synapse.ml.services.face package
Submodules
synapse.ml.services.face.DetectFace module
- class synapse.ml.services.face.DetectFace.DetectFace(java_obj=None, AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, errorCol='DetectFace_7a8420f6225f_error', handler=None, imageUrl=None, imageUrlCol=None, outputCol='DetectFace_7a8420f6225f_output', returnFaceAttributes=None, returnFaceAttributesCol=None, returnFaceId=None, returnFaceIdCol=None, returnFaceLandmarks=None, returnFaceLandmarksCol=None, subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None)[source]
Bases:
pyspark.ml.util.MLReadable
[pyspark.ml.util.RL
]- Parameters
CustomAuthHeader¶ (object) – A Custom Value for Authorization Header
concurrentTimeout¶ (float) – max number seconds to wait on futures if concurrency >= 1
handler¶ (object) – Which strategy to use when handling requests
returnFaceAttributes¶ (object) – Analyze and return the one or more specified face attributes Supported face attributes include: age, gender, headPose, smile, facialHair, glasses, emotion, hair, makeup, occlusion, accessories, blur, exposure and noise. Face attribute analysis has additional computational and time cost.
returnFaceId¶ (object) – Return faceIds of the detected faces or not. The default value is true
returnFaceLandmarks¶ (object) – Return face landmarks of the detected faces or not. The default value is false.
timeout¶ (float) – number of seconds to wait before closing the connection
- AADToken = Param(parent='undefined', name='AADToken', doc='ServiceParam: AAD Token used for authentication')
- CustomAuthHeader = Param(parent='undefined', name='CustomAuthHeader', doc='ServiceParam: A Custom Value for Authorization Header')
- concurrency = Param(parent='undefined', name='concurrency', doc='max number of concurrent calls')
- concurrentTimeout = Param(parent='undefined', name='concurrentTimeout', doc='max number seconds to wait on futures if concurrency >= 1')
- errorCol = Param(parent='undefined', name='errorCol', doc='column to hold http errors')
- getConcurrentTimeout()[source]
- Returns
max number seconds to wait on futures if concurrency >= 1
- Return type
concurrentTimeout
- getCustomAuthHeader()[source]
- Returns
A Custom Value for Authorization Header
- Return type
CustomAuthHeader
- getReturnFaceAttributes()[source]
- Returns
Analyze and return the one or more specified face attributes Supported face attributes include: age, gender, headPose, smile, facialHair, glasses, emotion, hair, makeup, occlusion, accessories, blur, exposure and noise. Face attribute analysis has additional computational and time cost.
- Return type
returnFaceAttributes
- getReturnFaceId()[source]
- Returns
Return faceIds of the detected faces or not. The default value is true
- Return type
returnFaceId
- getReturnFaceLandmarks()[source]
- Returns
Return face landmarks of the detected faces or not. The default value is false.
- Return type
returnFaceLandmarks
- getTimeout()[source]
- Returns
number of seconds to wait before closing the connection
- Return type
timeout
- handler = Param(parent='undefined', name='handler', doc='Which strategy to use when handling requests')
- imageUrl = Param(parent='undefined', name='imageUrl', doc='ServiceParam: the url of the image to use')
- outputCol = Param(parent='undefined', name='outputCol', doc='The name of the output column')
- returnFaceAttributes = Param(parent='undefined', name='returnFaceAttributes', doc='ServiceParam: Analyze and return the one or more specified face attributes Supported face attributes include: age, gender, headPose, smile, facialHair, glasses, emotion, hair, makeup, occlusion, accessories, blur, exposure and noise. Face attribute analysis has additional computational and time cost.')
- returnFaceId = Param(parent='undefined', name='returnFaceId', doc='ServiceParam: Return faceIds of the detected faces or not. The default value is true')
- returnFaceLandmarks = Param(parent='undefined', name='returnFaceLandmarks', doc='ServiceParam: Return face landmarks of the detected faces or not. The default value is false.')
