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Feat/eager tensor to graph out and inplace #7254

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merged 21 commits into from
Jan 17, 2022

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@strint strint commented Jan 13, 2022

Support eager tensor in nn.Graph's

  • output
  • inplace out to output

Refine auto test of nn.Graph

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CI failed when running job: cuda-legacy-benchmark-experimental. PR label automerge has been removed

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Speed stats:
GPU Name: GeForce GTX 1080 

OneFlow resnet50 time: 136.9ms (= 13687.0ms / 100, input_shape=[16, 3, 224, 224])
PyTorch resnet50 time: 137.7ms (= 13771.2ms / 100, input_shape=[16, 3, 224, 224])
✔️ Relative speed: 1.01 (= 137.7ms / 136.9ms)

OneFlow resnet50 time: 78.7ms (= 7867.0ms / 100, input_shape=[8, 3, 224, 224])
PyTorch resnet50 time: 82.5ms (= 8252.4ms / 100, input_shape=[8, 3, 224, 224])
✔️ Relative speed: 1.05 (= 82.5ms / 78.7ms)

OneFlow resnet50 time: 52.9ms (= 10588.2ms / 200, input_shape=[4, 3, 224, 224])
PyTorch resnet50 time: 56.9ms (= 11388.4ms / 200, input_shape=[4, 3, 224, 224])
✔️ Relative speed: 1.08 (= 56.9ms / 52.9ms)

OneFlow resnet50 time: 43.3ms (= 8660.3ms / 200, input_shape=[2, 3, 224, 224])
PyTorch resnet50 time: 46.8ms (= 9369.5ms / 200, input_shape=[2, 3, 224, 224])
✔️ Relative speed: 1.08 (= 46.8ms / 43.3ms)

OneFlow resnet50 time: 40.4ms (= 8081.3ms / 200, input_shape=[1, 3, 224, 224])
PyTorch resnet50 time: 38.1ms (= 7628.0ms / 200, input_shape=[1, 3, 224, 224])
✔️ Relative speed: 0.94 (= 38.1ms / 40.4ms)

OneFlow resnet50 time: 150.6ms (= 15064.6ms / 100, input_shape=[16, 3, 224, 224], ddp, world size=2)
PyTorch resnet50 time: 157.2ms (= 15724.0ms / 100, input_shape=[16, 3, 224, 224], ddp, world size=2)
✔️ Relative speed: 1.04 (= 157.2ms / 150.6ms)

OneFlow resnet50 time: 96.0ms (= 9603.3ms / 100, input_shape=[8, 3, 224, 224], ddp, world size=2)
PyTorch resnet50 time: 99.7ms (= 9973.2ms / 100, input_shape=[8, 3, 224, 224], ddp, world size=2)
✔️ Relative speed: 1.04 (= 99.7ms / 96.0ms)

OneFlow resnet50 time: 71.4ms (= 14288.3ms / 200, input_shape=[4, 3, 224, 224], ddp, world size=2)
PyTorch resnet50 time: 73.9ms (= 14777.3ms / 200, input_shape=[4, 3, 224, 224], ddp, world size=2)
✔️ Relative speed: 1.03 (= 73.9ms / 71.4ms)

OneFlow resnet50 time: 64.5ms (= 12895.1ms / 200, input_shape=[2, 3, 224, 224], ddp, world size=2)
PyTorch resnet50 time: 62.3ms (= 12452.5ms / 200, input_shape=[2, 3, 224, 224], ddp, world size=2)
✔️ Relative speed: 0.97 (= 62.3ms / 64.5ms)

OneFlow resnet50 time: 57.6ms (= 11526.4ms / 200, input_shape=[1, 3, 224, 224], ddp, world size=2)
PyTorch resnet50 time: 60.6ms (= 12120.7ms / 200, input_shape=[1, 3, 224, 224], ddp, world size=2)
✔️ Relative speed: 1.05 (= 60.6ms / 57.6ms)

@oneflow-ci-bot oneflow-ci-bot requested review from oneflow-ci-bot and removed request for oneflow-ci-bot January 17, 2022 12:55
@oneflow-ci-bot oneflow-ci-bot merged commit 4ed6784 into master Jan 17, 2022
@oneflow-ci-bot oneflow-ci-bot deleted the feat/eager_tensor_to_graph_out_and_inplace branch January 17, 2022 15:43
wyg1997 added a commit that referenced this pull request Mar 7, 2022
* add ddp return type (#7232)

* add dpp return type

* add comment

* auto format by CI

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* Parameter support both inplace op and setter (#7249)

* feat(Parameter): Parameter support both inplace op and setter

* feat(Tensor): tensor support data's getter interface

* test(Parameter): add getter test

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* fix(*): fix sbp filter function bug (#7229)

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* refine (#7240)

* Eager boxing status (#7150)

