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Developers are ecstatic! Meta's latest release of LLM Compiler achieves 77% automatic tuning efficiency

Developers are ecstatic! Meta's latest release of LLM Compiler achieves 77% automatic tuning efficiency

Meta has developed an awesome LLMCompiler to help programmers write code more efficiently. Yesterday, the three major AI giants OpenAI, Google, and Meta teamed up to release the latest research results of their own large models - OpenAI launched CriticGPT, a new model specially designed to find bugs based on GPT-4 training, Google open sourced the 9B and 27B versions of Gemma2, and Meta came up with Developed a latest artificial intelligence breakthrough - LLMCompiler. This is a powerful set of open source models designed to optimize code and revolutionize compiler design. This innovation has the potential to change the way developers approach code optimization, making it faster, more efficient, and more economical

Jul 01, 2024 pm 06:16 PM
产业 Meta AI
The answer extraction accuracy rate reaches 96.88%, xFinder eliminates the 'cheating' mentality of large models

The answer extraction accuracy rate reaches 96.88%, xFinder eliminates the 'cheating' mentality of large models

The AIxiv column is a column where this site publishes academic and technical content. In the past few years, the AIxiv column of this site has received more than 2,000 reports, covering top laboratories from major universities and companies around the world, effectively promoting academic exchanges and dissemination. If you have excellent work that you want to share, please feel free to contribute or contact us for reporting. Submission email: liyazhou@jiqizhixin.com; zhaoyunfeng@jiqizhixin.com The first author and corresponding author of this article are both from Shanghai Algorithm Innovation Research Institute. Among them, the corresponding author Dr. Li Zhiyu graduated from Renmin University of China majoring in computer science, and has been engaged in algorithm implementation and research work in Internet companies such as Alibaba and Xiaohongshu, and has participated in projects including 100 billion

Jun 19, 2024 am 08:11 AM
工程 大语言模型 xFinder
Want to become a Linux master? Full analysis of mkdir, cat, touch command syntax and examples

Want to become a Linux master? Full analysis of mkdir, cat, touch command syntax and examples

Directory mkdir command sentence pattern command format command function command parameter mkdir command example Example 1: Create an empty directory Example 2: Create multiple directories recursively Example 3: Create a directory with permissions 777 Example 4: Create a new directory and display information Example 5: Directory structure of a project created by a command cat command sentence pattern command format command function command parameter cat command example Example 1: Add the line number to the file content of log2012.log and enter log2013.log into the file Example 2: Add log2012.log and log2013 Add the line number to the .log file content (blank lines are not added) and then append the content to log.log. Example 3: Use heredoc to create files in the next life

Jun 13, 2024 pm 07:58 PM
Detailed explanation of haproxy

Detailed explanation of haproxy

1. Install haproxy. CentOS comes with haproxy, but the version may be older. The latest stable version of haproxy can be found on the IUS repository. cat

Jun 10, 2024 am 11:43 AM
Linux Linux系统 红帽 Linux命令 linux认证 红帽linux linux教程 linux视频
Linux chmod command Master these common Linux commands and easily control the Linux system

Linux chmod command Master these common Linux commands and easily control the Linux system

There are indeed many Linux commands, but people who are familiar with Linux will never be troubled by too many Linux commands. Because we only need to master common commands to fully control Linux. Next, let’s go up and take a look at these commonly used Linux commands! 1. File directory operation 1.ls command The ls command can not only view the files contained in the Linux folder, but also view file permissions (including directory, folder, file permissions), view directory information, etc. Command format ls [options] [directory name] Common parameter usage examples 1. List detailed information on all files and directories in the home directory. ls-a-l/homels-al/home2. List the current directory

Jun 07, 2024 pm 12:02 PM
LLM | Yuan 2.0-M32: Expert Mixture Model with Attention Routing

LLM | Yuan 2.0-M32: Expert Mixture Model with Attention Routing

Picture 1. The conclusion is written above. Yuan+2.0-M32 is an infrastructure, similar to Yuan-2.0+2B, using an expert hybrid architecture containing 32 experts. 2 of these experts are active. An expert hybrid architecture containing 32 experts is proposed and adopted to select experts more efficiently. Compared with the model using the classic routing network, the accuracy rate is improved by 3.8%. Yuan+2.0-M32 is trained from scratch, using 2000B tokens, and its training consumption is only 9.25% of that of a dense ensemble model of the same parameter size. In order to better select experts, the attention router is introduced, which has the ability to sense quickly and thus enable better selection of experts. Yuan2.0-

Jun 07, 2024 am 09:06 AM
LLM math 混合模型
What are the security vulnerabilities in the Golang framework and how to prevent them?

