Panasas Invents ‘Tiered Parity’

By Michael Feldman

October 12, 2007

In 1988 Garth Gibson at the University of California, Berkeley, co-authored a paper titled “A Case for Redundant Arrays of Inexpensive Disks (RAID) [PDF],” which outlined the basic principles of using big, cheap disks to increase data reliability and I/O performance. RAID went on to become a widely adopted storage technology throughout the industry, while Gibson co-founded Panasas Inc., a storage cluster vendor for high performance computing applications.

This week, Gibson and company claim that they have implemented the most significant extension to disk array data reliability since the original RAID paradigm was developed. Their new architecture is called “tiered parity.” In this model, Panasas has built “vertical parity” and “network parity” on top of their existing RAID 5 “horizontal parity” implementation.

The RAID 5 approach, as it was outlined in the original paper, consists of striping data and parity across multiple disks. It enables error recovery for single disk failures and increases performance via parallel reads and writes. This technology is widely used in storage systems today. Panasas’ own implementation of RAID 5, called “ObjectRAID,” is based on storage objects rather than blocks. The added intelligence is designed to reduce reconstruction times when a disk failure occurs.

But no RAID 5 technology can handle a media error, also know as an unrecoverable read error (URE), if it occurs during reconstruction of a failed disk. When this occurs, the RAID data cannot be rebuilt from disk; a backup (usually on tape) has to be used to recover the entire array. Ten years ago, this wasn’t a serious problem. With 50 GB SATA disk drives, a media error was very unlikely to occur while reading a single disk, since the rate of failure is about one error every 10^14 bits (12.5 terabytes), a rate that has remained constant for over a decade. And when a media error did happen to occur during reconstruction, a 50 GB disk took only a few hours to recover from tape.

Times have changed. Disks have become much bigger and denser. Capacities of 500 to 750 GB are common today, and one terabyte disks will soon be the norm. That means when a disk goes south, the odds of hitting a media error during recovery are much greater, and recovery from tape can take days or weeks.

Imagine a RAID array of seven 1 TB disks. When one disk fails, the chances of hitting a URE while recovering the data from the six remaining disks is now about 50/50. When two terabyte disks hit the market in 2009, the disk failure plus media error scenario becomes almost a sure bet. Recovering the storage array from backup tape could take a month. For high end computing applications that use tens or hundreds of terabytes of data, this would be a disaster.

“I think what people are becoming aware of is that the data integrity provided by RAID 5 is basically no longer sufficient,” says Robin Harris, senior analyst at Data Mobility Group. “RAID 5 will only protect across a single disk failure, so it’s going away as a [standalone] data protection strategy.”

To address this problem, Panasas invented vertical parity. Essentially, they’ve added RAID within each disk, by generating a parity sector from the other sectors. The local parity sector can be used to recompute the missing data in case of a media error. According to Panasas, vertical parity gets the error rate down to between one in 10^18 and one in 10^19, which is 1000 to 10,000 times better than the URE rate. The extra parity information uses 10 percent of the disk capacity, but Panasas claims there is no performance hit. So scalability is built in.

A word here should be said about RAID 6 technology (also known as double parity), which some vendors use for an additional level of data protection. This scheme was designed to guard against a double disk failure, which it does. Sort of. The problem is that RAID 6 doesn’t protect against subsequent media errors after the second disk goes down, which, as discussed above, is becoming increasingly more likely. Here, it has the same problem as RAID 5. However, RAID 6 can be used to recover from the single disk failure plus media error scenario. But the performance hit for dual parity compared to single parity is significant. So it’s a mixed bag and doesn’t directly address the media error problem.

On top of its horizonal and vertical parity schemes, Panasas has added an additional layer of network parity protection. At this level, parity checking is done on the client side, to make sure the data delivered by the storage system wasn’t corrupted on its way to the user. Because of increasing I/O bandwidth and the number of hardware and software components between the external data and the application, there are increasing opportunities for good data to go bad. Firmware, server hardware, server software, network components and transmission media can all potentially mangle valid data unbeknownst to the application. With network parity, the client receives an error notification when bad data is detected.

The tiered parity technology will be included in the next version of Panasas’ ActiveScale operating environment, version 3.2. The beta will be out next month and will be generally available by the end of the year. The additional parity levels can be turned off if the user believes they’re not needed for a particular environment. According to Panasas, the tiered parity technology doesn’t exact a performance hit on top of the existing RAID 5 implementation, but, as stated above, the vertical scheme does eat an additional 10 percent of the storage — that’s in addition to the 10 percent used by the RAID 5 implementation.

