Source code for synapse.ml.services.face.VerifyFaces

# 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 VerifyFaces(ComplexParamsMixin, JavaMLReadable, JavaMLWritable, JavaTransformer): """ Args: AADToken (object): AAD Token used for authentication CustomAuthHeader (object): A Custom Value for Authorization Header concurrency (int): max number of concurrent calls concurrentTimeout (float): max number seconds to wait on futures if concurrency >= 1 errorCol (str): column to hold http errors faceId (object): faceId of the face, comes from Face - Detect. faceId1 (object): faceId of one face, comes from Face - Detect. faceId2 (object): faceId of another face, comes from Face - Detect. handler (object): Which strategy to use when handling requests largePersonGroupId (object): Using existing largePersonGroupId and personId for fast adding a specified person. largePersonGroupId is created in LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time. outputCol (str): The name of the output column personGroupId (object): Using existing personGroupId and personId for fast loading a specified person. personGroupId is created in PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time. personId (object): Specify a certain person in a person group or a large person group. personId is created in PersonGroup Person - Create or LargePersonGroup Person - Create. subscriptionKey (object): the API key to use timeout (float): number of seconds to wait before closing the connection url (str): Url of the service """ AADToken = Param(Params._dummy(), "AADToken", "ServiceParam: AAD Token used for authentication") CustomAuthHeader = Param(Params._dummy(), "CustomAuthHeader", "ServiceParam: A Custom Value for Authorization Header") concurrency = Param(Params._dummy(), "concurrency", "max number of concurrent calls", typeConverter=TypeConverters.toInt) concurrentTimeout = Param(Params._dummy(), "concurrentTimeout", "max number seconds to wait on futures if concurrency >= 1", typeConverter=TypeConverters.toFloat) errorCol = Param(Params._dummy(), "errorCol", "column to hold http errors", typeConverter=TypeConverters.toString) faceId = Param(Params._dummy(), "faceId", "ServiceParam: faceId of the face, comes from Face - Detect.") faceId1 = Param(Params._dummy(), "faceId1", "ServiceParam: faceId of one face, comes from Face - Detect.") faceId2 = Param(Params._dummy(), "faceId2", "ServiceParam: faceId of another face, comes from Face - Detect.") handler = Param(Params._dummy(), "handler", "Which strategy to use when handling requests") largePersonGroupId = Param(Params._dummy(), "largePersonGroupId", "ServiceParam: Using existing largePersonGroupId and personId for fast adding a specified person. largePersonGroupId is created in LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.") outputCol = Param(Params._dummy(), "outputCol", "The name of the output column", typeConverter=TypeConverters.toString) personGroupId = Param(Params._dummy(), "personGroupId", "ServiceParam: Using existing personGroupId and personId for fast loading a specified person. personGroupId is created in PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.") personId = Param(Params._dummy(), "personId", "ServiceParam: Specify a certain person in a person group or a large person group. personId is created in PersonGroup Person - Create or LargePersonGroup Person - Create.") subscriptionKey = Param(Params._dummy(), "subscriptionKey", "ServiceParam: the API key to use") timeout = Param(Params._dummy(), "timeout", "number of seconds to wait before closing the connection", typeConverter=TypeConverters.toFloat) url = Param(Params._dummy(), "url", "Url of the service", typeConverter=TypeConverters.toString) @keyword_only def __init__( self, java_obj=None, AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, errorCol="VerifyFaces_da91e22f9868_error", faceId=None, faceIdCol=None, faceId1=None, faceId1Col=None, faceId2=None, faceId2Col=None, handler=None, largePersonGroupId=None, largePersonGroupIdCol=None, outputCol="VerifyFaces_da91e22f9868_output", personGroupId=None, personGroupIdCol=None, personId=None, personIdCol=None, subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None ): super(VerifyFaces, self).