spaCy/spacy/tests/pipeline/test_simple_ner.py

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Adapt parser and NER for transformers (#5449) * Draft layer for BILUO actions * Fixes to biluo layer * WIP on BILUO layer * Add tests for BILUO layer * Format * Fix transitions * Update test * Link in the simple_ner * Update BILUO tagger * Update __init__ * Import simple_ner * Update test * Import * Add files * Add config * Fix label passing for BILUO and tagger * Fix label handling for simple_ner component * Update simple NER test * Update config * Hack train script * Update BILUO layer * Fix SimpleNER component * Update train_from_config * Add biluo_to_iob helper * Add IOB layer * Add IOBTagger model * Update biluo layer * Update SimpleNER tagger * Update BILUO * Read random seed in train-from-config * Update use of normal_init * Fix normalization of gradient in SimpleNER * Update IOBTagger * Remove print * Tweak masking in BILUO * Add dropout in SimpleNER * Update thinc * Tidy up simple_ner * Fix biluo model * Unhack train-from-config * Update setup.cfg and requirements * Add tb_framework.py for parser model * Try to avoid memory leak in BILUO * Move ParserModel into spacy.ml, avoid need for subclass. * Use updated parser model * Remove incorrect call to model.initializre in PrecomputableAffine * Update parser model * Avoid divide by zero in tagger * Add extra dropout layer in tagger * Refine minibatch_by_words function to avoid oom * Fix parser model after refactor * Try to avoid div-by-zero in SimpleNER * Fix infinite loop in minibatch_by_words * Use SequenceCategoricalCrossentropy in Tagger * Fix parser model when hidden layer * Remove extra dropout from tagger * Add extra nan check in tagger * Fix thinc version * Update tests and imports * Fix test * Update test * Update tests * Fix tests * Fix test Co-authored-by: Ines Montani <ines@ines.io>
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import pytest
from collections import namedtuple
from thinc.api import NumpyOps
from spacy.ml._biluo import BILUO, _get_transition_table
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@pytest.fixture(
params=[
["PER", "ORG", "LOC", "MISC"],
["GPE", "PERSON", "NUMBER", "CURRENCY", "EVENT"],
]
)
Adapt parser and NER for transformers (#5449) * Draft layer for BILUO actions * Fixes to biluo layer * WIP on BILUO layer * Add tests for BILUO layer * Format * Fix transitions * Update test * Link in the simple_ner * Update BILUO tagger * Update __init__ * Import simple_ner * Update test * Import * Add files * Add config * Fix label passing for BILUO and tagger * Fix label handling for simple_ner component * Update simple NER test * Update config * Hack train script * Update BILUO layer * Fix SimpleNER component * Update train_from_config * Add biluo_to_iob helper * Add IOB layer * Add IOBTagger model * Update biluo layer * Update SimpleNER tagger * Update BILUO * Read random seed in train-from-config * Update use of normal_init * Fix normalization of gradient in SimpleNER * Update IOBTagger * Remove print * Tweak masking in BILUO * Add dropout in SimpleNER * Update thinc * Tidy up simple_ner * Fix biluo model * Unhack train-from-config * Update setup.cfg and requirements * Add tb_framework.py for parser model * Try to avoid memory leak in BILUO * Move ParserModel into spacy.ml, avoid need for subclass. * Use updated parser model * Remove incorrect call to model.initializre in PrecomputableAffine * Update parser model * Avoid divide by zero in tagger * Add extra dropout layer in tagger * Refine minibatch_by_words function to avoid oom * Fix parser model after refactor * Try to avoid div-by-zero in SimpleNER * Fix infinite loop in minibatch_by_words * Use SequenceCategoricalCrossentropy in Tagger * Fix parser model when hidden layer * Remove extra dropout from tagger * Add extra nan check in tagger * Fix thinc version * Update tests and imports * Fix test * Update test * Update tests * Fix tests * Fix test Co-authored-by: Ines Montani <ines@ines.io>
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def labels(request):
return request.param
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Adapt parser and NER for transformers (#5449) * Draft layer for BILUO actions * Fixes to biluo layer * WIP on BILUO layer * Add tests for BILUO layer * Format * Fix transitions * Update test * Link in the simple_ner * Update BILUO tagger * Update __init__ * Import simple_ner * Update test * Import * Add files * Add config * Fix label passing for BILUO and tagger * Fix label handling for simple_ner component * Update simple NER test * Update config * Hack train script * Update BILUO layer * Fix SimpleNER component * Update train_from_config * Add biluo_to_iob helper * Add IOB layer * Add IOBTagger model * Update biluo layer * Update SimpleNER tagger * Update BILUO * Read random seed in train-from-config * Update use of normal_init * Fix normalization of gradient in SimpleNER * Update IOBTagger * Remove print * Tweak masking in BILUO * Add dropout in SimpleNER * Update thinc * Tidy up simple_ner * Fix biluo model * Unhack train-from-config * Update setup.cfg and requirements * Add tb_framework.py for parser model * Try to avoid memory leak in BILUO * Move ParserModel into spacy.ml, avoid need for subclass. * Use updated parser model * Remove incorrect call to model.initializre in PrecomputableAffine * Update parser model * Avoid divide by zero in tagger * Add extra dropout layer in tagger * Refine minibatch_by_words function to avoid oom * Fix parser model after refactor * Try to avoid div-by-zero in SimpleNER * Fix infinite loop in minibatch_by_words * Use SequenceCategoricalCrossentropy in Tagger * Fix parser model when hidden layer * Remove extra dropout from tagger * Add extra nan check in tagger * Fix thinc version * Update tests and imports * Fix test * Update test * Update tests * Fix tests * Fix test Co-authored-by: Ines Montani <ines@ines.io>
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@pytest.fixture
def ops():
return NumpyOps()
2020-06-20 12:15:04 +00:00
