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IBM Z
How to get started with
OPEN-SOURCE SOFTWARE
CDMX - Boston
JAVIER PEREZ
Open Source Program Strategist, IBM Z
@jperezp_bos
javierperez.mozello.com
www.linkedin.com/in/javierperez
» 10+ years in open-source
» Solution Architect and Product
Management background
» Led open-source projects at
Appcelerator and Red Hat
» App Dev, Mobile, App Security, Cloud
Native, SaaS offerings
» Voting Member of IBM Open-Source
Technical Steering Committee
» Voting Member of Open Mainframe
Project Technical Advisory Committee
Open-Source since 1955
3
• SHARE: World’s first computer user group
• Founded in 1955 by users of the IBM 701
• Shared technical details, programs, and
documentation
• SHARE Program Library started collection and
distribution of software
Brief History of Open-Source
• First all software was free software (1950s ~ 1960s)
• SHARE started sharing (1955)
• Unix OS and Programming Languages were free (1970s)
• CBT Tape organization created in (1975) cbttape.org
• Commercial Software and User Communities start (1980s)
• GNU General Public License (GPL) for free software (1989)
Brief History of Open-Source
• Linus Torvalds publishes Linux Kernel under GPL (1991)
• New Mozilla Foundation and Netscape browser is open-sourced
(1998)
• Open-source model described in the "The Cathedral and the Bazaar”
by Eric Raymond (1997-1999)
• Linus Torvalds creates Git in 2005, GitHub founded in 2008
• Microsoft buys GitHub for $7.8B (2018), IBM buys Red-Hat for $34B
(2019)
• 2021 Open-source companies' valuation: MongoDB $25B, Elastic
$14B, Databricks $28B (private), Cloudera $5.3B
What is Open-Source Software?
• Source code is publicly available
• Open to collaboration
• Source code available with a license that
permits users to freely run, study, modify and
redistribute
Photo by Markus Spiske from Pexels
What’s in Open-Source
Software?
1. Code (and packaged form)
2. Open-Source License
3. README
4. Contribution Guidelines
5. Code of Conduct
Roles in Open-Source Software
Maintainer
Administrator, publish code, website, social media
Committer
Becoming a Committer in projects like Cordova, Node.js,
Linux, and others is a highly regarded and respected role
Contributor
Opportunity to learn, join a community and meet people
Photo by Procreator UX Design Studio on Unsplash
Group Name / DOC ID / Month XX, 2020 / © 2020 IBM Corporation
Open-Source Licenses
9
• Open-Source Initiative (OSI) reviews and approves
open-source licenses
• Restrictive or Copyleft License
• Reuse and updates to code must remain open-source
Examples: GPL, LGPL, AGPL
• Permissive License
Code updates may remain proprietary
Full distribution of code permitted. Examples: Apache,
BSD, MIT
• Server Side Public License (SSPL)
• Hosted service not allow, not in OSI
Open-Source Libraries and
Dependencies
• Popular Open-Source Libraries have many
contributors and are also reused by other OSS
• Depending on the Programming Language
Open-Source Libraries can have from a few to
1000’s of dependencies
• There are Direct Dependencies and Transitive
Dependencies
• Contribute Upstream
• Company Sponsored or Individually
• Enhancements & innovations
• Testing, bug reports, suggest a feature
• Bug fixes
• Vulnerability fixes
• Port to new platform
• Graphic design & documentation
• Advocacy, give a talk, write a blog, marketing
• Modified code not contributed back becomes close code
Photo by Andres Haro on Unsplash
What to Contribute?
V1.1
Open-source
Project
V1.2 V1.3
V1.0
Enterprise
Edition
V1.1
Download
Code changes
and fixes
Test
Contribute
upstream
Download
Upstream project
Downstream
Fewer changes
and fixes
Test
Contribute
upstream
Download
Fewer changes
and fixes
Downstream
Upstream project
Benefits of Upstreaming:
• Less code to maintain in house
• External reviews and feedback
• Your code stays in the latest versions of both open-source project and commercial product
• Demonstrates commitment to the project and can influence direction
Open-Source Best Practice: Upstream Code
• To start free or at a low cost. Experiment & fail fast
• Access to latest innovation without ”lock-in”
• Faster pace of bugs and vulnerabilities fixes
• Many support sources via documentation, community
forums/portals, videos, blogs, etc.
• Easier to recruit full stack developers, more proficient
developers
Photo by Damir Kopezhanov on Unsplash
Why companies invest in Open-
Source?
