Welcome!

Java IoT Authors: Tim Hinds, Elizabeth White, Yeshim Deniz, Douglas Lyon, Stackify Blog

Related Topics: Java IoT

Java IoT: Article

Go Fast It Runs Too Slow

"Speed Is as Speed Does"

Go fast, it runs too slow, you've got to make the number show. Diddle de bop, da la de doop, sitting around and feeling groovy.

Speed Is as Speed Does
Many moons ago I was working on a project that had to be sped up and we had the benefit of a very experienced consultant to help us out. Fresh from his business-class flight and clutching his pay-as-you-go expense account lunch, our management team eagerly led him over to where our assembled developers waited in awe (and with a certain amount of natural coder-sapiens resistance to the hired gun who'd come to town to sheriff us).

Like a surgeon approaching a sick patient we expected a briefcase to be opened revealing dozens of tools for analyzing memory leakage, profiling garbage collection across multiple threads, searching out deadlocks and everything else we assumed was slowing down the program. Instead all he produced was a simple red stopwatch.

All that matters to the user is how long a given scenario takes and whether it's perceived as slow or not. The first thing to do was to identify which tasks were too slow, figure out what response time would be acceptable, and then keep working back against that benchmark.

Apples and Apples
The idea is to focus on real user scenarios and their actual end-to-end response times. Instead of our zippy high-end boxes, dust off older, slower machines and dedicate them to doing the benchmarks. Us spoiled developers often run the latest wizzo kit and don't appreciate the realities of the boxes our code actually runs (or walks on) in the field.

Look Under the Hood
Having identified the slow scenarios, the next step is to identify where the time is going. Probably no single tool can yield all that information, and techniques can vary from simple tracelogs of the current clock time at various stages in the program through to powerful local and total time method breakdowns. Garbage collection, file I/O, page faults, all need to be observed and understood.

Fix What's Broke, Forget What's Not
Looking at the analysis from the running application can yield a bunch of fix candidates. But rather than jumping in and starting to redesign everything, it's good to prove first that there will be a real benefit before doing any work. Like writing a unit test before programming, it may be better to create dummy fixes that simulate the corrected code without being functionally complete. The exercise might involve changing a method to hard coding a result instead of an expensive piece of computation, or putting data in a stale cache and running performance tests to see if the fancy auto-rebuilding dancing cache is really worth doing. Before creating a solution, you have to know there's a real problem as opposed to a perceived one you just feel like polishing. Patch fixes can be created for dummy fixes, applied and run against a full build on the benchmark box to see what affect they have and, by extrapolation, the benefit fully functional fixes will bring to the bottom line.

Optimize Code Paths
Sometimes single method calls result in an explosion of code where a leaf method is being executed thousands of times. With the execution time of the lowest-level method being gauged in fractions of milliseconds, this becomes significant. The solution is to rewrite the code path to avoid such a deluge. The change itself might not be particularly difficult but without a good tool to get the problem on the radar, perhaps as a result of an n squared or even n to the n algorithm, it might never even be considered a possible problem.

Minimize IO
One way to produce big performance improvements is to reduce the amount of file reads and writes and socket access. Some data needs to be re-read frequently because it's volatile, but objects such as icons or definition files are good candidates to access once and cache in library registries. Socket I/O is another place to look as well. We found that the problem with one application was in the latency of the conversation, not in the amount of data being sent across the wire. It was overcome by batching data packets together into larger-grained messages.

Cache Model Data
Using a cache to speed something up can be either a silver bullet or fool's gold. The latter is like someone who claims they get great mileage from their car by not driving it. If the program is fast enough to begin with, caches aren't needed, so the first port of call should be to see if there are other unexplored avenues to make things quicker. If a cache is required then it comes with the health warning that you not only have to build it, you need to know when the data you're caching might become stale.

Leave Your Assumptions at the Door
One of the most startling things about tuning a program is that sometimes a lot of fancy code that was initially designed to help performance isn't that useful. Ironically the clever algorithms might actually cause harm. While they may add nothing significant to the bottom line, they can make the code harder to read and understand and affect its maintainability. This is part of the philosophy behind the XP mantra "Make it work, make it right, make it fast." Until you know what's slow, don't try to make it faster.

