ColossalAI

Commit Graph

Author	SHA1	Message	Date
Hongxin Liu	079bf3cb26	[misc] update pre-commit and run all files (#4752 ) * [misc] update pre-commit * [misc] run pre-commit * [misc] remove useless configuration files * [misc] ignore cuda for clang-format	1 year 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	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
Super Daniel	cd5cf2bcc9	[fx/tuning] tune performance on rotor with meta info. (#1599 )	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	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

11 Commits (725fbd2ed067f9c58ac04670377d3e6f2a96fe00)