Machine learning model full life cycle management framework
AssigneeTencent America LLC
InventorsMin TU, Shangqing ZHANG, Tao YANG, Yaliang LI, Nan DU, Yusheng XIE, Wei FAN
Life of this patent
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Abstract
A method and apparatus are provided that includes, in a same framework, storing an artificial intelligence (AI) model, loading the AI model into a serving platform, loading and testing a test unit against the AI model loaded into the serving platform, and collecting reports from results of storing the AI model, loading the AI model into the serving platform and testing the test unit.
Claims20
An apparatus comprising
- at least one memory configured to store computer program code;
- at least one hardware processor configured to access said computer program code and operate as instructed by said computer program code, said computer program code including:
- model storage code configured to cause the at least one hardware processor to store an artificial intelligence (AI) model;
- model serving code configured to cause the at least one hardware processor to load the AI model into a serving platform;
- model testing code configured to cause the at least one hardware processor to load and test a test unit against the AI model loaded into the serving platform;
- and
- monitoring and reporting code configured to cause the at least one hardware processor to collect reports from results of storing the AI model, loading the AI model into the serving platform and testing the test unit.
A method comprising implementing in a framework:
- storing an artificial intelligence (AI) model;
- loading the AI model into a serving platform;
- loading and testing a test unit against the AI model loaded into the serving platform;
- and
- collecting reports from results of storing the AI model, loading the AI model into the serving platform and testing the test unit.
A non-transitory computer readable medium storing a program causing a computer to execute a process, the process comprising:
- storing an artificial intelligence (AI) model;
- loading the AI model into a serving platform;
- loading and testing a test unit against the AI model loaded into the serving platform;
- and
- collecting reports from results of storing the AI model, loading the AI model into the serving platform and testing the test unit.
Dependencies are inferred from the claim text.