More Stories By Joe Winchester

Joe Winchester, Editor-in-Chief of Java Developer's Journal, was formerly JDJ's longtime Desktop Technologies Editor and is a software developer working on development tools for IBM in Hursley, UK.

Comments (0)

Share your thoughts on this story.

Add your comment
You must be signed in to add a comment. Sign-in | Register

In accordance with our Comment Policy, we encourage comments that are on topic, relevant and to-the-point. We will remove comments that include profanity, personal attacks, racial slurs, threats of violence, or other inappropriate material that violates our Terms and Conditions, and will block users who make repeated violations. We ask all readers to expect diversity of opinion and to treat one another with dignity and respect.


@ThingsExpo Stories
BnkToTheFuture.com is the largest online investment platform for investing in FinTech, Bitcoin and Blockchain companies. We believe the future of finance looks very different from the past and we aim to invest and provide trading opportunities for qualifying investors that want to build a portfolio in the sector in compliance with international financial regulations.
A strange thing is happening along the way to the Internet of Things, namely far too many devices to work with and manage. It has become clear that we'll need much higher efficiency user experiences that can allow us to more easily and scalably work with the thousands of devices that will soon be in each of our lives. Enter the conversational interface revolution, combining bots we can literally talk with, gesture to, and even direct with our thoughts, with embedded artificial intelligence, whic...
Imagine if you will, a retail floor so densely packed with sensors that they can pick up the movements of insects scurrying across a store aisle. Or a component of a piece of factory equipment so well-instrumented that its digital twin provides resolution down to the micrometer.
In his keynote at 18th Cloud Expo, Andrew Keys, Co-Founder of ConsenSys Enterprise, provided an overview of the evolution of the Internet and the Database and the future of their combination – the Blockchain. Andrew Keys is Co-Founder of ConsenSys Enterprise. He comes to ConsenSys Enterprise with capital markets, technology and entrepreneurial experience. Previously, he worked for UBS investment bank in equities analysis. Later, he was responsible for the creation and distribution of life settle...
Product connectivity goes hand and hand these days with increased use of personal data. New IoT devices are becoming more personalized than ever before. In his session at 22nd Cloud Expo | DXWorld Expo, Nicolas Fierro, CEO of MIMIR Blockchain Solutions, will discuss how in order to protect your data and privacy, IoT applications need to embrace Blockchain technology for a new level of product security never before seen - or needed.
Leading companies, from the Global Fortune 500 to the smallest companies, are adopting hybrid cloud as the path to business advantage. Hybrid cloud depends on cloud services and on-premises infrastructure working in unison. Successful implementations require new levels of data mobility, enabled by an automated and seamless flow across on-premises and cloud resources. In his general session at 21st Cloud Expo, Greg Tevis, an IBM Storage Software Technical Strategist and Customer Solution Architec...
Nordstrom is transforming the way that they do business and the cloud is the key to enabling speed and hyper personalized customer experiences. In his session at 21st Cloud Expo, Ken Schow, VP of Engineering at Nordstrom, discussed some of the key learnings and common pitfalls of large enterprises moving to the cloud. This includes strategies around choosing a cloud provider(s), architecture, and lessons learned. In addition, he covered some of the best practices for structured team migration an...
No hype cycles or predictions of a gazillion things here. IoT is here. You get it. You know your business and have great ideas for a business transformation strategy. What comes next? Time to make it happen. In his session at @ThingsExpo, Jay Mason, an Associate Partner of Analytics, IoT & Cybersecurity at M&S Consulting, presented a step-by-step plan to develop your technology implementation strategy. He also discussed the evaluation of communication standards and IoT messaging protocols, data...
Coca-Cola’s Google powered digital signage system lays the groundwork for a more valuable connection between Coke and its customers. Digital signs pair software with high-resolution displays so that a message can be changed instantly based on what the operator wants to communicate or sell. In their Day 3 Keynote at 21st Cloud Expo, Greg Chambers, Global Group Director, Digital Innovation, Coca-Cola, and Vidya Nagarajan, a Senior Product Manager at Google, discussed how from store operations and ...
