ColossalAI

Commit Graph

Author	SHA1	Message	Date
Super Daniel	fff98f06ed	[analyzer] a minimal implementation of static graph analyzer (#2852 ) * [hotfix] meta tensor default device. * [siu] add experimental submodules to main branch. * [siu] * [siu] * [analyzer] init. * [analyzer] readme. * [analyzer] readme. * [analyzer] readme. * [analyzer] readme. * [test] add test. * Update symbolic_trace.py * mark skip tests. * try except. * try except. * try except. * s * init * init * fix * skip * skip --------- Co-authored-by: Daniel Shao <superdainiu@MININT-PVARVID.fareast.corp.microsoft.com> Co-authored-by: Daniel Shao <superdainiu@Daniels-Mac.local>	2 years ago
Xuanlei Zhao	10c61de2f7	[autochunk] support vit (#3084 ) support vit for autochunk * support some new ops for vit * fix some bugs * add test for vit	2 years ago
ver217	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	2 years ago
Boyuan Yao	90a9fdd91d	[autoparallel] Patch meta information of `torch.matmul` (#2584 ) * [autoparallel] matmul metainfo * [auto_parallel] remove unused print * [tests] skip test_matmul_handler when torch version is lower than 1.12.0	2 years ago
oahzxl	fa3d66feb9	support unet metainfo prop (#2544 )	2 years ago
Super Daniel	c198c7c0b0	[hotfix] meta tensor default device. (#2510 )	2 years ago
Super Daniel	35c0c0006e	[utils] lazy init. (#2148 ) * [utils] lazy init. * [utils] remove description. * [utils] complete. * [utils] finalize. * [utils] fix names.	2 years ago
oahzxl	4953b4ace1	[autochunk] support evoformer tracer (#2485 ) support full evoformer tracer, which is a main module of alphafold. previously we just support a simplifed version of it. 1. support some evoformer's op in fx 2. support evoformer test 3. add repos for test code	2 years ago
Boyuan Yao	5c2ef9fc76	[autoparallel] modify comm nodes' memory cost in construct chain (#2263 ) * [autoparallel] align the data_ptr with the old version of auto activation checkpoint pipeline * [autoparallel] using fwd_time and bwd_time instead of fwd_flop and bwd_flop * [autoparallel] specifycomm nodes' memory cost in construct chain	2 years ago
YuliangLiu0306	16335cb537	[hotfix] fix aten default bug (#2158 )	2 years ago
Super Daniel	2edbef13cc	[fx] add more meta_registry for MetaTensor execution. (#2000 ) * [sc] add examples for auto checkpoint. * merge upstream * [fx] add more meta_registry for MetaTensor execution.	2 years ago
Boyuan Yao	05ce3d369f	[fx] Add linear metainfo class for auto parallel (#1783 ) * [fx] metainfo class for auto parallel * [fx] add unit test for linear metainfo * [fx] fix bwd param for linear * [fx] modify unit test * [fx] modify unit test * [fx] modify import * [fx] modify import * [fx] modify import * [fx] move meta profiler to auto parallel	2 years ago
Super Daniel	e8a9bebc87	[autoparallel] refactor and add rotorc. (#1789 ) * [autoparallel] refactor and add rotorc. * [autoparallel] refactor and add rotorc.	2 years ago
Super Daniel	1e88811c7a	[autoparallel] move ckpt solvers to autoparallel folder / refactor code (#1764 ) * [autoparallel] first move. * [autoparallel] add solver rotor. * [autoparallel] add ckpt solvers. * [autoparallel] modify codegen. * [fx] fix annotation in test. * [fx] remove check. * [autoparallel] polish docstring. * [fx] refactor MetaTensor.	2 years ago
Super Daniel	0584654c79	[fx] refactor memory utils and extend shard utils. (#1754 ) * [fx] change memory.py to memory_utils.py. * [fx] add shard utils. * [fx] fix import. * [fx] check code style. * [fx] add comment. * [autoparallel] first move. * [fx] add time computations.	2 years ago
Super Daniel	30874f1692	[fx/profiler] debug the fx.profiler / add an example test script for fx.profiler (#1730 ) * [fx/profiler] add test. * [fx] fix file names. * [fx] add docstring and comment. * [fx] polish profiler.py. * [fx] fix import errors. * [fx] fix profiler. * [fx] fix names.	2 years ago
Super Daniel	393f594051	[fx/meta/rpc] move _meta_registration.py to fx folder / register fx functions with compatibility checks / remove color debug (#1710 ) * [fx] move meta registration * [fx] fix tests. * [fx] fix test. * [fx] fix. * [meta] refactor meta registration.py. * [fx] add compatibility descriptions. * [fx] polish import. * [fx] add a decorator. * [fx] fix tests. * [fx] remove print. * [fx] edit raise error. * [fx] edit raise error. * [fx] add type hint. * [fx] fix import in experimental. * [rpc] remove color debug. * [meta] fix naming.	2 years ago
