Abstract: Each of learning nodes calculates gradients of a loss function from an output result obtained by inputting learning data to a learning target neural network, converts a calculation result into a packet, and transmits the packet to a computing interconnect device. The computing interconnect device receives the packet transmitted from each of the learning nodes, acquires a value of the gradients stored in the packet, calculates a sum of the gradients, converts a calculation result into a packet, and transmits the packet to each of the learning nodes. Each of the learning nodes receives the packet transmitted from the computing interconnect device and updates a constituent parameter of a neural network based on a value stored in the packet.

Abstract: A calculation resource control device includes an input unit to which a processing content specified by a user is input, an equivalent circuit preparation unit that collects candidates for an equivalent circuit that is a processing circuit having a function of executing a part of the processing content to output an equivalent circuit candidate group, and a function chain creation unit that determining a processing execution circuit from the equivalent circuit candidate group on the basis of a predetermined reference, determines a connection order of the processing execution circuit, and outputs a function chain for executing the processing content.

Abstract: A display panel includes a first substrate, a second substrate disposed opposite the first substrate while having a liquid crystal layer therebetween, a first seal portion formed from a first sealant containing a resin as a main component and disposed around the liquid crystal layer to bond the first substrate and the second substrate together and seal the liquid crystal layer between the first substrate and the second substrate, and a second seal portion formed from a second sealant containing a resin as a main component and having higher oxygen absorbability than the first sealant has and disposed on an outer peripheral side of the display panel than the first seal portion and between the first substrate and the second substrate.