e2c0e7f92a
[hotfix] Fix import error: colossal.kernel without triton installed ( #4722 )
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* [hotfix] remove triton kernels from kernel init
* revise bloom/llama kernel imports for infer
2023-09-14 18:03:55 +08:00
bce0f16702
[Feature] The first PR to Add TP inference engine, kv-cache manager and related kernels for our inference system ( #4577 )
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* [infer] Infer/llama demo (#4503 )
* add
* add infer example
* finish
* finish
* stash
* fix
* [Kernels] add inference token attention kernel (#4505 )
* add token forward
* fix tests
* fix comments
* add try import triton
* add adapted license
* add tests check
* [Kernels] add necessary kernels (llama & bloom) for attention forward and kv-cache manager (#4485 )
* added _vllm_rms_norm
* change place
* added tests
* added tests
* modify
* adding kernels
* added tests:
* adding kernels
* modify
* added
* updating kernels
* adding tests
* added tests
* kernel change
* submit
* modify
* added
* edit comments
* change name
* change commnets and fix import
* add
* added
* combine codes (#4509 )
* [feature] add KV cache manager for llama & bloom inference (#4495 )
* add kv cache memory manager
* add stateinfo during inference
* format
* format
* rename file
* add kv cache test
* revise on BatchInferState
* file dir change
* [Bug FIx] import llama context ops fix (#4524 )
* added _vllm_rms_norm
* change place
* added tests
* added tests
* modify
* adding kernels
* added tests:
* adding kernels
* modify
* added
* updating kernels
* adding tests
* added tests
* kernel change
* submit
* modify
* added
* edit comments
* change name
* change commnets and fix import
* add
* added
* fix
* add ops into init.py
* add
* [Infer] Add TPInferEngine and fix file path (#4532 )
* add engine for TP inference
* move file path
* update path
* fix TPInferEngine
* remove unused file
* add engine test demo
* revise TPInferEngine
* fix TPInferEngine, add test
* fix
* Add Inference test for llama (#4508 )
* add kv cache memory manager
* add stateinfo during inference
* add
* add infer example
* finish
* finish
* format
* format
* rename file
* add kv cache test
* revise on BatchInferState
* add inference test for llama
* fix conflict
* feature: add some new features for llama engine
* adapt colossalai triton interface
* Change the parent class of llama policy
* add nvtx
* move llama inference code to tensor_parallel
* fix __init__.py
* rm tensor_parallel
* fix: fix bugs in auto_policy.py
* fix:rm some unused codes
* mv colossalai/tpinference to colossalai/inference/tensor_parallel
* change __init__.py
* save change
* fix engine
* Bug fix: Fix hang
* remove llama_infer_engine.py
---------
Co-authored-by: yuanheng-zhao <jonathan.zhaoyh@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>
* [infer] Add Bloom inference policy and replaced methods (#4512 )
* add bloom inference methods and policy
* enable pass BatchInferState from model forward
* revise bloom infer layers/policies
* add engine for inference (draft)
* add test for bloom infer
* fix bloom infer policy and flow
* revise bloom test
* fix bloom file path
* remove unused codes
* fix bloom modeling
* fix dir typo
* fix trivial
* fix policy
* clean pr
* trivial fix
* Revert "[infer] Add Bloom inference policy and replaced methods (#4512 )" (#4552 )
This reverts commit 17cfa57140#4549 )
* create readme
* add readme.md
* fix typos
* [infer] Add Bloom inference policy and replaced methods (#4553 )
* add bloom inference methods and policy
* enable pass BatchInferState from model forward
* revise bloom infer layers/policies
* add engine for inference (draft)
* add test for bloom infer
* fix bloom infer policy and flow
* revise bloom test
* fix bloom file path
* remove unused codes
* fix bloom modeling
* fix dir typo
* fix trivial
* fix policy