* add eager boxing status

* refine MakeBoxingInterpreterStatus

* add blank line

* del EagerBoxingCall

* refine BoxingInterpreterStatus

* refine BoxingInterpreterStatus

* add eager boxing log

* minor fix

* minor fix

* revert removed file

* add indent arg

* rename indent to prefix

* solve comment

* refine eager_boxing_logger

* use Global<const EagerBoxingLogger>

* minor fix

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* fix empty bug (#7239)

* fix empty bug

* simplify empty

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* fix empty debug str of hob primitive (#7245)

* fix empty debug str of hob primitive

Signed-off-by: daquexian <daquexian566@gmail.com>

* fix 'OF_PP_STRINGIZE(op)'

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* Add VSCode dev container (#7233)

* add dev container

* use oneflow/devcontainer

* add settings for new lines and trailing ws

* refine docs

* add eol setting to config

* Add '"--gpus", "all"' if running a CUDA image

* set BUILD_HWLOC off in fast cmake init cache

* Skip send and recv if dst and src are same. (#7255)

* Maxpool op nhwc (#7214)

* maxpool2d_support_nhwc

* refine

* add test case

* format

* refine

* refine

* fix comments

* Implement consistent tensor detach (#7265)

* Feat/zero optimization in nn.Graph (#7165)

* debug

* modify graph.py

* fix bug about graph debug interface

* Fix nn graph variable bind (#6895)

* fix(AutoParallel): nn.Graph support auto_parallel change sbp

* fix(AutoParallel): use tensor.set_data interface and add print sbp info

* add comment

* hack check

* add test

* refine test

* refine test

* refine code

* add and refine zero

* fix test

* refine code

* rm debug log

* refine min size set

* add note

* debug zero

* fix cudnn config

* refine test doc

* add comment of check

* eager mode in graph pass

* format

* rebuid parameter according to sbp in synced plan

* auto format by CI

* fix code check

* fix test

* try init session at graph init

* refine and revert session init

* rm useless code

* add back print of sys conf

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* fix linspace limit bug (#7236)

* fix linspace limit bug

* auto format by CI

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* replace throw by OF_UNIMPLEMENTED or UNIMPLEMENTED, refine error message, replace CHECK by CHECK_OR_RETURN (#7121)

* replace throw by OF_UNIMPLEMENTED in dim_scatter_ops.cpp

* replace throw by OF_UNIMPLEMENTED in scatter ralated kernels

* replace throw by OF_UNIMPLEMENTED in scatter ralated kernel

* replace glog CHECK by oneflow CHECK_OR_RETURN

* refine error message on modified UNIMPLEMENTED

* replace CHECK by CHECK_OR_RETURN in dim_scatter_ops.cpp

* refine error message on modified UNIMPLEMENTED

* refine error message on modified UNIMPLEMENTED

* refine error message on modified UNIMPLEMENTED

* remove std::endl, add period, remove redundant maybe.h including

* remove std::endl, add period

Co-authored-by: Yao Chi <later@usopp.net>

* Remove single client from CI (#7274)

* remove single client ci

* update get-oneflow

* rm changed_files

* refine workflow

* Revert "refine workflow"

This reverts commit f9cdcadf63f4634177471a06be5a2aa49e87df68.

* Update test.yml

* refine

* refine

* refine

* reorder

* rm changed_files

* refine

* add CHANGELOG.md

* refine

* Feat/eager tensor to graph out and inplace (#7254)

* feat(Parameter): Parameter support both inplace op and setter

* feat(Tensor): tensor support data's getter interface

* test(Parameter): add getter test

* debug

* add test

* open flatten graph test

* add validated flase type

* refine

* foramt

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* Optimize LayerNorm backward param grad (#6996)

* layer_norm forward

* test case

* rm useless

* layer_norm backward dx

* layer norm param grad

* int count to T count

* fix

* fix T mask to int mask, refine code

* refine

* refine

* test case

* refine

* format

* fix

* add dtype bfloat16

* refine

* refine

* refine

* refine

* sum_loss to sum_stats

* x_buf to normalized_buf

* refine

* refine

* address review

* refine

* add testcase

* double use uncached impl to reduce compile time

* Fix python apis and xla implementation (#7183)

* Support save/load for lr_scheduler (#6948)

* feat(LrScheduler): support save/load for lr_scheduler

* refine document

* auto format by CI

* Refine test

* auto format by CI

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Co-authored-by: oneflow-ci-bot <ci-bot@oneflow.org>

* Fix eye_op attr (#6973)

* fix

* add graph test

* Update python/oneflow/test/graph/test_graph_eye.py

Co-authored-by: daquexian <daquexian566@gmail.com>

* refine

* Update python/oneflow/test/graph/test_graph_eye.py

Co-authored-by: daquexian <daquexian566@gmail.com>

* auto format by CI

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Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>
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* softmax double use uncached impl to accelerate compile (#6992)

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* Add [[nodiscard]] for cpp api (#6997)

* add [[nodiscard]]