Although the overall concepts of the three-tiered architecture are fairly general, Panasas is attempting to protect its new invention. “We actually have a patent pending on this tiered parity concept, particularly the vertical parity,” says Larry Jones, VP of Marketing at Panasas. “Could someone copy it? Who knows? But we are trying to protect this specific idea.”

Subscribe to HPCwire's Weekly Update!

Be the most informed person in the room! Stay ahead of the tech trends with industry updates delivered to you every week!

2024 Winter Classic: Oak Ridge Score Reveal

May 5, 2024

It’s time to reveal the results from the Oak Ridge competition module, well, it’s actually well past time. My day job and travel schedule have put me way behind, but I am dedicated to getting all this great content o Read more…

2024 Winter Classic: Meet Team Lobo

May 5, 2024

This is the other team from University of New Mexico, since there are two, right? This team has some significant cluster competition experience with two veterans of previous Winter Classic and SC events. It’s a nice mi Read more…

2024 Winter Classic: Meet Team UC Santa Cruz

May 4, 2024

It was a quiet Valentine’s Day evening when I interviewed the UC Santa Cruz team. Since none of us seemed to have any plans, it seemed like a good time to do it. But there was some good news for the Santa Cruz team Read more…

2024 Winter Classic: Meet the Roadrunners

May 4, 2024

This is the other team from the University of New Mexico. I mistakenly thought that one of their team members was going to make history by being the first competitor to compete for two different schools – but I was wro Read more…

2024 Winter Classic: Meet Channel Islands “A”

May 3, 2024

This is the second team from California State University, Channel Islands – or maybe it’s the first team? Not sure, but I do know they have two teams total, and this is one of them. As you’ll see in the video in Read more…

Intersect360 Research Takes a Deep Dive into the HPC-AI Market in New Report

May 3, 2024

A new report out of analyst firm Intersect360 Research is shedding some new light on just how valuable the HPC and AI market is. Taking both of these technologies as a singular unit, Intersect360 Research found that the Read more…

Hyperion To Provide a Peek at Storage, File System Usage with Global Site Survey

May 3, 2024

Curious how the market for distributed file systems, interconnects, and high-end storage is playing out in 2024? Then you might be interested in the market anal Read more…

Qubit Watch: Intel Process, IBM’s Heron, APS March Meeting, PsiQuantum Platform, QED-C on Logistics, FS Comparison

May 1, 2024

Intel has long argued that leveraging its semiconductor manufacturing prowess and use of quantum dot qubits will help Intel emerge as a leader in the race to de Read more…

Stanford HAI AI Index Report: Science and Medicine

April 29, 2024

While AI tools are incredibly useful in a variety of industries, they truly shine when applied to solving problems in scientific and medical discovery. Research Read more…

IBM Delivers Qiskit 1.0 and Best Practices for Transitioning to It

April 29, 2024

After spending much of its December Quantum Summit discussing forthcoming quantum software development kit Qiskit 1.0 — the first full version — IBM quietly Read more…

Shutterstock 1748437547

Edge-to-Cloud: Exploring an HPC Expedition in Self-Driving Learning

April 25, 2024

The journey begins as Kate Keahey's wandering path unfolds, leading to improbable events. Keahey, Senior Scientist at Argonne National Laboratory and the Uni Read more…

Quantum Internet: Tsinghua Researchers’ New Memory Framework could be Game-Changer

April 25, 2024

Researchers from the Center for Quantum Information (CQI), Tsinghua University, Beijing, have reported successful development and testing of a new programmable Read more…

Intel’s Silicon Brain System a Blueprint for Future AI Computing Architectures

April 24, 2024

Intel is releasing a whole arsenal of AI chips and systems hoping something will stick in the market. Its latest entry is a neuromorphic system called Hala Poin Read more…

Anders Dam Jensen on HPC Sovereignty, Sustainability, and JU Progress

April 23, 2024

The recent 2024 EuroHPC Summit meeting took place in Antwerp, with attendance substantially up since 2023 to 750 participants. HPCwire asked Intersect360 Resear Read more…

Nvidia H100: Are 550,000 GPUs Enough for This Year?