Adapt parser and NER for transformers (#5449) * Draft layer for BILUO actions * Fixes to biluo layer * WIP on BILUO layer * Add tests for BILUO layer * Format * Fix transitions * Update test * Link in the simple_ner * Update BILUO tagger * Update __init__ * Import simple_ner * Update test * Import * Add files * Add config * Fix label passing for BILUO and tagger * Fix label handling for simple_ner component * Update simple NER test * Update config * Hack train script * Update BILUO layer * Fix SimpleNER component * Update train_from_config * Add biluo_to_iob helper * Add IOB layer * Add IOBTagger model * Update biluo layer * Update SimpleNER tagger * Update BILUO * Read random seed in train-from-config * Update use of normal_init * Fix normalization of gradient in SimpleNER * Update IOBTagger * Remove print * Tweak masking in BILUO * Add dropout in SimpleNER * Update thinc * Tidy up simple_ner * Fix biluo model * Unhack train-from-config * Update setup.cfg and requirements * Add tb_framework.py for parser model * Try to avoid memory leak in BILUO * Move ParserModel into spacy.ml, avoid need for subclass. * Use updated parser model * Remove incorrect call to model.initializre in PrecomputableAffine * Update parser model * Avoid divide by zero in tagger * Add extra dropout layer in tagger * Refine minibatch_by_words function to avoid oom * Fix parser model after refactor * Try to avoid div-by-zero in SimpleNER * Fix infinite loop in minibatch_by_words * Use SequenceCategoricalCrossentropy in Tagger * Fix parser model when hidden layer * Remove extra dropout from tagger * Add extra nan check in tagger * Fix thinc version * Update tests and imports * Fix test * Update test * Update tests * Fix tests * Fix test Co-authored-by: Ines Montani <ines@ines.io>
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def _get_actions(labels):
action_names = (
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[f"B{label}" for label in labels]
+ [f"I{label}" for label in labels]
+ [f"L{label}" for label in labels]
+ [f"U{label}" for label in labels]
+ ["O"]
Adapt parser and NER for transformers (#5449) * Draft layer for BILUO actions * Fixes to biluo layer * WIP on BILUO layer * Add tests for BILUO layer * Format * Fix transitions * Update test * Link in the simple_ner * Update BILUO tagger * Update __init__ * Import simple_ner * Update test * Import * Add files * Add config * Fix label passing for BILUO and tagger * Fix label handling for simple_ner component * Update simple NER test * Update config * Hack train script * Update BILUO layer * Fix SimpleNER component * Update train_from_config * Add biluo_to_iob helper * Add IOB layer * Add IOBTagger model * Update biluo layer * Update SimpleNER tagger * Update BILUO * Read random seed in train-from-config * Update use of normal_init * Fix normalization of gradient in SimpleNER * Update IOBTagger * Remove print * Tweak masking in BILUO * Add dropout in SimpleNER * Update thinc * Tidy up simple_ner * Fix biluo model * Unhack train-from-config * Update setup.cfg and requirements * Add tb_framework.py for parser model * Try to avoid memory leak in BILUO * Move ParserModel into spacy.ml, avoid need for subclass. * Use updated parser model * Remove incorrect call to model.initializre in