Method for logical storage management for integrated management of heterogeneous storage in a machine learning environment and machine learning system therefor

A machine learning operations system comprising:

• a machine learning operations platform configured to perform machine learning depending on a job specification associated with a machine learning task request, when the machine learning task request is received from a user;
• and
• a logical storage agent configured to integrate and manage a plurality of heterogeneous storage,
• wherein the logical storage agent is configured to:
• create logical storage for the user, which is capable of being managed by integrating the plurality of heterogeneous storage, in response to a storage registration command from the user;
• and
• set up a logical volume by generating the logical volume and volume metadata for the logical storage based on the logical storage in response to a volume generation command from the user,
• wherein the machine learning operations platform is configured to:
• perform a machine learning task by mounting or importing volume data of target storage corresponding to a volume of the logical storage in response to the machine learning task request from the user.