137a7c341b
[chore] fix init error
6 months ago
8633c15da9
[sync] Sync feature/colossal-infer with main
6 months ago
d8b1ea4ac9
[doc] Update Inference Readme ( #5736 )
...
* [doc] update inference readme
* add contents
* trivial
6 months ago
bdf9a001d6
[Fix/Inference] Add unsupported auto-policy error message ( #5730 )
...
* [fix] auto policy error message
* trivial
6 months ago
90d8d0183c
remove personal comments
6 months ago
bfcb2d1ff8
refactor the code structure to solve the circular import
6 months ago
1ec92d29af
remove perf log, unrelated file and so on
6 months ago
5c6c5d6be3
remove comments
6 months ago
7416e4943b
fix conflicts to beautify the code
6 months ago
d22bf30ca6
implement auto policy prefetch and modify a little origin code.
6 months ago
f1918e18a5
[pre-commit.ci] auto fixes from pre-commit.com hooks
...
for more information, see https://pre-commit.ci
6 months ago
a55a9e298b
[gemini] init auto policy prefetch
6 months ago
283c407a19
[Inference] Fix Inference Generation Config and Sampling ( #5710 )
...
* refactor and add
* config default values
* fix gen config passing
* fix rpc generation config
6 months ago
06a3a100b3
remove unrelated code
6 months ago
3d625ca836
add some todo Message
6 months ago
9d83c6d715
[lazy] fix lazy cls init ( #5720 )
...
* fix
* fix
* fix
* fix
* fix
* remove kernel intall
* rebase
revert
fix
* fix
* fix
6 months ago
e57812c672
[chore] Update placement_policy.py
6 months ago
8bcfe360fd
[example] Update Inference Example ( #5725 )
...
* [example] update inference example
6 months ago
013690a86b
remove set(all_chunks)
6 months ago
6efbadba25
[chore] remove debugging info
6 months ago
20701d4533
[chore] remove print
6 months ago
f45f8a2aa7
[gemini] maxprefetch means maximum work to keep
6 months ago
fc2248cf99
Merge branch 'prefetch' of github.com:botbw/ColossalAI into feature/prefetch
6 months ago
6bbe956316
[pre-commit.ci] auto fixes from pre-commit.com hooks
...
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6 months ago
82b25524ff
Merge branch 'prefetch' of github.com:botbw/ColossalAI into prefetch
6 months ago
1f6b57099c
Merge branch 'prefetch' of github.com:botbw/ColossalAI into botbw-prefetch
6 months ago
2e68eebdfe
[chore] refactor & sync
6 months ago
5bedea6e10
[pre-commit.ci] auto fixes from pre-commit.com hooks
...
for more information, see https://pre-commit.ci
6 months ago
4148ceed9f
[gemini] use compute_chunk to find next chunk
6 months ago
b2e9745888
[chore] sync
6 months ago
6e38eafebe
[gemini] prefetch chunks
6 months ago
f47f2fbb24
[Inference] Fix API server, test and example ( #5712 )
...
* fix api server
* fix generation config
* fix api server
* fix comments
* fix infer hanging bug
* resolve comments, change backend to free port
6 months ago
74c47921fa
[Fix] Llama3 Load/Omit CheckpointIO Temporarily ( #5717 )
...
* Fix Llama3 Load error
* Omit Checkpoint IO Temporarily
6 months ago
43995ee436
[Feature] Distributed optimizers: Lamb, Galore, CAME and Adafactor ( #5694 )
...
* [feat] Add distributed lamb; minor fixes in DeviceMesh (#5476 )
* init: add dist lamb; add debiasing for lamb
* dist lamb tester mostly done
* all tests passed
* add comments
* all tests passed. Removed debugging statements
* moved setup_distributed inside plugin. Added dist layout caching
* organize better
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [hotfix] Improve tester precision by removing ZeRO on vanilla lamb (#5576 )
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [optim] add distributed came (#5526 )
* test CAME under LowLevelZeroOptimizer wrapper
* test CAME TP row and col pass
* test CAME zero pass
* came zero add master and worker param id convert
* came zero test pass
* came zero test pass
* test distributed came passed
* reform code, Modify some expressions and add comments
* minor fix of test came
* minor fix of dist_came and test
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* minor fix of dist_came and test
* rebase dist-optim
* rebase dist-optim
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [optim] Distributed Adafactor (#5484 )
* [feature] solve conflict; update optimizer readme;
* [feature] update optimize readme;
* [fix] fix testcase;
* [feature] Add transformer-bert to testcase;solve a bug related to indivisible shape (induction in use_zero and tp is row parallel);
* [feature] Add transformers_bert model zoo in testcase;
* [feature] add user documentation to docs/source/feature.
