# Copyright (C) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See LICENSE in project root for information.
import sys
if sys.version >= '3':
basestring = str
from pyspark import SparkContext, SQLContext
from pyspark.sql import DataFrame
from pyspark.ml.param.shared import *
from pyspark import keyword_only
from pyspark.ml.util import JavaMLReadable, JavaMLWritable
from synapse.ml.core.platform import running_on_synapse_internal
from synapse.ml.core.serialize.java_params_patch import *
from pyspark.ml.wrapper import JavaTransformer, JavaEstimator, JavaModel
from pyspark.ml.evaluation import JavaEvaluator
from pyspark.ml.common import inherit_doc
from synapse.ml.core.schema.Utils import *
from pyspark.ml.param import TypeConverters
from synapse.ml.core.schema.TypeConversionUtils import generateTypeConverter, complexTypeConverter
[docs]@inherit_doc
class TextToSpeech(ComplexParamsMixin, JavaMLReadable, JavaMLWritable, JavaTransformer):
"""
Args:
errorCol (str): column to hold http errors
language (object): The name of the language used for synthesis
locale (object): The locale of the input text
outputFileCol (str): The location of the saved file as an HDFS compliant URI
outputFormat (object): The format for the output audio can be one of ArraySeq(Raw8Khz8BitMonoMULaw, Riff16Khz16KbpsMonoSiren, Audio16Khz16KbpsMonoSiren, Audio16Khz32KBitRateMonoMp3, Audio16Khz128KBitRateMonoMp3, Audio16Khz64KBitRateMonoMp3, Audio24Khz48KBitRateMonoMp3, Audio24Khz96KBitRateMonoMp3, Audio24Khz160KBitRateMonoMp3, Raw16Khz16BitMonoTrueSilk, Riff16Khz16BitMonoPcm, Riff8Khz16BitMonoPcm, Riff24Khz16BitMonoPcm, Riff8Khz8BitMonoMULaw, Raw16Khz16BitMonoPcm, Raw24Khz16BitMonoPcm, Raw8Khz16BitMonoPcm, Ogg16Khz16BitMonoOpus, Ogg24Khz16BitMonoOpus)
subscriptionKey (object): the API key to use
text (object): The text to synthesize
url (str): Url of the service
useSSML (object): whether to interpret the provided text input as SSML (Speech Synthesis Markup Language). The default value is false.
voiceName (object): The name of the voice used for synthesis
"""
errorCol = Param(Params._dummy(), "errorCol", "column to hold http errors", typeConverter=TypeConverters.toString)
language = Param(Params._dummy(), "language", "ServiceParam: The name of the language used for synthesis")
locale = Param(Params._dummy(), "locale", "ServiceParam: The locale of the input text")
outputFileCol = Param(Params._dummy(), "outputFileCol", "The location of the saved file as an HDFS compliant URI", typeConverter=TypeConverters.toString)
outputFormat = Param(Params._dummy(), "outputFormat", "ServiceParam: The format for the output audio can be one of ArraySeq(Raw8Khz8BitMonoMULaw, Riff16Khz16KbpsMonoSiren, Audio16Khz16KbpsMonoSiren, Audio16Khz32KBitRateMonoMp3, Audio16Khz128KBitRateMonoMp3, Audio16Khz64KBitRateMonoMp3, Audio24Khz48KBitRateMonoMp3, Audio24Khz96KBitRateMonoMp3, Audio24Khz160KBitRateMonoMp3, Raw16Khz16BitMonoTrueSilk, Riff16Khz16BitMonoPcm, Riff8Khz16BitMonoPcm, Riff24Khz16BitMonoPcm, Riff8Khz8BitMonoMULaw, Raw16Khz16BitMonoPcm, Raw24Khz16BitMonoPcm, Raw8Khz16BitMonoPcm, Ogg16Khz16BitMonoOpus, Ogg24Khz16BitMonoOpus)")
subscriptionKey = Param(Params._dummy(), "subscriptionKey", "ServiceParam: the API key to use")
text = Param(Params._dummy(), "text", "ServiceParam: The text to synthesize")
url = Param(Params._dummy(), "url", "Url of the service", typeConverter=TypeConverters.toString)
useSSML = Param(Params._dummy(), "useSSML", "ServiceParam: whether to interpret the provided text input as SSML (Speech Synthesis Markup Language). The default value is false.")
