de4bf3dedf
[Inference]Adapt repetition_penalty and no_repeat_ngram_size ( #5708 )
...
* Adapt repetition_penalty and no_repeat_ngram_size
* fix no_repeat_ngram_size_logit_process
* remove batch_updated
* fix annotation
* modified codes based on the review feedback.
* rm get_batch_token_ids
7 months ago
bfad39357b
[Inference/Feat] Add quant kvcache interface ( #5700 )
...
* add quant kvcache interface
* delete unused output
* complete args comments
7 months ago
bc9063adf1
resolve rebase conflicts on Branch feat/online-serving
7 months ago
61a1b2e798
[Inference] Fix bugs and docs for feat/online-server ( #5598 )
...
* fix test bugs
* add do sample test
* del useless lines
* fix comments
* fix tests
* delete version tag
* delete version tag
* add
* del test sever
* fix test
* fix
* Revert "add"
This reverts commit b9305fb024
7 months ago
7bbb28e48b
[Inference] resolve rebase conflicts
...
fix
7 months ago
c064032865
[Online Server] Chat Api for streaming and not streaming response ( #5470 )
...
* fix bugs
* fix bugs
* fix api server
* fix api server
* add chat api and test
* del request.n
7 months ago
de378cd2ab
[Inference] Finish Online Serving Test, add streaming output api, continuous batching test and example ( #5432 )
...
* finish online test and add examples
* fix test_contionus_batching
* fix some bugs
* fix bash
* fix
* fix inference
* finish revision
* fix typos
* revision
7 months ago
69cd7e069d
[Inference] ADD async and sync Api server using FastAPI ( #5396 )
...
* add api server
* fix
* add
* add completion service and fix bug
* add generation config
* revise shardformer
* fix bugs
* add docstrings and fix some bugs
* fix bugs and add choices for prompt template
7 months ago
d482922035
[Inference] Support the logic related to ignoring EOS token ( #5693 )
...
* Adapt temperature processing logic
* add ValueError for top_p and top_k
* add GQA Test
* fix except_msg
* support ignore EOS token
* change variable's name
* fix annotation
7 months ago
9c2fe7935f
[Inference]Adapt temperature processing logic ( #5689 )
...
* Adapt temperature processing logic
* add ValueError for top_p and top_k
* add GQA Test
* fix except_msg
7 months ago
55cc7f3df7
[Fix] Fix Inference Example, Tests, and Requirements ( #5688 )
...
* clean requirements
* modify example inference struct
* add test ci scripts
* mark test_infer as submodule
* rm deprecated cls & deps
* import of HAS_FLASH_ATTN
* prune inference tests to be run
* prune triton kernel tests
* increment pytest timeout mins
* revert import path in openmoe
7 months ago
f9afe0addd
[hotfix] Fix KV Heads Number Assignment in KVCacheManager ( #5695 )
...
- Fix key value number assignment in KVCacheManager, as well as method of accessing
7 months ago
8754abae24
[Fix] Fix & Update Inference Tests (compatibility w/ main)
7 months ago
56ed09aba5
[sync] resolve conflicts of merging main
7 months ago
537a3cbc4d
[kernel] Support New KCache Layout - Triton Kernel ( #5677 )
...
* kvmemcpy triton for new kcache layout
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* remove redundancy - triton decoding
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7 months ago
f79963199c
[inference]Add alibi to flash attn function ( #5678 )
...
* add alibi to flash attn function
* rm redundant modifications
7 months ago
5cd75ce4c7
[Inference/Kernel] refactor kvcache manager and rotary_embedding and kvcache_memcpy oper… ( #5663 )
...
* refactor kvcache manager and rotary_embedding and kvcache_memcpy operator
* refactor decode_kv_cache_memcpy
* enable alibi in pagedattention
7 months ago
5f00002e43
[Inference] Adapt Baichuan2-13B TP ( #5659 )
...
* adapt to baichuan2 13B
* add baichuan2 13B TP
* update baichuan tp logic
* rm unused code
* Fix TP logic
* fix alibi slopes tp logic
* rm nn.Module
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* change BAICHUAN_MODEL_NAME_OR_PATH
* Modified the logic for loading Baichuan weights.
