Benchmark synthesis using workload statistics
View Patent ↗A synthetic benchmark for a computer program and a method and computer program product for creating a synthetic benchmark for a computer program. The synthetic benchmark is created using statistical information that is collected about an executing program, and some hints about the machine on which the benchmark will be run. When executed, the synthetic benchmark exhibits behavior similar to the computer program to permit computer performance to be accurately measured.
1. A method for creating a synthetic benchmark for a computer program, comprising:
executing the computer program;
recording selected statistical characteristics for each basic block of the executing computer program, wherein the selected statistical characteristics for each basic block comprise:
mix distribution statistics regarding a fraction of instructions that are an Add instruction type, a Load instruction type and a Store instruction type;
statistics regarding basic block size mean and standard deviation; and
statistics regarding a frequency distribution of register dependencies for each possible input of each of the instruction types;
using the recorded statistical characteristics to create a sequence of synthetic basic blocks, wherein using the recorded statistical characteristics to create a sequence of synthetic basic blocks comprises:
calculating a size for each synthetic basic block from a normal distribution with a mean and standard deviation equal to the statistics regarding basic block size mean and standard deviation; and, for each instruction in each synthetic basic block:
picking instruction dependencies using the frequency distribution of register dependencies; and
fixing each selected instruction dependency to provide a correct dependency type;
receiving hints from a user regarding a machine on which the benchmark is to be run to assist in creating the synthetic benchmark;
creating a synthetic benchmark using the sequence of synthetic basic blocks and the received hints from a user, wherein the synthetic benchmark is representative of the computer program with respect to the selected statistical characteristics and is in a format that can be executed on a computer; and
outputting the created synthetic benchmark.
2. The method according to claim 1 , wherein the executing is performed on a cycle accurate simulator.
3. The method according to claim 1 , wherein the outputting comprises outputting a synthetic benchmark in the form of data and machine instructions to a file in a format that can be executed on a computer.