Node / ReticulumProjects / MeshChatX.git / files / vendor / lxmfy / tests / test_nlp_robustness.py

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Tff7b72from T7ee787lxmfyT7ee787.T7ee787nlp Tff7b72import Te6edf3IntentClassifier

Tff7b72def Td2a8fftest_intent_classification_robustnessTb4b4b4(Tb4b4b4)Tb4b4b4:

T8b949e"""Test that the NLP engine can handle common typos and variations."""

Te6edf3nlp Tff7b72= Te6edf3IntentClassifierTb4b4b4(Te6edf3thresholdTff7b72=T79c0ff0.35Tb4b4b4, Te6edf3use_char_ngramsTff7b72=Tff7b72TrueTb4b4b4)

Te6edf3nlpTff7b72.Td2a8ffadd_intentTb4b4b4(

Ta5d6ff"Ta5d6ffhelpTa5d6ff"Tb4b4b4,

Tb4b4b4[Ta5d6ff"Ta5d6ffhow do i use thisTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffshow me commandsTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhelp me pleaseTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffwhat can you doTa5d6ff"Tb4b4b4]Tb4b4b4,

Tb4b4b4)

T8b949e# Test cases for typos

Te6edf3typo_cases Tff7b72= Tb4b4b4[

Tb4b4b4(Ta5d6ff"Ta5d6ffh3lpTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhelpTa5d6ff"Tb4b4b4)Tb4b4b4,

Tb4b4b4(Ta5d6ff"Ta5d6ffhlpTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhelpTa5d6ff"Tb4b4b4)Tb4b4b4,

Tb4b4b4(Ta5d6ff"Ta5d6ffshow commandsTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhelpTa5d6ff"Tb4b4b4)Tb4b4b4,

Tb4b4b4(Ta5d6ff"Ta5d6ffwhat can u doTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhelpTa5d6ff"Tb4b4b4)Tb4b4b4,

Tb4b4b4(Ta5d6ff"Ta5d6ffhow use thisTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhelpTa5d6ff"Tb4b4b4)Tb4b4b4,

Tb4b4b4]

Tff7b72for Te6edf3input_textTb4b4b4, Te6edf3expected_intent Tff7b72in Te6edf3typo_casesTb4b4b4:

Te6edf3intentTb4b4b4, Te6edf3score Tff7b72= Te6edf3nlpTff7b72.Td2a8ffpredictTb4b4b4(Te6edf3input_textTb4b4b4)

Tff7b72assert Te6edf3intent Tff7b72== Te6edf3expected_intentTb4b4b4, Tb4b4b4(

Ta5d6fffTa5d6ff"Ta5d6ffFailed to match Ta5d6ff'Tffd700{Te6edf3input_textTffd700}Ta5d6ff'Ta5d6ff to Ta5d6ff'Tffd700{Te6edf3expected_intentTffd700}Ta5d6ff'Ta5d6ff (score: Tffd700{Te6edf3scoreTffd700}Ta5d6ff)Ta5d6ff"

Tb4b4b4)

Tff7b72def Td2a8fftest_intent_classification_accuracyTb4b4b4(Tb4b4b4)Tb4b4b4:

T8b949e"""Generate a confusion matrix report for the NLP engine."""

Te6edf3nlp Tff7b72= Te6edf3IntentClassifierTb4b4b4(Te6edf3thresholdTff7b72=T79c0ff0.3Tb4b4b4, Te6edf3use_char_ngramsTff7b72=Tff7b72TrueTb4b4b4)

Te6edf3intents Tff7b72= Tb4b4b4{

Ta5d6ff"Ta5d6ffgreetingTa5d6ff"Tb4b4b4: Tb4b4b4[Ta5d6ff"Ta5d6ffhelloTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhi thereTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffgreetingsTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffgood morningTa5d6ff"Tb4b4b4]Tb4b4b4,

Ta5d6ff"Ta5d6ffhelpTa5d6ff"Tb4b4b4: Tb4b4b4[Ta5d6ff"Ta5d6ffhow do i use thisTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffshow me commandsTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhelp me pleaseTa5d6ff"Tb4b4b4]Tb4b4b4,

Ta5d6ff"Ta5d6ffstatusTa5d6ff"Tb4b4b4: Tb4b4b4[Ta5d6ff"Ta5d6ffwhat is your statusTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffare you onlineTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffis everything okayTa5d6ff"Tb4b4b4]Tb4b4b4,

Ta5d6ff"Ta5d6ffshutdownTa5d6ff"Tb4b4b4: Tb4b4b4[Ta5d6ff"Ta5d6ffturn offTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffstop runningTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffshutdown botTa5d6ff"Tb4b4b4]Tb4b4b4,

Tb4b4b4}

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

Te6edf3nlpTff7b72.Td2a8ffadd_intentTb4b4b4(Te6edf3nameTb4b4b4, Te6edf3examplesTb4b4b4)

Te6edf3report Tff7b72= Tb4b4b4[Tb4b4b4]

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(Ta5d6ff"Tffea00\nTa5d6ff" Tff7b72+ Ta5d6ff"Ta5d6ff=Ta5d6ff" Tff7b72* T79c0ff50Tb4b4b4)

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(Ta5d6ff"Ta5d6ffNLP CONFUSION MATRIX REPORTTa5d6ff"Tb4b4b4)

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(Ta5d6ff"Ta5d6ff=Ta5d6ff" Tff7b72* T79c0ff50Tb4b4b4)