What are the security vulnerabilities in the Golang framework and how to prevent them?

Possible security vulnerabilities in the Golang framework include: SQL injection, XSS, CSRF, file inclusion, and path traversal. To prevent these vulnerabilities, the following measures should be taken: input validation; output escaping; enable CSRF tokens; limit file inclusion; enable path traversal protection.

Jun 06, 2024 pm 12:02 PM
Golang 框架安全
How to find the first substring matched by a Golang regular expression?

How to find the first substring matched by a Golang regular expression?

The FindStringSubmatch function finds the first substring matched by a regular expression: the function returns a slice containing the matching substring, with the first element being the entire matched string and subsequent elements being individual substrings. Code example: regexp.FindStringSubmatch(text,pattern) returns a slice of matching substrings. Practical case: It can be used to match the domain name in the email address, for example: email:="user@example.com", pattern:=@([^\s]+)$ to get the domain name match[1].

Jun 06, 2024 am 10:51 AM
Golang 正则表达式
Which PHP framework provides the most flexible routing system for handling complex URL structures?

Which PHP framework provides the most flexible routing system for handling complex URL structures?

For handling complex URL structures, Laravel is the framework of choice, with its flexible routing system supporting dynamic parameters, regular expressions, and optional parameters. In practical cases, Laravel can easily route requests by defining custom routing rules, and Symfony and Slim also provide similar functions.

Jun 05, 2024 pm 09:43 PM
PHP 路由
How to customize exception information?

How to customize exception information?

Using custom exception information in Python can understand and solve problems more clearly. Among them, the raise statement can throw an exception and pass in error information. For example, in the example, the ValueError exception passes in custom information "Age cannot be a negative number", and a similar method can be used when dealing with invalid email addresses.

Jun 05, 2024 pm 07:05 PM
异常信息 自定义异常
How to validate phone number using regular expression in Go?

How to validate phone number using regular expression in Go?

The steps to validate a phone number using regular expressions in Go are as follows: Write a regular expression to match a phone number in the expected format. Use regexp.MustCompile() to compile regular expressions. Call the re.MatchString() method to check whether the phone number matches the regular expression. Print a verification message based on the match result. This technology can be used in a variety of applications, including validating user input, extracting phone numbers from text, and formatting contact information.

Jun 05, 2024 pm 04:24 PM
正则表达式 电话号码验证
Guide to secure coding in PHP frameworks

Guide to secure coding in PHP frameworks

Prevent security vulnerabilities in the PHP framework: ① Use prepared statements to avoid SQL injection. ②Escape HTML content to prevent XSS attacks. ③ Filter user input to verify correctness. ④ Disable dangerous functions such as eval() and system(). ⑤Use safe_require() or require_once() for safe file inclusion.

Jun 05, 2024 pm 02:32 PM
安全 PHP
PHP e-commerce system development guide security measures

PHP e-commerce system development guide security measures

When adopting PHP for e-commerce systems, key security measures include: Using HTTPS to encrypt communications. Store passwords securely, using hashing algorithms. Prevent cross-site scripting attacks (XSS). To defend against injection attacks, use preprocessed queries. Validate user input using filters and regular expressions. Use a security framework like Laravel or Symfony. Follow best practices, including updating your software regularly, implementing a firewall, using a secure payment gateway, and developing security awareness.

Jun 05, 2024 pm 01:34 PM
PHP 电商安全
Java framework security vulnerability analysis and solutions

Java framework security vulnerability analysis and solutions

Analysis of Java framework security vulnerabilities shows that XSS, SQL injection and SSRF are common vulnerabilities. Solutions include: using security framework versions, input validation, output encoding, preventing SQL injection, using CSRF protection, disabling unnecessary features, setting security headers. In actual cases, the ApacheStruts2OGNL injection vulnerability can be solved by updating the framework version and using the OGNL expression checking tool.

Jun 04, 2024 pm 06:34 PM
解决方案 Java 安全漏洞

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