5963)
* 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

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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

* [misc] delete useless file

* [misc] fix typos

* [Deepseek] remove redundant code (#5888)

* [misc] fix typos

* [Feature] deepseek support via auto model, remove modeling file

* [misc] delete useless file

* [misc] fix typos

* [misc] remove redundant code

* [Feature/deepseek] resolve comment. (#5889)

* [misc] fix typos

* [Feature] deepseek support via auto model, remove modeling file

* [misc] delete useless file

* [misc] fix typos

* [misc] remove redundant code

* [misc] mv module replacement into if branch

* [misc] add some warning message and modify some code in unit test

* [misc] fix typos

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* [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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* [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

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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)

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [ColossalChat] Hotfix for ColossalChat (#5910)

* add ignore and tiny llama

* fix path issue

* run style

* fix issue

* update bash

* 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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* 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

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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

* fix readme

* update

* [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

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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

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* [chore] solve moe ckpt test failure and some other arg pass failure

* [moe] remove ops

* [test] fix test: test_zero1_2

* [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

* remove unused parameters

* remove unused

* update inference

* update docs

* update inference

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* [lora] lora support hybrid parallel plugin (#5956)

* lora support hybrid plugin

* fix

* fix

* fix

* fix

* fp8 operators for compressed communication

cast_to_fp8, cast_from_fp8, all_reduce_fp8

* fix scaling algorithm in FP8 casting

* support fp8 communication in pipeline parallelism

* add fp8_communication flag in the script

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* fix typo

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* shardformer fp8

* fix rebase

* remove all to all

* fix shardformer fp8 communication training degradation

* [fp8] support all-gather flat tensor (#5932)

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* fix

* Update low_level_optim.py

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2024-08-06 16:29:37 +08:00
Guangyao Zhang 53cb9606bd
[Feature] llama shardformer fp8 support (#5938)
* add llama shardformer fp8

* Llama Shardformer Parity

* fix typo

* fix all reduce

* fix pytest failure

* fix reduce op and move function to fp8.py

* fix typo
2024-08-05 10:05:47 +08:00
ver217 ae486ce005 [fp8] add fp8 comm for low level zero 2024-08-02 11:12:12 +08:00
Hongxin Liu 5fd0592767
[fp8] support all-gather flat tensor (#5932) 2024-07-24 16:55:20 +08:00
GuangyaoZhang 5b969fd831 fix shardformer fp8 communication training degradation 2024-07-18 07:16:36 +00:00
GuangyaoZhang 6a20f07b80 remove all to all 2024-07-17 07:14:55 +00:00
GuangyaoZhang 5a310b9ee1 fix rebase 2024-07-17 03:43:23 +00:00
GuangyaoZhang 457a0de79f shardformer fp8 2024-07-16 06:56:51 +00:00
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2024-07-12 07:33:45 +00:00
BurkeHulk 1f1b856354 Merge remote-tracking branch 'origin/feature/fp8_comm' into feature/fp8_comm
# Conflicts:
#	colossalai/quantization/fp8.py
2024-07-12 15:29:41 +08:00
BurkeHulk e88190184a support fp8 communication in pipeline parallelism 2024-07-12 15:25:25 +08:00
BurkeHulk 1e1959467e fix scaling algorithm in FP8 casting 2024-07-12 15:23:37 +08:00
GuangyaoZhang dbfa7d39fc fix typo 2024-07-10 08:13:26 +00:00
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2024-07-04 12:47:17 +00:00
Hanks 6991819a97
Merge branch 'hpcaitech:main' into feature/fp8_comm 2024-07-04 20:34:41 +08:00
Hongxin Liu 7afbc81d62
[quant] fix bitsandbytes version check (#5882)
* [quant] fix bitsandbytes version check

