Ollama is a super practical tool that allows you to easily run open source models such as Llama2, Mistral, and Gemma locally. In this article, I will introduce how to use Ollama to vectorize text. If you have not installed Ollama locally, you can read this article. In this article we will use the nomic-embed-text[2] model. It is a text encoder that outperforms OpenAI text-embedding-ada-002 and text-embedding-3-small on short context and long context tasks. Start the nomic-embed-text service when you have successfully installed o

Windows 10 vs. Windows 11 performance comparison: Which one is better? With the continuous development and advancement of technology, operating systems are constantly updated and upgraded. As one of the world's largest operating system developers, Microsoft's Windows series of operating systems have always attracted much attention from users. In 2021, Microsoft released the Windows 11 operating system, which triggered widespread discussion and attention. So, what is the difference in performance between Windows 10 and Windows 11? Which

The performance comparison of PHP array key value flipping methods shows that the array_flip() function performs better than the for loop in large arrays (more than 1 million elements) and takes less time. The for loop method of manually flipping key values ??takes a relatively long time.

Performance comparison of different Java frameworks: REST API request processing: Vert.x is the best, with a request rate of 2 times SpringBoot and 3 times Dropwizard. Database query: SpringBoot's HibernateORM is better than Vert.x and Dropwizard's ORM. Caching operations: Vert.x's Hazelcast client is superior to SpringBoot and Dropwizard's caching mechanisms. Suitable framework: Choose according to application requirements. Vert.x is suitable for high-performance web services, SpringBoot is suitable for data-intensive applications, and Dropwizard is suitable for microservice architecture.

The Windows operating system has always been one of the most widely used operating systems on personal computers, and Windows 10 has long been Microsoft's flagship operating system until recently when Microsoft launched the new Windows 11 system. With the launch of Windows 11 system, people have become interested in the performance differences between Windows 10 and Windows 11 systems. Which one is better between the two? First, let’s take a look at W

The impact of functions on C++ program performance includes function call overhead, local variable and object allocation overhead: Function call overhead: including stack frame allocation, parameter transfer and control transfer, which has a significant impact on small functions. Local variable and object allocation overhead: A large number of local variable or object creation and destruction can cause stack overflow and performance degradation.

Effective techniques for optimizing C++ multi-threaded performance include limiting the number of threads to avoid resource contention. Use lightweight mutex locks to reduce contention. Optimize the scope of the lock and minimize the waiting time. Use lock-free data structures to improve concurrency. Avoid busy waiting and notify threads of resource availability through events.

The best way to generate random numbers in Go depends on the level of security required by your application. Low security: Use the math/rand package to generate pseudo-random numbers, suitable for most applications. High security: Use the crypto/rand package to generate cryptographically secure random bytes, suitable for applications that require stronger randomness.