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Phison’s aiDAPTIV+ AI solution leverages SSDs to expand GPU memory for LLM training

Phison's aiDAPTIVCache family support 70B model

While looking for new and interesting products I found ADLINK’s DLAP Supreme series, a series of Edge AI devices built around the NVIDIA Jetson AGX Orin platform. But that was not the interesting part, what got my attention was it has support for something called the aiDAPTIV+ technology which made us curious. Upon looking we found that the aiDAPTIV+ AI solution is a hybrid (software and hardware) solution that uses readily available low-cost NAND flash storage to enhance the capabilities of GPUs to streamline and scale large-language model (LLM) training for small and medium-sized businesses. This design allows organizations to train their data models on standard, off-the-shelf hardware, overcoming limitations with more complex models like Llama-2 7B. The solution supports up to 70B model parameters with low latency and high-endurance storage (100 DWPD) using SLC NAND. It is designed to easily integrate with existing AI applications without requiring hardware changes, […]

MAIWO K2024 USB4 M.2 enclosure takes up to four M.2 NVMe SSD, serves as a 1-to-3 SSD duplicator

MAIWO K2024 four bay M.2 enclosure

There are many M.2 USB4 or Thunderbolt enclosures on the market, but the MAIWO K2024 USB4 enclosure is a little different as it takes up to four M.2 NVMe 2230 to 2280 SSDs and features a button to use the device as 1-to-3 SSD duplicator. Based on the ASMedia ASM2464PDX USB4 controller, the MAIWO K2024 is suitable for people needing lots of NVMe SSD storage with high-performance random I/Os, for instance for video editing, and users needing to duplicate SSDs quickly and easily, e.g. to duplicate a Raspberry Pi OS installation on several SSDs. MAIWO K2024 key features: Chipset – ASMedia ASM2464PDX USB4/Thunderbolt 3 to PCIe/NVMe controller with USB 3.2 and USB 2.0 backward compatibility Storage Up to 4x M.2 NVMe M-Key SSDs 2230/2242/2260/2280 sizes supported Up to 32TB storage when using 4x 8TB SSDs Transfer rate of 16 Gbps with one SSD (PCIe Gen4 x1), 10 Gbps each with […]

PCIe3.0 to Dual M.2 HAT+ for Raspberry Pi 5 features ASMedia ASM2806 PCIe 3.0 switch

PCIe 3.0 to dual M.2 HAT for Raspberry Pi 5

We’ve already covered Raspberry Pi HAT+ boards with multiple M.2 sockets with various keyings including the Geekworm X1004 HAT+, Pineboards HatDrive! AI, and  HatDrive! Dual with two sockets, and the Geekworm X1011 with four M.2 Key-M sockets. So when I saw Seeed Studio introduced a dual M.2 HAT+ board I initially thought it was uninteresting being a very similar board. However, all aforementioned PCIe to M.2 HAT+ boards are based on either the ASMedia ASM1182e or ASM1184e PCIe Gen2 x1 packet switches with 5GT/s shared bandwidth, and Seeed Studio’s PCIe3.0 to Dual M.2 HAT+ for Raspberry Pi 5 features instead an ASMedia ASM2806 PCIe 3.0 switch supporting up to 8GT/s shared bandwidth through the Raspberry Pi 5’s PCIe Gen3 x1 interface. Seeed Studio PCIe 3.0 to Dual M.2 HAT+ key features and specifications: Supported SBC – Raspberry Pi 5 and potentially other SBCs with a PCIe FFC connector like the […]

Radxa Cubie A5E – A compact Allwinner A527/T527 SBC with HDMI 2.0, dual GbE, WiFi 6, Bluetooth 5.4

Radxa Cubie 5A

Radxa Cubie A5E is an SBC powered by Allwinner A527/T527 octa-core Cortex-A55 SoC and featuring HDMI 2.0, dual GbE, WiFi 6 and Bluetooth 5.4, an M.2 socket for NVMe SSD, USB 3.0 Type-A and USB 2.0 OTG (Type-C) ports, and a 40-pin GPIO form factor in a compact 69x56mm form factor. Long-time readers may remember the Allwinner A10-powered Cubieboard launched in 2012 as an alternative to the hard-to-get Raspberry Pi development board or the various TV boxes like the MeLE A1000 we tried to use to run Linux on Arm hardware. At the time, Allwinner SoCs became popular in SBCs but the company management eventually failed to deliver on software, so some members of CubieTech decided to split and founded Radxa to design Rockchip SBCs that looked more promising in terms of software support. It eventually ended up being a good move after a few difficult first years. However, Allwinner […]