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2024-07-04 11:33:23 +08:00
Wang Binluo 6cd4c32be4
[shardformer] fix the moe (#5883) 2024-07-03 20:02:19 +08:00
Edenzzzz eb24fcd914
[Hotfix] Fix OPT gradient checkpointing forward
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
2024-07-03 14:57:57 +08:00
Haze188 ea94c07b95
[hotfix] fix the bug that large tensor exceed the maximum capacity of TensorBucket (#5879) 2024-07-02 12:42:02 +08:00
pre-commit-ci[bot] 7c2f79fa98
[pre-commit.ci] pre-commit autoupdate (#5572)
* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/PyCQA/autoflake: v2.2.1 → v2.3.1](https://github.com/PyCQA/autoflake/compare/v2.2.1...v2.3.1)
- [github.com/pycqa/isort: 5.12.0 → 5.13.2](https://github.com/pycqa/isort/compare/5.12.0...5.13.2)
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2024-07-01 17:16:41 +08:00
Jianghai 8ab46b4000
[Shardformer] change qwen2 modeling into gradient checkpointing style (#5874) 2024-07-01 16:45:09 +08:00
HangXu f5a52e1600
fp8 operators for compressed communication
cast_to_fp8, cast_from_fp8, all_reduce_fp8
2024-07-01 13:44:21 +08:00
Haze188 416580b314
[MoE/ZeRO] Moe refactor with zero refactor (#5821)
* [moe] removed openmoe-coupled code and rectify mixstral code (#5471)

* [Feauture] MoE refractor; Intergration with Mixtral  (#5682)

* cherry pick from refractor-moe branch

* tests passed

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* support ep + zero

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* add mixtral auto policy & move pipeline forward code to modeling folder

* [moe refactor] modify kernel test without Route Class

* [moe refactor] add moe tensor test path environment variable to github workflow

* fix typos

* fix moe test bug due to the code rebase

* [moe refactor] fix moe zero test, and little bug in low level zero

* fix typo

* add moe tensor path to github workflow

* remove some useless code

* fix typo & unify global variable XX_AXIS logic without using -1

* fix typo & prettifier the code

* remove print code & support zero 2 test

* remove useless code

* reanme function

* fix typo

* fix typo

* Further improve the test code

* remove print code

* [moe refactor] change test model from fake moe model to mixtral moe layer and remove useless test

* [moe refactor] skip some unit test which will be refactored later

* [moe refactor] fix unit import error

* [moe refactor] fix circular import issues

* [moe refactor] remove debug code

* [moe refactor] update github workflow

* [moe/zero] refactor low level optimizer (#5767)

* [zero] refactor low level optimizer

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* [Feature] MoE refactor with newest version of ZeRO (#5801)

* [zero] remove redundant members in BucketStore (#5802)

* [zero] align api with previous version

* [Moe/Zero] Update MoeHybridParallelPlugin with refactored ZeRO and Fix Zero bug (#5819)

* [moe refactor] update unit test with the refactored ZeRO and remove useless test

* move moe checkpoint to checkpoint folder and exchange global axis to class member

* update moe hybrid parallel plugin with newest version of zero & fix zero working/master params bug

* fix zero unit test

* Add an assertion to prevent users from using it incorrectly

* [hotfix]Solve the compatibility issue of zero refactor (#5823)

* [moe refactor] update unit test with the refactored ZeRO and remove useless test

* move moe checkpoint to checkpoint folder and exchange global axis to class member

* update moe hybrid parallel plugin with newest version of zero & fix zero working/master params bug

* fix zero unit test

* Add an assertion to prevent users from using it incorrectly

* Modify function parameter names to resolve compatibility issues

* [zero] fix missing hook removal (#5824)

* [MoE] Resolve .github conflict (#5829)

* [Fix/Example] Fix Llama Inference Loading Data Type (#5763)

* [fix/example] fix llama inference loading dtype

* revise loading dtype of benchmark llama3

* [release] update version (#5752)

* [release] update version

* [devops] update compatibility test

* [devops] update compatibility test

* [devops] update compatibility test

* [devops] update compatibility test

* [test] fix ddp plugin test

* [test] fix gptj and rpc test

* [devops] fix cuda ext compatibility

* [inference] fix flash decoding test

* [inference] fix flash decoding test

* fix (#5765)

* [test] Fix/fix testcase (#5770)

* [fix] branch for fix testcase;

* [fix] fix test_analyzer & test_auto_parallel;

* [fix] remove local change about moe;

* [fix] rm local change moe;

* [Hotfix] Add missing init file in inference.executor (#5774)

* [CI/tests] simplify some test case to reduce testing time (#5755)

* [ci/tests] simplify some test case to reduce testing time

* [ci/tests] continue to remove test case to reduce ci time cost

* restore some test config

* [ci/tests] continue to reduce ci time cost

* [misc] update dockerfile (#5776)

* [misc] update dockerfile

* [misc] update dockerfile

* [devops] fix docker ci (#5780)

* [Inference]Add Streaming LLM (#5745)

