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Create a RSA GPG key of length 4096, upload it to the public server, and add it to the KEYS file (do this process once for each release lead): https://github.com/apache/incubator-mxnet/blob/master/KEYS &
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See more detailed instructions on creating the key here: https://www.apache.org/dev/openpgp.html#generate-key. Instructions for updating the KEYS file can be found here: https://github.com/apache/incubator-mxnet/blob/master/KEYS#L9-L13. at the beginning of the KEYS file. Note that you must use apache email instead of personal email for the key. The following instructions shows how to update the key using svn.
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# checkout the apache mxnet repo svn co https://dist.apache.org/repos/dist/devrelease/incubator/mxnet apache-mxnet cd apache-mxnet # update the KEYS file ... # commit the update svn commit -m “update keys file for xxx ” --username your_username --password your_passwd |
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git clone git@github.com:apache/incubator-mxnet.git apache-mxnet-src-0.12.0.rc0-incubating
git checkout v0.12.0
git submodule update --init --recursive
git checkout 0.12.0.rc0
rm -rf R-package/*
rm -rf R-package
rm -rf .DS_Store
rm -rf CODEOWNERS
find . -name ".git*" -print0 | xargs -0 rm -rf
brew install gnu-tar
gtar -czvf apache-mxnet-src-0.12.0.rc0-incubating.tar.gz apache-mxnet-src-0.12.0.rc0-incubating |
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svn co https://dist.apache.org/repos/dist/dev/incubator/mxnet && cd mxnet/#.#.#.rc0 brew install gpg coreutils wget https://downloads.apache.org/incubator/mxnet/KEYS gpg --import ../KEYS |
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gpg --verify ./apache-mxnet-src-0.11.0.rc3-incubating.tar.gz.asc gsha512sum --check ./apache-mxnet-src-0.11.0.rc1-incubating.tar.gz.sha512 |
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In ASF, votes are open "at least" 72hrs (3 days). If you don't get enough number of binding votes within that time, you cannot close the voting deadline. You need to extend it.
Send out a
Make sure the dev community is aware of any ASF votes and results so they can be active in the ongoing voting process.
Send out a notice to vote with the template below.
To get the fingerprint of your keys, run `gpg2 --list-keys --fingerprint`
Info | ||||
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To: general@incubator.apache.org Dear community, This is a call for a releasing Apache MXNet (incubating) #.#.#, release Apache MXNet (incubating) community has voted and approved the release. Vote thread: Result thread: The source tarball, including signatures, digests, etc. can be found at: The tag to be voted upon is #########: The release hash is #########: Release artifacts are signed with the following key: KEYS file available: For information about the contents of this release, see: The vote will be open for 72 hours. [ ] +1 release this package as ######### Best regards, |
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Send out an email on general@ in the same voting thread which you sent in previous step to summarize the result.
3. Finalizing and posting a release
3.1. Marking & Publishing the Official release
Once the release candidate passes the vote, we draft the official release on GitHub and rename the release candidate as the official release.
Step 3.1.1: Draft official release on GitHub
Go to the GitHub repo’s “releases” tab
Click “Draft a new release”
Provide the release tag in the form of “<major>.<minor>.<patch>”
Select the commit by clicking Target: branch > the passing release candidate tag
Copy and paste NEWS change into the description box
Step 3.1.2: Rename and publish the source package
First upload to dev and then move to releases as follows:
#create a directory under releases - https://httpd.apache.org/dev/release.html
This process needs to change -> http://www.apache.org/dev/release-download-pages.html
Send out a notice with the vote results with the template below.
Info |
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To: general@incubator.apache.org |
3. Finalizing and posting a release
3.1. Marking & Publishing the Official release
Once the release candidate passes the vote, we draft the official release on GitHub and rename the release candidate as the official release.
