onnxruntime/docs
pengwa ccf3b2054b
Allow layer-wise recompute (#18566)
### Allow layer-wise recompute 

Early, we need users/developers to specify the subgraphs to recompute,
now we introduced a more user-friendly way to enable recompute for all
detected stashed activation recomputation subgraphs. This scarifies
getting the best configs while makes it easier to support user
requirements when they switches from PyTorch per-layer gradient
checkpoint to ORTModule.

`ORTMODULE_MEMORY_OPT_LEVEL` is introduced to control the usage, by
default, it is 0, e.g. `USER_SPECIFIED`, all subgraphs definedin
`ORTMODULE_MEMORY_OPT_CONFIG` will be recomputed. So this is compatible
to existing recompute usage in ORTModule integrated models.

Using `ORTMODULE_MEMORY_OPT_LEVEL=1`, we will enable all recompute plans
detected, so those configs in `ORTMODULE_MEMORY_OPT_CONFIG` will not be
respected any more.


Add Unit Tests using 3 layer blooms. 



https://github.com/microsoft/onnxruntime/blob/pengwa/add_aggresive_recompute/docs/Memory_Optimizer.md
2023-12-12 08:44:05 +08:00
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c_cxx Remove extraneous javascript includes (#17558) 2023-09-14 20:43:24 -07:00
execution_providers/images
images
python Extend API page on the python documentation (#18762) 2023-12-09 15:33:57 -08:00
ABI_Dev_Notes.md Fix a typo in ABI_Dev_Notes.md (#17832) 2023-10-09 07:51:34 -07:00
Android_testing.md
C_API_Guidelines.md
cmake_guideline.md
Coding_Conventions_and_Standards.md [docs] Specify Objective-C max line length. (#16503) 2023-06-28 16:58:23 -07:00
ContribOperators.md [QNN EP] Fix a bug that can't create context binary if the model has inputs/outputs with different data type (#18722) 2023-12-06 13:07:09 -08:00
FAQ.md [Technical docs] Fixed a couple of old links in FAQ.md (#17415) 2023-09-26 13:38:24 -07:00
How_To_Update_ONNX_Dev_Notes.md Remove exclusions for ONNX model tests that now pass. (#14337) 2023-01-24 08:04:27 +10:00
Memory_Optimizer.md Allow layer-wise recompute (#18566) 2023-12-12 08:44:05 +08:00
Model_Test.md
NotesOnThreading.md
ONNX_Runtime_Server_Usage.md
onnxruntime_dependencies.dot
onnxruntime_dependencies.png
onnxruntime_extensions.md Remove the extensions submodule (#17097) 2023-08-14 10:16:33 -07:00
OperatorKernels.md Add float16 type support to SplitToSequence and make code type independent (#18594) 2023-11-29 10:44:59 -08:00
ORT_Format_Update_in_1.13.md Update ORT format v5 change docs to cover limited backwards compatibility in 1.14. (#14413) 2023-01-25 08:23:12 -08:00
ORT_Use_Trtion_Kernel.md [ROCm] Add ROCm Triton TunableOp for GroupNorm (#16196) 2023-07-11 13:55:30 +08:00
ORTMobilePackageOperatorTypeSupport.md
ORTModule_Convergence_Notes.md Introduce ZeROOffloadSubscriber for ORTModule (#17006) 2023-08-25 00:15:22 +08:00
ORTModule_ModuleWithLoss_Wrapper.md add steps to write modulewithloss wrapper (#16486) 2023-07-11 09:07:35 +08:00
ORTModule_PythonOp_Notes.md Add document for PythonOp (#17888) 2023-10-12 08:36:22 +08:00
ORTModule_Training_Guidelines.md Allow layer-wise recompute (#18566) 2023-12-12 08:44:05 +08:00
PR_Guidelines.md
Privacy.md
Python_Dev_Notes.md
Reduced_Operator_Kernel_build.md
ReleaseManagement.md
Roadmap.md
Server.md
TVM_EP.md Fix: update hyperlinks to the Jupyter notebooks (#16145) 2023-08-21 09:53:05 -07:00
Versioning.md
WinML_principles.md