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[tensorrt] Fix various edge cases in 'tensorrt-broadcast-elimination'
This change fixes several edge cases in 'tensorrt-broadcast-elimination'
for a particular pattern that commutes 'tensorrt.broadcast' and
'tensorrt.collapse_rank'. Previously it did not correctly handle multiple
collapsed unit dimensions and would produce an erroneous assertion when
the collapsed input is dynamic. Several additional regression tests
are added.
[tensorrt] Fix nvinfer1::Dims max rank assertion
Fixes an assertion which limited translation of MLIR to TensorRT to
programs with tensors of rank < 8 when it should be <= 8 to align
with TensorRT op verification and the actual nvinfer API. Adds an
additional translation test.
NFC: apply isort to Python files
Fix options configuration to enable global flags in "compiler task" API