PrecomputableAffine * Update parser model * Avoid divide by zero in tagger * Add extra dropout layer in tagger * Refine minibatch_by_words function to avoid oom * Fix parser model after refactor * Try to avoid div-by-zero in SimpleNER * Fix infinite loop in minibatch_by_words * Use SequenceCategoricalCrossentropy in Tagger * Fix parser model when hidden layer * Remove extra dropout from tagger * Add extra nan check in tagger * Fix thinc version * Update tests and imports * Fix test * Update test * Update tests * Fix tests * Fix test Co-authored-by: Ines Montani <ines@ines.io>
2020-05-18 20:23:33 +00:00
)
A = namedtuple("actions", action_names)
return A(**{name: i for i, name in enumerate(action_names)})
def test_init_biluo_layer(labels):
model = BILUO()
model.set_dim("nO", model.attrs["get_num_actions"](len(labels)))
model.initialize()
assert model.get_dim("nO") == len(labels) * 4 + 1
def test_transition_table(ops):
labels = ["per", "loc", "org"]
table = _get_transition_table(len(labels))
a = _get_actions(labels)
assert table.shape == (2, len(a), len(a))
# Not last token, prev action was B
assert table[0, a.Bper, a.Bper] == 0
assert table[0, a.Bper, a.Bloc] == 0
assert table[0, a.Bper, a.Borg] == 0
assert table[0, a.Bper, a.Iper] == 1
assert table[0, a.Bper, a.Iloc] == 0
assert table[0, a.Bper, a.Iorg] == 0
assert table[0, a.Bper, a.Lper] == 1
assert table[0, a.Bper, a.Lloc] == 0
assert table[0, a.Bper, a.Lorg] == 0
assert table[0, a.Bper, a.Uper] == 0
assert table[0, a.Bper, a.Uloc] == 0
assert table[0, a.Bper, a.Uorg] == 0
assert table[0, a.Bper, a.O] == 0
assert table[0, a.Bloc, a.Bper] == 0
assert table[0, a.Bloc, a.Bloc] == 0
assert table[0, a.Bloc, a.Borg] == 0
assert table[0, a.Bloc, a.Iper] == 0
assert table[0, a.Bloc, a.Iloc] == 1
assert table[0, a.Bloc, a.Iorg] == 0
assert table[0, a.Bloc, a.Lper] == 0
assert table[0, a.Bloc, a.Lloc] == 1
assert table[0, a.Bloc, a.Lorg] == 0
assert table[0, a.Bloc, a.Uper] == 0
assert table[0, a.Bloc, a.Uloc] == 0
assert table[0, a.Bloc, a.Uorg] == 0
assert table[0, a.Bloc, a.O] == 0
assert table[0, a.Borg, a.Bper] == 0
assert table[0, a.Borg, a.Bloc] == 0
assert table[0, a.Borg, a.Borg] == 0
assert table[0, a.Borg, a.Iper] == 0
assert table[0, a.Borg, a.Iloc] == 0
assert table[0, a.Borg, a.Iorg] == 1
assert table[0, a.Borg, a.Lper] == 0
assert table[0, a.Borg, a.Lloc] == 0
assert table[0, a.Borg, a.Lorg] == 1
assert table[0, a.Borg, a.Uper] == 0
assert table[0, a.Borg, a.Uloc] == 0
assert table[0, a.Borg, a.Uorg] == 0
assert table[0, a.Borg, a.O] == 0
# Not last token, prev action was I
assert table[0, a.Iper, a.Bper] == 0
assert table[0, a.Iper, a.Bloc] == 0
assert table[0, a.Iper, a.Borg] == 0
assert table[0, a.Iper, a.Iper] == 1
assert table[0, a.Iper, a.Iloc] == 0
assert table[0, a.Iper, a.Iorg] == 0
assert table[0, a.Iper, a.Lper] == 1
assert table[0, a.Iper, a.Lloc] == 0
assert table[0, a.Iper, a.Lorg] == 0
assert table[0, a.Iper, a.Uper] == 0
assert table[0, a.Iper, a.Uloc] == 0
assert table[0, a.Iper, a.Uorg] == 0
assert table[0, a.Iper, a.O] == 0
assert table[0, a.Iloc, a.Bper] == 0
assert table[0, a.Iloc, a.Bloc] == 0
