Documentation file-embedded machine learning models

An apparatus comprising:

• a processing system including at least one processor;
• and
• a non-transitory computer-readable storage medium storing instructions which, when executed by the processing system, cause the processing system to perform operations, the operations comprising:
• a documentation file comprising information regarding a use of a machine learning model, wherein the documentation file comprises a byte array, wherein the documentation file includes a delimiter indicator that is embedded, wherein the delimiter indicator is in a file position that is after an end-of-file indicator of the documentation file, wherein the end-of-file indicator indicates an end of a documentation file content, wherein the end-of-file indicator is in an intermediate position in the byte array, wherein the machine learning model is embedded in the documentation file, wherein the machine learning model is in a serialized format, and wherein the machine learning model is in a file position of the documentation file that is after the delimiter indicator;
• determining the file position of the delimiter indicator;
• extracting the machine learning model in the serialized format from the documentation file in accordance with the delimiter indicator;
• and
• storing the machine learning model that is extracted in a separate file from the documentation file.

A non-transitory computer-readable storage medium storing instructions which, when executed by a processing system including at least one processor, cause the processing system to perform operations, the operations comprising:

• a documentation file comprising information regarding a use of a machine learning model, wherein the documentation file comprises a byte array, wherein the documentation file includes a delimiter indicator that is embedded, wherein the delimiter indicator is in a file position that is after an end-of-file indicator of the documentation file, wherein the end-of-file indicator indicates an end of a documentation file content, wherein the end-of-file indicator is in an intermediate position in the byte array, wherein the machine learning model is embedded in the documentation file, wherein the machine learning model is in a serialized format, and wherein the machine learning model is in a file position of the documentation file that is after the delimiter indicator;
• determining the file position of the delimiter indicator;
• extracting the machine learning model in the serialized format from the documentation file in accordance with the delimiter indicator;
• and
• storing the machine learning model that is extracted in a separate file from the documentation file.