* refine

* reformat

Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>

* Support Arange delta to decide dtype (#6998)

* support delta dtype to decide output dtype

* add more unittest

Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>

* Add clang as CUDA FE compiler in CI (#6954)

* update action use

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* fix

* add 80 and 86

* refine

* refine

* add CUDA_NVCC_THREADS_NUMBER

* refine

* address review

* set CUDA_NVCC_THREADS_NUMBER 8

* fix

* fix clang in init cmake

* add script

* refine

* refine

* refine

* refine

* refine

* refien

* refine

* add flags to skip zlib

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* Migrate chunk python layer to functor (#6983)

* Migrate chunk Python layer logic to functor

* fix runtime

* Fix splits bug and CI

* Modify push to emplace

Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>

* Reduce memory usage when compiling oneflow dialect ops (#7000)

* CudaAllocator device reset before OOM (#6976)

* CudaAllocator device reset before OOM

* Add NOTE

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* Refactor vm stream desc (#6989)

* remove StreamDesc::num_machines

* Prepare one thread for one stream_type

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* Add Diagonal Op (#6016)

* format complete

* python to cpp

* py2cpp error

* rm

* auto format by CI

* revise

* auto format by CI

* license

* docstring

* docstring

* tensor

* tensor attribute

* auto format by CI

* docstring

* revise

* test

* revise

* revise

* rename

* half

* docs

* doc,test

* test times

* revise

* format

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* add all to all op (#6283)

* add all to all op

* add barrier

* format

* add import

* fix test

* delete barrier

* delete barrier

* Revert "delete barrier"

This reverts commit aa397ea5ba815fe6df883b263b82735f126345c8.

* Revert "delete barrier"

This reverts commit 7ddf79afaa7ac072813e84ce9224440939a3f95c.

* check tensor meta between ranks

* add more assert

* all_reduce operate in place

* all_reduce operate in place

* fix bug

* assert tensor.is_local

* fix bug in scatter

* add more assert

* delete meta check

* add pytorch comparison test

* add pytorch comparison test

* refine

* add ONEFLOW_TEST_CPU_ONLY

* fix bug from torch gloo

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* Dev ivalue for cpp api (#6890)

* add api tensor

* refine

* add nn.relu

* refine

* clean shape & refine relu test

* support void* for from_blob

* add multithreading relu test

* refine test

* refine

* refine

* add comment for __internal_tensor()

* convert to copy_util

* reformat

* refine

* add ivalue

* refine directory structure

* refine cpp api test

* refine test

* add ivalue

* refine ivalue

* refine ivalue

* refine

* refine

* refine

* refine

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* default use cpu generator (#7001)

* optimize reshape/slice/transpose functor (#6956)

* optimize reshape/slice/transpose functor

* update code according to reviewer's suggestion

* judge negative dimension number besides -1

* judge negative shape value in view::Reshape

* remove is_full_slice logic in SliceFunctor

* update code according to yinggang's advice

* move ordered permute judge to TransposeKernel

* remove print sentence

* abstract IsOrderedPermute func

* support negative permute value in TransposeFunctor

* delete tranpose_kernel optimization

* Revert "delete tranpose_kernel optimization"

This reverts commit e026434dc7c1ebad948c76bde475540e3bf4477a.

* not return original tensor when reshape do nothing

* simplify code

* correct spell error

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* fix IsContinuosSubspace error (#6968)

* fix IsContinuosSubspace error

* recover original IsContinuosSubspace code

* add test case

* auto format by CI

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* add cpu group deconve impl (#6980)

* add cpu group deconv impl

* remove useless lines

* remove useless lines

* add deconv2d import

* add groups test

* remove check_allclose=False

* add tf_prelu

* add cpu group deconv impl

* remove useless lines

* remove useless lines

* add deconv2d

* add groups test

* remove check_allclose=False

* add tf_prelu

* auto format by CI

* add deconv2d impl

* add deconv2d impl

* remove useless lines

* add deconv2d in functional api

* auto format by CI

* auto format by CI

* Add variable initial

* Add variable initial

* auto format by CI

* add conv2d impl

* add conv2d impl

* auto format by CI

* remove useless lines

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* Migrate the python layer logic of broadcastlike to functor (#7007)

* Migrate the python layer logic of broadcastlike to functor

* add var name

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* Temporarily skip comm test cases (#7015)

* Temporarily skip comm test cases

* auto format by CI

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* Fix nd_sbp attribute type and set nd_sbp in random functors (#7017)

* fix

* fix compile

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* Save Job to IR and load Job from IR (#6885)