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(Ta5d6fffTa5d6ff"Tffd700{Ta5d6ff'Ta5d6ffActual IntentTa5d6ff'Tffd700:Ta5d6ff<15Tffd700}Ta5d6ff | Tffd700{Ta5d6ff'Ta5d6ffPredicted IntentTa5d6ff'Tffd700:Ta5d6ff<15Tffd700}Ta5d6ff | Tffd700{Ta5d6ff'Ta5d6ffScoreTa5d6ff'Tffd700:Ta5d6ff<6Tffd700}Ta5d6ff"Tb4b4b4)

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(Ta5d6ff"Ta5d6ff-Ta5d6ff" Tff7b72* T79c0ff45Tb4b4b4)

Te6edf3total_tests Tff7b72= T79c0ff0

Te6edf3correct_matches Tff7b72= T79c0ff0

Tff7b72for Te6edf3actual_nameTb4b4b4, Te6edf3examples Tff7b72in Te6edf3intentsTff7b72.Td2a8ffitemsTb4b4b4(Tb4b4b4)Tb4b4b4:

Tff7b72for Te6edf3example Tff7b72in Te6edf3examplesTb4b4b4:

Te6edf3total_tests Tff7b72+Tff7b72= T79c0ff1

Te6edf3predicted_nameTb4b4b4, Te6edf3score Tff7b72= Te6edf3nlpTff7b72.Td2a8ffpredictTb4b4b4(Te6edf3exampleTb4b4b4)

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(

Ta5d6fffTa5d6ff"Tffd700{Te6edf3actual_nameTffd700:Ta5d6ff<15Tffd700}Ta5d6ff | Tffd700{Te6edf3predicted_nameTffd700!s:Ta5d6ff<15Tffd700}Ta5d6ff | Tffd700{Te6edf3scoreTffd700:Ta5d6ff.4fTffd700}Ta5d6ff"Tb4b4b4,

Tb4b4b4)

Tff7b72if Te6edf3predicted_name Tff7b72== Te6edf3actual_nameTb4b4b4:

Te6edf3correct_matches Tff7b72+Tff7b72= T79c0ff1

Te6edf3accuracy Tff7b72= Tb4b4b4(Te6edf3correct_matches Tff7b72/ Te6edf3total_testsTb4b4b4) Tff7b72* T79c0ff100 Tff7b72if Te6edf3total_tests Tff7b72> T79c0ff0 Tff7b72else T79c0ff0

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(Ta5d6ff"Ta5d6ff-Ta5d6ff" Tff7b72* T79c0ff45Tb4b4b4)

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(Ta5d6fffTa5d6ff"Ta5d6ffTotal Accuracy: Tffd700{Te6edf3accuracyTffd700:Ta5d6ff.2fTffd700}Ta5d6ff% (Tffd700{Te6edf3correct_matchesTffd700}Ta5d6ff/Tffd700{Te6edf3total_testsTffd700}Ta5d6ff)Ta5d6ff"Tb4b4b4)

Te6edf3reportTff7b72.Td2a8ffappendTb4b4b4(Ta5d6ff"Ta5d6ff=Ta5d6ff" Tff7b72* T79c0ff50 Tff7b72+ Ta5d6ff"Tffea00\nTa5d6ff"Tb4b4b4)

T8b949e# Print report to stdout when running with -s

Tffa657printTb4b4b4(Ta5d6ff"Tffea00\nTa5d6ff"Tff7b72.Td2a8ffjoinTb4b4b4(Te6edf3reportTb4b4b4)Tb4b4b4)

Tff7b72assert Te6edf3accuracy Tff7b72> T79c0ff90Tb4b4b4, Ta5d6ff"Ta5d6ffNLP classification accuracy is too lowTa5d6ff"

Tff7b72def Td2a8fftest_intent_classification_discriminationTb4b4b4(Tb4b4b4)Tb4b4b4:

T8b949e"""Test that unrelated text does not trigger intents."""

Te6edf3nlp Tff7b72= Te6edf3IntentClassifierTb4b4b4(Te6edf3thresholdTff7b72=T79c0ff0.5Tb4b4b4, Te6edf3use_char_ngramsTff7b72=Tff7b72TrueTb4b4b4)

Te6edf3nlpTff7b72.Td2a8ffadd_intentTb4b4b4(Ta5d6ff"Ta5d6ffhelpTa5d6ff"Tb4b4b4, Tb4b4b4[Ta5d6ff"Ta5d6ffhow do i use thisTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffshow me commandsTa5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ffhelp me pleaseTa5d6ff"Tb4b4b4]Tb4b4b4)

Te6edf3unrelated_texts Tff7b72= Tb4b4b4[

Ta5d6ff"Ta5d6ffthe weather is nice todayTa5d6ff"Tb4b4b4,

Ta5d6ff"Ta5d6ffi like to eat pizzaTa5d6ff"Tb4b4b4,

Ta5d6ff"Ta5d6ffquantum physics is complexTa5d6ff"Tb4b4b4,

Ta5d6ff"Ta5d6ff1234567890Ta5d6ff"Tb4b4b4,

Tb4b4b4]

Tff7b72for Te6edf3text Tff7b72in Te6edf3unrelated_textsTb4b4b4:

Te6edf3intentTb4b4b4, Te6edf3score Tff7b72= Te6edf3nlpTff7b72.Td2a8ffpredictTb4b4b4(Te6edf3textTb4b4b4)

Tff7b72assert Te6edf3intent Tff7b72is Tff7b72NoneTb4b4b4, Tb4b4b4(

Ta5d6fffTa5d6ff"Ta5d6ffFalse positive triggered for Ta5d6ff'Tffd700{Te6edf3textTffd700}Ta5d6ff'Ta5d6ff (intent: Tffd700{Te6edf3intentTffd700}Ta5d6ff, score: Tffd700{Te6edf3scoreTffd700}Ta5d6ff)Ta5d6ff"

Tb4b4b4)