voiceName = Param(Params._dummy(), "voiceName", "ServiceParam: The name of the voice used for synthesis")
@keyword_only
def __init__(
self,
java_obj=None,
errorCol="TextToSpeech_0a949f6d2c61_errors",
language=None,
languageCol=None,
locale=None,
localeCol=None,
outputFileCol=None,
outputFormat=None,
outputFormatCol=None,
subscriptionKey=None,
subscriptionKeyCol=None,
text=None,
textCol=None,
url=None,
useSSML=None,
useSSMLCol=None,
voiceName=None,
voiceNameCol=None
):
super(TextToSpeech, self).__init__()
if java_obj is None:
self._java_obj = self._new_java_obj("com.microsoft.azure.synapse.ml.cognitive.speech.TextToSpeech", self.uid)
else:
self._java_obj = java_obj
self._setDefault(errorCol="TextToSpeech_0a949f6d2c61_errors")
if hasattr(self, "_input_kwargs"):
kwargs = self._input_kwargs
else:
kwargs = self.__init__._input_kwargs
if java_obj is None:
for k,v in kwargs.items():
if v is not None:
getattr(self, "set" + k[0].upper() + k[1:])(v)
[docs] @keyword_only
def setParams(
self,
errorCol="TextToSpeech_0a949f6d2c61_errors",
language=None,
languageCol=None,
locale=None,
localeCol=None,
outputFileCol=None,
outputFormat=None,
outputFormatCol=None,
subscriptionKey=None,
subscriptionKeyCol=None,
text=None,
textCol=None,
url=None,
useSSML=None,
useSSMLCol=None,
voiceName=None,
voiceNameCol=None
):
"""
Set the (keyword only) parameters
"""
if hasattr(self, "_input_kwargs"):
kwargs = self._input_kwargs
else:
kwargs = self.__init__._input_kwargs
return self._set(**kwargs)
[docs] @classmethod
def read(cls):
""" Returns an MLReader instance for this class. """
return JavaMMLReader(cls)
[docs] @staticmethod
def getJavaPackage():
""" Returns package name String. """
return "com.microsoft.azure.synapse.ml.cognitive.speech.TextToSpeech"
@staticmethod
def _from_java(java_stage):
module_name=TextToSpeech.__module__
module_name=module_name.rsplit(".", 1)[0] + ".TextToSpeech"
return from_java(java_stage, module_name)
[docs] def setErrorCol(self, value):
"""
Args:
errorCol: column to hold http errors
"""
self._set(errorCol=value)
return self
[docs] def setLanguage(self, value):
"""
Args:
language: The name of the language used for synthesis
"""
if isinstance(value, list):
value = SparkContext._active_spark_context._jvm.com.microsoft.azure.synapse.ml.param.ServiceParam.toSeq(value)
self._java_obj = self._java_obj.setLanguage(value)
return self
[docs] def setLanguageCol(self, value):
"""
Args:
language: The name of the language used for synthesis
"""
self._java_obj = self._java_obj.setLanguageCol(value)
return self
[docs] def setLocale(self, value):
"""
Args:
locale: The locale of the input text
"""
if isinstance(value, list):
value = SparkContext._active_spark_context._jvm.com.microsoft.azure.synapse.ml.param.ServiceParam.toSeq(value)
self._java_obj = self._java_obj.setLocale(value)
return self
[docs] def setLocaleCol(self, value):
"""
Args:
locale: The locale of the input text
"""
self._java_obj = self._java_obj.setLocaleCol(value)
return self
[docs] def setOutputFileCol(self, value):
"""
Args:
outputFileCol: The location of the saved file as an HDFS compliant URI
"""
self._set(outputFileCol=value)
return self
[docs] def setOutputFormat(self, value):
"""
Args:
outputFormat: The format for the output audio can be one of ArraySeq(Raw8Khz8BitMonoMULaw, Riff16Khz16KbpsMonoSiren, Audio16Khz16KbpsMonoSiren, Audio16Khz32KBitRateMonoMp3, Audio16Khz128KBitRateMonoMp3, Audio16Khz64KBitRateMonoMp3, Audio24Khz48KBitRateMonoMp3, Audio24Khz96KBitRateMonoMp3, Audio24Khz160KBitRateMonoMp3, Raw16Khz16BitMonoTrueSilk, Riff16Khz16BitMonoPcm, Riff8Khz16BitMonoPcm, Riff24Khz16BitMonoPcm, Riff8Khz8BitMonoMULaw, Raw16Khz16BitMonoPcm, Raw24Khz16BitMonoPcm, Raw8Khz16BitMonoPcm, Ogg16Khz16BitMonoOpus, Ogg24Khz16BitMonoOpus)
"""
if isinstance(value, list):
value = SparkContext._active_spark_context._jvm.com.microsoft.azure.synapse.ml.param.ServiceParam.toSeq(value)
self._java_obj = self._java_obj.setOutputFormat(value)
return self
[docs] def setOutputFormatCol(self, value):
"""
Args:
outputFormat: The format for the output audio can be one of ArraySeq(Raw8Khz8BitMonoMULaw, Riff16Khz16KbpsMonoSiren, Audio16Khz16KbpsMonoSiren, Audio16Khz32KBitRateMonoMp3, Audio16Khz128KBitRateMonoMp3, Audio16Khz64KBitRateMonoMp3, Audio24Khz48KBitRateMonoMp3, Audio24Khz96KBitRateMonoMp3, Audio24Khz160KBitRateMonoMp3, Raw16Khz16BitMonoTrueSilk, Riff16Khz16BitMonoPcm, Riff8Khz16BitMonoPcm, Riff24Khz16BitMonoPcm, Riff8Khz8BitMonoMULaw, Raw16Khz16BitMonoPcm, Raw24Khz16BitMonoPcm, Raw8Khz16BitMonoPcm, Ogg16Khz16BitMonoOpus, Ogg24Khz16BitMonoOpus)
"""
self._java_obj = self._java_obj.setOutputFormatCol(value)
return self
[docs] def setSubscriptionKey(self, value):
"""
Args:
subscriptionKey: the API key to use
"""
if isinstance(value, list):
value = SparkContext._active_spark_context._jvm.com.microsoft.azure.synapse.ml.param.ServiceParam.toSeq(value)
self._java_obj = self._java_obj.setSubscriptionKey(value)
return self
[docs] def setSubscriptionKeyCol(self, value):
"""
Args:
subscriptionKey: the API key to use
"""
self._java_obj = self._java_obj.setSubscriptionKeyCol(value)
return self
[docs] def setText(self, value):
"""
Args:
text: The text to synthesize
"""
if isinstance(value, list):
value = SparkContext._active_spark_context._jvm.com.microsoft.azure.synapse.ml.param.ServiceParam.toSeq(value)
self._java_obj = self._java_obj.setText(value)
return self
[docs] def setTextCol(self, value):
"""
Args:
text: The text to synthesize
"""
self._java_obj = self._java_obj.setTextCol(value)
return self
[docs] def setUrl(self, value):
"""
Args:
url: Url of the service
"""
self._set(url=value)
return self
[docs] def setUseSSML(self, value):
"""
Args:
useSSML: whether to interpret the provided text input as SSML (Speech Synthesis Markup Language). The default value is false.
