[mkldnn-1.0]Rebase to master (#16648)

* fixed broken links across multiple files (#16581)

* fix missing docs due to git add issues (#16496)

* Create SECURITY.md (#16573)

* Create SECURITY.md

* Update SECURITY.md

* [Numpy] Support N_D(N>=3) batch_dot (#16586)

* Support N_D(N>=3) batch_dot

* use 1E-4

* fix lint

* remove unnecessary comment

* Update test_numpy_op.py

* Large Vector tests for DGL Ops Part 2 (#16497)

* add hyperbolic, logical, sign and regression tests for large vector

* changed hyperbolic functions into existing trignometric functions

* fix trigo and simple bind needs shape as tuple

* fix logical ops, add with_seed

* fix arcosh in largearray, remove regression from largevector

* [Numpy] Loading numpy-incompatible NDArray in numpy-compatible mode (#16597)

* Make MXIsNumpyShape return enum

* address the comment

* Surpress subgraph log in CI (#16607)

Change-Id: Ia2ed6fdbb1d2cb5cc607a8856ca13ee338e27eac

* Fix dequantize memory corruption (#16606)

Change-Id: I51b62a32987bdbcf96f04b1bc6617e66796f648b

* [MKLDNN]Fix reorder2default (#16602)

* Fix reorder2default

Change-Id: I74c87af9535f6264e6d1ea7eaed089a6480a3358

* fix

Change-Id: I6d07b43b520a47e7c78bd4b4b6390f5fb95e6957

* Fix

Change-Id: Id72f25c34291be4711f55569c6d61467edd6113d

* Fix CI

Change-Id: I8c33a82555d5ace2d0b682c1e3eefa13f3a44768

* Run CI

Change-Id: Ie8a6dab80ef91c0337cafbae4e3db277e0c7ebf7

* second round of fixing broken links in multiple files (#16598)

* Python Docstring Convetion (#16550)

* Docstring convetnion for

* Docstring convention for

* Docstring convention for

* Docstring convention for

* Docstring convention for

* Docstring convention for

* Docstring convention

* Revert removing new line

* Remove white space

* [MXNET-1434] Fix a broken link for basic C++ tutorial (#16461)

* Fix for wrong reqs set after switching from training to inference (#16553)

* Debugging reqs

* Move literal strings to const static members

* Fix lint

* julia/docs: more DRY on page rendering (#16396)

.travis.yml

@@ -34,6 +34,7 @@ script:
 # Temporarily disable travis build due to travis constantly time out, tracked in
 # https://github.com/apache/incubator-mxnet/issues/16535:
   - export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+  - export MXNET_SUBGRAPH_VERBOSE=0
   - mv make/osx.mk config.mk
 #  - make -j 2
 

SECURITY.md

@@ -0,0 +1,25 @@
+<!--- Licensed to the Apache Software Foundation (ASF) under one -->
+<!--- or more contributor license agreements.  See the NOTICE file -->
+<!--- distributed with this work for additional information -->
+<!--- regarding copyright ownership.  The ASF licenses this file -->
+<!--- to you under the Apache License, Version 2.0 (the -->
+<!--- "License"); you may not use this file except in compliance -->
+<!--- with the License.  You may obtain a copy of the License at -->
+
+<!---   http://www.apache.org/licenses/LICENSE-2.0 -->
+
+<!--- Unless required by applicable law or agreed to in writing, -->
+<!--- software distributed under the License is distributed on an -->
+<!--- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY -->
+<!--- KIND, either express or implied.  See the License for the -->
+<!--- specific language governing permissions and limitations -->
+<!--- under the License. -->
+
+# Security Policy
+
+## Reporting a Vulnerability
+The Apache Software Foundation takes a very active stance in eliminating security problems and denial of service attacks against its products.
+
+We strongly encourage folks to report such problems to our private security mailing list first, before disclosing them in a public forum.
+
+For instructions how to report a security vulnerability, please consult our [security guide](https://mxnet.apache.org/api/faq/security).