* Add Streaming LLM

* add some parameters to llama_generation.py

* verify streamingllm config

* add test_streamingllm.py

* modified according to the opinions of review

* add Citation

* change _block_tables tolist

* [hotfix] fix llama flash attention forward (#5777)

* [misc] Accelerate CI for zero and dist optim (#5758)

* remove fp16 from lamb

* remove d2h copy in checking states

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* [Test/CI] remove test cases to reduce CI duration (#5753)

* [test] smaller gpt2 test case

* [test] reduce test cases: tests/test_zero/test_gemini/test_zeroddp_state_dict.py

* [test] reduce test cases: tests/test_zero/test_gemini/test_grad_accum.py

* [test] reduce test cases tests/test_zero/test_gemini/test_optim.py

* Revert "[test] smaller gpt2 test case"

Some tests might depend on the size of model (num of chunks)

This reverts commit df705a5210.

* [test] reduce test cases: tests/test_checkpoint_io/test_gemini_checkpoint_io.py

* [CI] smaller test model for two mwo the two modifid cases

* [CI] hardcode gpt model for tests/test_zero/test_gemini/test_search.py since we need a fixed answer there

* [hotfix] fix testcase in test_fx/test_tracer (#5779)

* [fix] branch for fix testcase;

* [fix] fix test_analyzer & test_auto_parallel;

* [fix] remove local change about moe;

* [fix] rm local change moe;

* [fix] fix test_deepfm_model & test_dlrf_model;

* [fix] fix test_hf_albert & test_hf_gpt;

* [gemini] optimize reduce scatter d2h copy (#5760)

* [gemini] optimize reduce scatter d2h copy

* [fix] fix missing reduce variable

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* [gemini] missing sync

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* [zero] fix hook bug

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2024-06-28 14:00:08 +08:00
flybird11111 773d9f964a
[shardformer]delete xformers (#5859)
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2024-06-28 11:20:04 +08:00
Runyu Lu 3c7cda0c9a
[Inference]Lazy Init Support (#5785)
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2024-06-27 18:02:15 +08:00
Guangyao Zhang d9d5e7ea1f
[shardformer] Support the T5ForTokenClassification model (#5816)
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2024-06-27 16:40:38 +08:00
Hongxin Liu 5dfbcd7746
[zero] use bucket during allgather (#5860)
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2024-06-27 16:34:44 +08:00
botbw 8e718a1421
[gemini] fixes for benchmarking (#5847)
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2024-06-26 15:52:09 +08:00
Edenzzzz 2a25a2aff7
[Feature] optimize PP overlap (#5735)
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2024-06-26 14:48:02 +08:00
botbw 8a5c86439a
[gemini] fix missing return (#5845) 2024-06-21 11:38:40 +08:00
Yuanheng Zhao 7b249c76e5
[Fix] Fix spec-dec Glide LlamaModel for compatibility with transformers (#5837)
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2024-06-19 15:37:53 +08:00
Kai Lv 0adca5b688
[launch] Support IPv4 host initialization in launch (#5822) 2024-06-18 19:18:29 +08:00
GuangyaoZhang d84d68601a change 'xxx if xxx else None' to 'xxx or None' 2024-06-18 03:32:42 +00:00
GuangyaoZhang a83a2336e8 rebase master llama change 2024-06-18 02:56:47 +00:00
GuangyaoZhang 363cde6957 merge model and attention forward 2024-06-18 02:32:41 +00:00
GuangyaoZhang 7a2b08646f Remove CohereLayerNorm and use existing layernorm 2024-06-18 02:32:41 +00:00
GuangyaoZhang fe2e74c03a fix precommit 2024-06-18 02:31:33 +00:00
GuangyaoZhang f656d61778 change command 2024-06-18 02:31:33 +00:00
GuangyaoZhang 0b81163bc0 Copy llama to command 2024-06-18 02:31:33 +00:00
Edenzzzz 8795bb2e80
Support 4d parallel + flash attention (#5789)
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2024-06-17 17:40:47 +08:00
flybird11111 2ddf624a86
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botbw 3bcbba9262
[gemini] quick fix on possible async operation (#5803)
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2024-06-13 10:35:17 +08:00
Haze188 d9dddf574f
[Gemini] Use async stream to prefetch and h2d data moving (#5781)
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2024-06-12 15:48:52 +08:00
Li Xingjian 8554585a5f
[Inference] Fix flash-attn import and add model test (#5794)
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2024-06-12 14:13:50 +08:00