__init__() if java_obj is None: self._java_obj = self._new_java_obj("com.microsoft.azure.synapse.ml.services.face.VerifyFaces", self.uid) else: self._java_obj = java_obj self._setDefault(concurrency=1) self._setDefault(errorCol="VerifyFaces_da91e22f9868_error") self._setDefault(outputCol="VerifyFaces_da91e22f9868_output") self._setDefault(timeout=60.0) 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, AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, errorCol="VerifyFaces_da91e22f9868_error", faceId=None, faceIdCol=None, faceId1=None, faceId1Col=None, faceId2=None, faceId2Col=None, handler=None, largePersonGroupId=None, largePersonGroupIdCol=None, outputCol="VerifyFaces_da91e22f9868_output", personGroupId=None, personGroupIdCol=None, personId=None, personIdCol=None, subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=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.services.face.VerifyFaces"
@staticmethod def _from_java(java_stage): module_name=VerifyFaces.__module__ module_name=module_name.rsplit(".", 1)[0] + ".VerifyFaces" return from_java(java_stage, module_name)
[docs] def setAADToken(self, value): """ Args: AADToken: AAD Token used for authentication """ 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.setAADToken(value) return self
[docs] def setAADTokenCol(self, value): """ Args: AADToken: AAD Token used for authentication """ self._java_obj = self._java_obj.setAADTokenCol(value) return self
[docs] def setCustomAuthHeader(self, value): """ Args: CustomAuthHeader: A Custom Value for Authorization Header """ 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.setCustomAuthHeader(value) return self
[docs] def setCustomAuthHeaderCol(self, value): """ Args: CustomAuthHeader: A Custom Value for Authorization Header """ self._java_obj = self._java_obj.setCustomAuthHeaderCol(value) return self
[docs] def setConcurrency(self, value): """ Args: concurrency: max number of concurrent calls """ self._set(concurrency=value) return self
[docs] def setConcurrentTimeout(self, value): """ Args: concurrentTimeout: max number seconds to wait on futures if concurrency >= 1 """ self._set(concurrentTimeout=value) return self
[docs] def setErrorCol(self, value): """ Args: errorCol: column to hold http errors """ self._set(errorCol=value) return self
[docs] def setFaceId(self, value): """ Args: faceId: faceId of the face, comes from Face - Detect. """ 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.setFaceId(value) return self
[docs] def setFaceIdCol(self, value): """ Args: faceId: faceId of the face, comes from Face - Detect. """ self._java_obj = self._java_obj.setFaceIdCol(value) return self
[docs] def setFaceId1(self, value): """ Args: faceId1: faceId of one face, comes from Face - Detect. """ 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.setFaceId1(value) return self
[docs] def setFaceId1Col(self, value): """ Args: faceId1: faceId of one face, comes from Face - Detect. """ self._java_obj = self._java_obj.setFaceId1Col(value) return self
[docs] def setFaceId2(self, value): """ Args: faceId2: faceId of another face, comes from Face - Detect. """ 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.setFaceId2(value) return self
[docs] def setFaceId2Col(self, value): """ Args: faceId2: faceId of another face, comes from Face - Detect. """ self._java_obj = self._java_obj.setFaceId2Col(value) return self
[docs] def setHandler(self, value): """ Args: handler: Which strategy to use when handling requests """ self._set(handler=value) return self
[docs] def setLargePersonGroupId(self, value): """ Args: largePersonGroupId: Using existing largePersonGroupId and personId for fast adding a specified person. largePersonGroupId is created in LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time. """ 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.setLargePersonGroupId(value) return self
[docs] def setLargePersonGroupIdCol(self, value): """ Args: largePersonGroupId: Using existing largePersonGroupId and personId for fast adding a specified person. largePersonGroupId is created in LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time. """ self._java_obj = self._java_obj.setLargePersonGroupIdCol(value) return self
[docs] def setOutputCol(self, value): """ Args: outputCol: The name of the output column """ self._set(outputCol=value) return self
[docs] def setPersonGroupId(self, value): """ Args: personGroupId: Using existing personGroupId and personId for fast loading a specified person. personGroupId is created in PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time. """ 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.setPersonGroupId(value) return self
[docs] def setPersonGroupIdCol(self, value): """ Args: personGroupId: Using existing personGroupId and personId for fast loading a specified person. personGroupId is created in PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time. """ self._java_obj = self._java_obj.setPersonGroupIdCol(value) return self
