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This tweak of your implementation completes in about 22s for me, when run with pypy.
It's much slower with cpython - 2:35 on my last attempt.
It just avoids method calls and the creation of unnecessary data structures in the hot loop.
The performance seems to be quite sensitive to the size of the 'blocksize' variable, so it may want a different blocksize value on your hardware.