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Parameter tuner

Tune your parameter

Two modes:

Traversal Mode: Execute all possible parameters to achieve the best outcome.

Round Mode: Sequentially traverse each parameter until the result deteriorates, then randomize upon completion of the entire round before initiating a new round.

Usage

You need to run bench.sh to obtain the result (a numerical score where higher values indicate better performance).

Import paratuner:

import sys
sys.path.append('PATH/TO/PARATUNER')
import tuner

To set parameter option:

Program="PATH/TO/PROGRAM/YOU/WANT/TO/TUNE"
Para=tuner.Para
Paras=[
    Para("-F","FixedValue"),
    Para("--ComplexPara","[[-10,101,10],[0,10.1,1]]"),#[[Start0,End0,Step1],[Start1,End1,Step1],...], produce like: "--ComplexPara -10,0"
    Para("--Range",(0,1.01,0.1)),#(Start, End, Step) traverse [Start,End)
    Para("FlagOrPositional",Type=2)
]

To set name, data path and bench script:

TestName="TESTNAME"
OutPath="data"
Bench="PATH/TO/bench.sh"

Traversal Mode

tuner.runAllParas(Program,OutPath,TestName,Paras,Bench=Bench)

Round Mode:

NRounders=1000
RandomSeed=0
tuner.tuner.runRounders(Program,OutPath,TestName,Paras,Bench,NRounders,RandomSeed,LooseRand=False,Mode=0)

To run:

python3 -u yourtunerscript.py > log.log 2>&1

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