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T8b949e"""Property-based robustness tests for NLP module."""

Tff7b72from T7ee787hypothesis Tff7b72import Te6edf3givenTb4b4b4, Te6edf3strategies Tff7b72as Te6edf3st

Tff7b72from T7ee787lxmfyT7ee787.T7ee787nlp Tff7b72import Te6edf3IntentClassifier

Tff7b72class T56d364TestNLPRobustnessPropertyTb4b4b4:

T8b949e"""Property-based tests for IntentClassifier."""

Tf0883e@givenTb4b4b4(

Te6edf3intentsTff7b72=Te6edf3stTff7b72.Td2a8ffdictionariesTb4b4b4(

Te6edf3keysTff7b72=Te6edf3stTff7b72.Td2a8fftextTb4b4b4(

Te6edf3min_sizeTff7b72=T79c0ff1Tb4b4b4,

Te6edf3max_sizeTff7b72=T79c0ff10Tb4b4b4,

Te6edf3alphabetTff7b72=Te6edf3stTff7b72.Td2a8ffcharactersTb4b4b4(Te6edf3whitelist_categoriesTff7b72=Tb4b4b4(Ta5d6ff"Ta5d6ffLuTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffLlTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffNdTa5d6ff"Tb4b4b4)Tb4b4b4)Tb4b4b4,

Tb4b4b4)Tb4b4b4,

Te6edf3valuesTff7b72=Te6edf3stTff7b72.Td2a8fflistsTb4b4b4(Te6edf3stTff7b72.Td2a8fftextTb4b4b4(Te6edf3min_sizeTff7b72=T79c0ff1Tb4b4b4, Te6edf3max_sizeTff7b72=T79c0ff50Tb4b4b4)Tb4b4b4, Te6edf3min_sizeTff7b72=T79c0ff1Tb4b4b4, Te6edf3max_sizeTff7b72=T79c0ff5Tb4b4b4)Tb4b4b4,

Te6edf3min_sizeTff7b72=T79c0ff1Tb4b4b4,

Te6edf3max_sizeTff7b72=T79c0ff10Tb4b4b4,

Tb4b4b4)Tb4b4b4,

Te6edf3thresholdTff7b72=Te6edf3stTff7b72.Td2a8fffloatsTb4b4b4(Te6edf3min_valueTff7b72=T79c0ff0.0Tb4b4b4, Te6edf3max_valueTff7b72=T79c0ff1.0Tb4b4b4)Tb4b4b4,

Tb4b4b4)

Tff7b72def Td2a8fftest_nlp_never_crashes_on_trainingTb4b4b4(Tff7b72selfTb4b4b4, Te6edf3intentsTb4b4b4, Te6edf3thresholdTb4b4b4)Tb4b4b4:

T8b949e"""Verify that IntentClassifier can be trained with any input without crashing."""

Te6edf3nlp Tff7b72= Te6edf3IntentClassifierTb4b4b4(Te6edf3thresholdTff7b72=Te6edf3thresholdTb4b4b4)

Tff7b72for Te6edf3nameTb4b4b4, Te6edf3examples Tff7b72in Te6edf3intentsTff7b72.Td2a8ffitemsTb4b4b4(Tb4b4b4)Tb4b4b4:

Te6edf3nlpTff7b72.Td2a8ffadd_intentTb4b4b4(Te6edf3nameTb4b4b4, Te6edf3examplesTb4b4b4)

Te6edf3nlpTff7b72.Td2a8fftrainTb4b4b4(Tb4b4b4)

Tf0883e@givenTb4b4b4(

Te6edf3examplesTff7b72=Te6edf3stTff7b72.Td2a8fflistsTb4b4b4(Te6edf3stTff7b72.Td2a8fftextTb4b4b4(Te6edf3min_sizeTff7b72=T79c0ff1Tb4b4b4, Te6edf3max_sizeTff7b72=T79c0ff100Tb4b4b4)Tb4b4b4, Te6edf3min_sizeTff7b72=T79c0ff1Tb4b4b4, Te6edf3max_sizeTff7b72=T79c0ff10Tb4b4b4)Tb4b4b4,

Te6edf3queryTff7b72=Te6edf3stTff7b72.Td2a8fftextTb4b4b4(Te6edf3max_sizeTff7b72=T79c0ff500Tb4b4b4)Tb4b4b4,

Te6edf3thresholdTff7b72=Te6edf3stTff7b72.Td2a8fffloatsTb4b4b4(Te6edf3min_valueTff7b72=T79c0ff0.0Tb4b4b4, Te6edf3max_valueTff7b72=T79c0ff1.0Tb4b4b4)Tb4b4b4,

Tb4b4b4)

Tff7b72def Td2a8fftest_nlp_prediction_robustnessTb4b4b4(Tff7b72selfTb4b4b4, Te6edf3examplesTb4b4b4, Te6edf3queryTb4b4b4, Te6edf3thresholdTb4b4b4)Tb4b4b4:

T8b949e"""Verify that prediction logic handles any query string gracefully."""