assert table[0, a.Iloc, a.Borg] == 0
assert table[0, a.Iloc, a.Iper] == 0
assert table[0, a.Iloc, a.Iloc] == 1
assert table[0, a.Iloc, a.Iorg] == 0
assert table[0, a.Iloc, a.Lper] == 0
assert table[0, a.Iloc, a.Lloc] == 1
assert table[0, a.Iloc, a.Lorg] == 0
assert table[0, a.Iloc, a.Uper] == 0
assert table[0, a.Iloc, a.Uloc] == 0
assert table[0, a.Iloc, a.Uorg] == 0
assert table[0, a.Iloc, a.O] == 0
assert table[0, a.Iorg, a.Bper] == 0
assert table[0, a.Iorg, a.Bloc] == 0
assert table[0, a.Iorg, a.Borg] == 0
assert table[0, a.Iorg, a.Iper] == 0
assert table[0, a.Iorg, a.Iloc] == 0
assert table[0, a.Iorg, a.Iorg] == 1
assert table[0, a.Iorg, a.Lper] == 0
assert table[0, a.Iorg, a.Lloc] == 0
assert table[0, a.Iorg, a.Lorg] == 1
assert table[0, a.Iorg, a.Uper] == 0
assert table[0, a.Iorg, a.Uloc] == 0
assert table[0, a.Iorg, a.Uorg] == 0
assert table[0, a.Iorg, a.O] == 0
# Not last token, prev action was L
assert table[0, a.Lper, a.Bper] == 1
assert table[0, a.Lper, a.Bloc] == 1
assert table[0, a.Lper, a.Borg] == 1
assert table[0, a.Lper, a.Iper] == 0
assert table[0, a.Lper, a.Iloc] == 0
assert table[0, a.Lper, a.Iorg] == 0
assert table[0, a.Lper, a.Lper] == 0
assert table[0, a.Lper, a.Lloc] == 0
assert table[0, a.Lper, a.Lorg] == 0
assert table[0, a.Lper, a.Uper] == 1
assert table[0, a.Lper, a.Uloc] == 1
assert table[0, a.Lper, a.Uorg] == 1
assert table[0, a.Lper, a.O] == 1
assert table[0, a.Lloc, a.Bper] == 1
assert table[0, a.Lloc, a.Bloc] == 1
assert table[0, a.Lloc, a.Borg] == 1
assert table[0, a.Lloc, a.Iper] == 0
assert table[0, a.Lloc, a.Iloc] == 0
assert table[0, a.Lloc, a.Iorg] == 0
assert table[0, a.Lloc, a.Lper] == 0
assert table[0, a.Lloc, a.Lloc] == 0
assert table[0, a.Lloc, a.Lorg] == 0
assert table[0, a.Lloc, a.Uper] == 1
assert table[0, a.Lloc, a.Uloc] == 1
assert table[0, a.Lloc, a.Uorg] == 1
assert table[0, a.Lloc, a.O] == 1
assert table[0, a.Lorg, a.Bper] == 1
assert table[0, a.Lorg, a.Bloc] == 1
assert table[0, a.Lorg, a.Borg] == 1
assert table[0, a.Lorg, a.Iper] == 0
assert table[0, a.Lorg, a.Iloc] == 0
assert table[0, a.Lorg, a.Iorg] == 0
assert table[0, a.Lorg, a.Lper] == 0
assert table[0, a.Lorg, a.Lloc] == 0
assert table[0, a.Lorg, a.Lorg] == 0
assert table[0, a.Lorg, a.Uper] == 1
assert table[0, a.Lorg, a.Uloc] == 1
assert table[0, a.Lorg, a.Uorg] == 1
assert table[0, a.Lorg, a.O] == 1
# Not last token, prev action was U
assert table[0, a.Uper, a.Bper] == 1
assert table[0, a.Uper, a.Bloc] == 1
assert table[0, a.Uper, a.Borg] == 1
assert table[0, a.Uper, a.Iper] == 0
assert table[0, a.Uper, a.Iloc] == 0
assert table[0, a.Uper, a.Iorg] == 0
assert table[0, a.Uper, a.Lper] == 0
assert table[0, a.Uper, a.Lloc] == 0
assert table[0, a.Uper, a.Lorg] == 0
assert table[0, a.Uper, a.Uper] == 1
assert table[0, a.Uper, a.Uloc] == 1
assert table[0, a.Uper, a.Uorg] == 1
assert table[0, a.Uper, a.O] == 1
assert table[0, a.Uloc, a.Bper] == 1
assert table[0, a.Uloc, a.Bloc] == 1
assert table[0, a.Uloc, a.Borg] == 1
assert table[0, a.Uloc, a.Iper] == 0
assert table[0, a.Uloc, a.Iloc] == 0
assert table[0, a.Uloc, a.Iorg] == 0
assert table[0, a.Uloc, a.Lper] == 0
