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So I tried the last three lines of your solution (since I had already passed the --no-package-manager to configure). It seems to have worked. So the solution would then be, assuming one has passed --no-package-manager or --download-hdf5 to configure and installed petsc:

$ export HDF5_MPI=ON
$ export HDF5_DIR=$PETSC_DIR/$PETSC_ARCH
$ pip cache purge
$ pip install --no-binary h5py 'firedrake[check]'

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@connorjward
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@andrewlhicks
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@connorjward
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