Survey: 3,400 Developer
Consider open-source
software better than
proprietary software
Developer Managers
say open-source
knowledge is a factor
for hiring decisions
Agree that contributions
impress potential employers
94 %
65 %
87 %
Photo by Michèle Eckert on Unsplash
Source: 2021 O'Reilly Media survey, commissioned by IBM
15
Companies Contributing to Open-Source
Source: GitHub research Apr29 2021 https://solutionshub.epam.com/OSCI/
Companies with the Most Active Contributors
4428 4204
2865
1693
4558
9239
8509
4260 4218
8478
0
2500
5000
7500
10000
Microsoft Google Red Hat IBM IBM + Red
Hat
Active Total Contributors
Technical Support
1. Commercial Product Technical Support
• Support contract or subscription that includes Tech Support
• Includes all commercialized open-source software (e.i. RHEL, Ansible, etc.) and open-
source used by the commercial product
2. Open-Source Software Community Support
• Community driven, discussion forums, documentation and sample code
• No commitments, support contracts or Service Level Agreements (SLAs)
• Members of the community can assist addressing bugs
• All contributions are upstreamed back to the open-source project
Commercial Open-Source Support
• IBM TSS Tech Support for selected open-source packages
• Other vendors offer tech support for open-source packages (OpenLogic, Quansight, etc.)
The Though Questions
17
• Why would I give away my effort, time, expertise?
• Cultural change, community, innovation,
collaboration, build something larger, ego,
and more
• “I would never use open-source software in my
production environment”
• Unless there’s no need for Linux or an open-
source programming language or library
• Most production environments use open-
source software
Image by Reimund Bertrams from Pixabay
The Though Questions
18
• What if the open-source project is abandoned?
• Most software is deprecated at some point,
do your research, adopt growing projects
and contribute
• “My support will be dependent on the goodwill of
open-source contributors”
• Open-source are the building blocks, not
complete enterprise applications. The open-
source movement is not a trend has decades
of growth
Photo by Ricardo Esquivel from Pexels
Ecosystems
19
210M+
Repositories
500K+
Open-Source Projects
56M+
Developers
Open-Source Projects
1.6M +
889 packages per day
406K +
327 packages per day
308K +
101 packages per day
270K +
177 packages per day
257K +
171 packages per day
166K +
15 packages per day
Source: May 18, 2021 www.modulecounts.com
Millions of Open-Source Projects
Open-Source Ecosystem for IBM Z & LinuxONE
Linux Distributions &
Virtualization
Networking & Monitoring
Cloud & Container Services Languages & Runtimes DevOps/Automation Big Data, Observability, Analytics
Databases & Storage
Middleware & others
ClefOS
www.ibm.com/community/z/open-source-software/
hub.docker.com
Memcached
More: https://bit.ly/3qJwwXK
SUSE
docker
Terraform
Chef
GitLab
Splunk
MongoDB
Couchbase
CoackroachDB
MySQL
RabbitMQ
AI tools & frameworks
Zabbix
Transform
Serving
• Build or compile the package in the corresponding
programming language and Linux distribution
• If using little-endian memory allocation, it has to
support big-endian memory allocation
• Same considerations apply to dependencies, all
libraries
• Optimization to boost performance and security using
s390x features is not required but recommended
S390x Porting Considerations
Sample Open-Source DevOps Workflow
All available for Linux on IBM Z and LinuxONE
Collect Data
Organize
Data
Analyze Data
Machine
Learning
Deep
Learning
Deploy Data
Maintain
Model
Data Asset
eXchange
(DAX)
Apache
Spark
Model Asset
eXchange
(MAX)
AIF360
AIX360
ART
AIF360
AIX360
ART
KF Serving
Kubeflow
Kubeflow
Kubeflow
Apache Kafka
Sample AI Dev Lifecycle & Open-Source
NumFOCUS projects: NumPy, Pandas, Jupyter, Scikit Learn, SciPy, and others
AI Open-Source included in IBM Products
From Open-Source to Red Hat Offerings
Growing Open-Source Ecosystem on z/OS
zECS
Artifactory-vault
binutils
Bison
Bzip2
cURL
Diffutils
Galasa
GCC
Glibc
Gzip
Libssh2
M4
Make
Mktemp
OpenSSL
Sed
Sudo
Unzip
Vim
zECS
Zip
Zlib
zML
zos-native
zTron
ZEBRA
What not to Open-Source
• Keys and credentials
• Customer data
• Employee data
• Patented intellectual property
• Code owned by other companies or entities
(unless it is open-source with appropriate
license)
Photo by Jon Tyson on Unsplash
Takeaways
• Open-source is here to stay, join us
• We want to grow our community of users and
contributors
• More open-source tooling, integrations and
plugins create stickiness in the products
• Open-source promotes improvement on
architecture and coding practices
Photo by Stephen Picilaidis on Unsplash
Recommended Reads
31
Andreessen Horowits: Open Source: From Community to Commercialization
Mozilla: A Frameworrk for Purposeful Open Source
The Linux Foundation: Starting and Open Source Program in your Company
Opensource.com: 6 motivations for consuming or publishing open source software
GitHub Yearly Report: The State of the Octoverse
IBM Course, Intro to Open-Source: cognitiveclass.ai/courses/introduction-to-open-source
Final Thought
Javier Perez | Open Source Strategist | IBM Z
@jperezp_bos
javierperez.mozello.com
www.linkedin.com/in/javierperez
Thank you!