ci/docker/runtime_functions.sh

@@ -1007,6 +1007,7 @@ cd_unittest_ubuntu() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=1  # Ignored if not present
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export MXNET_ENABLE_CYTHON=0
     export CD_JOB=1 # signal this is a CD run so any unecessary tests can be skipped
 
@@ -1049,6 +1050,7 @@ unittest_ubuntu_python2_cpu_cython() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=1
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export MXNET_ENABLE_CYTHON=1
     export MXNET_ENFORCE_CYTHON=1
     check_cython 2
@@ -1062,6 +1064,7 @@ unittest_ubuntu_python2_cpu() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=0
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export MXNET_ENABLE_CYTHON=0
     nosetests-2.7 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_unittest.xml --verbose tests/python/unittest
     nosetests-2.7 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_train.xml --verbose tests/python/train
@@ -1073,6 +1076,7 @@ unittest_ubuntu_python3_cpu() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=0  # Ignored if not present
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export MXNET_ENABLE_CYTHON=0
     nosetests-3.4 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_unittest.xml --verbose tests/python/unittest
     nosetests-3.4 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_quantization.xml --verbose tests/python/quantization
@@ -1083,6 +1087,7 @@ unittest_ubuntu_python3_cpu_mkldnn() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=0  # Ignored if not present
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export MXNET_ENABLE_CYTHON=0
     nosetests-3.4 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_unittest.xml --verbose tests/python/unittest
     nosetests-3.4 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_mkl.xml --verbose tests/python/mkl
@@ -1093,6 +1098,7 @@ unittest_ubuntu_python2_gpu() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=0  # Ignored if not present
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export CUDNN_VERSION=${CUDNN_VERSION:-7.0.3}
     nosetests-2.7 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_gpu.xml --verbose tests/python/gpu
 }
@@ -1102,6 +1108,7 @@ unittest_ubuntu_python3_gpu() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=0 # Ignored if not present
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export CUDNN_VERSION=${CUDNN_VERSION:-7.0.3}
     export MXNET_ENABLE_CYTHON=0
     nosetests-3.4 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_gpu.xml --verbose tests/python/gpu
@@ -1112,6 +1119,7 @@ unittest_ubuntu_python3_gpu_cython() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=1 # Ignored if not present
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export CUDNN_VERSION=${CUDNN_VERSION:-7.0.3}
     export MXNET_ENABLE_CYTHON=1
     export MXNET_ENFORCE_CYTHON=1
@@ -1123,6 +1131,7 @@ unittest_ubuntu_python3_gpu_nocudnn() {
     set -ex
     export PYTHONPATH=./python/
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export CUDNN_OFF_TEST_ONLY=true
     export MXNET_ENABLE_CYTHON=0
     nosetests-3.4 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_gpu.xml --verbose tests/python/gpu
@@ -1132,6 +1141,7 @@ unittest_ubuntu_tensorrt_gpu() {
     set -ex
     export PYTHONPATH=./python/
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export LD_LIBRARY_PATH=/work/mxnet/lib:$LD_LIBRARY_PATH
     export CUDNN_VERSION=${CUDNN_VERSION:-7.0.3}
     export MXNET_ENABLE_CYTHON=0
@@ -1146,6 +1156,7 @@ unittest_ubuntu_python2_quantization_gpu() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=0  # Ignored if not present
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export CUDNN_VERSION=${CUDNN_VERSION:-7.0.3}
     export MXNET_ENABLE_CYTHON=0
     nosetests-2.7 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_quantization_gpu.xml --verbose tests/python/quantization_gpu
@@ -1158,6 +1169,7 @@ unittest_ubuntu_python3_quantization_gpu() {
     export PYTHONPATH=./python/
     export MXNET_MKLDNN_DEBUG=0 # Ignored if not present
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export CUDNN_VERSION=${CUDNN_VERSION:-7.0.3}
     export MXNET_ENABLE_CYTHON=0
     nosetests-3.4 $NOSE_COVERAGE_ARGUMENTS $NOSE_TIMER_ARGUMENTS --with-xunit --xunit-file nosetests_quantization_gpu.xml --verbose tests/python/quantization_gpu
@@ -1320,6 +1332,7 @@ integrationtest_ubuntu_gpu_python() {
     set -ex
     export PYTHONPATH=./python/
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     python example/image-classification/test_score.py
 }
 