* save to ir

* test

* fix bugs

* impl load and test

* rm useless code

* fix conflict

* fix issues

* JobOp

* fix issues

* fix test_fuse_tril_scale

* fix test jit-outline-func

* fix test_mlir_opt.py

* save

* fix ods gen for max and avg pool

* rename oneflow to oneflow_foundation

* fix files checks

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* auto format by CI

* check in changes

* refine

* Update oneflow/ir/test/OneFlow/test_mlir_opt.py

* Update oneflow/ir/include/OneFlow/OneFlowOps.td

* refine includes

* printer & parser & verifier

* code tidy

* tidy include

* address review

* rm duplicated GetDataTypeType

* TensorSource trait

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* Fix Simple CI linkage (#6986)

* fix-simple-ci-linkage

* refine

* refine

* fix

* refine

* refine

* refine

* refine

* refien

* refine

* revert

* refine

* auto format by CI

* refine

* revert

* refine

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* fix sbp when weight is optional (#6984)

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* Feat from numpy (#7013)

* feat(Tensor): support share memory with ndarray

* test(FromNumpy): add test

* enhancement test and add document

* Fix merge error

* fix bug in numpy c api

* Fix(doctest): fix doctest error

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* Add custom ShapeAttr in ODS (#7023)

* add ShapeAttr

* refine

* fix doc

* refine

* fix (#7028)

* Add linspace op (#7006)

* add linspace op

* refine doc

* refine

* fix comments

* fix comment

* auto format by CI

* fix ci doc error

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* fix fasterrcnn infer (#7014)

* fix fasterrcnn infer

* roi_align 0shape

* refine

* refine

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* separate kernel state and cache (#6655)

* support eager state except lazy dynamic

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* modularize kernel contexts

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* fix warning

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* reformat

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* remove duplicated license

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* fix static check error

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* make test gpu only

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* temp

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* revert opkernel context changes, align with master

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* reformat

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* refine cachecontext

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* add separate cache context inferface, remove out-dated files

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* add init and cache context aliases

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* update eager kernel

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* fix wrong AttrMayChanged value

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* rename and add comment

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* auto format by CI

* fix combined_margin_loss_kernel.cpp

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* rename op_kernel_state_wrapper.h to op_kernel_wrapper.h

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* rename more classes, fix old cache in stateful op kernel

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* rename more classes

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* may changed -> not changed

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* optimize away genrepeatedbn

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* reformat

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* refine

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* update stateful local opkernel, use Cache** if possible

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* remove TensorDesc4ArgNameAndIndex base method

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* auto format by CI

* fix clang-tidy error

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* auto format by CI

* fix conv kernel bug

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* auto format by CI

* fix group conv bug and fix warning

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* fix avgpool error

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* fix maxpool error

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* auto format by CI

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* fix compile error

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* Add fully support for all datatype (#7025)

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* Add add_sparse_optimizer  for Graph (#6988)

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* Refine RUN_CUDA_KERNEL (#7003)

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* refine

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* refine

* refine

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* refine

* refine

* refine

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* refine

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* refine

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* return_self_in_to_consistent_if_necessary (#7004)

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* Decouple ep and global (#7027)

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* NOLINT

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* add_consistency_check_in_consistent_tensor_set_data (#7002)

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* auto format by CI

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* [cmake] add liboneflow_cpp target (#7005)

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* share lib directory in test container

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* add github actions debug

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* Revert "add github actions debug"

This reverts commit 7d9aef684a479285c690f38d25525c9b97865e45.

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* Fix CUDA 52 and add it to CI (#7031)

* refine

* refine

* refine

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* revert

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* Add check of placement constructor (#6991)

* add_check_of_placement_constructor

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* Fix(FromNumpy): fix bug in stride (#7042)

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* add non virtual destructor back (#6999)

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* move python code to cpp: eye (#7036)

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* refine

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* auto format by CI

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* Fix l2norm block_size (#7044)

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* fix undefined symbol: cudaGetDeviceCount (#7052)

* fix_worker_orphan_process (#7048)

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* use SIGTERM instead

* broadcast elemwise binary (#6871)

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* broadcast elementwise binary

* fix

* refine

* fix

* refine

* refine

* for compile

* refine

* refine

* refine

* refine

* refine

* revert kernels

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* refine

* refine

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* Source op per critical section (#6472)

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* fix compiler complaints

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* fix compiler complaints

* more profiler code

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* TryMoveFromWaitingToReady

* revert flying_instruction_cnt

* revert to single position to call DispatchInstruction

* revert several code

* reset instruction watermark

* remove is_xxx_hook_empty

* build with profiler

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* insert device ticks before and after critical sections

* refactor register_num of cs_wait/cs_callback from 2 to 128

* fix static analysis complaints

* fix complier complaints about JobBuilder::ParallelConf4OpName

* Update oneflow/core/operator/critical_section_wait_tick_op.cpp

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* address pr comments

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* More details of error of getting op matched sbp signature (#7077)

* more details of error msg

* minor change

* address review comment

* avoid namesake iterator

* Module apply only once (#7055)

* add once apply of param

* apply once on buffer

* test reuse var on module to

* test resue var

* rm useless test

* finish test

* refine test

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* distributed test bugfix (#7057)