ORICO COM2-T3 review – A 40Gbps SSD enclosure tested with a 7000MB/s M.2 NVMe SSD

ORICO COM2-T3 40Gbps SSD enclosure review

ORICO sent me a COM2-T3 SSD enclosure capable of 40 Gbps speeds for review along with the company’s 1TB O7000 NVMe SSD rated at up to 7000MB/s read speed which converts to about 56 Gbps and should be plenty enough to test 40 Gbps SSD enclosure. Thunderbolt 4 and USB4 are not always equivalent But before going into the review itself, here’s some background information. When I test the USB-A and USB-C ports in mini PC reviews, I rely on an ORICO M234C3-U4 NVMe SSD enclosure with an Apacer SSD. That enclosure was falsely advertised as a “USB4″ enclosure but still works at 40Gbps with an Intel JH7440 Thunderbolt 3 chip that works with 40 Gbps USB Type-C ports and a JMS583  “USB 3.1 Gen 2 to PCIe NVMe Gen3” bridge for USB 3.0 ports up to 10 Gbps. I always assumed a 40Gbps USB-C peripheral would always work with […]

ASUSTOR Flashstor Gen2 NAS features AMD Ryzen Embedded V3C14, 10GbE networking, up to 12x NVMe SSD sockets

AMD Ryzen V3C14 NAS

ASUSTOR Flashstor 6 Gen2 and Flashtor 6 Pro Gen2 are NAS systems based on AMD Ryzen Embedded V3C14 quad-core processor with up to two 10GbE RJ45 ports and taking up to 6 or 12 M.2 NVMe SSDs respectively. The Flashstor Gen2 models are updated to the ASUSTOR Flashtor NAS launched last year with similar specifications including 10GbE and up to 12 M.2 SSDs, but based on a relatively low-end Intel Celeron N5105 quad-core Jasper Lake processor. The new Gen2 NAS family features a more powerful AMD Ryzen Embedded V3C14 SoC, support for up to 64GB RAM with ECC, and USB4 ports. The downside is that it lacks video output, so it can’t be used for 4K/8K video consumption like its predecessor. Flashstor Gen2 NAS specifications: SoC – AMD Ryzen Embedded V3C14 quad-core/8-thread processor @ 2.3/3.8GHz; TDP: 15W System Memory Flashstor 6 Gen2 (FS6806X) – 8 GB DDR5-4800 Flashstor 12 Pro […]

Raspberry Pi SSD Kit and Class A2 microSD cards review with Raspberry Pi 5

Raspberry Pi SSD Kit Class A2 MicroSD card review

Selecting a microSD card, and to a lesser extent an SSD, for your Raspberry Pi may feel like walking through a landmine field with fake microSD cards that may perform poorly and severely impact the performance and/or reliability of your Raspberry Pi, and you’ll find plenty of articles helping you select a good microSD card for your Raspberry Pi. That’s probably why Raspberry Pi Holdings decided to launch its own Raspberry Pi-branded class A2 microSD cards and NVMe SSDs, so users can be sure they got a certified storage device that should perform as advertised as long as they purchase those from some authorized resellers. The company sent me 32GB and 64GB Raspberry Pi microSD cards and a 256GB Raspberry Pi SSD kit for testing, so I’ll test those in this review and compare them against other SSDs and microSD cards I’m currently using. Since we’ve not covered the new […]

GEEKOM GT1 Mega AI mini PC Review – Part 1: Specifications, unboxing, teardown, and first boot

GEEKOM GT1 Mega Review Windows 11 Pro

GEEKOM GT1 Mega is an AI mini PC based on the latest Intel Core Ultra 5/7/9 Meteor Lake processor. We received a review sample from the company with an Intel Core Ultra 9 185H SoC, 32GB DDR5 memory, and a 2TB NVMe SSD as well as an Intel BE200 WiFi 7 and Bluetooth 5.4 module. As usual, we’ll do a three-part review starting with an article with the specifications, an unboxing, and a teardown followed by a thorough review with the pre-installed Windows 11 Pro operating system, and finally with the latest Ubuntu 24.04.1 OS. GEEKOM GT1 Mega specifications GEEKOM provides the following specifications for the GT1 Mega mini PC and motherboard: Meteor Lake SoC (one or the other) Intel Core Ultra 9 185H 16-core (6P+8E+2LPE) processor @ 2.5 / 3.8 / 5.1 GHz (Turbo) with 24MB cache, 8x Xe-cores Intel Arc graphics @ 2.35 GHz, Intel AI Boost NPU; […]

UP 7000 x86 SBC