* clean pr
* trivial fix
* trivial
* Fix Bugs In Llama Model Forward (#4550 )
* add kv cache memory manager
* add stateinfo during inference
* add
* add infer example
* finish
* finish
* format
* format
* rename file
* add kv cache test
* revise on BatchInferState
* add inference test for llama
* fix conflict
* feature: add some new features for llama engine
* adapt colossalai triton interface
* Change the parent class of llama policy
* add nvtx
* move llama inference code to tensor_parallel
* fix __init__.py
* rm tensor_parallel
* fix: fix bugs in auto_policy.py
* fix:rm some unused codes
* mv colossalai/tpinference to colossalai/inference/tensor_parallel
* change __init__.py
* save change
* fix engine
* Bug fix: Fix hang
* remove llama_infer_engine.py
* bug fix: fix bugs about infer_state.is_context_stage
* remove pollcies
* fix: delete unused code
* fix: delete unused code
* remove unused coda
* fix conflict
---------
Co-authored-by: yuanheng-zhao <jonathan.zhaoyh@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>
* [doc] add colossal inference fig (#4554 )
* create readme
* add readme.md
* fix typos
* upload fig
* [NFC] fix docstring for colossal inference (#4555 )
Fix docstring and comments in kv cache manager and bloom modeling
* fix docstring in llama modeling (#4557 )
* [Infer] check import vllm (#4559 )
* change import vllm
* import apply_rotary_pos_emb
* change import location
* [DOC] add installation req (#4561 )
* add installation req
* fix
* slight change
* remove empty
* [Feature] rms-norm transfer into inference llama.py (#4563 )
* add installation req
* fix
* slight change
* remove empty
* add rmsnorm polciy
* add
* clean codes
* [infer] Fix tp inference engine (#4564 )
* fix engine prepare data
* add engine test
* use bloom for testing
* revise on test
* revise on test
* reset shardformer llama (#4569 )
* [infer] Fix engine - tensors on different devices (#4570 )
* fix diff device in engine
* [codefactor] Feature/colossal inference (#4579 )
* code factors
* remove
* change coding (#4581 )
* [doc] complete README of colossal inference (#4585 )
* complete fig
* Update README.md
* [doc]update readme (#4586 )
* update readme
* Update README.md
* bug fix: fix bus in llama and bloom (#4588 )
* [BUG FIX]Fix test engine in CI and non-vllm kernels llama forward (#4592 )
* fix tests
* clean
* clean
* fix bugs
* add
* fix llama non-vllm kernels bug
* modify
* clean codes
* [Kernel]Rmsnorm fix (#4598 )
* fix tests
* clean
* clean
* fix bugs
* add
* fix llama non-vllm kernels bug
* modify
* clean codes
* add triton rmsnorm
* delete vllm kernel flag
* [Bug Fix]Fix bugs in llama (#4601 )
* fix tests
* clean
* clean
* fix bugs
* add
* fix llama non-vllm kernels bug
* modify
* clean codes
* bug fix: remove rotary_positions_ids
---------
Co-authored-by: cuiqing.li <lixx3527@gmail.com>
* [kernel] Add triton layer norm & replace norm for bloom (#4609 )
* add layernorm for inference
* add test for layernorm kernel
* add bloom layernorm replacement policy
* trivial: path
* [Infer] Bug fix rotary embedding in llama (#4608 )
* fix rotary embedding
* delete print
* fix init seq len bug
* rename pytest
* add benchmark for llama
* refactor codes
* delete useless code
* [bench] Add bloom inference benchmark (#4621 )
* add bloom benchmark
* readme - update benchmark res
* trivial - uncomment for testing (#4622 )
* [Infer] add check triton and cuda version for tests (#4627 )
* fix rotary embedding
* delete print
* fix init seq len bug
* rename pytest
* add benchmark for llama
* refactor codes
* delete useless code
* add check triton and cuda
* Update sharder.py (#4629 )
* [Inference] Hot fix some bugs and typos (#4632 )
* fix
* fix test
* fix conflicts
* [typo]Comments fix (#4633 )
* fallback
* fix commnets
* bug fix: fix some bugs in test_llama and test_bloom (#4635 )
* [Infer] delete benchmark in tests and fix bug for llama and bloom (#4636 )
