Samsung electronics co., ltd. (20240202526). MEMORY DEVICE PERFORMING PRUNING, METHOD OF OPERATING THE SAME, AND ELECTRONIC DEVICE PERFORMING PRUNING simplified abstract
MEMORY DEVICE PERFORMING PRUNING, METHOD OF OPERATING THE SAME, AND ELECTRONIC DEVICE PERFORMING PRUNING
Organization Name
Inventor(s)
Jong-Yoon Yoon of Suwon-si (KR)
MEMORY DEVICE PERFORMING PRUNING, METHOD OF OPERATING THE SAME, AND ELECTRONIC DEVICE PERFORMING PRUNING - A simplified explanation of the abstract
This abstract first appeared for US patent application 20240202526 titled 'MEMORY DEVICE PERFORMING PRUNING, METHOD OF OPERATING THE SAME, AND ELECTRONIC DEVICE PERFORMING PRUNING
The abstract describes a method of operating a memory device that communicates with a host device, utilizing a memory cell array and a processing-in-memory (PIM) chip. The PIM chip loads activation data and weight data from the memory cell array, generates pruned activation data through a pruning operation, provides the pruned activation data to the host device, generates pruned weight data through another pruning operation, provides the pruned weight data to the host device, and stores output data from a neural network operation based on the pruned activation data and weight data.
- Memory device operation method involving a memory cell array and a PIM chip
- Loading activation data and weight data from the memory cell array by the PIM chip
- Generating pruned activation data through a pruning operation
- Providing pruned activation data to the host device
- Generating pruned weight data through a pruning operation
- Providing pruned weight data to the host device
- Storing output data from a neural network operation based on pruned data
Potential Applications: - Artificial intelligence - Machine learning - Neural network operations
Problems Solved: - Efficient processing of neural network operations - Reduction of data size for improved performance
Benefits: - Faster processing speeds - Reduced memory usage - Enhanced efficiency in neural network operations
Commercial Applications: Title: "Advanced Memory Device for Neural Network Operations" This technology could be utilized in various industries such as: - Healthcare for medical imaging analysis - Finance for fraud detection - Automotive for autonomous driving systems
Prior Art: Researchers can explore prior patents related to memory devices, PIM chips, and neural network operations to understand the existing technology landscape.
Frequently Updated Research: Stay updated on advancements in memory device technology, PIM chip development, and neural network optimization for the latest innovations in this field.
Questions about the technology: 1. How does this method improve the efficiency of neural network operations? 2. What are the potential limitations of using pruned data in memory devices for neural network operations?
Original Abstract Submitted
a method of operating a memory device which is configured to communicate with a host device, and which includes a memory cell array and a processing-in-memory (pim) chip, including loading activation data and weight data from the memory cell array, by the pim chip; generating pruned activation data by performing a first pruning operation on the activation data, by the pim chip; providing the pruned activation data to the host device, by the pim chip; generating pruned weight data by performing a second pruning operation on the weight data, by the pim chip; providing the pruned weight data to the host device, by the pim chip; and storing output data corresponding to a neural network operation performed based on the pruned activation data and the pruned weight data, by the memory cell array.
