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junrushao pushed a change to branch ir-patch
in repository https://gitbox.apache.org/repos/asf/incubator-mxnet.git.


 discard 62b9f31  [IR-Bridge] Operator Attributes (#16421)
    omit d34c82e  [IR-Bridge] Support attrs for operators: convolution, batch 
norm, relu (#16351)
    omit d4e4e80  [IR-Patch] IR Bridge (#16290)
     add 9dc0ab8  global numpy shape flag (#16335)
     add cfe9e50  Skipping installing nightly test (#16418)
     add a2018ba  cuDNN non-persistant bidirectional RNN dgrad sync fix (#16391)
     add 56e1bef  Adds PyPI CD Pipeline (#16190)
     add 88521ff  upgrade the pytest version (#16429)
     add 6ce323f  [DOC] fix installation selector wrong history (#16381)
     add 1ab4c95  New ops for RCNN + old ops improvements for RCNN (#16215)
     add e484f72  Beta build (#16411)
     add 243ade9  [WIP] Improving Python Docs API (#16392)
     add cf61364  Revert "add mkl installation temp fix (#16304)" (#16369)
     add d8193c6  Update add_op_in_backend.md (#16403)
     add 7f5e687  numpy-compatible histogram (#16266)
     add ca30ba8  Pseudo 2D transpose kernel (#16229)
     add d2d76dc  increase docker cache timeout (#16430)
     new 8c22d66  [IR-Patch] IR Bridge (#16290)
     new 5361b9b  [IR-Bridge] Support attrs for operators: convolution, batch 
norm, relu (#16351)
     new b846a29  [IR-Bridge] Operator Attributes (#16421)

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Summary of changes:
 cd/Jenkinsfile_cd_pipeline                         |   4 +
 cd/Jenkinsfile_utils.groovy                        |  73 ++++
 cd/README.md                                       |   8 +
 cd/python/pypi/Jenkins_pipeline.groovy             |  78 ++++
 cd/python/pypi/README.md                           |  43 ++
 cd/python/pypi/pypi_package.sh                     |  60 +++
 cd/python/pypi/pypi_publish.py                     |  87 ++++
 ci/docker/install/ubuntu_mkl.sh                    |   2 +-
 ci/docker/install/ubuntu_onnx.sh                   |   4 +-
 ci/docker/runtime_functions.sh                     |  48 ++-
 ci/docker_cache.py                                 |   2 +-
 ci/jenkins/Jenkins_steps.groovy                    |  43 +-
 ...enkinsfile_website => Jenkinsfile_website_beta} |  23 +-
 docs/python_docs/README.md                         | 116 +++++-
 docs/python_docs/_static/autodoc.js                |  49 +++
 docs/python_docs/_static/mxnet.css                 |   7 +
 docs/python_docs/environment.yml                   |   1 +
 docs/python_docs/python/Makefile                   |   3 +-
 docs/python_docs/python/README.md                  | 130 ------
 docs/python_docs/python/api/advanced/index.rst     |  74 ----
 .../python/api/advanced/mxnet.executor_manager.rst |  38 --
 .../python/api/advanced/mxnet.kvstore_server.rst   |  36 --
 .../python/api/advanced/mxnet.test_utils.rst       |  91 ----
 .../index.rst}                                     |  10 +-
 .../autograd/index.rst}                            |  10 +-
 docs/python_docs/python/api/contrib/index.rst      |  88 ++++
 .../io/index.rst}                                  |  10 +-
 .../ndarray/index.rst}                             |  10 +-
 .../mxnet.random.rst => contrib/onnx/index.rst}    |  12 +-
 .../quantization/index.rst}                        |  10 +-
 .../symbol/index.rst}                              |  10 +-
 .../tensorboard/index.rst}                         |  10 +-
 .../tensorrt/index.rst}                            |  10 +-
 .../mxnet.random.rst => contrib/text/index.rst}    |  11 +-
 .../python_docs/python/api/gluon-related/index.rst | 111 -----
 .../python/api/gluon-related/mxnet.autograd.rst    |  38 --
 .../python/api/gluon-related/mxnet.image.rst       |  99 -----
 .../python/api/gluon-related/mxnet.initializer.rst |  58 ---
 .../python/api/gluon-related/mxnet.io.rst          |  52 ---
 .../api/gluon-related/mxnet.kvstore.KVStore.rst    |  61 ---
 .../api/gluon-related/mxnet.lr_scheduler.rst       |  31 --
 .../python/api/gluon-related/mxnet.metric.rst      |  57 ---
