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The paper deals with using modified type of local search algorithm for optimizing some testing functions and one type of graph methods - travelling salesman problem. The effect of modifying of chosen algorithm is shown on travelling salesman problem and on some testing functions. We will try to modify this algorithm by using principles of parallel computing.