Super Daniel	3dd6994427	[fx/profiler] assigned UUID to each unrecorded tensor/ improved performance on GPT-2 (#1679 ) * [fx/profiler] modify data_ptr into uuid for all tensors. * [fx] modify uuid. * [fx/profiler] tune performance on GPT-2. * [fx] updates. * [fx] debug. * [fx] debug. * [fx] cuda.	2 years ago
Boyuan Yao	d8420f81a4	[hotfix] fix wrong type name in profiler (#1678 )	2 years ago
Boyuan Yao	132b4306b7	[fx] Add concrete info prop (#1677 ) * [fx] concreteinfoprop * [fx] add concreteinfoprop * [fx] modify docstring of ConcreteInfoProp * [fx] fix device error * [fx] modify parameter calculation * [fx] modify parameters calculation	2 years ago
Super Daniel	6135e178b3	[fx] refactor code for profiler / enable fake tensor movement. (#1646 ) * [fx/profiling] provide summary for MetaInfoProp. * [fx/profiler] provide a table of summary. * [fx/profiler] provide a table of summary. * [fx/profiler] provide a table of summary. * [fx/profiler] provide a table of summary. * [fx] optimize table repr. * [fx] optimize table repr. * [fx] refactor code for profiler. * [fx] add docstring. * [fx] add docstring. * [fx] skip test. * [fx] redo. * [fx] redo. * [fx] fix import error for torch11. * [fx] fix import error for torch11.	2 years ago
Super Daniel	d967779a32	[fx/profiler] tuned the calculation of memory estimation (#1619 ) * [fx] tuned the meta info and rotor solver. * [fx] remove import. * [fx] remove import. * [fx] remove import. * [fx] tune the meta calculations. * [fx] polish comments. * [fx] remove assertions. * [fx] modify test cases. * [fx] modify test cases. * [fx] optimize import. * [fx	2 years ago
Super Daniel	cd5cf2bcc9	[fx/tuning] tune performance on rotor with meta info. (#1599 )	2 years ago
Super Daniel	c8e9b2ad78	[hotfix/rotor] fix variable names (#1597 ) * [fx] add some comment and docstrings. * [fx] add dataflow analysis for an autograd graph. * add intepretation for graph analysis. * [fx] before doing save_tensor_hooks. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] a very accurate version on GPT-2. * [fx] refactor code. * [fx] remove redundant inplace=True. * [fx] refactor code. * [fx] refactor code. * [fx] refactor code. * [fx] dive into backward memory. * [fx] fix variable names in ckpt_solvers and unskip tests. * [fx] commit my changes. * [fx] restore skips. * [fx] restore skips. * [fx] chaange stage into phase. * [fx] chaange stage into phase. * [fx] chaange stage into phase.	2 years ago
Super Daniel	5c494d4540	[fx] provide an accurate estimation of memory. (#1587 ) * [fx] add some comment and docstrings. * [fx] add dataflow analysis for an autograd graph. * add intepretation for graph analysis. * [fx] before doing save_tensor_hooks. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] a very accurate version on GPT-2. * [fx] refactor code. * [fx] remove redundant inplace=True. * [fx] refactor code. * [fx] refactor code. * [fx] refactor code. * [fx] dive into backward memory.	2 years ago
Super Daniel	4f59693207	[fx] provide a stable but not accurate enough version of profiler. (#1547 ) * [fx] compute memory stat and flop count for MetaInfoProp. * [fx] modify node attribute. * [fx] modify ckpt_chen. * [fx] fix compatibility. * [fx] fix import error. * [fx] skip test for MetaInfoProp. * [fx] skip test for MetaInfoProp. * [fx] skip test for MetaInfoProp. * [fx] skip test for MetaInfoProp. * [fx] skip if torch 1.11.0. * [fx] recover MetaInfoProp support for PyTorch 1.11. * [fx] provide a stable but not accurate enough version of profiler. * [fx] provide a stable but not accurate enough version of profiler. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix compatibility in tests. * [fx] fix import error.	2 years ago
Super Daniel	70129603aa	[fx] support meta tracing for aten level computation graphs like functorch. (#1536 ) * [fx] support meta tracing for aten level computation graphs like functorch. * [fx] support meta tracing for aten level computation graphs like functorch. * [fx] remove redundant import. * [fx] add docstring.	2 years ago
Super Daniel	112a1f0a8f	[hotfix] avoid conflict of meta registry with torch 1.13.0. (#1530 ) * [hotfix] avoid conflict of meta registry with torch 1.13.0. * [hotfix] avoid conflict of meta registry with torch 1.13.0.	2 years ago
