Strings of a text file representing a configuration of a target device are respectively tokenized into tokens for the configuration. The tokens for the configuration are shingled. A target device signature representing the configuration of the target device is generated by applying a min-wise independent permutations locality sensitive hashing (MinHash) technique to the tokens as have been shingled. Whether the configuration of the target device is anomalous is identified based on the target device signature.