def getModelWithAbbrQRAndSpeller_smdata_smmodel():
    nlp = model_sm.load()
    return CliNlpModel("smdata_smmodel_abbrqr_speller",
                       getIntentSet_sm(),
                       nlp,
                       rewriteDataQuery=rewriteAbbrInQuery,
                       rewriteUserQuery=combineQueryRewriters(
                           [rewriteAbbrInQuery, correctSpellingErrors]))
def getModelWithAbbrQRAndSpeller():
    nlp = model_lg.load()
    return CliNlpModel("lgd_lgm_abbrqr_speller",
                       getAllAsQueries,
                       data.cliData,
                       nlp,
                       rewriteDataQuery=rewriteAbbrInQuery,
                       rewriteUserQuery=lambda q: correctSpellingErrors(
                           rewriteAbbrInQuery(q)))
def getModelWithAzureResourceRecognizer():
    nlp = model_lg.load()
    intentSet = getIntentSet()
    azureResourceRecognizer = AzureResourceRecognizer(nlp)
    nlp.add_pipe(azureResourceRecognizer, last=True)
    return CliNlpModel("lgd_lgm_azRecognizer",
                       intentSet,
                       nlp,
                       rewriteAbbrInQuery,
                       preProcessDoc=updateDocVector)
def getModelWithAbbrQrStopsQrAndSpeller():
    nlp = model_lg.load()
    intentSet = getIntentSet()
    return CliNlpModel("lgd_lgm_abbrQrStopsQrAndSpeller",
                       intentSet,
                       nlp,
                       rewriteDataQuery=combineQueryRewriters(
                           [rewriteAbbrInQuery, rewriteStopWords]),
                       rewriteUserQuery=combineQueryRewriters([
                           rewriteAbbrInQuery, rewriteStopWords,
                           correctSpellingErrors
                       ]))
def getModelWithAbbrQR():
    nlp = model_lg.load()
    return CliNlpModel("lgd_lgm_abbrqr", getAllAsQueries, data.cliData, nlp,
                       rewriteAbbrInQuery)
def getBaselineModel_partial():
    nlp = model_lg.load()
    return CliNlpModel("pad_lgm", getAllAsQueries, data.cliData_partial, nlp)
def getBaselineModel_sm():
    nlp = model_sm.load()
    return CliNlpModel("smd_smm", getAllAsQueries, data.cliData_sm, nlp)
def getBaselineModel_idonly():
    nlp = model_lg.load()
    return CliNlpModel("lgd_lgm_idonly", getIdAsQuery, data.cliData, nlp)
def getModelWithAzureResourceRecognizer():
    nlp = model_lg.load()
    azureResourceRecognizer = AzureResourceRecognizer(nlp)
    nlp.add_pipe(azureResourceRecognizer, last=True)
    return CliNlpModel("lgd_lgm_azRecognizer", getAllAsQueries, data.cliData,
                       nlp, rewriteAbbrInQuery, updateDocVector)
def getModelWithAbbrQR():
    nlp = model_lg.load()
    return CliNlpModel("lgd_lgm_abbrqr", getIntentSet(), nlp,
                       rewriteAbbrInQuery)
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def getModelWithAbbrQrVectorAssigned():
    nlp = model_lg.load()
    # nlp = addAbbrVector(nlp)
    return CliNlpModel("lgd_lgm_abbrqr", getAllAsQuries, data.cliData, nlp,
                       rewriteQuery)
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def getModelWithAbbrVectorAssigned_partial():
    nlp = model_lg.load()
    nlp = addAbbrVector(nlp)
    return CliNlpModel("lgd_lgm_abbr", getAllAsQuries, data.cliData_partial,
                       nlp)
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def getBaselineModel():
    nlp = model_lg.load()
    return CliNlpModel("lgd_lgm", getAllAsQuries, data.cliData, nlp)