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Intro to open source - 101 presentation

  • 1. IBM Z How to get started with OPEN-SOURCE SOFTWARE
  • 2. CDMX - Boston JAVIER PEREZ Open Source Program Strategist, IBM Z @jperezp_bos javierperez.mozello.com www.linkedin.com/in/javierperez » 10+ years in open-source » Solution Architect and Product Management background » Led open-source projects at Appcelerator and Red Hat » App Dev, Mobile, App Security, Cloud Native, SaaS offerings » Voting Member of IBM Open-Source Technical Steering Committee » Voting Member of Open Mainframe Project Technical Advisory Committee
  • 3. Open-Source since 1955 3 • SHARE: World’s first computer user group • Founded in 1955 by users of the IBM 701 • Shared technical details, programs, and documentation • SHARE Program Library started collection and distribution of software
  • 4. Brief History of Open-Source • First all software was free software (1950s ~ 1960s) • SHARE started sharing (1955) • Unix OS and Programming Languages were free (1970s) • CBT Tape organization created in (1975) cbttape.org • Commercial Software and User Communities start (1980s) • GNU General Public License (GPL) for free software (1989)
  • 5. Brief History of Open-Source • Linus Torvalds publishes Linux Kernel under GPL (1991) • New Mozilla Foundation and Netscape browser is open-sourced (1998) • Open-source model described in the "The Cathedral and the Bazaar” by Eric Raymond (1997-1999) • Linus Torvalds creates Git in 2005, GitHub founded in 2008 • Microsoft buys GitHub for $7.8B (2018), IBM buys Red-Hat for $34B (2019) • 2021 Open-source companies' valuation: MongoDB $25B, Elastic $14B, Databricks $28B (private), Cloudera $5.3B
  • 6. What is Open-Source Software? • Source code is publicly available • Open to collaboration • Source code available with a license that permits users to freely run, study, modify and redistribute Photo by Markus Spiske from Pexels
  • 7. What’s in Open-Source Software? 1. Code (and packaged form) 2. Open-Source License 3. README 4. Contribution Guidelines 5. Code of Conduct
  • 8. Roles in Open-Source Software Maintainer Administrator, publish code, website, social media Committer Becoming a Committer in projects like Cordova, Node.js, Linux, and others is a highly regarded and respected role Contributor Opportunity to learn, join a community and meet people Photo by Procreator UX Design Studio on Unsplash
  • 9. Group Name / DOC ID / Month XX, 2020 / © 2020 IBM Corporation Open-Source Licenses 9 • Open-Source Initiative (OSI) reviews and approves open-source licenses • Restrictive or Copyleft License • Reuse and updates to code must remain open-source Examples: GPL, LGPL, AGPL • Permissive License Code updates may remain proprietary Full distribution of code permitted. Examples: Apache, BSD, MIT • Server Side Public License (SSPL) • Hosted service not allow, not in OSI
  • 10. Open-Source Libraries and Dependencies • Popular Open-Source Libraries have many contributors and are also reused by other OSS • Depending on the Programming Language Open-Source Libraries can have from a few to 1000’s of dependencies • There are Direct Dependencies and Transitive Dependencies
  • 11. • Contribute Upstream • Company Sponsored or Individually • Enhancements & innovations • Testing, bug reports, suggest a feature • Bug fixes • Vulnerability fixes • Port to new platform • Graphic design & documentation • Advocacy, give a talk, write a blog, marketing • Modified code not contributed back becomes close code Photo by Andres Haro on Unsplash What to Contribute?