August 17, 2023

The GPU Squeeze continues to place a premium on Nvidia H100 GPUs. In a recent Financial Times article, Nvidia reports that it expects to ship 550,000 of its lat Read more…

Synopsys Eats Ansys: Does HPC Get Indigestion?

February 8, 2024

Recently, it was announced that Synopsys is buying HPC tool developer Ansys. Started in Pittsburgh, Pa., in 1970 as Swanson Analysis Systems, Inc. (SASI) by John Swanson (and eventually renamed), Ansys serves the CAE (Computer Aided Engineering)/multiphysics engineering simulation market. Read more…

Intel’s Server and PC Chip Development Will Blur After 2025

January 15, 2024

Intel's dealing with much more than chip rivals breathing down its neck; it is simultaneously integrating a bevy of new technologies such as chiplets, artificia Read more…

Comparing NVIDIA A100 and NVIDIA L40S: Which GPU is Ideal for AI and Graphics-Intensive Workloads?

October 30, 2023

With long lead times for the NVIDIA H100 and A100 GPUs, many organizations are looking at the new NVIDIA L40S GPU, which it’s a new GPU optimized for AI and g Read more…

Choosing the Right GPU for LLM Inference and Training

December 11, 2023

Accelerating the training and inference processes of deep learning models is crucial for unleashing their true potential and NVIDIA GPUs have emerged as a game- Read more…

Baidu Exits Quantum, Closely Following Alibaba’s Earlier Move

January 5, 2024

Reuters reported this week that Baidu, China’s giant e-commerce and services provider, is exiting the quantum computing development arena. Reuters reported � Read more…

Shutterstock 1606064203

Meta’s Zuckerberg Puts Its AI Future in the Hands of 600,000 GPUs

January 25, 2024

In under two minutes, Meta's CEO, Mark Zuckerberg, laid out the company's AI plans, which included a plan to build an artificial intelligence system with the eq Read more…

AMD MI3000A

How AMD May Get Across the CUDA Moat

October 5, 2023

When discussing GenAI, the term "GPU" almost always enters the conversation and the topic often moves toward performance and access. Interestingly, the word "GPU" is assumed to mean "Nvidia" products. (As an aside, the popular Nvidia hardware used in GenAI are not technically... Read more…

Leading Solution Providers

Contributors

China Is All In on a RISC-V Future

January 8, 2024

The state of RISC-V in China was discussed in a recent report released by the Jamestown Foundation, a Washington, D.C.-based think tank. The report, entitled "E Read more…

Nvidia’s New Blackwell GPU Can Train AI Models with Trillions of Parameters

March 18, 2024

Nvidia's latest and fastest GPU, codenamed Blackwell, is here and will underpin the company's AI plans this year. The chip offers performance improvements from Read more…

Shutterstock 1285747942

AMD’s Horsepower-packed MI300X GPU Beats Nvidia’s Upcoming H200

December 7, 2023

AMD and Nvidia are locked in an AI performance battle – much like the gaming GPU performance clash the companies have waged for decades. AMD has claimed it Read more…

Eyes on the Quantum Prize – D-Wave Says its Time is Now

January 30, 2024

Early quantum computing pioneer D-Wave again asserted – that at least for D-Wave – the commercial quantum era has begun. Speaking at its first in-person Ana Read more…

The GenAI Datacenter Squeeze Is Here

February 1, 2024

The immediate effect of the GenAI GPU Squeeze was to reduce availability, either direct purchase or cloud access, increase cost, and push demand through the roof. A secondary issue has been developing over the last several years. Even though your organization secured several racks... Read more…

Intel Plans Falcon Shores 2 GPU Supercomputing Chip for 2026  

August 8, 2023

Intel is planning to onboard a new version of the Falcon Shores chip in 2026, which is code-named Falcon Shores 2. The new product was announced by CEO Pat Gel Read more…

GenAI Having Major Impact on Data Culture, Survey Says

February 21, 2024

While 2023 was the year of GenAI, the adoption rates for GenAI did not match expectations. Most organizations are continuing to invest in GenAI but are yet to Read more…

Q&A with Nvidia’s Chief of DGX Systems on the DGX-GB200 Rack-scale System

March 27, 2024

Pictures of Nvidia's new flagship mega-server, the DGX GB200, on the GTC show floor got favorable reactions on social media for the sheer amount of computing po Read more…

  • arrow
  • Click Here for More Headlines
  • arrow
HPCwire