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Non-linear stochastic processing storage device

A storage device and volatile memory technology, applied in the direction of electrical digital data processing, input/output process of data processing, instruments, etc., can solve problems such as unpracticable

Inactive Publication Date: 2009-02-18
SEAGATE TECH LLC
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

But scaling up to millions, or hundreds of millions, or even billions is not yet practical

Method used

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  • Non-linear stochastic processing storage device
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  • Non-linear stochastic processing storage device

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Embodiment Construction

[0020] On the one hand, the present invention provides a storage device that is aware that it has seen something similar to something it has seen before, or that can adapt its output to its input even though these precise facts have never been recorded before. input or output—a storage device. The storage device stores parameters derived from the input and generates parameters derived from the input. In one example, the storage device implements a general-purpose platform for nonlinear stochastic processing (NLSP), and handles input / output that is substantially different from write / read commands of today's storage devices.

[0021] NLSP computational models are an increasingly important class of machine learning and pattern recognition problems. These computational models are characterized by predominantly local, potentially probabilistic interactions between data units stored non-volatilely. Examples include training and inference of Bayesian networks and other probabilisti...

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Abstract

A storage device includes an interface for receiving and outputting messages for processing data units, wherein each data unit includes message input field parameters, message output field parameters, and content field parameters, a non-volatile memory for storing data units, a volatile memory, and a processor coupled to the interface, the non-volatile memory and the volatile memory, for manipulation of the parameter values in the data units, and storing the data units in at least one of the non-volatile memory and the volatile memory.

Description

Background technique [0001] Conventional data storage devices are well suited to the precise storage and retrieval needs of digital computing, and have the property of storing and retrieving bits of data as perfectly as possible. Data is stored in a form that facilitates manipulation by the file system, table system, or object-associated bytes. Smart drives attempt to move the characteristics of computing systems into storage devices without substantially changing the nature of persistent non-volatile storage devices, the most common examples of which are now disk drives and flash memory devices. [0002] It has been obvious to many researchers for decades that massive nonlinear stochastic processing computations are required to have a practical inductive reasoning facility. This requires massive memory or non-volatile storage space to store parameters in a large number of data units. So far there have been some successful efforts to scale up to large parameter stochastic pr...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F3/06
CPCG06F3/068G06F13/385G06F3/061G06F3/0658
Inventor R·H·蒂巴多K·A·戈麦斯
Owner SEAGATE TECH LLC