Early detection of information technology (it) failures using multimodal correlaton and prediction

A system comprising:

• a memory having computer readable instructions;
• and
• one or more processors for executing the computer readable instructions, the computer readable instructions controlling the one or more processors to perform operations for early detection of information technology (IT) failures in a computing system comprising:
• receiving multiple IT records comprising past and recent historical data;
• extracting first and second time series sections from the past and recent historical data, respectively;
• training a failure detection model to correlate metric patterns in the first time series sections with at least one of other metric patterns and previous IT failures;
• and
• in response to the training, using the failure detection model to predict at least one of upcoming metric patterns and upcoming IT failures from metric patterns in the second time series sections.

A computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by one or more processors to cause the one or more processors to perform operations for early detection of information technology (IT) failures in a computing system comprising:

• receiving multiple IT records comprising past and recent historical data;
• extracting first and second time series sections from the past and recent historical data, respectively;
• training a failure detection model to correlate metric patterns in the first time series sections with at least one of other metric patterns and previous IT failures;
• and
• in response to the training, using the failure detection model to predict at least one of upcoming metric patterns and upcoming IT failures from metric patterns in the second time series sections.