* fix typos
7 months ago
d3f34ee8cc
[Shardformer] add assert for num of attention heads divisible by tp_size ( #5670 )
...
* add assert for num of attention heads divisible by tp_size
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7 months ago
6af6d6fc9f
[shardformer] support bias_gelu_jit_fused for models ( #5647 )
...
* support gelu_bias_fused for gpt2
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fix
fix
fix
* fix
fix
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7 months ago
7f8b16635b
[misc] refactor launch API and tensor constructor ( #5666 )
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* [misc] remove config arg from initialize
* [misc] remove old tensor contrusctor
* [plugin] add npu support for ddp
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* [devops] fix doc test ci
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---------
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7 months ago
91fa553775
[Feature] qlora support ( #5586 )
...
* [feature] qlora support
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---------
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7 months ago
8954a0c2e2
[LowLevelZero] low level zero support lora ( #5153 )
...
* low level zero support lora
low level zero support lora
* add checkpoint test
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Update low_level_zero_plugin.py
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7 months ago
14b0d4c7e5
[lora] add lora APIs for booster, support lora for TorchDDP ( #4981 )
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* add apis and peft requirement
* add liscense and implement apis
* add checkpointio apis
* add torchddp fwd_bwd test
* add support_lora methods
* add checkpointio test and debug
* delete unneeded codes
* remove peft from LICENSE
* add concrete methods for enable_lora
* simplify enable_lora api
* fix requirements
7 months ago
5be590b99e
[kernel] Support new KCache Layout - Context Attention Triton Kernel ( #5658 )
...
* add context attn triton kernel - new kcache layout
* add benchmark triton
* tiny revise
* trivial - code style, comment
7 months ago
8b7d535977
fix gptj ( #5652 )
7 months ago
3c91e3f176
[Inference]Adapt to baichuan2 13B ( #5614 )
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* adapt to baichuan2 13B
* adapt to baichuan2 13B
* change BAICHUAN_MODEL_NAME_OR_PATH
* fix test_decoding_attn.py
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* change BAICHUAN_MODEL_NAME_OR_PATH
* mv attn mask processes to test flash decoding
* mv get_alibi_slopes baichuan modeling
* fix bugs in test_baichuan.py
7 months ago
1b387ca9fe
[shardformer] refactor pipeline grad ckpt config ( #5646 )
...
* [shardformer] refactor pipeline grad ckpt config
* [shardformer] refactor pipeline grad ckpt config
* [pipeline] fix stage manager
7 months ago
7ef91606e1
[Fix]: implement thread-safety singleton to avoid deadlock for very large-scale training scenarios ( #5625 )
...
* implement thread-safety singleton
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* refactor singleton implementation
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---------
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7 months ago
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
a8fd3b0342
[Inference/Kernel] Optimize paged attention: Refactor key cache layout ( #5643 )
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* optimize flashdecodingattention: refactor code with different key cache layout(from [num_blocks, num_kv_heads, block_size, head_size] to [num_blocks, num_kv_heads, head_size/x, block_size, x])
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7 months ago
5d88ef1aaf
[shardformer] remove useless code ( #5645 )
7 months ago
148506c828
[coloattention]modify coloattention ( #5627 )
...
* modify coloattention
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix
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fxi
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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7 months ago
7ee569b05f
[hotfix] Fixed fused layernorm bug without apex ( #5609 )
...
* fixed fused layernorm bug without apex
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* same for flash attn
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---------
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7 months ago
0d0a582033
[shardformer] update transformers ( #5583 )
...