"""
if isinstance(value, list):
value = SparkContext._active_spark_context._jvm.com.microsoft.azure.synapse.ml.param.ServiceParam.toSeq(value)
self._java_obj = self._java_obj.setUseSSML(value)
return self
[docs] def setUseSSMLCol(self, value):
"""
Args:
useSSML: whether to interpret the provided text input as SSML (Speech Synthesis Markup Language). The default value is false.
"""
self._java_obj = self._java_obj.setUseSSMLCol(value)
return self
[docs] def setVoiceName(self, value):
"""
Args:
voiceName: The name of the voice used for synthesis
"""
if isinstance(value, list):
value = SparkContext._active_spark_context._jvm.com.microsoft.azure.synapse.ml.param.ServiceParam.toSeq(value)
self._java_obj = self._java_obj.setVoiceName(value)
return self
[docs] def setVoiceNameCol(self, value):
"""
Args:
voiceName: The name of the voice used for synthesis
"""
self._java_obj = self._java_obj.setVoiceNameCol(value)
return self
[docs] def getErrorCol(self):
"""
Returns:
errorCol: column to hold http errors
"""
return self.getOrDefault(self.errorCol)
[docs] def getLanguage(self):
"""
Returns:
language: The name of the language used for synthesis
"""
return self._java_obj.getLanguage()
[docs] def getLocale(self):
"""
Returns:
locale: The locale of the input text
"""
return self._java_obj.getLocale()
[docs] def getOutputFileCol(self):
"""
Returns:
outputFileCol: The location of the saved file as an HDFS compliant URI
"""
return self.getOrDefault(self.outputFileCol)
[docs] def getOutputFormat(self):
"""
Returns:
outputFormat: The format for the output audio can be one of ArraySeq(Raw8Khz8BitMonoMULaw, Riff16Khz16KbpsMonoSiren, Audio16Khz16KbpsMonoSiren, Audio16Khz32KBitRateMonoMp3, Audio16Khz128KBitRateMonoMp3, Audio16Khz64KBitRateMonoMp3, Audio24Khz48KBitRateMonoMp3, Audio24Khz96KBitRateMonoMp3, Audio24Khz160KBitRateMonoMp3, Raw16Khz16BitMonoTrueSilk, Riff16Khz16BitMonoPcm, Riff8Khz16BitMonoPcm, Riff24Khz16BitMonoPcm, Riff8Khz8BitMonoMULaw, Raw16Khz16BitMonoPcm, Raw24Khz16BitMonoPcm, Raw8Khz16BitMonoPcm, Ogg16Khz16BitMonoOpus, Ogg24Khz16BitMonoOpus)
"""
return self._java_obj.getOutputFormat()
[docs] def getSubscriptionKey(self):
"""
Returns:
subscriptionKey: the API key to use
"""
return self._java_obj.getSubscriptionKey()
[docs] def getText(self):
"""
Returns:
text: The text to synthesize
"""
return self._java_obj.getText()
[docs] def getUrl(self):
"""
Returns:
url: Url of the service
"""
return self.getOrDefault(self.url)
[docs] def getUseSSML(self):
"""
Returns:
useSSML: whether to interpret the provided text input as SSML (Speech Synthesis Markup Language). The default value is false.
"""
return self._java_obj.getUseSSML()
[docs] def getVoiceName(self):
"""
Returns:
voiceName: The name of the voice used for synthesis
"""
return self._java_obj.getVoiceName()
[docs] def setLocation(self, value):
self._java_obj = self._java_obj.setLocation(value)
return self
[docs] def setLinkedService(self, value):
self._java_obj = self._java_obj.setLinkedService(value)
return self