Scala parallel collections and mutable state?

Yes, absolutely. Mutable HashMaps are by default not thread-safe, and using them in this manner can result in undefined behaviour. Missing entries is actually a fairly benign manifestation.

Depending on the underlying implementation, it also possible to corrupt the HashMap data structure to the point where your program goes into an infinite loop.

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