GerritForge looks at a bright AI future in 2024

Looking back at 2023 in numbers

It has been an outstanding year for GerritForge and Gerrit Code Review in 2023, with excellent achievements on our 2023 GOALS.

The numbers show the GerritForge commitment throughout the past 12 months:

  • 853 changes merged (26% of the whole project contributions)
  • 47 projects, including Gerrit, JGit and major core and non-core plugins
  • 12 contributors
  • 4 maintainers, including the Gerrit Code Review release manager
  • 4 Gerrit community events, including the Gerrit User Summit 2023 and GerritMeets

Top #5 projects’ contributions

GerritForge has confirmed over 2023 its commitment to the Gerrit Code Review platforming, helping deliver two major releases: Gerrit v3.8 and v3.9.

The major contributions combined are focused on the plugins for extending the reach of the Gerrit platform, first and foremost the pull-replication and multi-site, as shown by the split of the 853 contributions across the projects, weighted by the number of changes and average modifications per change.

  1. Pull replication plugin
    This is where GerritForge excelled in providing an unprecedented level of performance over anything that has been built so far in terms of Git replication for Gerrit. Roughly one-third of the Team efforts have contributed to the pull replication plugin, which provided over 2022/23 a 1000x speedup factor compared to Gerrit tradition factor. GerritForge has further improved its stability, resilience and self-healing capabilities thanks to a fully distributed and pluggable message broker system.
  2. Gerrit v3.8 and v3.9
    GerritForge helped release two major versions of Gerrit Code Review, contributing noteworthy features like Java 17 support, cross-plugin communication, importing of projects across instances and the migration to Bazel 7.
  3. Owners plugin
    Jacek has completely revamped the engine of the owners plugin, boosting it with an unprecedented level of performance, hundreds of times faster than in the previous release, and bringing it to the modernity of submit requirements without the need to write any Prolog rules.
  4. Multi-site plugin
    The whole team helped provide more stability and bug fixes across multiple versions of Gerrit, from v3.4 up to the latest v3.9.
  5. JGit
    GerritForge kept its promises in stepping up its efforts in getting important fixes merged, including the optimisation of the refs scanning in Git Protocol v2 and the fix for bitmap processing with incoming Git receive-pack concurrency that we promised to fix at the beginning of 2023.

Migration of Eclipse JGit/EGit to GerritHub.io

The 2023 has also seen a major improvement in GerritHub stability and availability, halving the total outage in a 12-month period from 19 to 10 minutes, with a total uptime of 99.998% (source: PIngdom.com)

With the increased stability plus the new features of projects imports since v3.7, the Eclipse JGit and EGit projects have decided and completed their migration to GerritHub.io on the 21st of November, 2023. Since then, hundreds of changes have continued their reviews, and 62 of them have been merged on GerritHub.

The whole process was completed without any downtime and a reduced read-only window on the legacy Eclipse’s instance git.eclipse.org, which was needed because of the lack of multi-site support on the Eclipse side.

What we did achieve from our goals of 2023

  • JGit changes: we did merge 22 changes in 2023, most of them within the list of our targets for the year. One related to the packed-refs loading optimisation was abandoned (doesn’t get much traction from the rest of the community), and the last major one left is the priority queue refactoring still in progress on stable-6.6. Also, thanks to the migration of JGit/EGit to GerritHub.io, David Ostrovsky managed to get hold of its committer status and will now be able to provide more help in support in getting changes reviewed and merged.
  • JGit multi-pack index support: we did not have the bandwidth and focus to tackle this major improvement. The task is still open for anyone willing to help implement it.
  • Git repository optimiser: we kick-started the activity and researched the topic, with Ponch presenting the current status at the Gerrit User Summit 2023 in Sunnyvale CA.
  • Gerrit v3.8 and project-specific change numbers: the design document has been abandoned because of the need of rethinking its end-to-end user goals. However, we found and fixed many use cases where Gerrit wasn’t using the project/change-number pair for identifying changes, which is a pre-requisite for implementing any future project-specific change number use-case.
  • Gerrit Certified Binaries: the Platinum Enterprise Support for Gerrit has been enriched in 2023 with the certified binaries programme, with enhanced Gatling tests and E2E validation using AWS-Gerrit. Many bugs have been found and fixed in all the active versions of Gerrit; some of them were very critical and surprisingly undiscovered for months.
  • GerritForge Inc. revenue targets in the USA: the revenues increased by 50% in 2023, which was slightly below the initial expectations but still remarkable, despite the latest economic downturn of the past 12 months. 100% of the business has been transferred to the USA, including the GerritForge trademark and logo and we are now ready to start a new robust growth cycle in 2024 and beyond.

