SYSTEM AND METHOD FOR INTENT-BASED ORCHESTRATION OF GPU RESOURCES
A system ( 106 ) and method ( 400 ) for intent-based orchestration of graphics processing unit (GPU) resources are disclosed. The method ( 400 ) involves receiving one or more high-level intents from one or more users ( 102 ), wherein the one or more high-level intents indicate the GPU-resource requirement of the one or more users ( 102 ). The one or more high-level intents are interpreted to derive contextual meaning associated with user-defined requirements. Based on the interpreted intents, the one or more high-level intents are translated into a predefined one or more GPU resources ( 210 ). The translated one or more GPU resources ( 210 ) are then provisioned in isolated manner to fulfil the GPU-resource requirement of the one or more users ( 102 ) such that intent-based orchestration of the GPU resources is achieved.
1 . A method ( 400 ) for intent-based orchestration of graphics processing unit (GPU) resources, the method ( 400 ) comprising:
receiving one or more high-level intents from one or more users ( 102 ), wherein the one or more high-level intents indicates the GPU-resource requirement of the one or more users ( 102 );
interpreting the one or more high-level intents received from the one or more users ( 102 );
translating the one or more high-level intents into a predefined one or more GPU resources ( 210 ) based on the interpreted one or more high-level intents; and
provisioning the one or more GPU resources based on the translated one or more high-level intents such that the intent based orchestration of the GPU resources is achieved.
2 . The method ( 400 ) as claimed in claim 1 , wherein the one or more requirements includes a cost for the GPU-resource, a GPU workload, and a geographical location of a GPU server.
3 . The method ( 400 ) as claimed in claim 1 , wherein the method ( 400 ) comprising:
monitoring the provisioned one or more GPU resources.
4 . The method ( 400 ) as claimed is claim 3 , wherein the method ( 400 ) comprising:
identifying an updated GPU resource requirement during the monitoring of the provisioned one or more GPU resources; and
modifying the provisioned one or more GPU resources based on the identified updated GPU resource requirement.
5 . The method ( 400 ) as claimed in claim 1 , wherein the translating the one or more high-level intents, the method ( 400 ) comprising:
mapping the one or more high-level intents to the predefined one or more GPU resources ( 210 ).
6 . The method ( 400 ) as claimed in claim 1 , wherein the provisioning of the one or more GPU resources is performed with resource isolation.
7 . A system ( 106 ) for intent-based orchestration of graphics processing unit (GPU) resources, the system ( 106 ) comprising:
a memory ( 304 );
at least one processor ( 302 ) in communication with the memory ( 304 ) is configured to:
receive one or more high-level intents from one or more users ( 102 ), wherein the one or more high-level intents indicates the GPU-resource requirement of the one or more users ( 102 );
interpret the one or more high-level intents received from the one or more users ( 102 );
translate the one or more high-level intents into a predefined one or more GPU resources ( 210 ) based on the interpreted one or more high-level intents; and
provision the one or more GPU resources based on the translated one or more high-level intents such that the intent-based orchestration of the GPU resources is achieved.
8 . The system ( 106 ) as claimed in claim 7 , wherein the one or more requirements includes a cost for the GPU-resource, a GPU workload, and a geographical location of a GPU server.
9 . The system ( 106 ) as claimed in claim 7 , wherein the at least one processor ( 302 ) is configured to:
monitor the provisioned one or more GPU resources.
10 . The system ( 106 ) as claimed is claim 8 , the at least one processor ( 302 ) is configured to:
identify an updated GPU resource requirement during the monitoring of the provisioned one or more GPU resources; and
modify the provisioned one or more GPU resources based on the identified updated GPU resource requirement.
11 . The system ( 106 ) as claimed in claim 7 , wherein the translating the one or more high-level intents, the at least one processor ( 302 ) is configured to:
map the one or more high-level intents to the predefined one or more GPU resources ( 210 ).
12 . The system ( 106 ) as claimed in claim 7 , wherein the provisioning of the one or more GPU resources is performed with resource isolation.