  • 12. V1.1 Open-source Project V1.2 V1.3 V1.0 Enterprise Edition V1.1 Download Code changes and fixes Test Contribute upstream Download Upstream project Downstream Fewer changes and fixes Test Contribute upstream Download Fewer changes and fixes Downstream Upstream project Benefits of Upstreaming: • Less code to maintain in house • External reviews and feedback • Your code stays in the latest versions of both open-source project and commercial product • Demonstrates commitment to the project and can influence direction Open-Source Best Practice: Upstream Code
  • 13. • To start free or at a low cost. Experiment & fail fast • Access to latest innovation without ”lock-in” • Faster pace of bugs and vulnerabilities fixes • Many support sources via documentation, community forums/portals, videos, blogs, etc. • Easier to recruit full stack developers, more proficient developers Photo by Damir Kopezhanov on Unsplash Why companies invest in Open- Source?
  • 14. Survey: 3,400 Developer Consider open-source software better than proprietary software Developer Managers say open-source knowledge is a factor for hiring decisions Agree that contributions impress potential employers 94 % 65 % 87 % Photo by Michèle Eckert on Unsplash Source: 2021 O'Reilly Media survey, commissioned by IBM
  • 15. 15 Companies Contributing to Open-Source Source: GitHub research Apr29 2021 https://solutionshub.epam.com/OSCI/ Companies with the Most Active Contributors 4428 4204 2865 1693 4558 9239 8509 4260 4218 8478 0 2500 5000 7500 10000 Microsoft Google Red Hat IBM IBM + Red Hat Active Total Contributors
  • 16. Technical Support 1. Commercial Product Technical Support • Support contract or subscription that includes Tech Support • Includes all commercialized open-source software (e.i. RHEL, Ansible, etc.) and open- source used by the commercial product 2. Open-Source Software Community Support • Community driven, discussion forums, documentation and sample code • No commitments, support contracts or Service Level Agreements (SLAs) • Members of the community can assist addressing bugs • All contributions are upstreamed back to the open-source project Commercial Open-Source Support • IBM TSS Tech Support for selected open-source packages • Other vendors offer tech support for open-source packages (OpenLogic, Quansight, etc.)
  • 17. The Though Questions 17 • Why would I give away my effort, time, expertise? • Cultural change, community, innovation, collaboration, build something larger, ego, and more • “I would never use open-source software in my production environment” • Unless there’s no need for Linux or an open- source programming language or library • Most production environments use open- source software Image by Reimund Bertrams from Pixabay
  • 18. The Though Questions 18 • What if the open-source project is abandoned? • Most software is deprecated at some point, do your research, adopt growing projects and contribute • “My support will be dependent on the goodwill of open-source contributors” • Open-source are the building blocks, not complete enterprise applications. The open- source movement is not a trend has decades of growth Photo by Ricardo Esquivel from Pexels
  • 21. 1.6M + 889 packages per day 406K + 327 packages per day 308K + 101 packages per day 270K + 177 packages per day 257K + 171 packages per day 166K + 15 packages per day Source: May 18, 2021 www.modulecounts.com Millions of Open-Source Projects
  • 22. Open-Source Ecosystem for IBM Z & LinuxONE Linux Distributions & Virtualization Networking & Monitoring Cloud & Container Services Languages & Runtimes DevOps/Automation Big Data, Observability, Analytics Databases & Storage Middleware & others ClefOS www.ibm.com/community/z/open-source-software/ hub.docker.com Memcached More: https://bit.ly/3qJwwXK SUSE docker Terraform Chef GitLab Splunk MongoDB Couchbase CoackroachDB MySQL RabbitMQ AI tools & frameworks Zabbix Transform Serving
  • 23. • Build or compile the package in the corresponding programming language and Linux distribution • If using little-endian memory allocation, it has to support big-endian memory allocation • Same considerations apply to dependencies, all libraries • Optimization to boost performance and security using s390x features is not required but recommended S390x Porting Considerations
  • 24. Sample Open-Source DevOps Workflow All available for Linux on IBM Z and LinuxONE
  • 25. Collect Data Organize Data Analyze Data Machine Learning Deep Learning Deploy Data Maintain Model Data Asset eXchange (DAX) Apache Spark Model Asset eXchange (MAX) AIF360 AIX360 ART AIF360 AIX360 ART KF Serving Kubeflow Kubeflow Kubeflow Apache Kafka Sample AI Dev Lifecycle & Open-Source
  • 26. NumFOCUS projects: NumPy, Pandas, Jupyter, Scikit Learn, SciPy, and others AI Open-Source included in IBM Products
  • 27. From Open-Source to Red Hat Offerings
  • 28. Growing Open-Source Ecosystem on z/OS zECS Artifactory-vault binutils Bison Bzip2 cURL Diffutils Galasa GCC Glibc Gzip Libssh2 M4 Make Mktemp OpenSSL Sed Sudo Unzip Vim zECS Zip Zlib zML zos-native zTron ZEBRA