* change spawn_shell to spawn_shell_and_check, sleep in script

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* fix distributed test master addr

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* remove sleep

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* spawn_shell -> spawn_shell_ignoring_failure

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* auto format by CI

* fix bug

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* auto format by CI

* fix the reversed logic

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* improve error msg

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* resolve name conflict of MASTER_ADDR

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* fix promote_type matrix (#7066)

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* fix chunk op dim=-1 bug (#7073)

* fix chunk op dim=-1 bug

* Update oneflow/core/functional/impl/array_functor.cpp

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* Update oneflow/core/functional/impl/array_functor.cpp

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* Fix resource desc dump cudnn conf bug (#7038)

* fix Resource::DumpCudnnConf

* fix typo and error msg

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* fix concat bug (#7075)

* fix

* support concat single input

* Clean TensorNameScope after graph build (#7076)

* Clear tensor name scope after graph build

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* auto format by CI

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* fix_abnormal_printing (#7099)

* Fix bias add dropout fuse (#7081)

* fix bias_add dropout fuse when p=0.0

* remove redundant op

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* Support 1d to 2d eager boxing (#7083)

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This reverts commit f07278d71e3f344f435fc8f116a12cbd1c099b54.

* support nd to 1d

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* Implement all User Ops with Op Schema (#7032)

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* tblgen: fix error

* tblgen: put impl in .cpp

* tblgen: fix null attrs

* tblgen: fix null ops

* refine

* refine

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* add base OpInterpCtx to finish compilation

* fix

* refine

* fix

* add custom infer code

* generate op registrants automatically

* refine

* fix

* update user op ods and fix shape attr

* refine

* refine

* add custom code in op base

* refine comments

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* support declare hasxx

* update op schema emitter

* refine

* emit output regist num

* refine

* refine

* migrate acc op

* migrate onerec_reader, ones_like, send, pack and padding ops

* add has_sbp_signature_infer_fn

* refine

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* rm redundant has_device_infer_fn

* migrate prelu, quantization, randperm, reduce and repeat ops

* migrate reshape, reshape_like, roi_align, same_pad, selu and scalar related ops

* back port

* backport

* migrate ops

* refine

* refine

* refine

* refine

* add new op

* fix llvm not found

* fix mlir headers

* fix mlir headers

* fix llvm not found

* irefine

* mark override

* fix merge

* fix

* fix

* set op schema as obj lib to speed up

* rewrite ops

* add addn

* add grdi

* refien

* add more def (#7051)

* affine grid

* refien

* refine

* refine

* refine

* fix

* refien

* refine

* refine

* refine

* refine

* refine

* refien

* refine

* refine

* refein

* refine

* refine

* refine

* refine

* refien

* refine

* refine

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* refien

* refien

* refien

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* refine

* refien

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* refine

* refine

* refein

* refine

* refine

* refine

* refine

* refine

* refien

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refein

* refine

* refine

* refine

* move more ops

* fix math_binary_broadcast/elementwise_ops

* fix hardtanh

* add norm

* rename file and add CpuOnly no_grad

* fix ir & fix norm op

* fix oneflow-tblgen

* fix math_unary_elementwise_op

* fix norm

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* fix op schema

* refine

* fix

* refine physical_tensor_desc_infer_fn

* refine

* add ScalarLogicalNotEqualOp & RecvOp

* refine

* auto format by CI

* fix fmt

* add cuda only trait

* delete unused inja

* del inja_copy_headers_to_destination

* delete unused inja

* del inja_copy_headers_to_destination

* add cuda only to tblgen

* fix json inja url and md5 not used

* fix json inja url and md5 not used

* refine

* revert

* add with cuda

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* delete GenUserOpODS

* remove cuda only

* revert cuda only after meeting

* fix

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* Feat/debug pass (#7054)

* add pass debug

* debug pass

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* Fix error message (#6930)

* fix error message

* fix dot doc

* fix dot elem cnt

* auto format by CI

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* fix simple ci: add of_op_schema target to tidy check (#7105)

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* Rename AnyType in .td (#7109)

* AnyType => Tensor

* refine

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* Feat graph reuse var (#7080)

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* auto format by CI

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* Fix l2_normalize & add nn.functional.normalize (#6940)

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* Align api in swin transformer (#7058)

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* set CMAKE_LINK_DEPENDS_NO_SHARED to ON (#7063)

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* Add other api graph autotest (#7091)

* Clear tensor name scope after graph build

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* auto format by CI

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* add more samples

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* refine

* refine

* refine

* refine

* refine

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* fix bug

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* [serving] dev graph run (#7008)

* add cmake changes for liboneflow_cpp.so

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* add separate target for cpp api test

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* add cpp api test in ci

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* graph run

* reverse the order of cudnn and cuda library

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* update logic of BUILD_MONOLITHIC_LIBONEFLOW

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* rename BUILD_MONOLITHIC_LIBONEFLOW to BUILD_MONOLITHIC_LIBONEFLOW_CPP_SO

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* refine

* [draft] implement graph parameter load and save (#7010)

* implement parameter save (python) and load (c++)

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* revert accident changes

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* fix circular reference

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* pimpl

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* share lib directory in test container

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* fix typo;

* add github actions debug

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* Revert "add github actions debug"

This reverts commit 7d9aef684a479285c690f38d25525c9b97865e45.

