GitLab

* [fx] Add common node into linearize

* [fx] Add common node to solver

* [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.

* [fx] modify solver linearize and add test

* [fx] add torch11 test of linearize but skip it

* [fx] remove some unused imports

* [fx] add test for meta tensor.

* [fx] add test for meta tensor.

* [fx] add test for meta tensor.

* [fx] add test for meta tensor.

* [fx] fix error.

[pipeline/pipleline_process_group] finish PipelineProcessGroup to manage local abd global rank in TP,DP and PP (#1508)

* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [pipeline/rpc] implement a demo for PP with cuda rpc framework

* [pipeline/rpc] support interleaving | fix checkpoint bug | change logic when dispatch data in work_list to ensure steady 1F1B

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/pipleline_process_group] finish PipelineProcessGroup to manage local abd global rank in TP,DP and PP

* [pipeline/pipleline_process_group] remove comment

* [pipeline/pipleline_process_group] remove comment

* [pipeline/pipleline_process_group] skip process group test

* [pipeline/pipleline_process_group] remove test named function

* [hotfix] avoid conflict of meta registry with torch 1.13.0.

* [hotfix] avoid conflict of meta registry with torch 1.13.0.

* [fx] fix wrong variable name in solver rotor

* [fx] fix wrong variable name in solver rotor

* [fx] fix the discretize bug

* [fx] fix the first op in activation checkpoint codegen

* [fx] fix some bugs of ckpt solver

* [fx] modify test_ckpt_torchvision

* [fx] set sequence to __sequence__ attr of GraphModule

* [fx] docstring modification

* [fx] remove performance test

Co-authored-by: github-actions <github-actions@github.com>

* [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.

* [autoparellel]add strategies constructor

* remove duplicated strategies

* polish code

* adapt cost graph with StrategiesConstructor

* polish

* [autoparallel] added liveness analysis

* remove memory cost

Co-authored-by: github-actions <github-actions@github.com>

Co-authored-by: github-actions <github-actions@github.com>

* [fx] fix wrong variable name in solver rotor

* [fx] fix wrong variable name in solver rotor

* code modification

* [fx] fix the discretize bug

* [fx] fix wrong variable name in solver rotor

* [fx] fix wrong variable name in solver rotor

* code modification

* support p2p communication with any type of object | pass test

* reconstruct pipeline schedule with p2p_v2.py(support communication with List[Any]) | pass test

* [engin/schedule] use p2p_v2 to recontruct pipeline_schedule

* [pipeline/rpc] implement a demo for PP with cuda rpc framework

* [pipeline/rpc] support interleaving | fix checkpoint bug | change logic when dispatch data in work_list to ensure steady 1F1B

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] implement distributed optimizer | test with assert_close

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [pipeline/rpc] update outstanding mechanism | optimize dispatching strategy

* [fx] fix defining ckpt functions inside forward

* [fx] Modify activation checkpoint codegen and add ColoGraphModule

* [fx] some modification

* some modifications

* some modifications

* some modifications

* some modifications

* some code modifications

* [automatic_parallel] ckpt solver rotor

* [fx] add ckpt_solver_rotor

* [fx] modification

* code refactor

* code refactor

* [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.

* [autoparallel] add cost graph class

* polish code