Looking at the future with AI in 2024

The recent economic news in the past 6 months has highlighted a difficult moment after the COVID-19 pandemic: the conjunction of the cost of living crisis, rising interest rates and two new major wars across the globe have pushed major tech companies to revise their small to medium-term growth figures, resulting in a series of waves of lay offs in the tech sector and beyond.

Whilst the layoffs are not immediately related to a lack of profitability of the companies involved, it highlights that in the medium term there will be a lot fewer engineers looking after the production systems across the company, including SCM.

SCM and Code Review are at the heart of the software lifecycle of tech companies and, therefore, represent the most critical part of the business that would need to be protected at all costs. GerritForge sees this change as a pivotal moment for stepping up its efforts in serving the community and helping companies to thrive with Gerrit and its Git SCM projects.

How do we maintain SCM stability with fewer people?

Gerrit Code Review has become more and more stable and reliable over the years, which should sound reassuring for all of those companies that are looking at a reduced staff and the challenge of keeping the lights on of the SCM. However, the major cause of disruption is represented by what is not linked to the SCM code but rather its data.

The Git repositories and their status are nowadays responsible for 80% of the stability issues with Gerrit and possibly with other Git servers as well. Imagine a system that is receiving a high rate of Git traffic (e.g. Git clone) of 100 operations per minute, and the system is able to cope thanks to a very optimised repository and bitmaps. However, things may change quickly and some of the user actions (e.g. a user performing a force-push on a feature branch) could invalidate the effectiveness of the Git bitmap and the server will start accumulating a backlog of traffic.

In a fully staffed team of SCM administrators and with all the necessary metrics and alerts in place, the above condition would trigger a specific alert that can be noticed, analysed, and actioned swiftly before anyone notices any service degradation.

However, when there is a shortage of Git SCM admins, the number of metrics and alerts to keep under control could be overwhelming, and the trade-offs could leave the system congestion classified as a lower-priority problem.

When a system congestion lasts too long, the incoming tasks queueing could reach its limits, and the users may start noticing issues. If the resource pools are too congested, the system could also start a catastrophic failure loop where the workload further reduces the fan out of the execution pool and causing soon a global outage.

The above condition is only one example of what could happen to a Git SCM system, but not the only one. There are many variables to take into account for preventing a system from failing; the knowledge and experience of managing them is embedded in the many of the engineers that are potentially laid off, with the potential of serious consequences for the tech companies.

GerritForge brings AI to the rescue of Git SCM stability

GerritForge has been active in the past 14 years in making the Git SCM system more suitable for enterprises from its very first inception: that’s the reason why this blog is named “GitEnterprise” after all.

We have been investing over 2022 and 2023 in analysing, gathering and exporting all the metrics of the Git repositories to the eyes and minds of the SCM administrators, thanks to open-source products like Git repo-metrics plugin. However, the recent economic downturn could leave all the knowledge and value of this data into a black hole if left in its current form.

When the work of analysing, monitoring and taking action on the data becomes too overwhelming for the size of the SCM Team left after the layoffs, there are other AI-based tools that can come to the rescue. However, none of them is available “out of the box” and their setup, maintenance and operation could also become an impediment.

GerritForge has a historic know-how on knowledge-based systems and has been lecturing the community about data collection and analysis for many years in the Gerrit Code Review community, for example the Gerrit DevOps Analytics initiative back in 2017. It is now the right time to push on these technologies and package them in a form that could be directly usable for all those companies who need it now.

Introducing GHS – GerritForge-AI Health Service

As part of our 2024 goals, GerritForge will release a brand-new service called GHS, directly addressing the needs of all companies that need to have a fully automated intelligent system for collecting, analysing and acting on the Git repository metrics.

