Systems and methods for generating and executing function calls using machine learning

A system comprising:

• at least one memory storing instructions;
• at least one processor configured to execute the instructions to perform operations for generating functions in a computing environment, the operations comprising:
• receiving an input provided by a user, wherein the input comprises a request to perform a computational task within a computing environment;
• employing a machine learning model to process the received input, wherein the machine learning model is trained to:
• identify an external application based on the received input;
• determine, based on the identified external application and by calculating a probability based on a decision boundary and the received input, to generate a function call, the function call including a function and at least one argument;
• access a specification associated with an external API;
• and
• generate the function and the at least one argument based on the accessing and based on the input;
• and
• sending the function and the at least one argument to the user.

A computer networking apparatus comprising:

• one or more memory devices;
• one or more network devices;
• and
• one or more processors connected to the one or more memory devices and the one or more network devices,
• wherein the one or more processors are configured for:
• receiving an input provided by a user, wherein the input comprises a request to perform a computational task within a computing environment;
• employing a machine learning model to process the received input, wherein the machine learning model is trained to:
• convert the received input into an output that represents the computational task;
• identify an external application based on the received input;
• determine, based on the identified external application and by calculating a probability based on a decision boundary and the received input, to generate a function call;
• and
• generate, based on the output representing the computational task, a function;
• and
• sending the function to the user.