[Major] Update API namings and parameters

[frankaging]

Testing Done:

WARNING:root:Saving trainable intervention to intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Saving trainable intervention to intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:The key is provided in the config. Assuming this is loaded from a pretrained module.
WARNING:root:Loading trainable intervention from intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Loading trainable intervention from intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
.Directory './test_output_dir_prefix-2a2df9' created successfully.
.Directory './test_output_dir_prefix-1481de' created successfully.
WARNING:root:Saving trainable intervention to intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Saving trainable intervention to intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
.Removing testing dir ./test_output_dir_prefix-2759d7
Removing testing dir ./test_output_dir_prefix-957b2e
Removing testing dir ./test_output_dir_prefix-409253
Removing testing dir ./test_output_dir_prefix-2a2df9
Removing testing dir ./test_output_dir_prefix-1481de

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Ran 31 tests in 5.177s

OK

[frankaging]

More Testing Done:

Directory './test_output_dir_prefix-31b890' created successfully.
WARNING:root:Saving trainable intervention to intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Saving trainable intervention to intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:The key is provided in the config. Assuming this is loaded from a pretrained module.
WARNING:root:Loading trainable intervention from intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Loading trainable intervention from intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
.Directory './test_output_dir_prefix-9c79ad' created successfully.
.Directory './test_output_dir_prefix-5595ff' created successfully.
WARNING:root:Saving trainable intervention to intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Saving trainable intervention to intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
.Removing testing dir ./test_output_dir_prefix-09bf4e
Removing testing dir ./test_output_dir_prefix-4cb070
Removing testing dir ./test_output_dir_prefix-31b890
Removing testing dir ./test_output_dir_prefix-9c79ad
Removing testing dir ./test_output_dir_prefix-5595ff

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Ran 43 tests in 29.018s

OK

All tutorials are passing. I am adding more tests.

[frankaging]

More Testing Done:

• All tutorials are updated and tested.
• Local unit test log:

WARNING:root:Loading trainable intervention from intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Loading trainable intervention from intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
.Directory './test_output_dir_prefix-83818f' created successfully.
.Directory './test_output_dir_prefix-353ba0' created successfully.
WARNING:root:Saving trainable intervention to intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Saving trainable intervention to intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
.Removing testing dir ./test_output_dir_prefix-794d1a
Removing testing dir ./test_output_dir_prefix-70f750
Removing testing dir ./test_output_dir_prefix-3a678b
Removing testing dir ./test_output_dir_prefix-83818f
Removing testing dir ./test_output_dir_prefix-353ba0

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Ran 48 tests in 36.717s

OK

[frankaging]

Testing Done:

Directory './test_output_dir_prefix-6e2da3' created successfully.
WARNING:root:Saving trainable intervention to intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Saving trainable intervention to intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:The key is provided in the config. Assuming this is loaded from a pretrained module.
WARNING:root:Loading trainable intervention from intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Loading trainable intervention from intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
.Directory './test_output_dir_prefix-6a3b71' created successfully.
.Directory './test_output_dir_prefix-a73d51' created successfully.
WARNING:root:Saving trainable intervention to intkey_layer.0.repr.block_output.unit.pos.nunit.1#0.bin.
WARNING:root:Saving trainable intervention to intkey_layer.1.repr.block_output.unit.pos.nunit.1#0.bin.
.Removing testing dir ./test_output_dir_prefix-c87663
Removing testing dir ./test_output_dir_prefix-5b6972
Removing testing dir ./test_output_dir_prefix-6e2da3
Removing testing dir ./test_output_dir_prefix-6a3b71
Removing testing dir ./test_output_dir_prefix-a73d51

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Ran 51 tests in 41.240s

OK