The high-level description of the service has already been anticipated at the Gerrit User Summit 2023 in Sunnyvale by Ponch and the first release of the product is due in Q1 of 2024.

How does GHS work?

GHS is a multi-stage system composed of four basic processes:

  1. Collect the metrics of your Gerrit or other Git repositories automatically and publish them on your registry of choice (e.g. Prometheus)
  2. Combine the repository metrics with the other metrics of the system, including the CPU, memory and system load, automatically.
  3. Detect dangerous situations where the repository or the system is starting to struggle and suggest a series of remediation policies, using the knowledge base and experience of GerritForge’s Team encoded as part of the AI engine.
  4. Define a direct remediation plan with suggested priorities and, if requested, act on them automatically, assessing the results.

Stage 4, the automatic execution of the suggested remediation, can be also performed in cooperation with the SCM Administrators’ Team as it may need to go through the company procedures for its execution, such as change-management process or communication with the business.

However, if needed, point 4. can also be fully automated to allow GHS to act in case the SCM admins do not provide negative feedback on the proposed actions.

What the benefits of GHS for the SCM Team?

GHS is the natural evolution of GerritForge’s services, which have historically been proactive in the analysis of the Git SCM data and the proposal of an action plan. The GerritForge’s Health Check is a service that we have been successfully providing for years to our customers; the GerritForge Health Service is the completion of the End-to-End stability that the SCM Team needs now more than ever, to survive with a reduced workforce.

  • To the SCM Administrator, GHS provides the metrics, analysis and tailored recommendations in real-time.
  • To the Head of SCM and Release Management Team, GHS gives the peace of mind of keeping the system stable with a reduced workforce.
  • To the SCM users and developers, GHS provides a stable and responsive system throughout the day, without slowdowns or outages
  • To the Head of IT, GHS allows to satisfy the company’s needs of costs and head count reduction without sacrificing the overall productivity of the Teams involved.

GerritForge’s pledges to Gerrit Code Review quality and Open-Source

GerritForge has provided Enterprise Support and free contributions to Gerrit Code Review for 14 years, pretty much since the beginning of the project. We pledged in the past to be always 100% Open-Source and do commit to our promises.

For 2024, GerritForge will focus on delivering its promising Open-Source contributions to the stability and reliability of Gerrit Code Review, with:

  • Support for the Gerrit Code Review platform releases, Gerrit v3.10 and v3.11
  • Free support and development of the Gerrit CI validation process, in collaboration with all the other Gerrit Code Review contributors and maintainers
  • Free Open-Source fixes for all critical problems raised by any of its Enterprise Support Customers, available to everyone in the Gerrit Code Review community
  • Free Open-Source code base for the main four components of the new GHS product, following the Open-Core methodology for developing the service.

With regards to the initiatives that we started in the past few years, including pull-replication and multi-site, we believe they have reached a maturity level that would not need further major refactoring and extensions in 2024. We will continue to support and improve them over the years, based on the feedback and support requests coming from the Enterprise Support Customers and the wider Gerrit Open-Source community.

GHS AI engine and dogfooding on GerritHub.io.

GHS will have a rule-based AI system that will drive all the main decisions on the selection and prioritisation of the corrective actions on the system. As with all AI systems, the engine will need to start with a baseline knowledge and intelligence and evolve based on the experience made on real-life systems.

GerritForge’s commitment to quality is based on the base principle of dogfooding, where we use the system we develop every single day and learn from it. The paradigm is on the basis of our 14 years of success and we are committed to using it also for the development of GHS.

GerritForge has been hosting GerritHub.io since 2013, and tens of thousands of people and hundreds of companies are using it for their private and Open-Source projects every single day. The system is fully self-serviced; however, still relies on manual maintenance from our Gerrit and Git SCM admins.

We are committed to starting using GHS on GerritHub.io from day 1 and use the metrics and learning of the systems to improve its AI rule engine continuously. All customers of GerritForge’s GHS service will therefore benefit from historic knowledge and experience induced by the the learnings and optimisations made on GerritHub.io for the months and years to come.

