Korea Advanced Institute of Science and Technology

Yonsei University

Memray Corporation

Donghyun Gouk

Myoungsoo Jung

Miryeong Kwon

Jie Zhang

Junhyeok Jang

Seungkwan Kang

SungJoon Koh

Hyunkyu Choi

Provided is an apparatus for accelerating graph neural network (GNN) pre-processing, the apparatus including a set-partitioning accelerator configured to sort each edge of an original graph stored in a coordinate list (COO) format by a node number, perform radix sorting based on a vertex identification (VID) to generate a COO array of a preset length, and perform uniform random sampling on some nodes of a given node array, a merger configured to merge the COO array of the preset length to generate one sorted COO array, a re-indexer configured to assign new consecutive VIDs respectively to the nodes selected through the uniform random sampling, and a compressed sparse row (CSR) converter configured to the edges sorted by the node number into a CSR format.

Method and apparatus for accelerating GNN pre-processing

A computational storage supporting graph machine learning acceleration includes a solid state drive (SSD) configured to store a graph data set; and a field-programmable gate array (FPGA) configured to download, to a memory, a graph machine learning model programmed in a form of a data flow graph by a host, wherein a hardware logic built in the FPGA performs access to the SSD through a peripheral component interconnect-express (PCIe) switch.

Computational SSD accelerating deep learning service on large-scale graphs

A first IP address is set to the host, and a second IP address is set to the storage card. A storage card includes a storage device and a processor for executing firmware. The host converts a first Ethernet packet including an ISP-related request and destined for the second IP address into an NVMe request according to an NVMe protocol, and transfers the NVMe request to the storage card. The firmware parses the NVMe request to perform the ISP-related request.

Computing device and storage card

A memory controlling device of a computing device including a CPU, a memory, and a flash-based storage device is provided. The memory controlling device includes an address manager and an interface. The address manager aggregates a memory space of the memory and a storage space of the storage device into an expanded memory space, and handles a memory request for the expanded memory space from the CPU by using the memory space of the memory as a cache for the storage space of the storage device. The interface is used to access the memory and the storage device.

Growing community of inventors

Incheon, South Korea

Donghyun Gouk