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Transformer model requires more parameters than supported on TPU
It has been pointed out by Wojtek Czarnowski that in specific cases the Transformer model (or components used within it) can trigger a compilation error in X10 on TPU:
2020-07-16 22:51:03.077357: F tensorflow/compiler/xla/xla_client/xla_util.cc:90] Invalid argument: From /job:tpu_worker/replica:0/task:0:
Computation requires more parameters (333) than supported (limit 237).
[[{{node XRTCompile}}]]
Current stack trace:
frame #17: 0x00007f6da8c0ceb2 $__lldb_expr102`partial apply for closure #1 in update(model:using:for:) at <Cell 14>:12:9
frame #23: 0x00007f6da8c0c268 $__lldb_expr102`update(model=<unavailable>, optimizer=<unavailable>, batch=<unavailable>) at <Cell 14>:4:18
frame #24: 0x00007f6d5000a483 $__lldb_expr132`closure #1 in at <Cell 19>:20:31
frame #25: 0x00007f6da48245b7 libjupyterInstalledPackages.so`time(repeating=1, f=0x00007f6d50009230 $__lldb_expr132`closure #1 () -> () in __lldb_expr_131 at <Cell 19>:4) at timing.swift:15:9 [opt]
frame #26: 0x00007f6d5000914b $__lldb_expr132`main at <Cell 19>:4:1
He provided a reproducer notebook which can be opened and run in Colab. Choosing a GPU-backed instance lets this succeed, but running this notebook with a TPU-backed instance triggers the above crash.