In his session at 21st Cloud Expo, Raju Shreewastava, founder of Big Data Trunk, provided a fun and simple way to introduce Machine Leaning to anyone and everyone. He solved a machine learning problem and demonstrated an easy way to be able to do machine learning without even coding. Raju Shreewastava is the founder of Big Data Trunk (www.BigDataTrunk.com), a Big Data Training and consulting firm with offices in the United States. He previously led the data warehouse/business intelligence and B...
"IBM is really all in on blockchain. We take a look at sort of the history of blockchain ledger technologies. It started out with bitcoin, Ethereum, and IBM evaluated these particular blockchain technologies and found they were anonymous and permissionless and that many companies were looking for permissioned blockchain," stated René Bostic, Technical VP of the IBM Cloud Unit in North America, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Conventi...
When shopping for a new data processing platform for IoT solutions, many development teams want to be able to test-drive options before making a choice. Yet when evaluating an IoT solution, it’s simply not feasible to do so at scale with physical devices. Building a sensor simulator is the next best choice; however, generating a realistic simulation at very high TPS with ease of configurability is a formidable challenge. When dealing with multiple application or transport protocols, you would be...
Smart cities have the potential to change our lives at so many levels for citizens: less pollution, reduced parking obstacles, better health, education and more energy savings. Real-time data streaming and the Internet of Things (IoT) possess the power to turn this vision into a reality. However, most organizations today are building their data infrastructure to focus solely on addressing immediate business needs vs. a platform capable of quickly adapting emerging technologies to address future ...
We are given a desktop platform with Java 8 or Java 9 installed and seek to find a way to deploy high-performance Java applications that use Java 3D and/or Jogl without having to run an installer. We are subject to the constraint that the applications be signed and deployed so that they can be run in a trusted environment (i.e., outside of the sandbox). Further, we seek to do this in a way that does not depend on bundling a JRE with our applications, as this makes downloads and installations rat...
Widespread fragmentation is stalling the growth of the IIoT and making it difficult for partners to work together. The number of software platforms, apps, hardware and connectivity standards is creating paralysis among businesses that are afraid of being locked into a solution. EdgeX Foundry is unifying the community around a common IoT edge framework and an ecosystem of interoperable components.
DX World EXPO, LLC, a Lighthouse Point, Florida-based startup trade show producer and the creator of "DXWorldEXPO® - Digital Transformation Conference & Expo" has announced its executive management team. The team is headed by Levent Selamoglu, who has been named CEO. "Now is the time for a truly global DX event, to bring together the leading minds from the technology world in a conversation about Digital Transformation," he said in making the announcement.
In this strange new world where more and more power is drawn from business technology, companies are effectively straddling two paths on the road to innovation and transformation into digital enterprises. The first path is the heritage trail – with “legacy” technology forming the background. Here, extant technologies are transformed by core IT teams to provide more API-driven approaches. Legacy systems can restrict companies that are transitioning into digital enterprises. To truly become a lead...
Digital Transformation (DX) is not a "one-size-fits all" strategy. Each organization needs to develop its own unique, long-term DX plan. It must do so by realizing that we now live in a data-driven age, and that technologies such as Cloud Computing, Big Data, the IoT, Cognitive Computing, and Blockchain are only tools. In her general session at 21st Cloud Expo, Rebecca Wanta explained how the strategy must focus on DX and include a commitment from top management to create great IT jobs, monitor ...
"Cloud Academy is an enterprise training platform for the cloud, specifically public clouds. We offer guided learning experiences on AWS, Azure, Google Cloud and all the surrounding methodologies and technologies that you need to know and your teams need to know in order to leverage the full benefits of the cloud," explained Alex Brower, VP of Marketing at Cloud Academy, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clar...
The IoT Will Grow: In what might be the most obvious prediction of the decade, the IoT will continue to expand next year, with more and more devices coming online every single day. What isn’t so obvious about this prediction: where that growth will occur. The retail, healthcare, and industrial/supply chain industries will likely see the greatest growth. Forrester Research has predicted the IoT will become “the backbone” of customer value as it continues to grow. It is no surprise that retail is ...