* flash_attention forward upgrade
* llama_model_forward
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* add the transformers version requirements
* remove the LATEST VERSION try
* [shardformer] update bloom model (#5518 )
* update bloom model
* remove the version restriction
* [shardformer] update_falcon (#5520 )
* [shardformer] update mistral model (#5511 )
* [shardformer] update gpt2 (#5502 )
* [shardformer] update gptj model (#5503 )
* [shardformer] update opt (#5522 )
* [shardformer] update t5 model (#5524 )
* [shardformer] update whisper model (#5529 )
* [shardformer] update vit model (#5530 )
* update vit model
* remove the output_hidden_states
* [shardformer] fix llama modeling
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* [zero] support multiple (partial) backward passes (#5596 )
* [zero] support multiple (partial) backward passes
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* [zero] support multiple (partial) backward passes (#5596 )
* [zero] support multiple (partial) backward passes
* [misc] update requirements
* fix conflicts
* [doc] fix ColossalMoE readme (#5599 )
* fix readme
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* merge with main
* merge with main
* llama_model_forward
* remove useless comment
* remove the LATEST VERSION try
* [shardformer] update bloom model (#5518 )
* update bloom model
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* [shardformer] update mistral model (#5511 )
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* [shardformer] fix llama modeling
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [hotfix] Fix examples no pad token & auto parallel codegen bug; (#5606 )
* fix no pad token bug
* fixed some auto parallel codegen bug, but might not run on torch 2.1
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [shardformer] fix pipeline grad ckpt (#5620 )
* [shardformer] fix pipeline grad ckpt
* [shardformer] fix whisper (#5628 )
* [test] fix llama model test
* fix the opt upgrade (#5634 )
* [shardformer] fix attn replacement (#5636 )
* [shardformer] update flashattention replacement (#5637 )
* update transformers
update transformers
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fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
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* [test] fix llama test (#5638 )
* [gemini] fix buffer cast (#5639 )
* Fix shardformer upgrade (#5640 )
* fix llama model
* fix the mistral
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [shardformer]support pipeline parallelism for mistral. (#5642 )
* [shardformer] fix attn replacement (#5636 )
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---------
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* [Feature] Support LLaMA-3 CPT and ST (#5619 )
* support LLaMA-3
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* Run pre-commit
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* [exampe] update llama example (#5626 )
* [plugin] support dp inside for hybriad parallel
* [example] update llama benchmark
* [example] update llama benchmark
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* [example] update llama readme
* [example] llama3 (#5631 )
* release llama3
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* [release] llama3
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* [gemini] fix buffer cast (#5639 )
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---------
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---------
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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7 months ago
04863a9b14
[example] Update Llama Inference example ( #5629 )
...
* [example] add infernece benchmark llama3
* revise inference config - arg
* remove unused args
* add llama generation demo script
* fix init rope in llama policy
* add benchmark-llama3 - cleanup
7 months ago
4de4e31818
[exampe] update llama example ( #5626 )
...
* [plugin] support dp inside for hybriad parallel
* [example] update llama benchmark
* [example] update llama benchmark
* [example] update llama readme
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7 months ago
5d4c1fe8f5
[Fix/Inference] Fix GQA Triton and Support Llama3 ( #5624 )
...
* [fix] GQA calling of flash decoding triton
* fix kv cache alloc shape
* fix rotary triton - GQA
* fix sequence max length assigning
* Sequence max length logic
* fix scheduling and spec-dec
* skip without import error
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---------
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7 months ago
e094933da1
[shardformer] fix pipeline grad ckpt ( #5620 )
...
* [shardformer] fix pipeline grad ckpt
7 months ago
d83c633ca6
[hotfix] Fix examples no pad token & auto parallel codegen bug; ( #5606 )
...
* fix no pad token bug
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---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
7 months ago
e37ee2fb65
[Feat]Tensor Model Parallel Support For Inference ( #5563 )
...
* tensor parallel support naive source
* [fix]precision, model load and refactor the framework
* add tp unit test
* docstring
* fix do_sample
7 months ago
be396ad6cc
[Inference/Kernel] Add Paged Decoding kernel, sequence split within the same thread block ( #5531 )
...
* feat flash decoding for paged attention
* refactor flashdecodingattention
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7 months ago
a0ad587c24
[shardformer] refactor embedding resize ( #5603 )
...
