Fujitsu Corporation

Takashi Arakawa

Shuichi Chiba

Takuya Sakamoto

Katsuhiro Yoda

Makiko Ito

Yuji Kondo

Takumi Danjo

Yasumoto Tomita

Akihiko Kasagi

Koichi Shirahata

Masahiro Doteguchi

Masakatsu Ito

Toshihiro Konda

An information processing apparatus includes a processor including a first operation circuit that executes a product-sum operation, a second operation circuit that executes a certain operation, and a resister. The processor executes a first operation including the certain operation in a first layer in a neural network. The processor executes the first operation by a second method of calculating the certain operation by the second operation circuit, in a case where second operation time necessary for the first operation when the certain operation is executed by the second operation circuit is less than memory transfer time. Or the processor executes the first operation by a first method of calculating the certain operation by an approximate calculation by the first operation circuit, in a case where first operation time necessary for the first operation when executed by the first method is less than the memory transfer time.

Information processing apparatus, neural network program, and processing method for neural network

A method for controlling an information processing system, the information processing system including multiple information processing devices coupled to each other, each of the multiple information processing devices including multiple main operation devices and multiple aggregate operation devices that are coupled to each other, the method includes: acquiring, by each of the aggregate operation devices, array data items from a main operation device coupled to the concerned aggregate operation device; determining the order of dimensions in which a process is executed and in which the information processing devices are coupled to each other; executing for each of the dimensions in accordance with the order of the dimensions, a process of halving the array data items and distributing the array data items to information processing devices arranged in the dimension; executing a process of transmitting, to information processing devices arranged in the dimension, operation results calculated based on data items.

Information processing system and method for controlling information processing system

An information processing system includes: a first information processing device that transmits first data to be retained via a communication path; a second information processing device that calculates first calculation result data that is a calculation result of the first data received via the communication path and second data to be retained and transmits the calculated first calculation result data via the communication path; a third information processing device that transmits third data to be retained via the communication path; and a fourth information processing device that calculates second calculation result data that is a calculation result of the third data received via the communication path and fourth data to be retained and calculates third calculation result data that is a calculation result of the first calculation result data received via the communication path and the calculated second calculation result data.

Information processing system and control method of information processing system

In a parallel computer system having multiple information processing apparatuses, a first information processing apparatus includes circuitry configured to wait for calculation target data from each of one or more other information processing apparatuses being included in the plurality of information processing apparatus; carry out an average calculation that calculates an average value of a plurality of calculation target data including the waited calculation target data; and transmit the calculated average value to a second information processing apparatus being one of the plurality of information processing apparatuses and being different from the other information processing apparatuses. This configuration makes it possible to achieve highly-precise collective average calculation without requiring bit expansion.

Information processing apparatus, parallel computer system, and method for control

A computing system includes one or more processors configured to perform generation of a plurality of pieces of segment data by dividing first data, generate a plurality of pieces of extended data by performing an extension process on each of the plurality of pieces of segment data, each extended data having a size equal to a size of second data, generate first combination data by combining first extended data included in the plurality of pieces of extended data and the second data, perform transmission of the first combination data, in response to receiving data of a computation result calculated based on the first combination data, generate a first computation result related to the first extended data by dividing the data of the computation result, and generate a third computation result related to the first data by performing a reconstruction process based on the first computation result.

Computing control system and computing control method

A computer-readable recording medium having stored therein a program for causing a computer to execute a digital signature process includes determining that a first specific instruction for executing parallel calculations of the same type, each calculation operating on a different piece of data, is generated by combining first and second instructions included in a first code, retrieving, from the first code, a third instruction for calculating data referenced by the first instruction and a fourth instruction for calculating data referenced by the second instruction, and selecting the third and fourth instructions as candidates of instructions to be combined with each other preferentially to generate a second specific instruction which is different from the first specific instruction.

Code generation method, and information processing apparatus

An information processing apparatus generates first and second trees representing a dependency relationship among instructions from first code. The information processing apparatus then adjusts the height of the shorter one of the first and second trees by inserting pseudo instructions that do not cause any difference in data before and after operation in the shorter tree, and also shuffles the order of instructions existing at the same depth from the root, according to operation types in at least one of the first and second trees. The information processing apparatus compares the first and second trees subjected to the height adjustment and the order shuffling with each other to determine combinations of an instruction of the first tree and an instruction of the second tree.

Code generation method and information processing apparatus

An information processing apparatus generates first and second operation trees representing a dependency relationship among the instructions included in a first code, and computes first and second operation sequences from the first and second operation trees. Then, the information processing apparatus computes the longest ones of operation subsequences common to the first and second operation sequences, evaluates, for each longest operation subsequence, the utilization of computing resources used for executing the combinations of instructions of the first and second operation trees corresponding to the operations included in the longest operation subsequence, and selects a combination pattern of instructions indicated by any one of the longest operation subsequences on the basis of the evaluation results.

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Numazu, Japan

Takashi Arakawa