Inference model optimization
AssigneeInternational Business Machines Corporation
InventorsLi Cao, Ze Ming Zhao, Hong Min, Jing Yan Ma
Life of this patent
Estimating the term…
Abstract
An approach to optimize performance for large scale inference models. Data in the form of images is received from sensors such as cameras. The data is processed to generate data tags associated with the context of the image and portion the images. Model tags are generated based on data characteristics or user input. The tags and their associated data are added to a time-based queue for delivery to the appropriate inference models. Based on the embedded delivery time and frequency, the portioned images are delivered to the appropriate inference models.
Claims20
A computer-implemented method for optimizing data delivery to inference models, the computer-implemented method comprising:
- receiving, by one or more processors, data from one or more sensors;
- processing, by the one or more processors, the data and generating one or more data tags based on characteristics associated with the data and one or more model tags;
- adding, by the one or more processors, the one or more data tags and the one or more model tags to a time-based tag queue;
- and
- transmitting, by the one or more processors, a portion of the one or more data tags and the data associated with the portion of the one or more data tags to an inference model identified by a model tag associated with the portion of the one or more data tags.
A computer program product for improving quality of a presentation, the computer program product comprising:
- one or more non-transitory computer readable storage media and program instructions stored on the one or more non-transitory computer readable storage media, the program instructions comprising:
- program instructions to receive data from one or more sensors;
- program instructions to process the data and generating one or more data tags based on characteristics associated with the data and one or more model tags;
- program instructions to add the one or more data tags and the one or more model tags to a time-based tag queue;
- and
- program instructions to transmit a portion of the one or more data tags and the data associated with the portion of the one or more data tags to an inference model identified by a model tag associated with the portion of the one or more data tags.
A computer system for improving quality of a presentation, the computer system comprising:
- one or more computer processors;
- one or more computer readable storage media;
- and
- program instructions stored on the one or more computer readable storage media for execution by at least one of the one or more processors, the program instructions comprising:
- program instructions to receive data from one or more sensors;
- program instructions to process the data and generating one or more data tags based on characteristics associated with the data and one or more model tags;
- program instructions to add the one or more data tags and the one or more model tags to a time-based tag queue;
- and
- program instructions to transmit a portion of the one or more data tags and the data associated with the portion of the one or more data tags to an inference model identified by a model tag associated with the portion of the one or more data tags.
Dependencies are inferred from the claim text.