@@ -1348,6 +1361,7 @@ integrationtest_ubuntu_cpu_dist_kvstore() {
     pushd .
     export PYTHONPATH=./python/
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export MXNET_USE_OPERATOR_TUNING=0
     cd tests/nightly/
     ../../tools/launch.py -n 7 --launcher local python dist_sync_kvstore.py --type=gluon_step_cpu
@@ -1382,6 +1396,7 @@ integrationtest_ubuntu_gpu_dist_kvstore() {
     pushd .
     export PYTHONPATH=./python/
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     cd tests/nightly/
     ../../tools/launch.py -n 4 --launcher local python dist_device_sync_kvstore.py
     ../../tools/launch.py -n 4 --launcher local python dist_sync_kvstore.py --type=init_gpu
@@ -1569,6 +1584,7 @@ nightly_tutorial_test_ubuntu_python3_gpu() {
     export MXNET_DOCS_BUILD_MXNET=0
     make html
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export PYTHONPATH=/work/mxnet/python/
     export MXNET_TUTORIAL_TEST_KERNEL=python3
     cd /work/mxnet/tests/tutorials
@@ -1582,6 +1598,7 @@ nightly_tutorial_test_ubuntu_python2_gpu() {
     export MXNET_DOCS_BUILD_MXNET=0
     make html
     export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+    export MXNET_SUBGRAPH_VERBOSE=0
     export PYTHONPATH=/work/mxnet/python/
     export MXNET_TUTORIAL_TEST_KERNEL=python2
     cd /work/mxnet/tests/tutorials
@@ -1975,7 +1992,7 @@ cd_package_pypi() {
     popd
 }
 
-# Sanity checks wheel file 
+# Sanity checks wheel file
 cd_integration_test_pypi() {
     set -ex
     local python_cmd=${1:?"This function requires a python command as the first argument"}

ci/windows/test_py2_cpu.ps1

@@ -20,6 +20,7 @@
 $env:MXNET_LIBRARY_PATH=join-path $pwd.Path windows_package\lib\libmxnet.dll
 $env:PYTHONPATH=join-path $pwd.Path windows_package\python
 $env:MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+$env:MXNET_SUBGRAPH_VERBOSE=0
 $env:MXNET_HOME=[io.path]::combine($PSScriptRoot, 'mxnet_home')
 
 C:\Python27\Scripts\pip install -r tests\requirements.txt

ci/windows/test_py2_gpu.ps1

@@ -20,6 +20,7 @@
 $env:MXNET_LIBRARY_PATH=join-path $pwd.Path windows_package\lib\libmxnet.dll
 $env:PYTHONPATH=join-path $pwd.Path windows_package\python
 $env:MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+$env:MXNET_SUBGRAPH_VERBOSE=0
 $env:MXNET_HOME=[io.path]::combine($PSScriptRoot, 'mxnet_home')
 
 C:\Python27\Scripts\pip install -r tests\requirements.txt

ci/windows/test_py3_cpu.ps1

@@ -20,6 +20,7 @@
 $env:MXNET_LIBRARY_PATH=join-path $pwd.Path windows_package\lib\libmxnet.dll
 $env:PYTHONPATH=join-path $pwd.Path windows_package\python
 $env:MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+$env:MXNET_SUBGRAPH_VERBOSE=0
 $env:MXNET_HOME=[io.path]::combine($PSScriptRoot, 'mxnet_home')
 
 C:\Python37\Scripts\pip install -r tests\requirements.txt

ci/windows/test_py3_gpu.ps1

@@ -20,6 +20,7 @@
 $env:MXNET_LIBRARY_PATH=join-path $pwd.Path windows_package\lib\libmxnet.dll
 $env:PYTHONPATH=join-path $pwd.Path windows_package\python
 $env:MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0
+$env:MXNET_SUBGRAPH_VERBOSE=0
 $env:MXNET_HOME=[io.path]::combine($PSScriptRoot, 'mxnet_home')
 
 C:\Python37\Scripts\pip install -r tests\requirements.txt

cpp-package/README.md

@@ -55,7 +55,7 @@ In order to consume the C++ API please follow the steps below.
 