assert table[0, a.Uloc, a.Lloc] == 0
assert table[0, a.Uloc, a.Lorg] == 0
assert table[0, a.Uloc, a.Uper] == 1
assert table[0, a.Uloc, a.Uloc] == 1
assert table[0, a.Uloc, a.Uorg] == 1
assert table[0, a.Uloc, a.O] == 1
assert table[0, a.Uorg, a.Bper] == 1
assert table[0, a.Uorg, a.Bloc] == 1
assert table[0, a.Uorg, a.Borg] == 1
assert table[0, a.Uorg, a.Iper] == 0
assert table[0, a.Uorg, a.Iloc] == 0
assert table[0, a.Uorg, a.Iorg] == 0
assert table[0, a.Uorg, a.Lper] == 0
assert table[0, a.Uorg, a.Lloc] == 0
assert table[0, a.Uorg, a.Lorg] == 0
assert table[0, a.Uorg, a.Uper] == 1
assert table[0, a.Uorg, a.Uloc] == 1
assert table[0, a.Uorg, a.Uorg] == 1
assert table[0, a.Uorg, a.O] == 1
# Not last token, prev action was O
assert table[0, a.O, a.Bper] == 1
assert table[0, a.O, a.Bloc] == 1
assert table[0, a.O, a.Borg] == 1
assert table[0, a.O, a.Iper] == 0
assert table[0, a.O, a.Iloc] == 0
assert table[0, a.O, a.Iorg] == 0
assert table[0, a.O, a.Lper] == 0
assert table[0, a.O, a.Lloc] == 0
assert table[0, a.O, a.Lorg] == 0
assert table[0, a.O, a.Uper] == 1
assert table[0, a.O, a.Uloc] == 1
assert table[0, a.O, a.Uorg] == 1
assert table[0, a.O, a.O] == 1
2020-06-20 12:15:04 +00:00
Adapt parser and NER for transformers (#5449) * Draft layer for BILUO actions * Fixes to biluo layer * WIP on BILUO layer * Add tests for BILUO layer * Format * Fix transitions * Update test * Link in the simple_ner * Update BILUO tagger * Update __init__ * Import simple_ner * Update test * Import * Add files * Add config * Fix label passing for BILUO and tagger * Fix label handling for simple_ner component * Update simple NER test * Update config * Hack train script * Update BILUO layer * Fix SimpleNER component * Update train_from_config * Add biluo_to_iob helper * Add IOB layer * Add IOBTagger model * Update biluo layer * Update SimpleNER tagger * Update BILUO * Read random seed in train-from-config * Update use of normal_init * Fix normalization of gradient in SimpleNER * Update IOBTagger * Remove print * Tweak masking in BILUO * Add dropout in SimpleNER * Update thinc * Tidy up simple_ner * Fix biluo model * Unhack train-from-config * Update setup.cfg and requirements * Add tb_framework.py for parser model * Try to avoid memory leak in BILUO * Move ParserModel into spacy.ml, avoid need for subclass. * Use updated parser model * Remove incorrect call to model.initializre in PrecomputableAffine * Update parser model * Avoid divide by zero in tagger * Add extra dropout layer in tagger * Refine minibatch_by_words function to avoid oom * Fix parser model after refactor * Try to avoid div-by-zero in SimpleNER * Fix infinite loop in minibatch_by_words * Use SequenceCategoricalCrossentropy in Tagger * Fix parser model when hidden layer * Remove extra dropout from tagger * Add extra nan check in tagger * Fix thinc version * Update tests and imports * Fix test * Update test * Update tests * Fix tests * Fix test Co-authored-by: Ines Montani <ines@ines.io>
2020-05-18 20:23:33 +00:00
# Last token, prev action was B
assert table[1, a.Bper, a.Bper] == 0
assert table[1, a.Bper, a.Bloc] == 0
