matrix computation

Breakthrough of the Century! China Successfully Develops a New Type of Chip!

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————————————————————————-————————————————————————-——————————————————————————————————————————————————————————- The research team from Peking University has published significant research results in the prestigious international journal “Nature Electronics,” successfully developing a high-precision analog matrix computation chip based on resistive random-access memory (ReRAM). This breakthrough shines like a brilliant new star in technology, providing a new path for overcoming global computing power bottlenecks and attracting … Read more

How SIMD Instructions Accelerate Matrix Computation in EIGEN

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How SIMD Instructions Accelerate Matrix Computation in EIGEN

Thought for a couple of seconds SIMD (Single Instruction, Multiple Data) is a form of parallel computing: a single instruction can operate on multiple data elements simultaneously. Eigen utilizes SIMD instruction sets (such as SSE and AVX on x86, NEON on ARM) to significantly accelerate vector/matrix operations. The main principles and mechanisms include: 1. Data … Read more

Industry Information Dispatch: Traditional NPU Suppliers Hit a Wall!

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(Source: semiwiki)According to Quadric, although NPUs are currently developing rapidly, many traditional and emerging manufacturers are striving in this field. They believe that tightly integrating matrix computation with general-purpose computing, rather than welding two different engines onto a single bus and then partitioning the algorithms, seems to be an obvious advantage. Why don’t some larger, … Read more

Traditional NPU Suppliers Face Challenges!

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Traditional NPU Suppliers Face Challenges!

Remember to star the public account ⭐️ to receive notifications promptly. Source: ContentTranslated fromsemiwiki. According to Quadric, although NPU development is currently rapid, many traditional and emerging manufacturers are striving in this field. They believe that tightly integrating matrix computation with general-purpose computing, rather than welding two different engines onto a single bus and then … Read more

Why NPU is More Suitable than GPU for AI Accelerated Computing?

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Why NPU is More Suitable than GPU for AI Accelerated Computing?

Today, let’s talk about NPU. While everyone is quite familiar with common computing units like CPU and GPU, the working principles and specific functions of NPU may not be as clear. NPU stands for Neural Network Processing Unit, which is a neural network processor. As the name suggests, it is a computing unit specifically designed … Read more

Why NPU is More Suitable than GPU for AI Accelerated Computing?

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Why NPU is More Suitable than GPU for AI Accelerated Computing?

Today, let’s talk about NPU. While most people are familiar with common computing units like CPU and GPU, they may not fully understand the working principles and specific functions of NPU. NPU stands for Neural Network Processing Unit, which is a neural network processor. As the name suggests, it is a computing unit specifically designed … Read more

AI Ultra Transformation: Understanding How NPU Accelerates AI Performance

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AI Ultra Transformation: Understanding How NPU Accelerates AI Performance

Click the 🔺 public account above to follow me ✅ Computing power has become a significant bottleneck in the development of AI. To overcome this bottleneck, GPUs and NPUs, as the two main forces, are addressing this issue in different ways. So, how does the NPU accelerate AI from a hardware perspective? What are the … Read more