 .../python/api/gluon-related/mxnet.optimizer.rst   |  55 ---
 .../python/api/gluon-related/mxnet.profiler.rst    |  54 ---
 .../python/api/gluon-related/mxnet.recordio.rst    |  43 --
 .../mxnet.random.rst => gluon/block.rst}           |  13 +-
 .../{mxnet.gluon.Constant.rst => constant.rst}     |  10 +-
 .../{mxnet.gluon.contrib.rst => contrib/index.rst} |  17 +-
 .../mxnet.random.rst => gluon/hybrid_block.rst}    |  13 +-
 docs/python_docs/python/api/gluon/index.rst        |  45 +-
 .../mxnet.rtc.rst => gluon/loss/index.rst}         |  25 +-
 .../index.rst}                                     |  30 +-
 .../python/api/gluon/mxnet.gluon.HybridBlock.rst   |  40 --
 .../python/api/gluon/mxnet.gluon.ParameterDict.rst |  79 ----
 .../python/api/gluon/mxnet.gluon.Trainer.rst       |  51 ---
 .../python/api/gluon/mxnet.gluon.data.rst          |  50 ---
 .../python/api/gluon/mxnet.gluon.data.vision.rst   |  58 ---
 .../python/api/gluon/mxnet.gluon.loss.rst          |  40 --
 .../python/api/gluon/mxnet.gluon.nn.Block.rst      |  86 ----
 .../api/gluon/mxnet.gluon.nn.HybridBlock.rst       |  66 ---
 .../api/gluon/mxnet.gluon.nn.SymbolBlock.rst       |  67 ---
 .../python/api/gluon/mxnet.gluon.parameter.rst     |  68 ---
 .../python/api/gluon/mxnet.gluon.utils.rst         |  31 --
 .../python/api/gluon/{nn.rst => nn/index.rst}      |  40 +-
 .../mxnet.random.rst => gluon/parameter.rst}       |  13 +-
 .../mxnet.random.rst => gluon/parameter_dict.rst}  |  13 +-
 .../python/api/gluon/{rnn.rst => rnn/index.rst}    |  24 +-
 .../mxnet.random.rst => gluon/symbol_block.rst}    |  13 +-
 .../mxnet.random.rst => gluon/trainer.rst}         |  13 +-
 .../utils/index.rst}                               |   9 +-
 docs/python_docs/python/api/index.rst              | 188 ++++++++-
 .../index.rst}                                     |  10 +-
 .../mxnet.kvstore.rst => kvstore/index.rst}        |   8 +-
 .../index.rst}                                     |  10 +-
 .../mxnet.gluon.Constant.rst => metric/index.rst}  |  10 +-
 .../mxnet.random.rst => module/index.rst}          |  12 +-
 .../attribute/index.rst}                           |  10 +-
 .../base/index.rst}                                |  10 +-
 .../callback/index.rst}                            |  10 +-
 .../mxnet.context.rst => mxnet/context/index.rst}  |  14 +-
 .../mxnet.engine.rst => mxnet/engine/index.rst}    |  15 +-
 .../executor/index.rst}                            |  17 +-
 .../executor_manager/index.rst}                    |  10 +-
 .../image/index.rst}                               |  14 +-
 .../python/api/{symbol-related => mxnet}/index.rst |  70 ++--
 .../io/index.rst}                                  |   9 +-
 .../kvstore_server/index.rst}                      |  13 +-
 .../libinfo/index.rst}                             |  11 +-
 .../mxnet.monitor.rst => mxnet/monitor/index.rst}  |  16 +-
 .../name/index.rst}                                |  10 +-
 .../notebook/index.rst}                            |  10 +-
 .../operator/index.rst}                            |  10 +-
 .../profiler/index.rst}                            |  10 +-
 .../mxnet.random.rst => mxnet/random/index.rst}    |   7 +-
 .../recordio/index.rst}                            |  10 +-
 .../registry/index.rst}                            |  10 +-
 .../rtc/index.rst}                                 |  10 +-
 .../test_utils/index.rst}                          |  10 +-
 .../torch/index.rst}                               |  10 +-
 .../mxnet.util.rst => mxnet/util/index.rst}        |  12 +-
 .../visualization/index.rst}                       |  16 +-
 .../contrib/index.rst}                             |  10 +-
 .../image/index.rst}                               |  10 +-
 docs/python_docs/python/api/ndarray/index.rst      |  31 +-
 .../linalg/index.rst}                              |  10 +-
 .../python/api/ndarray/mxnet.ndarray.NDArray.rst   | 310 --------------
 .../ndarray/mxnet.ndarray.sparse.CSRNDArray.rst    | 203 ---------
