Commit Graph

23 Commits (48d33b1b1753f19361e7e54a68a7ac5999dc02e4)

Author SHA1 Message Date
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
2023-01-03 11:38:48 +08:00
YuliangLiu0306 16335cb537
[hotfix] fix aten default bug (#2158) 2022-12-20 22:40:46 +08:00
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.
2022-11-23 10:55:46 +08:00
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
2022-11-04 10:55:09 +08:00
Super Daniel e8a9bebc87
[autoparallel] refactor and add rotorc. (#1789)
* [autoparallel] refactor and add rotorc.

* [autoparallel] refactor and add rotorc.
2022-11-03 12:32:51 +08:00
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.
2022-11-01 10:43:15 +08:00
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.
2022-10-26 14:24:41 +08:00
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.
2022-10-19 14:24:51 +08:00
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.
2022-10-18 10:44:23 +08:00
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.
2022-10-11 11:03:35 +08:00
Boyuan Yao d8420f81a4
[hotfix] fix wrong type name in profiler (#1678) 2022-10-05 21:59:05 +08:00
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
2022-10-04 16:48:24 +08:00
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.
2022-09-27 10:26:52 +08:00
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
2022-09-23 10:59:47 +08:00
Super Daniel cd5cf2bcc9
[fx/tuning] tune performance on rotor with meta info. (#1599) 2022-09-15 14:46:36 +08:00
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.
2022-09-14 14:27:04 +08:00
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.
2022-09-14 09:36:43 +08:00
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.
2022-09-07 11:21:04 +08:00
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.
2022-09-05 12:10:09 +08:00
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.
2022-09-01 15:31:21 +08:00
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.
2022-08-31 16:30:16 +08:00
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.
2022-08-25 23:11:13 +08:00
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.
2022-08-24 16:22:44 +08:00