  • 29. What not to Open-Source • Keys and credentials • Customer data • Employee data • Patented intellectual property • Code owned by other companies or entities (unless it is open-source with appropriate license) Photo by Jon Tyson on Unsplash
  • 30. Takeaways • Open-source is here to stay, join us • We want to grow our community of users and contributors • More open-source tooling, integrations and plugins create stickiness in the products • Open-source promotes improvement on architecture and coding practices Photo by Stephen Picilaidis on Unsplash
  • 31. Recommended Reads 31 Andreessen Horowits: Open Source: From Community to Commercialization Mozilla: A Frameworrk for Purposeful Open Source The Linux Foundation: Starting and Open Source Program in your Company Opensource.com: 6 motivations for consuming or publishing open source software GitHub Yearly Report: The State of the Octoverse IBM Course, Intro to Open-Source: cognitiveclass.ai/courses/introduction-to-open-source
  • 33. Javier Perez | Open Source Strategist | IBM Z @jperezp_bos javierperez.mozello.com www.linkedin.com/in/javierperez Thank you!

Notes de l'éditeur

  1. Background: Open Source, App Dev, Cloud, Mobile and App Security Passion: Technology, Open Source, Sports Experience: Product Management, Solutions Architect. Partners and Customer facing roles Develop, maintain and execute open source growth strategy Presence, advocacy and evangelism of OSS for IBM Z and LinuxONE Internal and external promotion of OSS program Launch new open source projects Sponsor, publish, speak at open source conferences Alignment with the open source communities direction and goals Clearly communicating the open source strategy within and outside IBM Owning and overseeing the execution of the strategy Promote IBM Z & LinuxONE open source program. Advocacy and evangelism Engage and lobby open source communities. Overseeing that IBM contributes Manage community and open source foundations relations Identify new technologies & open source trends to add to the porting and validation roadmap Foster an open source culture, champion upstream developers, remove obstacles
  2. “It’s not an acronym, it’s what we do” The name SHARE was chosen as its purpose was to promote the sharing of information and programs among the users of the IBM 704 computer and to influence IBM’s future developments in hardware and programming support he IBM 701 Defense Calculator (1952) was IBM's first production computer. It was designed primarily for scientific calculation and included "microsecond circuits installed at critical locations ... to send electrical impulses from one unit to another at a speed faster than one-millionth of a second" devised at Columbia University's Watson Lab [37]. It rented for about $16,000 per month. Late 90’s with Open Source Initiative, GNU License and others was the start of Open Source as we know it.
  3. First time concept of open source license With GPL you are under the reciprocity obligation, which means you are obligated to release the source code and all of the rights to modify and distribute the entire code.
  4. Git (/ɡɪt/)[7] is a distributed version-control system for tracking changes in any set of files, originally designed for coordinating work among programmerscooperating on source code during software development. Git  GitHub, GitLab, Bitbucket and others Databricks and Confluent still private 1995 A community of developers starts working on the Apache web server
  5. Not a lot of people know about the requirement for a license file
  6. License Every Open Source Software (OSS) needs a license file No license file means that it is not open source How much license reciprocity is required? What legal jurisdiction cover the license? GNU Project and Open Source Initiative with 100s of license types Most commonly used for open and free distribution: Apache or MIT README Good development practice More than how to use the project: What does the project do? Why is this project useful? How do I get started? Where can I get more help? Contribution Guidelines Add CONTRIBUTING file Tell the audience how to participate in your project How to file a bug report (GitHub issues and pull requests) How to suggest a new feature How to setup your environment and run tests Types of contributions you are looking for Vision and roadmap Mailing lists, even public JIRA Code of Conduct CODE_OF_CONDUCT file Where the code of conduct takes effect Whom the code of conduct applies to What happens if someone violates the code of conduct How to report violations Examples of unacceptable behavior by participants include: The use of sexualized language or imagery Personal attacks Trolling or insulting/derogatory comments Public or private harassment Publishing other's private information, such as physical or electronic addresses, without explicit permission Other unethical or unprofessional conduct
  7. And then we have users For some projects, “maintainers” are the only people in a project with commit access. In other projects, they’re simply the people who are listed in the README as maintainers. The term “committer” might be used to distinguish commit access, which is a specific type of responsibility, from other forms of contribution.