Step 3.1.1: Draft official release on GitHub
Go to the GitHub repo’s “releases” tab
Click “Draft a new release”
Provide the release tag in the form of “<major>.<minor>.<patch>”
Select the commit by clicking Target: branch > the passing release candidate tag
Copy and paste NEWS change into the description box
Step 3.1.2: Rename and publish the source package
First upload to dev and then move to releases as follows:
#create a directory under releases - https://httpd.apache.org/dev/release.html
This process needs to change -> http://www.apache.org/dev/release-download-pages.html
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# Step 1: Download and Untar
tar -zxvf apache-mxnet-src-0.11.0.rc3-incubating.tar.gz
# Step 2: rename (remove the rc) and tar again
mv apache-mxnet-src-0.11.0.rc3-incubating apache-mxnet-src-0.11.0-incubating
gtar -czvf apache-mxnet-src-0.11.0-incubating.tar.gz apache-mxnet-src-0.11.0-incubating
# Step 3: Resign now
# Step 4: First upload here -
svn mv https://dist.apache.org/repos/dist/dev | ||||||||
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# Step 1: Download and Untar tar -zxvf apache-mxnet-src-0.11.0.rc3-incubating.tar.gz # Step 2: rename (remove the rc) and tar again mv apache-mxnet-src-0.11.0.rc3-incubating apache-mxnet-src-0.11.0-incubating gtar -czvf apache-mxnet-src-0.11.0-incubating.tar.gz apache-mxnet-src-0.11.0-incubating # Step 3: Resign now # Step 4: First upload here - svn mv https://dist.apache.org/repos/dist/dev/incubator/mxnet/0.11.0/ # Step 5: Move from dev to release svn mv https://dist.apache.org/repos/dist/dev/incubator/mxnet/0.11.0/ https://dist.apache.org/repos/dist/release/incubator/mxnet/ --message "0.11.0 release moving from dev to release repo" # Wait 24hours for the src mirroring. The final download page for the announce email is somewhere here (example 0.11.0) - https://www.apache.org/dyn/closer.cgi/incubator/mxnet/0.11.0-incubating/ |
Step 3.1.3: Build, test, and publish the pip wheel:
For linux, we can trigger a mxnet-cd-release job to let the existing pipelines build and test the pip wheels for us with just a few steps.
- Go to https://jenkins.mxnet-ci.amazon-ml.com/job/restricted-mxnet-cd/ and make sure you have write access to the Jenkins system. You can contact Joe (joseph.evans@gmail.com) to be added.
- We would like to trigger a mxnet-cd-pipeline job which in turn triggers a down-stream mxnet-cd-release job.
- The existing mxnet-cd-pipeline and mxnet-cd-pipeline-v1.x pipelines point to the master and v1.x branch of https://github.com/apache/incubator-mxnet respectively. So, what what we would want to do is duplicate one of them, depending on whether it's a 2.x or 1.x release, and point the pipeline to the correct release tag.
- Click "New Item" on the sidebar.
- Give the new pipeline a meaningful name, scroll down to the bottom of the page, and paste in "mxnet-cd-pipeline" or "mxnet-cd-pipeline-v1.x" to field "Copy from".
- Click "OK".
- Go into the new pipeline and click "Configure" on the sidebar.
- Under "Pipeline" find "Branches to Build." Use refs/tags/<tagName> as the branch specifier.
- Click "Save"
- Now also replicate the mxnet-cd-release-job or mxnet-cd-release-job-1.x pipeline and give it a meaningful name. Here we do not need to mess with any settings.
- Go back to configure the duplicated cd pipeline created in step b~g. Find the parameter "CD_RELEASE_JOB_NAME", change the default value to the release job pipeline created in step h.
- Click "Save"
- Now, click "Build with Parameters" on the side-bar. Choose the variants of MXNet to build and select the "RELEASE_BUILD" box and hit the "Build" Button.
- Now the cd pipeline will be triggered and in turn it will spawn several jobs in the release job pipeline. Specifically, "mxnet_lib/static" will build the MXNet lib statically, and "python/pypi" will publish the pip wheels to https://dist.mxnet.io/python/.
- If any variant of MXNet failed in either of the two jobs, the pip wheel of that variant will not be published. In this case we can try to trigger the cd pipeline again for that variant or root cause and fix the issue based on the pipeline log.
- Once all variants succeed to publish, we can go to https://dist.mxnet.io/python/ and identify the wheels we just created by the version number, date created, and variant string. We can simply download those wheels, give them another test if needed, and upload them to PyPI.
- Now we can remove the two duplicated pipelines from https://jenkins.mxnet-ci.amazon-ml.com/job/restricted-mxnet-cd/.
Please note that the release tag is usually created on a branch that's forked from v1.x and master. In that case it may lack some of the latest ci/cd fixes on the v1.x and master branch. We might need to manually port back those fixes for the cd pipeline to work.
Step 3.1.4: Build, test, and publish the Docker images: (by Meghna)
This was done as follows in 0.11.0. In the future use the automated pipeline -
Update the tag in the tool.sh file or select the correct tag in the Jenkins Job
Select the correct Repo name = mxnet
Trigger the Job with IS_PUBLISH=false
Login to the slave and test each image for correct version by checking logs and/or Readme.
Manually upload the 20 images that are built.
