Framework for industrial analytics

A system comprising:

• at least one data processor;
• memory coupled to the at least one data processor, the memory storing instructions to cause the at least one data processor to perform operations comprising:
• receiving data characterizing an analytics package;
• generating, by an analytics framework associated with a plurality of compute nodes, a container image associated with the analytics package and a unique identifier indicative of the container image, wherein the container image is saved in a central container registry;
• receiving, from a client, data characterizing deployment parameters associated with the deployment of the container image on the plurality of compute nodes and the unique identifier indicative of the container image;
• and
• generating at least one analytics service pod based on the deployment parameters and the unique identifier, wherein the at least one analytics service pod includes the container image and is configured to execute the analytics package on one or more compute nodes of the plurality of compute nodes based on the deployment parameters.

A computer program product comprising a non-transitory machine-readable medium storing instructions that, when executed by at least one programmable processor that comprises at least one physical core and a plurality of logical cores, cause the at least one programmable processor to perform operations comprising:

• receiving data characterizing an analytics package;
• generating, by an analytics framework associated with a plurality of compute nodes, a container image associated with the analytics package and a unique identifier indicative of the container image, wherein the container image is saved in a central container registry;
• receiving, from a client, data characterizing deployment parameters associated with the deployment of the container image on the plurality of compute nodes and the unique identifier indicative of the container image;
• and
• generating at least one analytics service pod based on the deployment parameters and the unique identifier, wherein the at least one analytics service pod includes the container image and is configured to execute the analytics package on one or more compute nodes of the plurality of compute nodes based on the deployment parameters.