* [branch rebase] rebase main to Feature/resize_embedding (#5554 )
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* [doc] release Open-Sora 1.0 with model weights (#5468 )
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---------
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Co-authored-by: digger yu <digger-yu@outlook.com>
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* [CI] run pre-commit (#5577 )
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* [rebase] rebase main to resize-embedding (#5581 )
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Co-authored-by: github-actions <github-actions@github.com>
* [shardformer] fix pipeline forward error if custom layer distribution is used (#5189 )
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---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
* [Fix] Grok-1 use tokenizer from the same pretrained path (#5532 )
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* add dummy data generation script
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---------
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
* [shardformer, pipeline] add `gradient_checkpointing_ratio` and heterogenous shard policy for llama (#5508 )
* feat: add `GradientCheckpointConfig` and `PipelineGradientCheckpointConfig`
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* fix: fix changed API calls
* test: update llama tests
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* fix: fix pipeline utils tests
* fix incorrect sharding without zero (#5545 )
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [shardformer] Sequence Parallelism Optimization (#5533 )
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* validate sequence parallel in llama (code to be polished)
* shardformer api writing
* integrate sequence parallel in ShardFormer
* fix pp bugs and sp bugs for LlaMa model
* integrating ring-based sequence parallelism into ShardFormer
* [sequence parallelism]: Add fused megatron function
* integrating ring-based sequence parallelism into ShardFormer
---------
Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
* fix bugs when useing sp and flashattention together
* fix operation function name
* support flash attention for ulysses-style sp
* clarify sp process group
* fix compatibility bugs in moe plugin
* fix fused linear bugs
* fix linear layer test
* support gpt model all-to-all sp
* modify shard data dimension (meant to be dim=-1)
* support megtron-style sp and distributed attn for llama model
* [shardformer] add megatron sp to llama
* support llama7B 128k with distributed attention
* [shardformer] robustness enhancement
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* sp mode 1: keep input as a complete sequence
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* using all_to_all_single when batch size is 1
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* [shardformer] add megatron sp to llama
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* automatically enable flash attn when using sp mode 2 and 3 in llama
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* loose tensor checking atol and rtol
* add comment
* fix llama layernorm grad
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* sequence parallel: inside text split (#6 )
* polish code (part 1)
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---------
Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
* [hotfix] quick fixes to make legacy tutorials runnable (#5559 )
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [fix] fix typo s/muiti-node /multi-node etc. (#5448 )
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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* [shardformer]enable padding vocabulary size. (#5489 )
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* vocab checkpointio
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7 months ago
3788fefc7a
[zero] support multiple (partial) backward passes ( #5596 )
...
* [zero] support multiple (partial) backward passes
* [misc] update requirements
7 months ago
56b222eff8
[inference/model]Adapted to the baichuan2-7B model ( #5591 )
...
* Adapted to the baichuan2-7B model
* modified according to the review comments.
* Modified the method of obtaining random weights.
* modified according to the review comments.
* change mlp layewr 'NOTE'
8 months ago
f8598e3ec5
[Fix] Llama Modeling Control with Spec-Dec ( #5580 )
...
- fix ref before asgmt
- fall back to use triton kernels when using spec-dec
8 months ago
e60d430cf5
[Fix] resolve conflicts of rebasing feat/speculative-decoding ( #5557 )
...
- resolve conflicts of rebasing feat/speculative-decoding
8 months ago
e1acb58423
[doc] Add inference/speculative-decoding README ( #5552 )
...
* add README for spec-dec
* update roadmap
8 months ago
d85d91435a
[Inference/SpecDec] Support GLIDE Drafter Model ( #5455 )
...
* add glide-llama policy and modeling
* update glide modeling, compitable with transformers 4.36.2
* revise glide llama modeling/usage
* fix issues of glimpsing large kv
* revise the way re-loading params for glide drafter
* fix drafter and engine tests
* enable convert to glide strict=False
* revise glide llama modeling
* revise vicuna prompt template
* revise drafter and tests
* apply usage of glide model in engine
8 months ago
912e24b2aa
[SpecDec] Fix inputs for speculation and revise past KV trimming ( #5449 )
...
* fix drafter pastkv and usage of batch bucket
8 months ago
yuehuayingxueluo