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I agree that the error could be improved, PRs are welcome.
For reference, here's what h5py throws in this situation:
h5py.File("x.h5", "r+")
FileNotFoundError: [Errno 2] Unable to open file (unable to open file: name = 'x.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)
That "read-only filesystem" message is bizarre.
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