* fix rotary embedding
* delete print
* fix init seq len bug
* rename pytest
* add benchmark for llama
* refactor codes
* delete useless code
* add check triton and cuda
* delete benchmark and fix infer bugs
* delete benchmark for tests
* delete useless code
* delete bechmark function in utils
* [Fix] Revise TPInferEngine, inference tests and benchmarks (#4642 )
* [Fix] revise TPInferEngine methods and inference tests
* fix llama/bloom infer benchmarks
* fix infer tests
* trivial fix: benchmakrs
* trivial
* trivial: rm print
* modify utils filename for infer ops test (#4657 )
* [Infer] Fix TPInferEngine init & inference tests, benchmarks (#4670 )
* fix engine funcs
* TPInferEngine: receive shard config in init
* benchmarks: revise TPInferEngine init
* benchmarks: remove pytest decorator
* trivial fix
* use small model for tests
* [NFC] use args for infer benchmarks (#4674 )
* revise infer default (#4683 )
* [Fix] optimize/shard model in TPInferEngine init (#4684 )
* remove using orig model in engine
* revise inference tests
* trivial: rename
---------
Co-authored-by: Jianghai <72591262+CjhHa1@users.noreply.github.com>
Co-authored-by: Xu Kai <xukai16@foxmail.com>
Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com>
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
Co-authored-by: yuanheng-zhao <jonathan.zhaoyh@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>
2023-09-12 01:22:56 +08:00
554aa9592e
[legacy] move communication and nn to legacy and refactor logger ( #4671 )
...
* [legacy] move communication to legacy (#4640 )
* [legacy] refactor logger and clean up legacy codes (#4654 )
* [legacy] make logger independent to gpc
* [legacy] make optim independent to registry
* [legacy] move test engine to legacy
* [legacy] move nn to legacy (#4656 )
* [legacy] move nn to legacy
* [checkpointio] fix save hf config
* [test] remove useledd rpc pp test
* [legacy] fix nn init
* [example] skip tutorial hybriad parallel example
* [devops] test doc check
* [devops] test doc check
2023-09-11 16:24:28 +08:00
0b00def881
[example] add llama2 example ( #4527 )
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* [example] transfer llama-1 example
* [example] fit llama-2
* [example] refactor scripts folder
* [example] fit new gemini plugin
* [cli] fix multinode runner
* [example] fit gemini optim checkpoint
* [example] refactor scripts
* [example] update requirements
* [example] update requirements
* [example] rename llama to llama2
* [example] update readme and pretrain script
* [example] refactor scripts
2023-08-28 17:59:11 +08:00
7a3dfd0c64
[shardformer] update shardformer to use flash attention 2 ( #4392 )
...
* cherry-pick flash attention 2
cherry-pick flash attention 2
* [shardformer] update shardformer to use flash attention 2
[shardformer] update shardformer to use flash attention 2, fix
[shardformer] update shardformer to use flash attention 2, fix
[shardformer] update shardformer to use flash attention 2, fix
2023-08-15 23:25:14 +08:00
38b792aab2
[coloattention] fix import error ( #4380 )
...
fixed an import error
2023-08-04 16:28:41 +08:00
25c57b9fb4
[fix] coloattention support flash attention 2 ( #4347 )
...
Improved ColoAttention interface to support flash attention 2. Solved #4322
2023-08-04 13:46:22 +08:00
4b977541a8
[Kernels] added triton-implemented of self attention for colossal-ai ( #4241 )
...
* added softmax kernel
* added qkv_kernel
* added ops
* adding tests
* upload tets
* fix tests
* debugging
* debugging tests
* debugging
* added
* fixed errors
* added softmax kernel
* clean codes
* added tests
* update tests
* update tests
* added attention
* add
* fixed pytest checking
* add cuda check
* fix cuda version
* fix typo
2023-07-18 23:53:38 +08:00
8abc87798f
fix Tensor is not defined ( #4129 )
2023-07-03 17:10:18 +08:00
ae02d4e4f7
[bf16] add bf16 support ( #3882 )
...