Super Daniel	5cc849f6ce	[fx] hack __torch_dispatch__ for meta tensor and autograd. (#1515 ) * [fx] hack __torch_dispatch__ for meta tensor and autograd. * [fx] hack __torch_dispatch__ for meta tensor and autograd. * [fx] hack __torch_dispatch__ for meta tensor and autograd. * [fx] hack __torch_dispatch__ for meta tensor and autograd. * [fx] hack __torch_dispatch__ for meta tensor and autograd. * [fx] add bad case detections. * [fx] add bad case detections. * [fx] rename MetaTensor attributes. * [fx] fix unexpected error. * [fx] fix unexpected error. * [fx] fix unexpected error. * [fx] fix unexpected error. * [fx] fix unexpected error. * [fx] add register backward for native_batch_norm_backward. * [fx] add more meta backend support for nn.Modules. * [fx] add meta backend to support timm and torchvision models. * [fx] add meta hardswish for timm models.	2 years ago
Super Daniel	09c023bee2	[fx] add more op patches for profiler and error message for unsupported ops. (#1495 ) * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] merge development into main (#1) * [fx] activation checkpointing using Chen strategies. * [fx] add test for ckpt_solver_chen * [fx] add vanilla activation checkpoint search with test on resnet and densenet * [fx] add a namespace code for solver_chen. * [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174. * [fx] fix lowercase naming conventions. * [fx] simplify test for ckpt. * [fx] add rules to linearize computation graphs for searching. (#2) * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] merge development into main (#1) * [fx] activation checkpointing using Chen strategies. * [fx] add test for ckpt_solver_chen * [fx] add vanilla activation checkpoint search with test on resnet and densenet * [fx] add a namespace code for solver_chen. * [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174. * [fx] fix lowercase naming conventions. * [fx] simplify test for ckpt. * [fx] fix test and algorithm bugs in activation checkpointing. * [fx] polish ckpt_test. * [fx] add rules to linearize computation graphs for searching. * [fx] remove chen_sqrt for sake of simplicity * [fx] remove chen_sqrt for sake of simplicity * [fx] remove chen_sqrt for sake of simplicity * [fx] remove chen_sqrt for sake of simplicity * [fx] fix inconsistencies. * [fx] fix MetaInfoProp. * [fx] fix MetaInfoProp. * [fx] consider MetaInfoProp for inplace operands. * [fx] consider MetaInfoProp for inplace operands. * [fx] consider MetaInfoProp for inplace operands. * [fx] consider MetaInfoProp for inplace operands. * [fx] consider MetaInfoProp for inplace operands. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] fix error in tests. * [fx] unfix bug. * [fx] unfix bug. * [fx] patch more modules and functions. * [fx] change name of utils.py to profiler.py * [fx] add profiler for rnn. * [fx] add profiler for rnn. * [fx] polish and add more patch for profiler. * [fx] polish and add more patch for profiler.	2 years ago
Super Daniel	32efe8e740	[fx] add profiler for fx nodes. (#1480 ) * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] merge development into main (#1) * [fx] activation checkpointing using Chen strategies. * [fx] add test for ckpt_solver_chen * [fx] add vanilla activation checkpoint search with test on resnet and densenet * [fx] add a namespace code for solver_chen. * [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174. * [fx] fix lowercase naming conventions. * [fx] simplify test for ckpt. * [fx] add rules to linearize computation graphs for searching. (#2) * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages * [fx] merge development into main (#1) * [fx] activation checkpointing using Chen strategies. * [fx] add test for ckpt_solver_chen * [fx] add vanilla activation checkpoint search with test on resnet and densenet * [fx] add a namespace code for solver_chen. * [fx] fix the false interpretation of algorithm 3 in https://arxiv.org/abs/1604.06174. * [fx] fix lowercase naming conventions. * [fx] simplify test for ckpt. * [fx] fix test and algorithm bugs in activation checkpointing. * [fx] polish ckpt_test. * [fx] add rules to linearize computation graphs for searching. * [fx] remove chen_sqrt for sake of simplicity * [fx] remove chen_sqrt for sake of simplicity * [fx] remove chen_sqrt for sake of simplicity * [fx] remove chen_sqrt for sake of simplicity * [fx] fix inconsistencies. * [fx] fix MetaInfoProp. * [fx] fix MetaInfoProp. * [fx] consider MetaInfoProp for inplace operands. * [fx] consider MetaInfoProp for inplace operands. * [fx] consider MetaInfoProp for inplace operands. * [fx] consider MetaInfoProp for inplace operands. * [fx] consider MetaInfoProp for inplace operands. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] add profiler for fx nodes. * [fx] fix error in tests. * [fx] unfix bug. * [fx] unfix bug.	2 years ago

31 Commits (052b03e83f30f46a43f87e2c9739ab04f56b6460)