Make sure to update the latest and previous docker images
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/
# Step 5: Move from dev to release
svn mv https://dist.apache.org/repos/dist/dev/incubator/mxnet/0.11.0/ https://dist.apache.org/repos/dist/release/incubator/mxnet/ --message "0.11.0 release moving from dev to release repo"
# Wait 24hours for the src mirroring. The final download page for the announce email is somewhere here (example 0.11.0) - https://www.apache.org/dyn/closer.cgi/incubator/mxnet/0.11.0-incubating/ |
Step 3.1.3: Build, test, and publish pip wheels and python docker images
For linux, we can trigger a release pipeline that builds, tests and publishes the pip wheels and python docker images for us with just a few steps:
- Go to https://jenkins.mxnet-ci.com/job/restricted-mxnet-cd/job/mxnet-stable-release-pipeline/ and make sure you have write access to the Jenkins system.
- Click "Configure" and update the "Branch specifier" to point to the GitHub branch/tag and click "Save" (The GitHub repository URL is set to apache/incubator-mxnet, if you are releasing using a fork, update this URL too)
- For branch, use
<branchName>
- For tag, use
refs/tags/<tagName>
- For branch, use
- Click "Build with Parameters" from the left pane, modify the following fields as needed and click on "Build"
- MXNET_VARIANTS : Make sure all supported cu* flavors are present
- RELEASE_BUILD" : Keep the box Unchecked
- CD_RELEASE_JOB_NAME : Do not modify this field
- VERSION : Mention the MXNet release tag here e.g. 1.8.0, 2.0.0 (This tag is only used in naming python docker images.)
- This triggers the release pipelines for different cpu and cu* flavors which can be found here https://jenkins.mxnet-ci.com/job/restricted-mxnet-cd/job/mxnet-stable-release-job/ . You can click on "Open Blue Ocean" from the left pane to check pipeline status. There are 3 pipelines that get trigerred:
- First pipeline builds the libmxnet binaries for different flavors. Only after this pipeline completes (takes around 2.5 hours), the other two pipelines are triggered, that run in parallel.
- Second pipeline "python/pypi" publishes the pip wheels to https://dist.mxnet.io/python/.
- Third pipeline "python/docker" publishes the python docker images to https://gallery.ecr.aws/w6z5f7h2/mxnet/python.
- If any job in any of the three pipelines fails, go through the corresponding logs and either
- Re-trigger the pipeline in case it's a flaky failure or
- Root cause and fix the issue and then re-trigger the pipeline.
- Re-trigger the pipeline in case it's a flaky failure or
- Once all pipelines are green, Python wheels and Python docker images for all variants are published to their respective targets. Now we need to move these released artifacts to their final locations so that they are available to users:
- Python wheels (for this release) from https://dist.mxnet.io/python/ go to PyPI.
- Identify the wheels by the version number, date created, and variant string
- Download the above wheels, give them another test if needed, and upload them to PyPI
- For more info regarding publishing pip wheels to Pypi, please contact zhasheng@apache.org
- Python docker images (for this release) from https://gallery.ecr.aws/w6z5f7h2/mxnet/python go to dockerhub.
- Identify the docker images by the version number, date created, and variant string
- Pull each docker image to local (docker pull public.ecr.aws/w6z5f7h2/mxnet/python:<tag>)
- Tag downloaded images (docker tag …)
- Login to dockerhub (docker login ...)
- Push images (docker push …)
- Python wheels (for this release) from https://dist.mxnet.io/python/ go to PyPI.
For mac, the following automated script can be used to build the wheel.(MacOS machine is required to generate wheels for mac)
#!/bin/bash
# Install brew
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"
# Install developement tools
brew install nasm
brew install automake
brew install libtool
brew install ninja
brew install pkg-config
python -m pip install contextvars
python -m pip install numpy
python -m pip install requests
# Clone MXNet
cd $HOME
git clone -b v1.x --single-branch https://github.com/apache/incubator-mxnet.git # Use release tag instead
cd $HOME/incubator-mxnet/
git submodule update --init --recursive
# Set ENV variables and build statically
export IS_RELEASE=True
export mxnet_variant=cpu
echo $(git rev-parse HEAD) >> python/mxnet/COMMIT_HASH
mkdir -p $HOME/pip_build/mxnet-build
cp -r * $HOME/pip_build/mxnet-build
export CODE_DIR=$(pwd)
cd $HOME/pip_build/mxnet-build
CMAKE_STATICBUILD=1 ./tools/staticbuild/build.sh $mxnet_variant pip
# Package wheel
cd $HOME/pip_build
cp -r mxnet-build/tools/pip/* .
python setup.py bdist_wheel
# Copy wheel to $HOME/pip_build
cp $HOME/pip_build/dist/mxnet* $HOME/pip_build
Wheels are publish manually to pypi.