* [bf16] add bf16 support for fused adam (#3844 )
* [bf16] fused adam kernel support bf16
* [test] update fused adam kernel test
* [test] update fused adam test
* [bf16] cpu adam and hybrid adam optimizers support bf16 (#3860 )
* [bf16] implement mixed precision mixin and add bf16 support for low level zero (#3869 )
* [bf16] add mixed precision mixin
* [bf16] low level zero optim support bf16
* [text] update low level zero test
* [text] fix low level zero grad acc test
* [bf16] add bf16 support for gemini (#3872 )
* [bf16] gemini support bf16
* [test] update gemini bf16 test
* [doc] update gemini docstring
* [bf16] add bf16 support for plugins (#3877 )
* [bf16] add bf16 support for legacy zero (#3879 )
* [zero] init context support bf16
* [zero] legacy zero support bf16
* [test] add zero bf16 test
* [doc] add bf16 related docstring for legacy zero
2023-06-05 15:58:31 +08:00
70c8cdecf4
[nfc] fix typo colossalai/cli fx kernel ( #3847 )
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* fix typo colossalai/autochunk auto_parallel amp
* fix typo colossalai/auto_parallel nn utils etc.
* fix typo colossalai/auto_parallel autochunk fx/passes etc.
* fix typo docs/
* change placememt_policy to placement_policy in docs/ and examples/
* fix typo colossalai/ applications/
* fix typo colossalai/cli fx kernel
2023-06-02 15:02:45 +08:00
b9a8dff7e5
[doc] Fix typo under colossalai and doc( #3618 )
...
* Fixed several spelling errors under colossalai
* Fix the spelling error in colossalai and docs directory
* Cautious Changed the spelling error under the example folder
* Update runtime_preparation_pass.py
revert autograft to autograd
* Update search_chunk.py
utile to until
* Update check_installation.py
change misteach to mismatch in line 91
* Update 1D_tensor_parallel.md
revert to perceptron
* Update 2D_tensor_parallel.md
revert to perceptron in line 73
* Update 2p5D_tensor_parallel.md
revert to perceptron in line 71
* Update 3D_tensor_parallel.md
revert to perceptron in line 80
* Update README.md
revert to resnet in line 42
* Update reorder_graph.py
revert to indice in line 7
* Update p2p.py
revert to megatron in line 94
* Update initialize.py
revert to torchrun in line 198
* Update routers.py
change to detailed in line 63
* Update routers.py
change to detailed in line 146
* Update README.md
revert random number in line 402
2023-04-26 11:38:43 +08:00
7bc0afc901
updated flash attention usage
2023-03-20 17:57:04 +08:00
95a36eae63
[kernel] added kernel loader to softmax autograd function ( #3093 )
...
* [kernel] added kernel loader to softmax autograd function
* [release] v0.2.6
2023-03-10 14:27:09 +08:00
823f3b9cf4
[doc] add deepspeed citation and copyright ( #2996 )
...
* [doc] add deepspeed citation and copyright
* [doc] add deepspeed citation and copyright
* [doc] add deepspeed citation and copyright
2023-03-04 20:08:11 +08:00
090f14fd6b
[misc] add reference ( #2930 )
...
* [misc] add reference
* [misc] add license
2023-02-28 18:07:24 +08:00
918bc94b6b
[triton] added copyright information for flash attention ( #2835 )
...
* [triton] added copyright information for flash attention
* polish code
2023-02-21 11:25:57 +08:00
dd14783f75
[kernel] fixed repeated loading of kernels ( #2549 )
...
* [kernel] fixed repeated loading of kernels
* polish code
* polish code
2023-02-03 09:47:13 +08:00
8b7495dd54
[example] integrate seq-parallel tutorial with CI ( #2463 )
2023-01-13 14:40:05 +08:00
69d9180c4b
[hotfix] issue #2388
2023-01-07 18:23:02 +08:00
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
db6eea3583
[builder] reconfig op_builder for pypi install ( #2314 )
2023-01-04 16:32:32 +08:00
16cc8e6aa7
[builder] MOE builder ( #2277 )
2023-01-03 20:29:39 +08:00
85178a397a
[hotfix] fix error for torch 2.0 ( #2243 )
2022-12-30 23:11:55 +08:00
db4cbdc7fb
[builder] builder for scaled_upper_triang_masked_softmax ( #2234 )
2022-12-30 09:58:00 +08:00
54de05da5d
[builder] polish builder with better base class ( #2216 )
...
