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US 2024/0256980 A1Published application
System and method for heterogeneous model composition
AssigneeGrid.ai, Inc.
InventorsLuis Capelo, Richard Izzo
Life of this patent
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Abstract
A method for standardized model interaction can include: determining a model composition, receiving an input, converting the input into a standard object, converting the standard input object into a model-specific input (MSI) object, executing the model using the MSI object, converting the output from the model-specific output (MSO) object to a standard object, repeating previous steps for each successive model within the model composition, and providing a final model output.
Claims20
A method, comprising:
- determining a set of heterogeneous models;
- identifying a series of models based on a request, the series of models comprising a subset of the set of heterogeneous models, wherein model layers of the series of models connect a root model of the set of heterogeneous models to an intermediary model of the set of heterogeneous models;
- for each model in the series of models:
- converting a standard-formatted input into a model-specific (MS) formatted input;
- executing the model using the MS-formatted input to generate a MS-formatted output;
- and
- converting the MS-formatted output into a standard-formatted output, wherein the standard-formatted output is used as the standard-formatted input for a successive model in the series of models;
- and
- providing an output based on a standard-formatted output from the intermediary model.
6 more elements
A system, comprising:
- a processing system configured to:
- receive a request associated with a model of interest within a series of models;
- identify model layers based on the request, the model layers corresponding to a subset of models within the series of models, wherein the model layers connect a root model of the series of models to the model of interest;
- facilitate execution of the model layers, comprising, for each model in the subset of models:
- determining a model-specific input (MSI) object from a standard input object;
- executing the model using the MSI object to generate a model-specific output (MSO) object;
- determining a standard output object from the MSO object, wherein the standard output object from the model is used as the standard input object for a successive model in the subset of models;
- and
- determine a final output based on a standard output object from the model of interest.
6 more elements
Dependencies are inferred from the claim text.