 .../mxnet.ndarray.sparse.RowSparseNDArray.rst      | 183 --------
 .../mxnet.random.rst => ndarray/ndarray.rst}       |  14 +-
 .../op/index.rst}                                  |  10 +-
 .../random/index.rst}                              |  10 +-
 .../register/index.rst}                            |  10 +-
 docs/python_docs/python/api/ndarray/routines.rst   | 461 ---------------------
 .../sparse/index.rst}                              |  10 +-
 .../python/api/ndarray/sparse_routines.rst         | 200 ---------
 .../utils/index.rst}                               |  10 +-
 .../index.rst}                                     |  10 +-
 .../python/api/symbol-related/mxnet.callback.rst   |  45 --
 .../python/api/symbol-related/mxnet.model.rst      |  45 --
 .../python/api/symbol-related/mxnet.module.rst     |  35 --
 .../contrib/index.rst}                             |  10 +-
 .../image/index.rst}                               |  10 +-
 docs/python_docs/python/api/symbol/index.rst       |  12 +-
 .../linalg/index.rst}                              |  10 +-
 .../python/api/symbol/mxnet.symbol.Symbol.rst      | 335 ---------------
 .../python/api/symbol/mxnet.symbol.linalg.rst      |  49 ---
 .../op/index.rst}                                  |  10 +-
 .../random/index.rst}                              |  10 +-
 .../register/index.rst}                            |  10 +-
 .../sparse/index.rst}                              |  10 +-
 .../mxnet.kvstore.create.rst => symbol/symbol.rst} |   9 +-
 docs/python_docs/python/index.rst                  |   4 +-
 docs/python_docs/python/scripts/conf.py            |   7 +-
 .../python/tutorials/packages/gluon/blocks/nn.md   |   2 +-
 .../packages/gluon/training/normalization/index.md |   6 +-
 .../mxtheme/static/sphinx_materialdesign_theme.css |   2 +-
 .../static/sphinx_materialdesign_theme.css.map     |   2 +-
 .../themes/mx-theme/src/scss/toc/_globaltoc.scss   |   4 +-
 docs/static_site/src/.htaccess                     |  50 +--
 docs/static_site/src/assets/js/options.js          |  47 +--
 .../src/pages/api/faq/add_op_in_backend.md         |   2 +-
 include/mxnet/c_api.h                              |   3 +-
 include/mxnet/imperative.h                         |  44 +-
 python/mxnet/gluon/block.py                        |  16 +-
 python/mxnet/gluon/contrib/estimator/estimator.py  |   2 +-
 python/mxnet/gluon/contrib/rnn/conv_rnn_cell.py    |  18 +-
 python/mxnet/gluon/model_zoo/vision/__init__.py    |   2 +-
 python/mxnet/gluon/model_zoo/vision/resnet.py      |   4 +-
 python/mxnet/io/__init__.py                        |   6 +-
 python/mxnet/monitor.py                            |   2 +-
 python/mxnet/ndarray/numpy/_op.py                  |  49 ++-
 python/mxnet/numpy/multiarray.py                   |  34 +-
 python/mxnet/symbol/numpy/_symbol.py               |  49 ++-
 src/c_api/c_api_ndarray.cc                         |   2 +-
 src/imperative/imperative.cc                       |   4 +-
 src/operator/contrib/bounding_box-inl.h            | 278 +++++++++++++
 src/operator/contrib/bounding_box.cc               |  43 ++
 src/operator/contrib/bounding_box.cu               |   7 +
 src/operator/contrib/roi_align.cc                  |  11 +-
 src/operator/contrib/roi_align.cu                  |   6 +
 src/operator/instance_norm.cc                      |   2 +-
 src/operator/rnn-inl.h                             |  83 ++--
 src/operator/tensor/amp_cast.h                     |   9 +-
 src/operator/tensor/histogram.cc                   |   1 +
 src/operator/tensor/matrix_op-inl.h                |  16 +
 src/operator/tensor/pseudo2DTranspose_op-inl.cuh   | 348 ++++++++++++++++
 tests/nightly/Jenkinsfile                          |   2 +-
 tests/python/unittest/test_contrib_operator.py     |  18 +
 tests/python/unittest/test_numpy_op.py             |  17 +
 tests/python/unittest/test_operator.py             |  46 +-
 tests/python/unittest/test_thread_local.py         |  26 +-
 tools/pip/doc/CPU_ADDITIONAL.md                    |   6 +-
 tools/pip/doc/CU100MKL_ADDITIONAL.md               |   4 +-