GHS = Git SCM admins humans and AI-robots working together

GHS will revolutionise the way Git SCM admins are managing the system today: they will not be alone anymore, juggling a series of tools to understand what’s going on, but they will have an intelligent and expert robot at their service, driven by the wisdom and continuous learnings made by GerritForge, at their service every single day.

We expect a different future way of working in front of us: we are embracing this radical change in how people and companies work and making GHS serve them effectively and in line with our Open-Source pledges.

The future is bright with GerritForge-AI Health Service, Git and Gerrit Code Review at your service !


Luca Milanesio
GerritForge CEO
Gerrit Code Review Release Manager and member of the Engineering Steering Committee

Accelerate with Gerrit DevOps Analytics, in one click!

 

Accelerating your time to market while delivering high-quality products is vital for any company of any size. This fast pacing and always evolving world relies on getting quicker and better in the production pipeline of the products. The whole DevOps and Lean methodologies help to achieve the speed and quality needed by continuously improving the process in a so-called feedback loop. The faster the cycle, the quicker is the ability to achieve the competitive advantage to outperform and beat the competition.

It is fundamental to have a scientific approach and put metrics in place to measure and monitor the progress of the different actors in the whole software lifecycle and delivery pipeline.

Gerrit DevOps Analytics (GDA) to the rescue

We need data to build metrics to design our continuous improvement lifecycle around it. We need to juice information from all the components we use, directly or indirectly, on a daily basis:

  • SCM/VCS (Source and Configuration Management, Version Control System)
    how many commits are going through the pipeline?
  • Code Review
    what’s the lead time for a piece of code to get validated?
    How are people interacting and cooperating around the code?
  • Issue tracker (e.g. Jira)
    how long does it take the end-to-end lifecycle outside the development, from idea to production?

Getting logs from these sources and understanding what they are telling us is fundamental to anticipate delays in deliveries, evaluate the risk of a product release and make changes in the organization to accelerate the teams’ productivity. That is not an easy task.

Gerrit DevOps Analytics (aka GDA) is an OpenSource solution for collecting data, aggregating them based on different dimensions and expose meaningful metrics in a timely fashion.

GDA is part of the Gerrit Code Review ecosystem and has been presented during the last Gerrit User Summit 2018 at Cloudera HQ in Palo Alto. However, GDA is not limited to Gerrit and is aiming at integrating and processing any information coming from other version control and code-review systems, including GitLab, GitHub and BitBucket.

Case study: GDA applied to the Gerrit Code Review project

One of the golden rules of Lean and DevOps is continuous improvement: “eating your dog food” is the perfect way to measure the progress of the solution by using its outcome in our daily life of developing GDA.

As part of the Gerrit project, I have been working with GerritForge to create Open Source tools to develop the GDA dashboards. These are based on events coming from Gerrit and Git, but we also extract data coming from the CI system, the Issue tracker. These tools include the ETL, for the data extraction and the presentation of the data.

As you will see in the examples Gerrit is not just the code review tool itself, but also its plugins ecosystem, hence you might want to include them as well into any collection and processing of analytics data.

Wanna try GDA? You are just one click away.

We made the GDA more accessible to everybody, so more people can play with it and understand its potentials. We create the Gerrit Analytics Wizard plugin so you can have some insights in your data with just one click.

What you can do

With the Gerrit Analytics Wizard you can get started quickly and with only one click you can get:

  • Initial setup with an Analytics playground with some defaults charts
  • Populate the Dashboard with data coming from one or more projects of your choice

The full GDA experience

When using the full GDA experience, you have the full control of your data:

  • Schedule recurring data imports. It is just meant to run a one-off import of the data
  • Create a production ready environment. It is meant to build a playground to explore the potentials of GDA

What components are needed?

To run the Gerrit Analytics Wizard you need:

You can find here more detailed information about the installation.

One click to crunch loads of data

Once you have Gerrit and the GDA Analytics and Wizard plugins installed, chose the top menu item Analytics Wizard > Configure Dashboard.

