The Machine (computer architecture)

The Machine is the name of an experimental computer made by Hewlett Packard Enterprise. It was created as part of a research project to develop a new type of computer architecture for servers. The design focused on a “memory centric computing” architecture, where NVRAM replaced traditional DRAM and disks in the memory hierarchy. The NVRAM was byte addressable and could be accessed from any CPU via a photonic interconnect.^[1][2] The aim of the project was to build and evaluate this new design.

The Machine was a computer cluster with many individual nodes connected over a memory fabric. The fabric interconnect used VCSEL-based silicon photonics with a custom chip called the X1.^[3] Access to memory is non-uniform and may include multiple hops. The Machine was envisioned to be a rack-scale computer initially with 80 processors and 320 TB of fabric attached memory, with potential for scaling to more enclosures up to 32 ZB.^[4][5] The fabric attached memory is not cache coherent and requires software to be aware of this property.^[4] Since traditional locks need cache coherency, hardware was added to the bridges to do atomic operations at that level.^[4] Each node also has a limited amount of local private cache-coherent memory (256 GB).^[6][4] Storage and compute on each node had completely separate power domains.^[4]

The whole fabric attached memory of The Machine is too large to be mapped into a processor's virtual address space (which was 48-bits wide^[4]). A way is needed to map windows of the fabric attached memory into processor memory. Therefore, communication between each node SoC and the memory pool goes through an FPGA-based “Z-bridge” component that manages memory mapping of the local SoC to the fabric attached memory.^[4] The Z-bridge deals with two different kinds of addresses: 53-bit logical Z addresses and 75-bit Z addresses, which allows addressing 8PB and 32ZB respectively.^[4] Each Z-bridge also contained a firewall to enforce access control.^[7] The interconnect protocol was developed in-house and known as Next Generation Memory Interconnect (NGMI).^[4] This protocol evolved into the open Gen-Z standard.^[8][9] The Z-bridge connects to the SoC using PCIe, avoiding major software changes.^[9]

A half rack prototype of the machine was unveiled at HPE Discover in London in 2016.^[10] Each node contained ARMv8-A based Broadcom/Cavium ThunderX2 SoCs.^[11][12][3] In total there were 40 32-core SoCs.^[13] Due to unavailability of adequate memristor-based NVRAM or phase-change memory, the prototype used 160 TB of battery-backed DRAM.^[14][12][15] Despite this setback, software architect Keith Packard said this "can be used to prove the other parts of the design before switching".^[4] According to The Register, HPE's partnership with SK Hynix to develop memristor-based NVRAM ran into funding and directional problems and they were working with Sandisk on Resistive RAM (ReRAM) for The Machine.^[16] According to The Next Platform, HPE considered switching to Intel Optane DIMMs "when production quantities of are available on the market".^[9]

The Next Platform estimated the rack prototype to consume 24 kW to 36 kW of power.^[9]

Two major software projects were created for the Machine.^[17] An experimental version of Linux called Linux++^[18] with all the necessary enhancements to configure the hardware and work with traditional programming models.^[19] This included bridge configuration, access control and mapping using the DAX subsystem. In parallel, a new operating system (OS) called Carbon^[20][21] was announced that would be designed from first principles to take full advantage of an NVRAM based computer.^[22][23][24]

Primary workloads for The Machine included in-memory database, Hadoop-style software, and real-time big data analytics.^[25][26] HPE claimed that a memory-driven computing design like The Machine could "improve speeds by up to 8000x compared to conventional systems".^[27]

In the prototype system, the fabric attached memory of the system was organised by a "top of rack" management server component called The Librarian.^[4][28] The Librarian divided the memory into "shelves" of 8GB "books", and hardware protections could be configured on book boundaries.^[4] A fine grained 64KB "booklet" was also supported.^[4]

The mapping of memory is handled by the OS, while the access controls for the memory are configured by the management infrastructure of The Machine system as a whole.^[4] Software needs to be aware that fabric attached memory memory reads can have synchronous errors whilst writes can have asynchronous errors. On the Linux system, when a memory error occurs the SIGBUS operating system signal is used.^[4]

Programming model and data structure changes were also explored, including changes to thread libraries and heap data structures to be resilient with non-volatile memory failure modes.^{[29][30][31][32][33]}

A few years after HP’s re-discovery of the Memristor,^[34] the newly appointed CTO of HP, Martin Fink, created a HP Labs project to build a computer system based on memristor to tackle the slowing of Moore's law. He announced the project at HP’s Discover event in the summer of 2014.^[35] Some of the ideas of The Machine also came from Dragonhawk system designs.^[4][36] Three-quarters of HP Labs’s 200 staff were focused on the hardware and software of the machine.^[22]

Speaking to Bloomberg, HP says it would commercialize The Machine within a few years, “or fall on its face trying.”^[35]

Kirk Bresniker served as Chief Architect, and Keith Packard was hired to work on the Linux enhancements.^[37][7] Bdale Garbee was hired to manage open source development.^[38]

In 2015, Hewlett-Packard separated into two separate companies, HP Inc and Hewlett Packard Enterprise (HPE), with The Machine project assigned to the latter.^[39]

In late 2016, Martin Fink retired as HPE CTO.^[40] Fink's retirement announcement also said that Hewlett Packard Labs staff would be moved into the Enterprise product group to "align our R&D work on The Machine with the business".^[41][42]

By early 2017, Hewlett Packard Labs had a slide saying that the project's aim was “to demonstrate progress, not develop products” and they would “collaborate to deliver differentiating Machine value into existing architectures as well as disruptive architectures”.^[43] BleepingComputer said "In other words, The Machine is no longer a product in its own right. Instead it will provide technologies that will be used in other HPE products going forward.". HPE restructured its pure R&D organization and placed it in the products group.^[44] Yahoo! Finance reported that the Machine prototype "remains years away from being commercially available".^[45]

In 2018, HPE stated that the project had reached the stage where it needed commercial applications from customers in the next step of its evolution.^[46]