Te6edf3nlp Tff7b72= Te6edf3IntentClassifierTb4b4b4(Te6edf3thresholdTff7b72=Te6edf3thresholdTb4b4b4)

Te6edf3nlpTff7b72.Td2a8ffadd_intentTb4b4b4(Ta5d6ff"Ta5d6fftest_intentTa5d6ff"Tb4b4b4, Te6edf3examplesTb4b4b4)

T8b949e# Should not crash

Te6edf3intentTb4b4b4, Te6edf3score Tff7b72= Te6edf3nlpTff7b72.Td2a8ffpredictTb4b4b4(Te6edf3queryTb4b4b4)

Tff7b72assert T79c0ff0.0 Tff7b72<Tff7b72= Te6edf3score Tff7b72<Tff7b72= T79c0ff1.000000000000001

Tff7b72if Te6edf3intent Tff7b72is Tff7b72not Tff7b72NoneTb4b4b4:

Tff7b72assert Te6edf3intent Tff7b72== Ta5d6ff"Ta5d6fftest_intentTa5d6ff"

Tf0883e@givenTb4b4b4(Te6edf3textTff7b72=Te6edf3stTff7b72.Td2a8fftextTb4b4b4(Te6edf3max_sizeTff7b72=T79c0ff1000Tb4b4b4)Tb4b4b4)

Tff7b72def Td2a8fftest_tokenization_robustnessTb4b4b4(Tff7b72selfTb4b4b4, Te6edf3textTb4b4b4)Tb4b4b4:

T8b949e"""Verify that internal tokenization handles all unicode characters."""

Te6edf3tokens Tff7b72= Te6edf3IntentClassifierTff7b72.Td2a8ff_tokenizeTb4b4b4(Te6edf3textTb4b4b4)

Tff7b72assert Tffa657isinstanceTb4b4b4(Te6edf3tokensTb4b4b4, Tffa657listTb4b4b4)

Tff7b72for Te6edf3t Tff7b72in Te6edf3tokensTb4b4b4:

Tff7b72assert Tffa657isinstanceTb4b4b4(Te6edf3tTb4b4b4, Tffa657strTb4b4b4)

Tf0883e@givenTb4b4b4(Te6edf3textTff7b72=Te6edf3stTff7b72.Td2a8fftextTb4b4b4(Te6edf3max_sizeTff7b72=T79c0ff100Tb4b4b4)Tb4b4b4, Te6edf3nTff7b72=Te6edf3stTff7b72.Td2a8ffintegersTb4b4b4(Te6edf3min_valueTff7b72=T79c0ff1Tb4b4b4, Te6edf3max_valueTff7b72=T79c0ff10Tb4b4b4)Tb4b4b4)

Tff7b72def Td2a8fftest_ngram_robustnessTb4b4b4(Tff7b72selfTb4b4b4, Te6edf3textTb4b4b4, Te6edf3nTb4b4b4)Tb4b4b4:

T8b949e"""Verify that n-gram generation handles all inputs and n values."""

Te6edf3ngrams Tff7b72= Te6edf3IntentClassifierTff7b72.Td2a8ff_get_char_ngramsTb4b4b4(Te6edf3textTb4b4b4, Te6edf3nTff7b72=Te6edf3nTb4b4b4)

Tff7b72assert Tffa657isinstanceTb4b4b4(Te6edf3ngramsTb4b4b4, Tffa657listTb4b4b4)

Tff7b72if Tffa657lenTb4b4b4(Te6edf3textTb4b4b4) Tff7b72+ T79c0ff2 Tff7b72< Te6edf3nTb4b4b4: T8b949e# +2 for ^ and $

Tff7b72assert Tffa657lenTb4b4b4(Te6edf3ngramsTb4b4b4) Tff7b72== T79c0ff0

Tff7b72elseTb4b4b4:

Tff7b72for Te6edf3ng Tff7b72in Te6edf3ngramsTb4b4b4:

Tff7b72assert Tffa657lenTb4b4b4(Te6edf3ngTb4b4b4) Tff7b72== Te6edf3n