Constrained optimization-Book recommendation

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I am looking for a book which focuses on constrained optimization, in which topics such as the Lagrange multiplier are discussed in a detailed way. The book should not be "for engineers". It should have a more mathematical insight (proofs, theory; not only examples). Thanks in advance!