Preface: What is the difference between Hugging Face and transformers? Transformers is a library that contains various state-of-the-art machine learning models, as well as a Trainer API which can be used to train models. Huggingface_hub is a library to programmatically integrate with the hub. Backgound: Masks are often used in segmentation tasks, where they provide…

Preface: NVIDIA Delegated License Service (DLS) is a component of NVIDIA License System that serves licenses to licensed clients. A DLS instance is hosted on-premises at a location that is accessible from your private network, such as inside your data center. Background: For deployment in a virtual machine, the Delegated License Server (DLS) component of…

(Updated 11/18/2024 04:12 PM) Preface: Nvidia acquires Bright Computing, maker of Bright Cluster Manager software that controls the configuration of clustered HPC systems, including Nvidia’s own DGX servers and HGX systems manufactured by OEMs and ODMs, as well as clusters from other manufacturers. Background: NVIDIA Base Command Manager provides cluster management software for streamlining cluster…

Preface: If you talk to God, what is the difference between human and artificial intelligence? Maybe God will say that humans and A.I are incomparable. And both cannot live together in the same place. Background: Intel Neural Compressor performs model optimization to reduce the model size and increase the speed of deep learning inference for…

Preface: A pointer is a variable that stores the memory address of another variable. Unlike typical variables that hold data like numbers or characters, pointers hold the location of where data is stored in your computer’s memory. By knowing the address, pointers can access & manipulate the data at that memory location. Background: 1.Install NPU…

Preface: In software development, time-of-check to time-of-use (TOCTOU, TOCTTOU or TOC/TOU) is a class of software bugs caused by a race condition involving the checking of the state of a part of a system (such as a security credential) and the use of the results of that check. Background: The NVIDIA container stack is architected…

Preface: Sandia’s Astra is the world’s fastest Arm-based supercomputer according to the technical article, the supercomputer industry’s standard. With a speed of 1.529 petaflops, Astra placed 203rd on a ranking of top computers announced at SC18, the International Conference for High Performance Computing, Networking, Storage, and Analysis, in Dallas. Background: A crossbar network is a…

Preface: Nvidia BlueField is a line of data processing units (DPUs) designed and produced by Nvidia. Initially developed by Mellanox Technologies. DOCA is a consistent and essential resource across all existing and future generations of BlueField DPU and SuperNIC products. Background: The NVIDIA cloud-native supercomputing platform leverages the NVIDIA BlueField DPU architecture with high-speed, low-latency.…