Please note that the release tag is usually created on a branch that's forked from v1.x and master. In that case it may lack some of the latest ci/cd fixes on the v1.x and master branch. We might need to manually port back those fixes for the cd pipeline to work.
Step 3.1.4: Verify the resources are uploaded
Check that the resources are present in http://www.apache.org/dist/incubator/mxnet. It may take a while for them to be visible. This will be mirrored throughout the Apache network. There are a few remaining steps.
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Follow these steps to update website in release branch and create website artifacts.
- Add the new installation version on the get_start page: Set the new version to be default, and add the dropdown option. See this example
- Add download links to the install archives. See this example. Make sure to use archive.apache.org for all except the current one.
- Update the pip package table in /python/cpu/pip.md and /python/gpu/pip.md. See this example
- Update and generate the image file for pip install table.
- Download pip-packages.sketch from dmlc/web-data repo
- Use Sketch or other diagram drawing tools to update the sketch file for the new version table (add rows/columns and checkmarks)
- Save the new pip table as a png file with name pip-packages-{NEW_RELEASE_VERSION}.png
- Upload the .sketch file and .png file to dmlc/web-data repo. See this example
- Update pip install table link in pip_snippet.md. See this example
- Add menu options for general version dropdown. Add the new release version number in _config.ym, _config_beta.tml and _config_prod.yml under '- master'.
- Update the dropdown versions for python doc. See this example
- Update the dropdown versions in header.html. See this example
- Prepare and deploy the release version website artifacts, this step requires access permissions to CI Jenkins server
- Log in to Jenkins pipeline restricted-website-update-versions
- Goto Configure to make sure the Git Repository URL points to https://github.com/apache/incubator-mxnet.git
- Click Build with Parameters on the left panel
- Specify COMMIT_ID to the release branch
- Specify FOLDER_NAME to the release version, e.g. 1.8.0 or 2.0.0
- Build and make sure the pipeline finish successfully
Step 3.2.2 Update website in master version
Ensure all the above processes in step 3.2.1 are all completed. Next task is to update master version website.
- Cherry-pick above changes (step 1-5 6 in 3.2.1) from release branch to master branch and v1.x branch. See this example
- Set default website version to new release version by updating the
RewriteRule
in /docs/static_site/src/.htaccess under comment "# Set default website version to current stable". For example: update the version 1.x to the new release version:- RewriteRule ^(.*)$ /versions/1.x/$1 [r=307,L] => RewriteRule ^(.*)$ /versions/{NEW_RELEASE_VERSION}/$1 [r=307,L]
- Publish website artifact to the main website
- Manually trigger pipeline restricted-website-build-master to publish the new website artifact. Make sure that the pipeline finishes successfully.
- The new website will be published to http://mxnet.incubator.apache.org/. There can be a delay due to some edge caching with Apache infra.
- After publishing, check the correctness of the main website
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Info |
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There must be a link in the announcement to the downloads page, not to the dyn/closer page. Downloads must be mirrored from the official Apache distribution site, not from github or other site. e.g. "A Link to the httphttps://mxnet.incubator.apache.org/install/versions/1.8.0/get_started/download.html" |
Send an email to announce@apache.org, general@incubator.apache.org and dev@mxnet.incubator.apache.org with the subject: [ANNOUNCE] Release Apache MXNet (incubating) version $release and a body along the lines of:
Info | ||
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The Apache MXNet (incubating) community is happy to announce Apache MXNet (incubating) version ##.#.#! ( ## if applicable ## ) Release blog post: ( ## -- if applicable -- ## ) Apache MXNet (incubating) is a deep learning framework designed for both efficiency and flexibility. It allows you to mix symbolic and imperative programming to maximize efficiency and productivity. ( ## for patch releases ## ) 1.3.1 is a maintenance release incorporating important bug fixes and important performance improvements. ( ## -- for patch releases -- ## ) A full list of the changes in this release can be found in the release notes: A link to the download page can be found here: If you prefer to build from source and experiment with various compile-time configuration options, use this link to get the instructions: Or you can download and play with MXNet easily using one of the options below: 1. The Pip packages can be found here: 2. The Docker Images can be found here: Links in Maven to the published Scala packages: https://repository.apache.org/content/repositories/releases/org/apache/mxnet/ and to the experimental Clojure packages:
The Pip package: The release tag: MXNet Resources - Our discussion forum (https://github.com/apache/incubator-mxnet/discussions) Social Media - Apache MXNet on Twitter (https://twitter.com/apachemxnet) For more information on Apache MXNet (incubating), please see:
_______ DISCLAIMER: Apache MXNet (incubating) is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the name of Apache Incubator PMC. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate that the project has yet to be fully endorsed by the ASF. https://cwiki.apache.org/confluence/x/BINjB |
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