assert table[1, a.Bper, a.Borg] == 0
assert table[1, a.Bper, a.Iper] == 0
assert table[1, a.Bper, a.Iloc] == 0
assert table[1, a.Bper, a.Iorg] == 0
assert table[1, a.Bper, a.Lper] == 1
assert table[1, a.Bper, a.Lloc] == 0
assert table[1, a.Bper, a.Lorg] == 0
assert table[1, a.Bper, a.Uper] == 0
assert table[1, a.Bper, a.Uloc] == 0
assert table[1, a.Bper, a.Uorg] == 0
assert table[1, a.Bper, a.O] == 0
assert table[1, a.Bloc, a.Bper] == 0
assert table[1, a.Bloc, a.Bloc] == 0
assert table[0, a.Bloc, a.Borg] == 0
assert table[1, a.Bloc, a.Iper] == 0
assert table[1, a.Bloc, a.Iloc] == 0
assert table[1, a.Bloc, a.Iorg] == 0
assert table[1, a.Bloc, a.Lper] == 0
assert table[1, a.Bloc, a.Lloc] == 1
assert table[1, a.Bloc, a.Lorg] == 0
assert table[1, a.Bloc, a.Uper] == 0
assert table[1, a.Bloc, a.Uloc] == 0
assert table[1, a.Bloc, a.Uorg] == 0
assert table[1, a.Bloc, a.O] == 0
assert table[1, a.Borg, a.Bper] == 0
assert table[1, a.Borg, a.Bloc] == 0
assert table[1, a.Borg, a.Borg] == 0
assert table[1, a.Borg, a.Iper] == 0
assert table[1, a.Borg, a.Iloc] == 0
assert table[1, a.Borg, a.Iorg] == 0
assert table[1, a.Borg, a.Lper] == 0
assert table[1, a.Borg, a.Lloc] == 0
assert table[1, a.Borg, a.Lorg] == 1
assert table[1, a.Borg, a.Uper] == 0
assert table[1, a.Borg, a.Uloc] == 0
assert table[1, a.Borg, a.Uorg] == 0
assert table[1, a.Borg, a.O] == 0
# Last token, prev action was I
assert table[1, a.Iper, a.Bper] == 0
assert table[1, a.Iper, a.Bloc] == 0
assert table[1, a.Iper, a.Borg] == 0
assert table[1, a.Iper, a.Iper] == 0
assert table[1, a.Iper, a.Iloc] == 0
assert table[1, a.Iper, a.Iorg] == 0
assert table[1, a.Iper, a.Lper] == 1
assert table[1, a.Iper, a.Lloc] == 0
assert table[1, a.Iper, a.Lorg] == 0
assert table[1, a.Iper, a.Uper] == 0
assert table[1, a.Iper, a.Uloc] == 0
assert table[1, a.Iper, a.Uorg] == 0
assert table[1, a.Iper, a.O] == 0
assert table[1, a.Iloc, a.Bper] == 0
assert table[1, a.Iloc, a.Bloc] == 0
assert table[1, a.Iloc, a.Borg] == 0
assert table[1, a.Iloc, a.Iper] == 0
assert table[1, a.Iloc, a.Iloc] == 0
assert table[1, a.Iloc, a.Iorg] == 0
assert table[1, a.Iloc, a.Lper] == 0
assert table[1, a.Iloc, a.Lloc] == 1
assert table[1, a.Iloc, a.Lorg] == 0
assert table[1, a.Iloc, a.Uper] == 0
assert table[1, a.Iloc, a.Uloc] == 0
assert table[1, a.Iloc, a.Uorg] == 0
assert table[1, a.Iloc, a.O] == 0
assert table[1, a.Iorg, a.Bper] == 0
assert table[1, a.Iorg, a.Bloc] == 0
assert table[1, a.Iorg, a.Borg] == 0
assert table[1, a.Iorg, a.Iper] == 0
assert table[1, a.Iorg, a.Iloc] == 0
assert table[1, a.Iorg, a.Iorg] == 0
assert table[1, a.Iorg, a.Lper] == 0
assert table[1, a.Iorg, a.Lloc] == 0
assert table[1, a.Iorg, a.Lorg] == 1
assert table[1, a.Iorg, a.Uper] == 0
assert table[1, a.Iorg, a.Uloc] == 0
assert table[1, a.Iorg, a.Uorg] == 0
assert table[1, a.Iorg, a.O] == 0
# Last token, prev action was L
assert table[1, a.Lper, a.Bper] == 0
assert table[1, a.Lper, a.Bloc] == 0
assert table[1, a.Lper, a.Borg] == 0
assert table[1, a.Lper, a.Iper] == 0
assert table[1, a.Lper, a.Iloc] == 0
assert table[1, a.Lper, a.Iorg] == 0
assert table[1, a.Lper, a.Lper] == 0