 ## Tutorial
 
-A basic tutorial can be found at <https://mxnet.apache.org/tutorials/c++/basics.html>.
+A basic tutorial can be found at <https://mxnet.apache.org/api/cpp/docs/tutorials/basics>.
 
 ## Examples
 

docs/python_docs/python/api/gluon/data/index.rst

@@ -0,0 +1,63 @@
+.. Licensed to the Apache Software Foundation (ASF) under one
+   or more contributor license agreements.  See the NOTICE file
+   distributed with this work for additional information
+   regarding copyright ownership.  The ASF licenses this file
+   to you under the Apache License, Version 2.0 (the
+   "License"); you may not use this file except in compliance
+   with the License.  You may obtain a copy of the License at
+
+     http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing,
+   software distributed under the License is distributed on an
+   "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+   KIND, either express or implied.  See the License for the
+   specific language governing permissions and limitations
+   under the License.
+
+gluon.data
+==========
+
+.. automodule:: mxnet.gluon.data
+
+Datasets
+--------
+
+.. autosummary::
+
+   Dataset
+   ArrayDataset
+   RecordFileDataset
+   SimpleDataset
+
+Sampling
+--------
+
+.. autosummary::
+
+   Sampler
+   SequentialSampler
+   RandomSampler
+   BatchSampler
+
+DataLoader
+----------
+
+.. autosummary::
+
+   DataLoader
+
+
+API Reference
+-------------
+.. automodule:: mxnet.gluon.data
+    :members:
+    :imported-members:
+    :autosummary:
+
+.. toctree::
+   :hidden:
+   :maxdepth: 2
+   :glob:
+
+   */index

docs/python_docs/python/api/gluon/data/vision/datasets/index.rst

@@ -0,0 +1,26 @@
+.. Licensed to the Apache Software Foundation (ASF) under one
+   or more contributor license agreements.  See the NOTICE file
+   distributed with this work for additional information
+   regarding copyright ownership.  The ASF licenses this file
+   to you under the Apache License, Version 2.0 (the
+   "License"); you may not use this file except in compliance
+   with the License.  You may obtain a copy of the License at
+
+     http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing,
+   software distributed under the License is distributed on an
+   "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+   KIND, either express or implied.  See the License for the
+   specific language governing permissions and limitations
+   under the License.
+
+vision.datasets
+===============
+
+Gluon provides pre-defined vision datasets functions in the :py:mod:`mxnet.gluon.data.vision.datasets`
+module.
+
+.. automodule:: mxnet.gluon.data.vision.datasets
+    :members:
+    :autosummary:

docs/python_docs/python/api/gluon/data/vision/index.rst

@@ -0,0 +1,53 @@
+.. Licensed to the Apache Software Foundation (ASF) under one
+   or more contributor license agreements.  See the NOTICE file
+   distributed with this work for additional information
+   regarding copyright ownership.  The ASF licenses this file
+   to you under the Apache License, Version 2.0 (the
+   "License"); you may not use this file except in compliance
+   with the License.  You may obtain a copy of the License at
+
+     http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing,
+   software distributed under the License is distributed on an
+   "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+   KIND, either express or implied.  See the License for the
+   specific language governing permissions and limitations
+   under the License.
+
+data.vision
+============
+
+.. automodule:: mxnet.gluon.data.vision
+
+Datasets
+^^^^^^^^
+
+.. autosummary::
+    :nosignatures:
+
+    mxnet.gluon.data.vision.datasets
+
+
+Data transformations
+^^^^^^^^^^^^^^^^^^^^
+
+
+.. autosummary::
+    :nosignatures:
+
+    mxnet.gluon.data.vision.transforms
+
+
+API Reference
+-------------
+.. automodule:: mxnet.gluon.data.vision
+    :members:
+    :autosummary:
+
+.. toctree::
+   :hidden:
+   :maxdepth: 2
+   :glob:
+
+   */index