FP8 and lower floating point quantification precision are no longer the "patent" of H100! Lao Huang wanted everyone to use INT8/INT4, and the Microsoft DeepSpeed ??team started running FP6 on A100 without official support from NVIDIA. Test results show that the new method TC-FPx's FP6 quantization on A100 is close to or occasionally faster than INT4, and has higher accuracy than the latter. On top of this, there is also end-to-end large model support, which has been open sourced and integrated into deep learning inference frameworks such as DeepSpeed. This result also has an immediate effect on accelerating large models - under this framework, using a single card to run Llama, the throughput is 2.65 times higher than that of dual cards. one

An API interface is a specification for interaction between software components and is used to implement communication and data exchange between different applications or systems. The API interface acts as a "translator", converting the developer's instructions into computer language so that the applications can work together. Its advantages include convenient data sharing, simplified development, improved performance, enhanced security, improved productivity and interoperability.

U disk is one of the commonly used storage devices in our daily work and life, but sometimes we encounter situations where the U disk is write-protected and cannot write data. This article will introduce several simple and effective methods to help you quickly remove the write protection of the USB flash drive and restore the normal use of the USB flash drive. Tool materials: System version: Windows1020H2, macOS BigSur11.2.3 Brand model: SanDisk UltraFlair USB3.0 flash drive, Kingston DataTraveler100G3USB3.0 flash drive Software version: DiskGenius5.4.2.1239, ChipGenius4.19.1225 1. Check the physical write protection switch of the USB flash drive on some USB flash drives Designed with

MySQL is a relational database management system that provides the following main functions: Data storage and management: Create and organize data, supporting various data types, primary keys, foreign keys, and indexes. Data query and retrieval: Use SQL language to query, filter and retrieve data, and optimize execution plans to improve efficiency. Data updates and modifications: Add, modify or delete data through INSERT, UPDATE, DELETE commands, supporting transactions to ensure consistency and rollback mechanisms to undo changes. Database management: Create and modify databases and tables, back up and restore data, and provide user management and permission control.

In the digital age, data is often viewed as the battery that powers the innovation machine and drives business decisions. With the rise of modern solutions like artificial intelligence (AI) and machine learning (ML), organizations have access to vast amounts of data, enough to gain valuable insights and make informed decisions. However, this comes at the cost of subsequent data loss and confidentiality challenges. As organizations continue to grasp the potential of artificial intelligence, they must strike a balance between achieving business advancements while avoiding potential risks. This article focuses on the importance of data security in artificial intelligence and what security measures organizations can take to avoid risks while taking advantage of the viable solutions provided by artificial intelligence. In artificial intelligence, data security is crucial. Organizations need to ensure data used is legal

PHP functions can realize the separation of business logic and data access. By encapsulating data access code in functions, the reusability, maintainability, testability and code separation of the code can be improved.

API interface types are rich and diverse, including RESTful API, SOAP API, GraphQL API, etc. RESTful API communicates through the HTTP protocol, with a simple and efficient design, which is the current mainstream Web API design style. SOAP API is based on XML, focuses on cross-language and platform interoperability, and is mostly used in large enterprises and government agencies. GraphQL API is a new query language and runtime environment that supports flexible data query and response.

MySQL and MariaDB can coexist, but need to be configured with caution. The key is to allocate different port numbers and data directories to each database, and adjust parameters such as memory allocation and cache size. Connection pooling, application configuration, and version differences also need to be considered and need to be carefully tested and planned to avoid pitfalls. Running two databases simultaneously can cause performance problems in situations where resources are limited.