* [feature] add API Reference & Sample to optimizer Readme; add state check for bert exam;
* [feature] modify user documentation;
* [fix] fix readme format issue;
* [fix] add zero=0 in testcase; cached augment in dict;
* [fix] fix percision issue;
* [feature] add distributed rms;
* [feature] remove useless comment in testcase;
* [fix] Remove useless test; open zero test; remove fp16 test in bert exam;
* [feature] Extract distributed rms function;
* [feature] add booster + lowlevelzeroPlugin in test;
* [feature] add Start_with_booster_API case in md; add Supporting Information in md;
* [fix] Also remove state movement in base adafactor;
* [feature] extract factor function;
* [feature] add LowLevelZeroPlugin test;
* [fix] add tp=False and zero=True in logic;
* [fix] fix use zero logic;
* [feature] add row residue logic in column parallel factor;
* [feature] add check optim state func;
* [feature] Remove duplicate logic;
* [feature] update optim state check func and percision test bug;
* [fix] update/fix optim state; Still exist percision issue;
* [fix] Add use_zero check in _rms; Add plugin support info in Readme; Add Dist Adafactor init Info;
* [feature] removed print & comments in utils;
* [feature] uodate Readme;
* [feature] add LowLevelZeroPlugin test with Bert model zoo;
* [fix] fix logic in _rms;
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [fix] remove comments in testcase;
* [feature] add zh-Han Readme;
---------
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* [Feature] refractor dist came; fix percision error; add low level zero test with bert model zoo; (#5676 )
* [feature] daily update;
* [fix] fix dist came;
* [feature] refractor dist came; fix percision error; add low level zero test with bert model zoo;
* [fix] open rms; fix low level zero test; fix dist came test function name;
* [fix] remove redundant test;
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
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* [Feature] Add Galore (Adam, Adafactor) and distributed GaloreAdamW8bit (#5570 )
* init: add dist lamb; add debiasing for lamb
* dist lamb tester mostly done
* all tests passed
* add comments
* all tests passed. Removed debugging statements
* moved setup_distributed inside plugin. Added dist layout caching
* organize better
* update comments
* add initial distributed galore
* add initial distributed galore
* add galore set param utils; change setup_distributed interface
* projected grad precision passed
* basic precision tests passed
* tests passed; located svd precision issue in fwd-bwd; banned these tests
* Plugin DP + TP tests passed
* move get_shard_dim to d_tensor
* add comments
* remove useless files
* remove useless files
* fix zero typo
* improve interface
* remove moe changes
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix import
* fix deepcopy
* update came & adafactor to main
* fix param map
* fix typo
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Hotfix] Remove one buggy test case from dist_adafactor for now (#5692 )
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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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: chongqichuizi875 <107315010+chongqichuizi875@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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7 months ago
7806842f2d
add paged-attetionv2: support seq length split across thread block ( #5707 )
7 months ago
18d67d0e8e
[Feat]Inference RPC Server Support ( #5705 )
...
* rpc support source
* kv cache logical/physical disaggregation
* sampler refactor
* colossalai launch built in
* Unitest
* Rpyc support
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
393c8f5b7f
[hotfix] fix inference typo ( #5438 )
7 months ago
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
537f6a3855
[Shardformer]fix the num_heads assert for llama model and qwen model ( #5704 )
...
* fix the num_heads assert
* fix the transformers import
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the import
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
a3cc68ca93
[Shardformer] Support the Qwen2 model ( #5699 )
...
* feat: support qwen2 model
* fix: modify model config and add Qwen2RMSNorm
* fix qwen2 model conflicts
* test: add qwen2 shard test
* to: add qwen2 auto policy
* support qwen model
* fix the conflicts
* add try catch
* add transformers version for qwen2
* add the ColoAttention for the qwen2 model
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* add the unit test version check
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix the test input bug
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix the version check
* fix the version check
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
bfad39357b
[Inference/Feat] Add quant kvcache interface ( #5700 )
...
* add quant kvcache interface
* delete unused output
* complete args comments
7 months ago
d4c5ef441e
[gemini]remove registered gradients hooks ( #5696 )
...
* fix gemini
fix gemini
* fix
fix
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
22297789ab
Merge pull request #5684 from wangbluo/parallel_output
...
[Shardformer] Add Parallel output for shardformer models
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
4e50cce26b
fix the mistral model
7 months ago
a8408b4d31
remove comment code
7 months ago
ca56b93d83
[pre-commit.ci] auto fixes from pre-commit.com hooks
...
for more information, see https://pre-commit.ci
7 months ago
108ddfb795
add parallel_output for the opt model
7 months ago
88f057ce7c
[pre-commit.ci] auto fixes from pre-commit.com hooks
...
for more information, see https://pre-commit.ci
7 months ago
77ec773388
[zero]remove registered gradients hooks ( #5687 )
...
