MACHINE LEARNING ORCHESTRATOR
An information handling system may include at least one processor and a non-transitory memory coupled to the at least one processor. The information handling system may be configured to: communicatively couple to a cloud platform for execution of a task comprising one or more steps; and for each of the one or more steps: in response to a determination that the step has a parallel property associated therewith, cause the cloud platform to create a selected number n of instances of the step for parallel execution; and in response to a determination that the step does not have the parallel property associated therewith, cause the cloud platform to create a single instance of the step for sequential execution.
1 . An information handling system comprising:
at least one processor; and
a non-transitory memory coupled to the at least one processor;
wherein the information handling system is configured to:
communicatively couple to a cloud platform for execution of a task comprising one or more steps; and
for each of the one or more steps:
in response to a determination that the step has a parallel property associated therewith, cause the cloud platform to create a selected number n of instances of the step for parallel execution; and
in response to a determination that the step does not have the parallel property associated therewith, cause the cloud platform to create a single instance of the step for sequential execution.
2 . The information handling system of claim 1 , wherein the task is a machine learning task.
3 . The information handling system of claim 1 , wherein the selected number n is configurable by a user.
4 . The information handling system of claim 1 , wherein the configurable number n is stored in a schema associated with the task.
5 . The information handling system of claim 1 , wherein the information handling system is further configured to log an error in response to a determination that at least one step of the task has failed.
6 . The information handling system of claim 5 , wherein logging the error comprises sending an email to a user.
7 . A method comprising:
an information handling system communicatively coupling to a cloud platform for execution of a task comprising one or more steps; and
for each of the one or more steps, the information handling system:
in response to a determination that the step has a parallel property associated therewith, causing the cloud platform to create a selected number n of instances of the step for parallel execution; and
in response to a determination that the step does not have the parallel property associated therewith, causing the cloud platform to create a single instance of the step for sequential execution.
8 . The method of claim 7 , wherein the task is a machine learning task.
9 . The method of claim 7 , wherein the selected number n is configurable by a user.
10 . The method of claim 7 , wherein the configurable number n is stored in a schema associated with the task.
11 . The method of claim 7 , further comprising logging an error in response to a determination that at least one step of the task has failed.
12 . The method of claim 11 , wherein logging the error comprises sending an email to a user.
13 . An article of manufacture comprising a non-transitory, computer-readable medium having computer-executable code thereon that is executable by an information handling system for:
communicatively coupling to a cloud platform for execution of a task comprising one or more steps; and
for each of the one or more steps:
in response to a determination that the step has a parallel property associated therewith, causing the cloud platform to create a selected number n of instances of the step for parallel execution; and
in response to a determination that the step does not have the parallel property associated therewith, causing the cloud platform to create a single instance of the step for sequential execution.
14 . The article of claim 13 , wherein the task is a machine learning task.
15 . The article of claim 13 , wherein the selected number n is configurable by a user.
16 . The article of claim 13 , wherein the configurable number n is stored in a schema associated with the task.
17 . The article of claim 13 , wherein the code is further executable for logging an error in response to a determination that at least one step of the task has failed.
18 . The article of claim 17 , wherein logging the error comprises sending an email to a user.