You land on the Analytics Wizard and can configure the following parameters:

  • Dashboard name (mandatory): name of the dashboard to create
  • Projects prefix (optional): prefix of the projects to import, i.e.: “gerrit” will match all the projects that are starting with the prefix “gerrit”. NOTE: The prefix does not support wildcards or regular expressions.
  • Date time-frame (optional): date and time interval of the data to import. If not specified the whole history will be imported without restrictions of date or time.
  • Username/Password (optional): credentials for Gerrit API, if basic auth is needed to access the project’s data.

Sample dashboard analytics wizard page:

wizard.pngOnce you are done with the configuration, press the “Create Dashboard” button and wait for the Dashboard, tailored to your data, to be created (beware this operation will take a while since it requires to download several Docker images and run an ETL job to collect and aggregate the data).

At the end of the data crunching you will be presented with a Dashboard with some initial Analytics graphs like the one below:

dashboard-e1549490575330.png

You can now navigate among the different charts from different dimensions, through time, projects, people and Teams, uncovering the potentials of your data thanks to GDA!

What has just happened behind the scenes?

When you press the “Create Dashboard” button, loads of magic happens behind the scenes. Several Docker images will be downloaded to run an ElasticSearch and Kibana instance locally, to set up the Dashboard and run the ETL job to import the data. Here a sequence workflow to illustrate the chain of events is happening:

components.png

Conclusion

Getting insights into your data is so important and has never been so simple. GDA is an OpenSource and SaaS (Software as a Service) solution designed, implemented and operated by GerritForge. GDA allows setting up the extraction flows and gives you the “out-of-the-box” solution for accelerating your company’s business right now.

Contact us if you need any help with setting up a Data Analytics pipeline or if you have any feedback about Gerrit DevOps Analytics.

Fabio Ponciroli – Gerrit Code Review Contributor – GerritForge Ltd.

Gerrit User Summit 2017, 2-3 Oct, London

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New and exciting features are coming for this year Gerrit User Summit, with the launch of Ver. 2.15, NoteDb, high-availability, multi-master and much more.

The Summit will take place for the very first time in Europe, London, the location chosen by the community after a public consultation, the 2nd and 3rd of October at CodeNode (Skills Matter).

There are still a few places available but hurry up and register now at https://gerritusersummit.eventbrite.com.

See below an overview of the topics that will be presented and discussed during the User Summit.

What’s new in Gerrit 2.14.x.

Gerrit v2.14 was released during the last Hackathon in April and has gone through three patch releases. David Pursehouse from CollabNet will give an overview of the new features introduced which would be highly beneficial for all of those who haven’t migrated yet.

Gerrit at Google: Multi-master, Mutli-tenant.

Google is the founder, main contributor and possibly the most advanced user of the Gerrit Code Review: learning from their experience is a unique opportunity to learn and being able to leverage and use the tool at its best.

Patrick Hiesel from Google will go through the insights of their Gerrit Code Review architecture and will provide some of their metrics of scale. In addition to that, he will present some findings from the recent switch of their load-balancing infrastructure and the associated pitfalls encountered.

Google is possibly the only one in the world using Gerrit in a multi-tenant setup, having a unique multi-master installation that serves a constellation of domains and projects, including huge and familiar ones like Android and Chromium.

Standing “on the shoulders of giants” like Google helps a lot in preventing scalability issues as the audience and adoption of Gerrit Code Review grows in large companies: being part of the audience in the talk is a unique opportunity to learn and ask questions directly to the maintainers of their infrastructure.

PolyGerrit: a new UX experience for Gerrit Code Review

Google has invested a lot in reinventing and reengineering the user interface of Gerrit Code Review, which remained mostly unchanged for almost a decade. A new team has been put together in their San Francisco offices with experienced UX developers that leveraged the new Polymer framework of web components.

The result is PolyGerrit, a modern web UX which provides an unprecedented browsing speed and flexible rendering across different devices, including mobile and tablets.

The PolyGerrit Team will be presenting the findings of their user-experience research and show some of the features and insights of the new UX.

Gerrit CI and keeping logs forever.

Gerrit Code Review itself is a large project, involving over 300 developers across the globe and using the most advanced DevOps practices. The CI/CD pipeline has been provided and managed by GerritForge on the https://gerrit-ci.gerritforge.com and Luca Milanesio from GerritForge will present the latest improvements in the pipeline plus an interesting way of collecting and reusing the logs.

