Automated exception featurization and search

A machine-readable storage device having instructions for execution by a processor of a machine to cause the processor to perform operations to perform a method, the operations comprising:

• receiving an exception generated based on programming code;
• generating exception features from the received exception, the generated exception features being generated based on a set of exception features derived from search logs;
• and
• executing a machine learning model on the received exception and generated exception features to provide information from the search logs identified as most helpful to resolve the received exception, wherein the machine learning model was trained on training data comprising extracted exceptions and the set of exception features derived from the search logs, wherein the training data is labeled by performing regular expression-based labeling to generated labels for the extracted exceptions, and wherein the labels are differentiated between exception names and exception IDs.

A device comprising:

• a processor;
• and
• a memory device coupled to the processor and having a program stored thereon for execution by the processor to perform operations comprising:
• receiving an exception generated based on programming code;
• generating exception features from the received exception, the generated exception features being generated based on a set of exception features derived from search logs;
• and
• executing a machine learning model on the received exception and generated exception features to provide information from the search logs identified as most helpful to resolve the received exception, wherein the machine learning model was trained on training data comprising extracted exceptions and the set of exception features derived from the search logs, wherein the training data is labeled by performing regular expression-based labeling to generated labels for the extracted exceptions, and wherein the labels are differentiated between exception names and exception IDs.