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* sleep after fail

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* set LD_LIBRARY_PATH in yml for cpp api test exe

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* refine

* add test file && input order

* sleep

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* upload liboneflow_cpp.so

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* modify cmake to trigger compilation

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* load job from ir && clean && add mlir model

* [remove useless python code]save to .pb

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* remove openvino

* remove openvino test

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* IValue

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* refine

* refine

* refine

* refine

* refine

* refine

* rename in oneflow.cmake

* refine oneflow.cmake

* make of_api_common object library

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* remove device check in New and ThreadLocalGetOrNew

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* refine GetExeDir() again

* fix

* refine

* fix

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* disable autograd in lazy mode (#7070)

* disable autograd in lazy mode

* refine

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* add test

* fix rand consistent

* add test

* Fix powf (#7106)

* quick fix power

* add int scalar test case

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* Dispatch stateful ops using functional api (#7046)

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* disable attr check since it may not given when creating op expr.

* fix

* fix

* fix

* fix

* fix

* fix

* fix

* fix

* refine

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* Fix HWLoc memory affinity (#7115)

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* add_env_api_docs (#7100)

* add_env_api_docs

* minor fix

* fix grammatical errors

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* tmp skip s0 print because of slice (#7065)

* tmp skip s0 print because of slice

* tmp skip s0 print in test case

* fix

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* indexing first version (#7012)

* indexing first version

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* test

* out loop

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* revise

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* confict2

* confict2

* confict

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* auto format by CI

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* fix maybe: add Maybe(T&&) to allow constructing from rvalue T (#7125)

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* autotest_add_graph_log (#7126)

* Meta info consistency check (#7085)

* meta_info_consistency_check

* refine check function

* Update consistent_cast.cpp

* move check to opinterpreter

* refine

* add note

* refactor MetaInfoConsistencyCheck

* of_format

* refine

* NonRecursiveMetaInfoConsistencyCheck

* fix func name

* add IsMetaInfoConsistencyCheckDisable()

* mino fix

* refine

* minor fix

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* cmake: use interface target instead of include_directories in pybind11 (#7128)

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* Import cmake dependence json and inja using FetchContent (#7124)

* import cmake dependence json and inja using FetchContent

* install-llvm: fix url hash

* fix inja config

* add cache var

* fix ninja build

* fix ninja build

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* Add environment variable to set GRPC_ARG_MAX_MESSAGE_LENGTH (#7130)

* env ONEFLOW_GRPC_MAX_MESSAGE_BYTE_SIZE

* set default to -1

* Fea/nhwc (#6811)

* legacy maxpool2d module

* add legacy avgpool2d

* add graph cudnn conv alg config

* add conv2d nhwc

* lazy create cuda_stream in CudaCopyD2HDeviceCtx CudaStreamHandleDeviceCtx

* refine

* conv bn pool nhwc for resnet perf

* one hot with float

* use BiasAddRowGpu

* rm l2 with 0

* reformat

* add nhwc env var

* legacy pool merged into new

* refine

* fix style

* fix and refine

* address review

* fix and refine

* fix doc test

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* reduce memory usage caused by slice grad (#7144)

* cmake: fix THIRD_PARTY build (#7146)

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* fix fold op (#7156)

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* Support inplace for lazy consistent (#7112)

* Support inplace for lazy consistent

* fix single client sbp hint

* refine

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* fix prelu bug (#7118)

* support dtype and device in prelu

* optimize PreluFunctor

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* update

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* use ibn2nd_sbp to get nd_sbp (#7155)

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* fix copy bug (#7159)

* fix copy bug

* add to test case

* refine

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* Fix laynorm backward bug (#7164)

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* add layernorm test case

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* [Fix] graph support 0-Size tensor (#6957)

* Add nn.functional.glu graph test

* add filter to motify functional autotest

* motify code

* add test example

* add test else

* add test judging condition for test_masked_fill.py,test_constant.py,test_tile.py、test_repeat.py,test_expand.py

* add test ok example

* Clear tensor name scope after graph build

* Add test case of 2 graph caught same free eager tensor

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* Dev cc clean tensor name scope (#7082)

* Clear tensor name scope after graph build

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* submit test success example