Leveraging the logs for identifying the bottlenecks of the CI/CD pipeline is the way to drive improvement. GerritForge leveraged the expertise of his engineers to harvest and organize data and will give it back to the community as powerful dashboards.

Beyond Gerrit.

Gerrit is great. However, it is also quite an important part of a bigger ALM process. Jacek Centkowski from CollabNet will describe how multiple tools can be unified under a single TeamForge umbrella and what are the immediate benefits of it.

What’s coming in Gerrit 2.15

After only four months, we are already close to the v2.15 of Gerrit Code Review, which would be possibly the last one before the step to the v3.0.

Dave Borowitz from Google, principal maintainer of the Gerrit Code Review project, will go through the new features of v2.15 and possibly give a glimpse in what to expect from v3.0.

Mining Gerrit Data to Study Contentious Reviews and Community Evolution

Gerrit Code Review is much more than a tool, it is a way for people working together in companies that are large and mostly distributed across the globe.

Shane McIntosh from McGill University has been running a research lab on this topic. The Software REBELs—a research lab at McGill University—mine code review data to study topics like the impact that code review practices have on software release and design quality. Our more recent work mines code review data to study the reviewing process itself. In this talk, I will describe the results of two empirical studies of data that we collected from the Gerrit instances of the OpenStack project. The first study aims to understand the reviews where reviewers disagree about a patch. The second study follows how the concerns that reviewers raise evolve as the OpenStack community ages and individual reviews accrue experience.

Gerrit Analytics: dashboards, networks, KPI

Gerrit has always been lacking major code analytics features compared to other Git Server tools like GitBlit or GitLab. GerritForge Ltd is filling the gap and adds one important asset to the Gerrit Code Review platform: code review analytics.

We need to harvest and unify the logs and events coming from the different components of the CI/CD pipeline by putting at the center of it the people and teams that are building and discussing the code on Gerrit. The resulting data-lake of information can be later analyzed and correlated to calculate the cycle time of the entire pipeline.

Luca Milanesio from GerritForge will show the new analytics dashboards that are going to be published and provided back to the Team that is developing the Gerrit Code Review project as a precious contribution to the community.

How to extend Gerrit using Scripting Plugins

Gerrit Code Review has a robust set of API that can be used to extend its functionalities and provide a more integrated development workflow for the Teams.

Luca Milanesio from GerritForge will present how to use different scripting tools to extend the capabilities of Gerrit without the need of developing and building a plugin, using Jython, Groovy and Scala.

A new simpler but powerful Gerrit Jenkins plugin

Gerrit Code Review is an essential part of a larger CI/CD pipeline. Most of the times it is used in conjunction with Jenkins, the most popular OpenSource Continuous Integration and Delivery tool.

The integration between Gerrit and Jenkins (Gerrit Trigger Plugin) was developed back in 2010 at Sony and since then has been extended and adopted in thousands of Jenkins installations. However, Jenkins has evolved too and has now a brand new concept and definition of multi-branch pipeline which struggles to be seamlessly integrated with the current Gerrit Trigger Plugin.

Luca Milanesio from GerritForge will present a brand new plugin based on the new Jenkins branch discovery API which works seamlessly with Jenkins multi-branch pipelines and provides a simpler interface with Gerrit by leveraging the new WebHooks.

Diffy with enterprise grade

Since 2012 CollabNet has been working on improving Gerrit integration with TeamForge. Many features have been created to satisfy the needs of enterprise customers. Eryk Szymanski from CollabNet will present features like RBAC, history protection, Git style notifications, quality gates, pull request and code browser which have been implemented on top of vanilla Gerrit.

Q&A with the maintainers

Have you ever wondered why something is working in a certain way? Have you ever wanted to explain any complaint about some parts of Gerrit? Would you give your congratulation to the people that made this project? Would you like to make a feature request or propose new ideas?

This is the moment where you can speak directly face-to-face to the people that are building this project every single day, the Gerrit maintainers.


The event is free for everyone, thanks to the contribution of our sponsors, CollabNet Inc, GerritForge Ltd and Skills Matter Ltd.

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