* [builder] polish builder
* remove print
2022-12-28 19:45:49 +08:00
7675792100
[builder] raise Error when CUDA_HOME is not set ( #2213 )
2022-12-28 16:07:08 +08:00
1cb532ffec
[builder] multihead attn runtime building ( #2203 )
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* [hotfix] correcnt cpu_optim runtime compilation
* [builder] multihead attn
* fix bug
* fix a bug
2022-12-27 16:06:09 +08:00
5682e6d346
[hotfix] correcnt cpu_optim runtime compilation ( #2197 )
2022-12-26 16:45:14 +08:00
355ffb386e
[builder] unified cpu_optim fused_optim inferface ( #2190 )
2022-12-23 20:57:41 +08:00
bc0e271e71
[buider] use builder() for cpu adam and fused optim in setup.py ( #2187 )
2022-12-23 16:05:13 +08:00
d42afd30f8
[builder] runtime adam and fused_optim builder ( #2184 )
2022-12-23 14:14:21 +08:00
077a66dd81
updated attention kernel ( #2133 )
2022-12-16 10:54:03 +08:00
e7d3afc9cc
[optimizer] add div_scale for optimizers ( #2117 )
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* [optimizer] add div_scale for optimizers
* [zero] use div_scale in zero optimizer
* fix testing error
2022-12-12 17:58:57 +08:00
f8a7148dec
[kernel] move all symlinks of kernel to `colossalai._C` ( #1971 )
2022-11-17 13:42:33 +08:00
6877121377
updated flash attention api
2022-11-15 15:25:39 +08:00
4268ae017b
[kernel] added jit warmup ( #1792 )
2022-11-08 16:22:23 +08:00
e0da01ea71
[hotfix] fix build error when torch version >= 1.13 ( #1803 )
2022-11-08 09:40:24 +08:00
9639ea88fc
[kernel] more flexible flashatt interface ( #1804 )
2022-11-07 17:02:09 +08:00
501a9e9cd2
[hotfix] polish flash attention ( #1802 )
2022-11-07 14:30:22 +08:00
c248800359
[kernel] skip tests of flash_attn and triton when they are not available ( #1798 )
2022-11-07 13:41:13 +08:00
25952b67d7
[feat] add flash attention ( #1762 )
2022-10-26 16:15:52 +08:00
12b4887097
[hotfix] fix CPUAdam kernel nullptr ( #1410 )
2022-08-05 19:45:45 +08:00
7696cead8d
Recover kernal files
2022-07-13 12:08:21 +08:00
87f679aeae
[NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/kernels.h code style ( #1291 )
2022-07-13 12:08:21 +08:00
d6f5ef8860
[NFC] polish colossalai/kernel/cuda_native/csrc/kernels/transform_kernels.cu code style ( #1286 )
2022-07-13 12:08:21 +08:00
5f6ab35d25
Hotfix/format ( #1274 )
...
* [NFC] Polish colossalai/kernel/cuda_native/csrc/multi_tensor_lamb.cu code style. (#937 )
* [NFC] polish colossalai/kernel/cuda_native/csrc/kernels/include/cuda_util.h code style
* [NFC] polish colossalai/kernel/cuda_native/csrc/scaled_masked_softmax.cpp code style
Co-authored-by: BoxiangW <45734921+BoxiangW@users.noreply.github.com>
2022-07-13 12:08:21 +08:00
c95e18cdb9
[NFC] polish colossalai/kernel/cuda_native/csrc/scaled_upper_triang_masked_softmax.h code style ( #1270 )
2022-07-13 12:08:21 +08:00
db13f96333
[NFC] polish colossalai/kernel/cuda_native/csrc/multi_tensor_apply.cuh code style ( #1264 )
2022-07-13 12:08:21 +08:00
5d7366b144
[NFC] polish colossalai/kernel/cuda_native/csrc/scaled_masked_softmax.h code style ( #1263 )
2022-07-13 12:08:21 +08:00
Yuanheng Zhao