Tensor comparison across a distributed machine learning environment
AssigneeInternational Business Machines Corporation
InventorsGeorgios Kollias, Theodoros Salonidis, Shiqiang Wang
Life of this patent
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Abstract
Tensor comparison across a network by determining a first parameter of a first vector representation of a first tensor object associated with a first processor, receiving a second parameter associated with a second vector representation of a second tensor object associated with a second processor, determining a first difference between the first parameter and the second parameter, and sending the first vector representation from the first processor to the second processor, according to the first difference.
Claims20
A computer implemented method for tensor comparison across a network, the method comprising:
- determining, by one or more computer processors, a first parameter of a first vector representation of a first tensor object associated with a first processor;
- receiving, by the one or more computer processors, a second parameter associated with a second vector representation of a second tensor object associated with a second processor;
- determining, by the one or more computer processors, a first difference value between the first parameter and the second parameter;
- and
- sending, by the one or more computer processors, the first vector representation from the first processor to the second processor, according to the first difference value relative to a first threshold.
A computer program product for tensor comparison across a network, the computer program product comprising one or more computer readable storage devices and collectively stored program instructions on the one or more computer readable storage devices, the stored program instructions comprising:
- program instructions to determine a first parameter of a first vector representation of a first tensor object, associated with a first processor;
- program instructions to receive a second parameter associated with a second vector representation of a second tensor object, associated with a second processor;
- program instructions to determine a first difference between the first parameter and the second parameter;
- and
- program instructions to send the first vector representation from the first processor to the second processor, according to the first difference value relative to a first threshold.
A computer system for tensor comparison across a network, the computer system comprising:
- one or more computer processors;
- one or more computer readable storage devices;
- and
- stored program instructions on the one or more computer readable storage devices for execution by the one or more computer processors, the stored program instructions comprising:
- program instructions to determine a first parameter of a first vector representation of a first tensor object, associated with a first processor;
- program instructions to receive a second parameter associated with a second vector representation of a second tensor object, associated with a second processor;
- program instructions to determine a first difference between the first parameter and the second parameter;
- and
- program instructions to send the first vector representation from the first processor to the second processor, according to the first difference value relative to a first threshold.
Dependencies are inferred from the claim text.