 tools/pip/doc/CU100_ADDITIONAL.md                  |   4 +-
 ...U91MKL_ADDITIONAL.md => CU101MKL_ADDITIONAL.md} |  10 +-
 .../{CU91_ADDITIONAL.md => CU101_ADDITIONAL.md}    |  10 +-
 tools/pip/doc/CU75MKL_ADDITIONAL.md                |   6 +-
 tools/pip/doc/CU75_ADDITIONAL.md                   |   6 +-
 tools/pip/doc/CU80MKL_ADDITIONAL.md                |   6 +-
 tools/pip/doc/CU80_ADDITIONAL.md                   |   6 +-
 tools/pip/doc/CU90MKL_ADDITIONAL.md                |   6 +-
 tools/pip/doc/CU90_ADDITIONAL.md                   |   6 +-
 tools/pip/doc/CU92MKL_ADDITIONAL.md                |   6 +-
 tools/pip/doc/CU92_ADDITIONAL.md                   |   6 +-
 tools/pip/doc/MKL_ADDITIONAL.md                    |   6 +-
 tools/pip/setup.py                                 |  14 +-
 186 files changed, 2533 insertions(+), 4301 deletions(-)
 create mode 100644 cd/python/pypi/Jenkins_pipeline.groovy
 create mode 100644 cd/python/pypi/README.md
 create mode 100755 cd/python/pypi/pypi_package.sh
 create mode 100755 cd/python/pypi/pypi_publish.py
 rename ci/jenkins/{Jenkinsfile_website => Jenkinsfile_website_beta} (67%)
 create mode 100644 docs/python_docs/_static/autodoc.js
 delete mode 100644 docs/python_docs/python/README.md
 delete mode 100644 docs/python_docs/python/api/advanced/index.rst
 delete mode 100644 
docs/python_docs/python/api/advanced/mxnet.executor_manager.rst
 delete mode 100644 
docs/python_docs/python/api/advanced/mxnet.kvstore_server.rst
 delete mode 100644 docs/python_docs/python/api/advanced/mxnet.test_utils.rst
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
autograd/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
contrib/autograd/index.rst} (88%)
 create mode 100644 docs/python_docs/python/api/contrib/index.rst
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
contrib/io/index.rst} (90%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
contrib/ndarray/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
contrib/onnx/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
contrib/quantization/index.rst} (87%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
contrib/symbol/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
contrib/tensorboard/index.rst} (87%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
contrib/tensorrt/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
contrib/text/index.rst} (89%)
 delete mode 100644 docs/python_docs/python/api/gluon-related/index.rst
 delete mode 100644 docs/python_docs/python/api/gluon-related/mxnet.autograd.rst
 delete mode 100644 docs/python_docs/python/api/gluon-related/mxnet.image.rst
 delete mode 100644 
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 delete mode 100644 docs/python_docs/python/api/gluon-related/mxnet.io.rst
 delete mode 100644 
docs/python_docs/python/api/gluon-related/mxnet.kvstore.KVStore.rst
 delete mode 100644 
docs/python_docs/python/api/gluon-related/mxnet.lr_scheduler.rst
 delete mode 100644 docs/python_docs/python/api/gluon-related/mxnet.metric.rst
 delete mode 100644 
docs/python_docs/python/api/gluon-related/mxnet.optimizer.rst
 delete mode 100644 docs/python_docs/python/api/gluon-related/mxnet.profiler.rst
 delete mode 100644 docs/python_docs/python/api/gluon-related/mxnet.recordio.rst
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
gluon/block.rst} (87%)
 copy docs/python_docs/python/api/gluon/{mxnet.gluon.Constant.rst => 
constant.rst} (86%)
 rename docs/python_docs/python/api/gluon/{mxnet.gluon.contrib.rst => 
contrib/index.rst} (92%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
gluon/hybrid_block.rst} (86%)
 rename docs/python_docs/python/api/{advanced/mxnet.rtc.rst => 
gluon/loss/index.rst} (80%)
 rename docs/python_docs/python/api/gluon/{mxnet.gluon.model_zoo.rst => 
model_zoo/index.rst} (84%)
 delete mode 100644 
docs/python_docs/python/api/gluon/mxnet.gluon.HybridBlock.rst
 delete mode 100644 
docs/python_docs/python/api/gluon/mxnet.gluon.ParameterDict.rst
 delete mode 100644 docs/python_docs/python/api/gluon/mxnet.gluon.Trainer.rst