assert table[1, a.Lper, a.Lloc] == 0
assert table[1, a.Lper, a.Lorg] == 0
assert table[1, a.Lper, a.Uper] == 1
assert table[1, a.Lper, a.Uloc] == 1
assert table[1, a.Lper, a.Uorg] == 1
assert table[1, a.Lper, a.O] == 1
assert table[1, a.Lloc, a.Bper] == 0
assert table[1, a.Lloc, a.Bloc] == 0
assert table[1, a.Lloc, a.Borg] == 0
assert table[1, a.Lloc, a.Iper] == 0
assert table[1, a.Lloc, a.Iloc] == 0
assert table[1, a.Lloc, a.Iorg] == 0
assert table[1, a.Lloc, a.Lper] == 0
assert table[1, a.Lloc, a.Lloc] == 0
assert table[1, a.Lloc, a.Lorg] == 0
assert table[1, a.Lloc, a.Uper] == 1
assert table[1, a.Lloc, a.Uloc] == 1
assert table[1, a.Lloc, a.Uorg] == 1
assert table[1, a.Lloc, a.O] == 1
assert table[1, a.Lorg, a.Bper] == 0
assert table[1, a.Lorg, a.Bloc] == 0
assert table[1, a.Lorg, a.Borg] == 0
assert table[1, a.Lorg, a.Iper] == 0
assert table[1, a.Lorg, a.Iloc] == 0
assert table[1, a.Lorg, a.Iorg] == 0
assert table[1, a.Lorg, a.Lper] == 0
assert table[1, a.Lorg, a.Lloc] == 0
assert table[1, a.Lorg, a.Lorg] == 0
assert table[1, a.Lorg, a.Uper] == 1
assert table[1, a.Lorg, a.Uloc] == 1
assert table[1, a.Lorg, a.Uorg] == 1
assert table[1, a.Lorg, a.O] == 1
# Last token, prev action was U
assert table[1, a.Uper, a.Bper] == 0
assert table[1, a.Uper, a.Bloc] == 0
assert table[1, a.Uper, a.Borg] == 0
assert table[1, a.Uper, a.Iper] == 0
assert table[1, a.Uper, a.Iloc] == 0
assert table[1, a.Uper, a.Iorg] == 0
assert table[1, a.Uper, a.Lper] == 0
assert table[1, a.Uper, a.Lloc] == 0
assert table[1, a.Uper, a.Lorg] == 0
assert table[1, a.Uper, a.Uper] == 1
assert table[1, a.Uper, a.Uloc] == 1
assert table[1, a.Uper, a.Uorg] == 1
assert table[1, a.Uper, a.O] == 1
assert table[1, a.Uloc, a.Bper] == 0
assert table[1, a.Uloc, a.Bloc] == 0
assert table[1, a.Uloc, a.Borg] == 0
assert table[1, a.Uloc, a.Iper] == 0
assert table[1, a.Uloc, a.Iloc] == 0
assert table[1, a.Uloc, a.Iorg] == 0
assert table[1, a.Uloc, a.Lper] == 0
assert table[1, a.Uloc, a.Lloc] == 0
assert table[1, a.Uloc, a.Lorg] == 0
assert table[1, a.Uloc, a.Uper] == 1
assert table[1, a.Uloc, a.Uloc] == 1
assert table[1, a.Uloc, a.Uorg] == 1
assert table[1, a.Uloc, a.O] == 1
assert table[1, a.Uorg, a.Bper] == 0
assert table[1, a.Uorg, a.Bloc] == 0
assert table[1, a.Uorg, a.Borg] == 0
assert table[1, a.Uorg, a.Iper] == 0
assert table[1, a.Uorg, a.Iloc] == 0
assert table[1, a.Uorg, a.Iorg] == 0
assert table[1, a.Uorg, a.Lper] == 0
assert table[1, a.Uorg, a.Lloc] == 0
assert table[1, a.Uorg, a.Lorg] == 0
assert table[1, a.Uorg, a.Uper] == 1
assert table[1, a.Uorg, a.Uloc] == 1
assert table[1, a.Uorg, a.Uorg] == 1
assert table[1, a.Uorg, a.O] == 1
# Last token, prev action was O
assert table[1, a.O, a.Bper] == 0
assert table[1, a.O, a.Bloc] == 0
assert table[1, a.O, a.Borg] == 0
assert table[1, a.O, a.Iper] == 0
assert table[1, a.O, a.Iloc] == 0
assert table[1, a.O, a.Iorg] == 0
assert table[1, a.O, a.Lper] == 0
assert table[1, a.O, a.Lloc] == 0
assert table[1, a.O, a.Lorg] == 0
assert table[1, a.O, a.Uper] == 1
assert table[1, a.O, a.Uloc] == 1
assert table[1, a.O, a.Uorg] == 1
assert table[1, a.O, a.O] == 1