Data processing device, data processing system, and data processing method
AssigneeMitsubishi Electric Corporation
InventorAkira MINEZAWA
Life of this patent
Estimating the term…
Abstract
There are included a data processing unit that trains a neural network; and an encoding unit that generates encoded data in which model header information for identifying a model of the neural network, layer header information for identifying one or more layers of the neural network, and layer-by-layer edge weight information are encoded, and the encoding unit encodes layer structure information indicating a layer structure of the neural network, and a new layer flag indicating whether each of the layers to be encoded is a layer to be updated from a corresponding layer of a reference model, or a new layer.
Claims9
A data processing device comprising:
- data processing circuitry to train a neural network;
- and
- encoding circuitry to generate encoded data in which model header information for identifying a model of the neural network, layer header information for identifying one or more layers of the neural network, and pieces of weight information of respective edges belonging to each of the one or more layers identified by the layer header information are encoded, wherein
- the encoding circuitry encodes layer structure information indicating a layer structure of the neural network.
A data processing system comprising:
- a first data processing device including:
- first data processing circuitry to train a neural network;
- and
- encoding circuitry to generate encoded data in which model header information for identifying a model of the neural network, layer header information for identifying one or more layers of the neural network, and pieces of weight information of respective edges belonging to each of the one or more layers identified by the layer header information are encoded;
- and
- a second data processing device including:
- decoding circuitry to decode the encoded data generated by the encoding circuitry;
- and
- second data processing circuitry to create the neural network using information decoded by the decoding circuitry, and performing data processing using the neural network, wherein
- the encoding circuitry encodes layer structure information indicating a layer structure of the neural network.
A data processing method comprising:
- training a neural network;
- and
- generating encoded data in which model header information for identifying a model of the neural network, layer header information for identifying one or more layers of the neural network, and pieces of weight information of respective edges belonging to each of the one or more layers identified by the layer header information are encoded;
- and
- encoding layer structure information indicating a layer structure of the neural network.
Dependencies are inferred from the claim text.