* remove registered hooks
fix
fix
fix zero
fix
fix
fix
fix
fix zero
fix zero
fix
fix
fix
* fix
fix
fix
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
* revise tests for new kcache layout
* naive triton flash decoding - new kcache layout
* rotary triton kernel - new kcache layout
* remove redundancy - triton decoding
* remove redundancy - triton kvcache copy
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
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7 months ago
2632916329
remove useless code
7 months ago
f79963199c
[inference]Add alibi to flash attn function ( #5678 )
...
* add alibi to flash attn function
* rm redundant modifications
7 months ago
9efc79ef24
add parallel output for mistral model
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
* Polished the code.
* 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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
6af6d6fc9f
[shardformer] support bias_gelu_jit_fused for models ( #5647 )
...
* support gelu_bias_fused for gpt2
* support gelu_bias_fused for gpt2
fix
fix
fix
* fix
fix
* fix
7 months ago
7f8b16635b
[misc] refactor launch API and tensor constructor ( #5666 )
...
* [misc] remove config arg from initialize
* [misc] remove old tensor contrusctor
* [plugin] add npu support for ddp
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [devops] fix doc test ci
* [test] fix test launch
* [doc] update launch doc
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
91fa553775
[Feature] qlora support ( #5586 )
...
* [feature] qlora support
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* qlora follow commit
* migrate qutization folder to colossalai/
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* minor fixes
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
8954a0c2e2
[LowLevelZero] low level zero support lora ( #5153 )
...
* low level zero support lora
low level zero support lora
* add checkpoint test
* add checkpoint test
* fix
* fix
* fix
* fix
fix
fix
fix
* fix
* fix
fix
fix
fix
fix
fix
fix
* fix
* fix
fix
fix
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* fix
* test ci
* git # This is a combination of 3 commits.
Update low_level_zero_plugin.py
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fix
fix
fix
* fix naming
fix naming
fix naming
fix
7 months ago
14b0d4c7e5
[lora] add lora APIs for booster, support lora for TorchDDP ( #4981 )
...
* 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 )
...
* adapt to baichuan2 13B
* adapt to baichuan2 13B
* change BAICHUAN_MODEL_NAME_OR_PATH
* fix test_decoding_attn.py
* Modifications based on review comments.
* 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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* refactor singleton implementation
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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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 )
...
* 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])
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
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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
* fix
* fix
fxi
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
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7 months ago
7ee569b05f
[hotfix] Fixed fused layernorm bug without apex ( #5609 )
...
* fixed fused layernorm bug without apex
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* same for flash attn
* remove flash attn check
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
0d0a582033
[shardformer] update transformers ( #5583 )
...
* flash_attention forward upgrade
* llama_model_forward
* remove useless comment
* update the requirements.txt
* 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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [zero] support multiple (partial) backward passes (#5596 )
* [zero] support multiple (partial) backward passes
* [misc] update requirements
* [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
* remove the version restriction
* [shardformer] update mistral model (#5511 )
* [shardformer] update opt (#5522 )
* [shardformer] update whisper model (#5529 )
* [shardformer] fix llama modeling
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
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7 months ago
04863a9b14
[example] Update Llama Inference example ( #5629 )
...
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7 months ago
4de4e31818
[exampe] update llama example ( #5626 )
...
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7 months ago
5d4c1fe8f5
[Fix/Inference] Fix GQA Triton and Support Llama3 ( #5624 )
...
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7 months ago
e094933da1
[shardformer] fix pipeline grad ckpt ( #5620 )
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7 months ago
d83c633ca6
[hotfix] Fix examples no pad token & auto parallel codegen bug; ( #5606 )
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7 months ago
e37ee2fb65
[Feat]Tensor Model Parallel Support For Inference ( #5563 )
...
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7 months ago
be396ad6cc
[Inference/Kernel] Add Paged Decoding kernel, sequence split within the same thread block ( #5531 )
...
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7 months ago
a0ad587c24
[shardformer] refactor embedding resize ( #5603 )
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* [shardformer, pipeline] add `gradient_checkpointing_ratio` and heterogenous shard policy for llama (#5508 )
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7 months ago
3788fefc7a
[zero] support multiple (partial) backward passes ( #5596 )
...
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7 months ago
56b222eff8
[inference/model]Adapted to the baichuan2-7B model ( #5591 )
...
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7 months ago
f8598e3ec5
[Fix] Llama Modeling Control with Spec-Dec ( #5580 )
...
- fix ref before asgmt
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8 months ago
e60d430cf5
[Fix] resolve conflicts of rebasing feat/speculative-decoding ( #5557 )
...
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8 months ago
e1acb58423
[doc] Add inference/speculative-decoding README ( #5552 )
...
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8 months ago
d85d91435a
[Inference/SpecDec] Support GLIDE Drafter Model ( #5455 )
...
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8 months ago
912e24b2aa
[SpecDec] Fix inputs for speculation and revise past KV trimming ( #5449 )
...
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8 months ago
a37f82629d
[Inference/SpecDec] Add Speculative Decoding Implementation ( #5423 )
...
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8 months ago
hxwang