  8. Got to OSI website and conferences Under U.S. copyright law, users must have permission (i.e. a license) from the copyright holder(s) before they can obtain a copy of software to run on their system(s) choosealicense.com Elastic and MongoDB with SSPL
  9. Popular Open Source Libraries have many contributors and they are dependencies for millions of repositories Open Source projects have an average of 180 package dependencies. This number can range from just a few packages to more than 1,000. Vulnerabilities may lie in direct dependencies or much deeper – in dependencies of dependencies Source for supply chain attacks
  10. Do your homework – read documentation - Find out who the maintainers - Read the mailing list / IRC / Slack channels - Read the issues on GitLab, GitHub ,Bugzilla - Look at previous code that got rejected so you can avoid it happening to you - Learn from other peoples’ comments Get a feel for the culture of the community Learn the project’s Pull Request procedures for submitting patches / changes Follow its coding style
  11. Some starting with InnerSource If you are new to open source or haven’t really started in your organization here a few pointers. All ML is open Stackoverflow
  12. O'Reilly Media survey, commissioned by IBM, surveyed 3,400+ developers and technology managers to understand their views related to open source and the cloud.  - 94% Open source software was rated equal to or better than proprietary software
  13. Top 3 contributors: Microsoft, Google and IBM (including RH) went from #4 to #2 https://www.linkedin.com/pulse/creating-open-experience-unleash-innovation-ross-mauri/ https://www.computerweekly.com/news/252479252/IBM-seeks-developers-to-tackle-climate-change-with-open-source-technology-innovations Active Contributors: > 10 commits Total Community : > 1 commit Based on domain in email address
  14. No one calls for support anymore ☺ without going to the store try to talk to someone from Apple, or AWS, or Google Cloud.
  15. http://www.modulecounts.com/ The grow continue and it is great if you are also contributing to open source either making your software open or contributing to existing OSS These are impressive number of OSS by programming language: NPM for JavaScript and Node.js Maven Central for Java Packagist for PHP PyPI Python package index Nuget for .NET apps
  16. General Points: - We have a large and growing ecosystem of open source software for IBM Z & LinuxONE -  This slide represents only a partial list of all the open source software available in IBM Z & LinuxONE  No different to other processor architectures like ARM or x86, software for IBM Z & LinuxONE also known as s390x requires Linux distribution compiled in the corresponding processor architecture. Outside IBM the open source community has ported and validated hundreds of open source software for s390x.  This open source software for s390x, is available in GitHub, individual software distribution sites or in Docker Hub IBM Investment:  We have a team of IBM upstream engineers that are constantly porting and validating new versions of open source software or adding new open source software. More than 30 engineers porting and validating open source software Teams all over the world including research centre in Boeblingen, Germany (30+) with contributors to Linux, including Maintainers to Linux Kernel subsytstem and a variety of other open source projects related to compilers, emulators and other tooling (GCC, LLVM, GDB, QEMU, OpenSSL, Perf, others) With an Open Source Program Manager we are collaborating with the IBM Open Technology team to bring more open source software to IBM Z and LinuxONE. Recent examples include Kubeflow and ONNX projects now starting to build software for IBM Z. 6-figure dollar budget allocated to software bounties for the open source communities to bring key open source functionality to IBM Z Promotion at industry events, including open source foundations where we advocate for more open source software for IBM Z
  17. The big-endian scheme stores the most significant byte (MSB) first, yielding 0x4A 0x3B 0x2C 0x1D. The little-endian scheme stores the least significant byte (LSB) first, yielding 0x1D 0x2C 0x3B 0x4A. There are tools that help locate those parts of the code that depend on endianness.
  18. AIF360 = AI Fairness (Is it fair) AIX260 = AI Explainability (Is it easy to understand) ART = Adversarial Robustness (Did anyone tamper with it)
  19. NumFOCUS projects: NumPy, Pandas, Jupyter, Scikit Learn, SciPy, and others
  20. Available OSS on z/OS operating system