[docs] def setPersonId(self, value): """ Args: personId: Specify a certain person in a person group or a large person group. personId is created in PersonGroup Person - Create or LargePersonGroup Person - Create. """ 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.setPersonId(value) return self
[docs] def setPersonIdCol(self, value): """ Args: personId: Specify a certain person in a person group or a large person group. personId is created in PersonGroup Person - Create or LargePersonGroup Person - Create. """ self._java_obj = self._java_obj.setPersonIdCol(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 setTimeout(self, value): """ Args: timeout: number of seconds to wait before closing the connection """ self._set(timeout=value) return self
[docs] def setUrl(self, value): """ Args: url: Url of the service """ self._set(url=value) return self
[docs] def getAADToken(self): """ Returns: AADToken: AAD Token used for authentication """ return self._java_obj.getAADToken()
[docs] def getCustomAuthHeader(self): """ Returns: CustomAuthHeader: A Custom Value for Authorization Header """ return self._java_obj.getCustomAuthHeader()
[docs] def getConcurrency(self): """ Returns: concurrency: max number of concurrent calls """ return self.getOrDefault(self.concurrency)
[docs] def getConcurrentTimeout(self): """ Returns: concurrentTimeout: max number seconds to wait on futures if concurrency >= 1 """ return self.getOrDefault(self.concurrentTimeout)
[docs] def getErrorCol(self): """ Returns: errorCol: column to hold http errors """ return self.getOrDefault(self.errorCol)
[docs] def getFaceId(self): """ Returns: faceId: faceId of the face, comes from Face - Detect. """ return self._java_obj.getFaceId()
[docs] def getFaceId1(self): """ Returns: faceId1: faceId of one face, comes from Face - Detect. """ return self._java_obj.getFaceId1()
[docs] def getFaceId2(self): """ Returns: faceId2: faceId of another face, comes from Face - Detect. """ return self._java_obj.getFaceId2()
[docs] def getHandler(self): """ Returns: handler: Which strategy to use when handling requests """ return self.getOrDefault(self.handler)
[docs] def getLargePersonGroupId(self): """ Returns: largePersonGroupId: Using existing largePersonGroupId and personId for fast adding a specified person. largePersonGroupId is created in LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time. """ return self._java_obj.getLargePersonGroupId()
[docs] def getOutputCol(self): """ Returns: outputCol: The name of the output column """ return self.getOrDefault(self.outputCol)
[docs] def getPersonGroupId(self): """ Returns: personGroupId: Using existing personGroupId and personId for fast loading a specified person. personGroupId is created in PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time. """ return self._java_obj.getPersonGroupId()
[docs] def getPersonId(self): """ Returns: personId: Specify a certain person in a person group or a large person group. personId is created in PersonGroup Person - Create or LargePersonGroup Person - Create. """ return self._java_obj.getPersonId()
[docs] def getSubscriptionKey(self): """ Returns: subscriptionKey: the API key to use """ return self._java_obj.getSubscriptionKey()
[docs] def getTimeout(self): """ Returns: timeout: number of seconds to wait before closing the connection """ return self.getOrDefault(self.timeout)
[docs] def getUrl(self): """ Returns: url: Url of the service """ return self.getOrDefault(self.url)
[docs] def setCustomServiceName(self, value): self._java_obj = self._java_obj.setCustomServiceName(value) return self
[docs] def setEndpoint(self, value): self._java_obj = self._java_obj.setEndpoint(value) return self
[docs] def setDefaultInternalEndpoint(self, value): self._java_obj = self._java_obj.setDefaultInternalEndpoint(value) return self
def _transform(self, dataset: DataFrame) -> DataFrame: if running_on_synapse_internal(): try: from synapse.ml.fabric.token_utils import TokenUtils from synapse.ml.fabric.service_discovery import get_fabric_env_config fabric_env_config = get_fabric_env_config().fabric_env_config if self._java_obj.getInternalServiceType() != "openai": self._java_obj.setDefaultAADToken(TokenUtils().get_aad_token()) else: self._java_obj.setDefaultCustomAuthHeader(TokenUtils().get_openai_auth_header()) self.setDefaultInternalEndpoint(fabric_env_config.get_mlflow_workload_endpoint()) except ModuleNotFoundError as e: pass return super()._transform(dataset)
[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