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PYPIM

11th November, 2024

Source: DDINDIA

Disclaimer: Copyright infringement not intended.

Context

Israeli researchers from the Israel Institute of Technology have created a new kind of software that could make computers faster and more energy-efficient.

Details

This technology, called in-memory processing, allows computers to handle data directly in memory instead of relying heavily on the central processing unit (CPU).

Understanding the Problem

In modern computers, there is a gap between how fast data can be processed and how quickly it can be moved between memory and the CPU. This gap is called the "memory wall." When data is transferred between memory and the CPU, it takes up time and energy, slowing down the overall speed.

Computers usually need to send data back and forth between the CPU and memory, which creates a bottleneck, or slow point.

What is In-Memory Processing?

In-memory processing allows computers to do some calculations right where the data is stored—in memory. This approach reduces the need to transfer data to the CPU for every task. By handling data directly in memory, computers can save time and energy, making them faster and more efficient.

How Does PyPIM Work?

To support this new type of processing, the researchers developed a platform called PyPIM.

PyPIM combines the Python programming language with processing-in-memory (PIM) technology. PyPIM introduces new ways to do calculations in memory directly, without having to rely on the CPU as much.

With PyPIM, developers can write programs that allow computers to use PIM, using Python—a popular programming language.

To make it easier for developers, the researchers also created a simulation tool. This tool allows developers to test how much faster their programs could run using in-memory processing.

Benefits of Using PyPIM

Using PyPIM has shown many advantages:

  • Tasks like math calculations and certain algorithms are completed much faster.
  • Since less data needs to be moved around, it uses less power.
  • Programmers can make these improvements without needing to learn a completely new language.

Central Processing Unit (CPU)

The CPU, or Central Processing Unit, is often called the "brain" of the computer. It handles most of the calculations, decision-making, and data processing that allow the computer to run programs and perform tasks. The CPU works by following instructions from software to carry out actions quickly and accurately. It’s a crucial component that processes information and makes computers functional.

Memory

Memory, or RAM (Random Access Memory), is the temporary storage space in a computer. It holds data and instructions while the CPU processes them. When you open a program or file, it’s loaded from the hard drive into memory, where it can be accessed quickly. Unlike a hard drive, which stores data permanently, memory only holds data temporarily. Once the computer is turned off, the information in memory is erased.

Sources:

DDINDIA

 

PRACTICE QUESTION

Q.Which of the following statements about the main parts of a computer are correct?

  1. The primary memory in a computer is responsible for permanently storing all data and software.
  2. The motherboard is the main circuit board that connects and facilitates communication among different computer components.
  3. The power supply unit (PSU) regulates and distributes electrical power to all internal components of a computer.

Select the correct answer using the codes given below:

(a) 1 and 2 only

(b) 2 and 3 only

(c) 1 and 3 only

(d) 1, 2, and 3

Answer: (b)

Explanation:

Statement 1 is incorrect. Primary memory (RAM) temporarily holds data and software instructions that the CPU needs while performing tasks, but it does not permanently store data. Permanent data storage is the function of secondary memory (e.g., hard drives or SSDs), not primary memory​.

Statement 2 is correct. The motherboard is the primary circuit board in a computer and is essential for connecting components like the CPU, memory, and input/output devices. It enables communication among these parts, ensuring they work in a coordinated manner​.

Statement 3 is correct. The power supply unit (PSU) is responsible for converting the electrical power from an outlet into usable power for the internal components of the computer. It also regulates and distributes the power to ensure each component receives the necessary voltage and current.