Methods and systems for analyzing and improving performance of computer codes

A non-transitory computer-readable medium storing instructions for one or more processors to execute a method comprising:

• executing, via one or more processors, program code for a plurality of times;
• collecting, via the one or more processors, one or more values of one or more hardware dependent metrics for the program code, the one or more hardware dependent metrics including a first hardware dependent metric and a second hardware dependent metric;
• measuring one or more changes in values of the one or more hardware dependent metrics during the executing of the program code for the plurality of times, including a first change in value of the first hardware dependent metric and a second change in value of the second hardware dependent metric;
• identifying an execution anomaly based on the one or more changes in values of the one or more hardware dependent metrics wherein:
• the one or more changes in values of the one or more hardware dependent metrics each correspond to an increase or a decrease in one or more values of the one or more hardware dependent metrics during the executing of the program code for the plurality of times;
• the first change in value of the first hardware dependent metric is correlated to the second change in value of the second hardware dependent metric;
• the first change in value of the first hardware dependent metric and the second change in value of the second hardware dependent metric result from the executing, for the plurality of times, of one or more instructions of the program code;
• the execution anomaly relates to a hardware related optimization used when executing the one or more instructions of the program code, that causes an overall performance issue in the executing of the program code;
• and
• modifying the program code, wherein the modifying removes the execution anomaly from the program code and improves the overall performance issue in the executing of the program code wherein the overall performance issue comprises a slow down in executing the program code, and improving the overall performance issue comprises speeding up the executing of the program code.

A method comprising:

• collecting one or more values of one or more hardware independent metrics for program code wherein the one or more values of the one or more hardware independent metrics include total number of instructions, probability of floating point instruction, cycles to execute floating point instruction, number of integer instructions between floating point instructions, probability of integer instruction, and cycles to execute integer instruction;
• receiving one or more hardware characteristics of a computing device;
• estimating, based on the one or more values of the one or more hardware independent metrics, total execution cycles for the program code wherein the estimating includes:
• calculating a first estimated number for execution cycles for executing floating instructions in the program code;
• calculating a second estimated number for execution cycles for executing integer instructions in the program code;
• combining the first estimated number and the second estimated number;
• estimating, based on the one or more hardware characteristics, a time per execution cycle for the program code;
• and
• estimating, based on the total execution cycles and the time per execution cycle, a duration for execution of the program code on the computing device;
• choosing, based on the estimated duration for execution of the program code on the computing device, a hardware architecture that will meet a desired execution duration
• executing the program code on the chosen hardware architecture.