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The purpose of the book is to give a comprehensive and detailed introduction to the computationalcomplexity of counting and sampling. The book consists of three main topics: I. Counting problems that are solvable in polynomial running time, II. Approximation algorithms for counting and sampling, III. Holographic algorithms.