 delete mode 100644 docs/python_docs/python/api/gluon/mxnet.gluon.data.rst
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 delete mode 100644 docs/python_docs/python/api/gluon/mxnet.gluon.loss.rst
 delete mode 100644 docs/python_docs/python/api/gluon/mxnet.gluon.nn.Block.rst
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docs/python_docs/python/api/gluon/mxnet.gluon.nn.HybridBlock.rst
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docs/python_docs/python/api/gluon/mxnet.gluon.nn.SymbolBlock.rst
 delete mode 100644 docs/python_docs/python/api/gluon/mxnet.gluon.parameter.rst
 delete mode 100644 docs/python_docs/python/api/gluon/mxnet.gluon.utils.rst
 rename docs/python_docs/python/api/gluon/{nn.rst => nn/index.rst} (81%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
gluon/parameter.rst} (86%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
gluon/parameter_dict.rst} (85%)
 rename docs/python_docs/python/api/gluon/{rnn.rst => rnn/index.rst} (75%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
gluon/symbol_block.rst} (86%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
gluon/trainer.rst} (87%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
gluon/utils/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
initializer/index.rst} (88%)
 rename docs/python_docs/python/api/{gluon-related/mxnet.kvstore.rst => 
kvstore/index.rst} (92%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
lr_scheduler/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon/mxnet.gluon.Constant.rst => 
metric/index.rst} (90%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
module/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/attribute/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon/mxnet.gluon.Constant.rst => 
mxnet/base/index.rst} (90%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/callback/index.rst} (89%)
 rename docs/python_docs/python/api/{gluon-related/mxnet.context.rst => 
mxnet/context/index.rst} (88%)
 rename docs/python_docs/python/api/{advanced/mxnet.engine.rst => 
mxnet/engine/index.rst} (88%)
 rename docs/python_docs/python/api/{advanced/mxnet.executor.rst => 
mxnet/executor/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/executor_manager/index.rst} (87%)
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mxnet/image/index.rst} (74%)
 rename docs/python_docs/python/api/{symbol-related => mxnet}/index.rst (51%)
 copy docs/python_docs/python/api/{gluon/mxnet.gluon.Constant.rst => 
mxnet/io/index.rst} (90%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
mxnet/kvstore_server/index.rst} (87%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/libinfo/index.rst} (87%)
 rename docs/python_docs/python/api/{symbol-related/mxnet.monitor.rst => 
mxnet/monitor/index.rst} (90%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/name/index.rst} (90%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/notebook/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/operator/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/profiler/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.random.rst => 
mxnet/random/index.rst} (94%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/recordio/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/registry/index.rst} (89%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/rtc/index.rst} (91%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/test_utils/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
mxnet/torch/index.rst} (90%)
 rename docs/python_docs/python/api/{advanced/mxnet.util.rst => 
mxnet/util/index.rst} (90%)
 rename docs/python_docs/python/api/{symbol-related/mxnet.visualization.rst => 
mxnet/visualization/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon-related/mxnet.kvstore.create.rst => 
ndarray/contrib/index.rst} (88%)
 copy docs/python_docs/python/api/{gluon/mxnet.gluon.Constant.rst => 
ndarray/image/index.rst} (89%)
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ndarray/linalg/index.rst} (89%)
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