* test success example

* submit test code

* fix a bug about relu module with 0 shape data

* fixed a bug about relu module with 0 shape data

* fix a bug about relu module with 0 shape data

* fix a bug about relu module with 0 shape data

* 0shape and 0d autotest

* fix a bug about relu module with 0 shape data

* 0shape changed to 0_size

* modify test_var.py

* modify test_eye.py

* modify test_reshape.py

* modify test_.py

* modify ReshapeFunctor

* modify some file

* Fixed graph autotest bug with reshape op test

* Fixed graph autotest bug with reshape op test

* fixed test_sub.py

* modify test_sub.py

* modify tensor_methods.cpp

* modify array_functor.cpp

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* Cumsum op implementation (#7050)

* add cumsum op's forward definition

* add cumsum forward test case

* cumsum ver3

* remove calculating time

* add cumsum forward gpu implementation

* fix gpu forward error

* change var name

* remove annotation

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* change original test_cumsum to autotest version

* optimize cumsum for special up_space and down_space

* add two special cu func

* add cumsum doc

* update doc

* update doc

* update code according to bbuf's review

* ditto

* change pin/pout to in_ptr/out_ptr

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* Logical slice in tenosr str (#7116)

* using logical slice in tensor str

* add tensor str util file

* refine

* refine

* refine

* refine

* add logical slice docs

* fix bug

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* Add install for oneflow py (#7107)

* Add install for oneflow py

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refien

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

* refine

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* fix bug: output key not exists when SavaJobToIR (#7139)

* fix bug: output key not exists when SavaJobToIR

* [test] makedirs when path not exists

* remove useless comment

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* Add linalg 2d norm op for clip_grad (#7160)

* add linalg_2d_norm op for clip_grad

* code format

* revert sqrt

* fix comment

* refine

* fix comment

* fix ci error

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* fix docs bug

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* refine nn.graph autotest (#7111)

* add linspace op

* refine graph autotest

* revert

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* fix bug

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* add oneflow/pytorch cudnn.deterministic (#7172)

* add cudnn.deterministic

* fix bug

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* fix generate fake program input bug

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* fix linalg vector norm scalar tensor print bug (#7178)

* fix linalg vector norm scalar tensor print bug

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* Use normalize instead of l2_normalize (#7113)

* use normalize instead of l2_normalize

* refine

* fix l2_norm

* reformat

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* add_eager_naive_s_to_p_boxing (#7203)

* add_eager_naive_s_to_p_boxing

* fix typo

* minor fix

* fix test case

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* add timeout for distributed run (#7286)

* add timeout

* strict timeout

* quick fix

* cmake: import gflags and glog using FetchContent (#7176)

* cmake: import gflags and glog using FetchContent

* cmake: use set_mirror_url_with_hash

* fix THIRD_PARTY build

* fix lib path

* fix gflags

* remove gflags

* format

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* fix xrt gflags

* fix name

* remove oneflow_exe_third_party_libs

* remove PUBLIC

* revert some changes

* Update oneflow.cmake

* fix so

* fix so

* remove Custom op test and Single client dry run test

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* Prune parallel dim with val eq one in parallel dim reduce (#7257)

* fix Resource::DumpCudnnConf

* prune_parallel_dim_with_val_eq_one_in_parallel_dim_reduce

* minor fix

* refine Prune

* refine

* refine

* minor fix

* fix bug

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* add sync (#7294)

* add polynomial scheduler (#7260)

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* Fix autotest inplace bug, hardsigmod (#7276)

* Fix autotest inplace bug, hardsigmod

* Fix

* Format

* Fix

* Fix kwargs

* auto format by CI

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* Use flowvision replace flow.utils.vision (#6612)

* use flowvision

* del flow.utils.vision

* add flow.utils.data

* refine

* update version

* refine

* align clip grad with torch in error_if_nonfinite (#7304)

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* Use cmake install to copy cpp api related files (#7200)

* install cpp api

* install mlir related files

* clean

* handle third party dependences

* support cpack

* fix

* Update oneflow.cmake

* fix

* fix compiling error

* refine

* add exe test as deps

* install third party

* refine

* refine

* revert install dir

* install third party

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* Add_Tensor.T_and_Tensor.t()_ops (#7269)

* Add_Tensor.T_and_Tensor.t()_ops

* Update single test and docs

* Update single test

* auto format by CI

* Update tensor.T

* recover requirements.txt

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* Update check_graph=False

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* Refactor release tensor (#7071)

* refactor ReleaseTensor instruction

* support CurrentDevVmDepObjectConsumeMode for ReleaseTensor

* rm useless Touch instruction

* reset speed test threshold

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* Fix functional dropout and Docs (#7237)

* fix addend to kwargs

* fix to an extra

* fix test

* fix to use key word arguments

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* Modify graph and 0-D Tensor (#7208)

* Fix 0 dim bug

* part1

* Fix

* Fix

* Add 0dim to 1dim function

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* Delete test_logical_not_with_0dim_data

* Fix

* Format

* FIx

* Fix

* Fix

* Update test_movedim.py

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* Test bug

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* Refactor OneRecReader to stateful op and provide Module api (#7271)

* refactor read_onerec to nn.OneRecReader

* fix

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* [bug] Adam align torch params (#7318)

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* add channel-last to resnet50 graph ci test (#7253)

* add channel-last to resnet50 graph ci test

* refine

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* Add oneTBB (#7213)

* add tbb

* refien

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* add tbb

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* fix ninja onednn

* component

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* fix

* cmake option

* modified  clang 10 OMP

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* Dev all op bool (#6962)

* fix typo

* dev all op bool type

* add bool testcase

* support bool for ops and kernels

* bool api

* functional bool

* ndarray bool

* fix conflict

* fix tabel gen

* fix

* refine

* fix

* fix

* fix

* fix

* fix

* fix

* fix

* add broadcast_to_compatible bool kernel

* fix

* fix

* fix split api

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* fix setitem bool

* fix char

* fix

* fix

* fix

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* Fix leaf tensor backward error (#7331)

* fix(Autograd): fix leaf tensor backward error

* test(Autograd): add scalar leaf tensor backward test

* Create tensor in jobpass after pulling plan (#7315)

* fix(NNGraph): create tensor in jobpass after pulling plan

* fix(NNGraph): remove useless sync and fix typo

* refine error message

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* [BUG] suport 0D tensor in eager consistent (#7242)

* suport 0D tensor in eager consistent

* fixed_0Size_0D_bug_with_eager_consistent

* fixed_0Size_0D_bug_with_eager_consistent

* fixed a bug with flatten op in graph autotest

* fixed a bug with flattenfunctor in graph autotest

* fixed a bug with flatten op in graph autotest

* add Notes

* modifyed some check_graph=False

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* modifyed check_graph=True

* modifyed test_add.py

* modifyed test_index_select.py

* modifyed test_mul.py

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* Use cudnn maxpool when possible (#7333)

* use_cudnn_maxpool_when_possible

* restruct

* refine

* Remove `register_tensor_op` decorator and use `add_docstr`[part] (#7306)

* Remove register_tensor_op decorator and use add_docstr

* Fix eq

* Fix ne

* Fix lt

* Fix le

* Fix to_local

* Fix

* test

* Resolve conflict

* disable nccl release_tensor sequential (#7341)

* Rm local dep object pool (#7131)

* refactor ReleaseTensor instruction

* remove LocalDepObject::logical_object

* remove LocalDepObjectPool

* refine code by profiling

* support CurrentDevVmDepObjectConsumeMode for ReleaseTensor

* rm useless Touch instruction

* set default value of EagerNcclBroadcastOp::async_launch to true

* flow._C.stream_touch (#7209)

* flow._C.stream_touch

* fix compiler complaints

* reset speed test threshold

* reserve more size for vector dep_objects

* fix static checker complaint

* stream_touch does nothing if inputs empty

* do not run stream_touch if inputs empty

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* Autotest add graph backward (#7270)

* add graph backward run in autotest

* format

* revert

* fix ci

* auto format by CI

* fix bug

* fix bug

* auto format by CI

Co-authored-by: oneflow-ci-bot <ci-bot@oneflow.org>
Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>

* Cumprod (#7278)

* add comprod

* fix name

* rename

* fix when specified dim is 1

* add docstr

* add docstr

* refine

* add WITH_CUDA

* refine

* refine

* Update python/oneflow/framework/docstr/math_ops.py

fix docstr

Co-authored-by: Yao Chi <later@usopp.net>

* Update python/oneflow/framework/docstr/math_ops.py

fix docstr

Co-authored-by: Yao Chi <later@usopp.net>

* fix docstr

* refine

* refine

* fix include

* refine

* refine

* refine

Co-authored-by: Yao Chi <later@usopp.net>
Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>

* Migrate tile python layer to functor (#7305)

* tile implement

* migrate repeat

* of format

* align document with pytorch

* change input args to *size

* change with review comments

* migrate tile python layer to functor

* fix tile document

* fix tile document

* add document's function signature

* auto format by CI

* add repeat document signature

* fix document

* fix document

Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>
Co-authored-by: oneflow-ci-bot <ci-bot@oneflow.org>

* fix (#7338)

* update_version_of_flowvision (#7346)

* Release tensor storage as soon as possible (#7287)

* Release tensor storage as soon as possible

* refine

Co-authored-by: Luyang <flowingsun007@163.com>

* Dev eager consistent autotest (#7204)

* add doc for pybind type

* eager consistent autotest

* align placement repr and api

* export necessary apis to pickle object

* broadcast rank 0 to other rank if consistent test

* update consistent add unittest

* refine

* cmake: import gtest using FetchContent (#7292)

* cmake: import gflags and glog using FetchContent

* cmake: use set_mirror_url_with_hash

* fix THIRD_PARTY build

* fix lib path

* fix gflags

* remove gflags

* format

* auto format by CI

* fix xrt gflags

* fix name

* remove oneflow_exe_third_party…
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