- setConcurrentTimeout(value)[source]
- Parameters
concurrentTimeout¶ – max number seconds to wait on futures if concurrency >= 1
- setCustomAuthHeader(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setCustomAuthHeaderCol(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setParams(AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, errorCol='DetectFace_7a8420f6225f_error', handler=None, imageUrl=None, imageUrlCol=None, outputCol='DetectFace_7a8420f6225f_output', returnFaceAttributes=None, returnFaceAttributesCol=None, returnFaceId=None, returnFaceIdCol=None, returnFaceLandmarks=None, returnFaceLandmarksCol=None, subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None)[source]
Set the (keyword only) parameters
- setReturnFaceAttributes(value)[source]
- Parameters
returnFaceAttributes¶ – Analyze and return the one or more specified face attributes Supported face attributes include: age, gender, headPose, smile, facialHair, glasses, emotion, hair, makeup, occlusion, accessories, blur, exposure and noise. Face attribute analysis has additional computational and time cost.
- setReturnFaceAttributesCol(value)[source]
- Parameters
returnFaceAttributes¶ – Analyze and return the one or more specified face attributes Supported face attributes include: age, gender, headPose, smile, facialHair, glasses, emotion, hair, makeup, occlusion, accessories, blur, exposure and noise. Face attribute analysis has additional computational and time cost.
- setReturnFaceId(value)[source]
- Parameters
returnFaceId¶ – Return faceIds of the detected faces or not. The default value is true
- setReturnFaceIdCol(value)[source]
- Parameters
returnFaceId¶ – Return faceIds of the detected faces or not. The default value is true
- setReturnFaceLandmarks(value)[source]
- Parameters
returnFaceLandmarks¶ – Return face landmarks of the detected faces or not. The default value is false.
- setReturnFaceLandmarksCol(value)[source]
- Parameters
returnFaceLandmarks¶ – Return face landmarks of the detected faces or not. The default value is false.
- setTimeout(value)[source]
- Parameters
timeout¶ – number of seconds to wait before closing the connection
- subscriptionKey = Param(parent='undefined', name='subscriptionKey', doc='ServiceParam: the API key to use')
- timeout = Param(parent='undefined', name='timeout', doc='number of seconds to wait before closing the connection')
- url = Param(parent='undefined', name='url', doc='Url of the service')
synapse.ml.services.face.FindSimilarFace module
- class synapse.ml.services.face.FindSimilarFace.FindSimilarFace(java_obj=None, AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, errorCol='FindSimilarFace_219259f2c73f_error', faceId=None, faceIdCol=None, faceIds=None, faceIdsCol=None, faceListId=None, faceListIdCol=None, handler=None, largeFaceListId=None, largeFaceListIdCol=None, maxNumOfCandidatesReturned=None, maxNumOfCandidatesReturnedCol=None, mode=None, modeCol=None, outputCol='FindSimilarFace_219259f2c73f_output', subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None)[source]
Bases:
pyspark.ml.util.MLReadable
[pyspark.ml.util.RL
]- Parameters
CustomAuthHeader¶ (object) – A Custom Value for Authorization Header
concurrentTimeout¶ (float) – max number seconds to wait on futures if concurrency >= 1
faceId¶ (object) – faceId of the query face. User needs to call FaceDetect first to get a valid faceId. Note that this faceId is not persisted and will expire 24 hours after the detection call.
faceIds¶ (object) – An array of candidate faceIds. All of them are created by FaceDetect and the faceIds will expire 24 hours after the detection call. The number of faceIds is limited to 1000. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
faceListId¶ (object) – An existing user-specified unique candidate face list, created in FaceList - Create. Face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
handler¶ (object) – Which strategy to use when handling requests
largeFaceListId¶ (object) – An existing user-specified unique candidate large face list, created in LargeFaceList - Create. Large face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
maxNumOfCandidatesReturned¶ (object) – Optional parameter. The number of top similar faces returned. The valid range is [1, 1000].It defaults to 20.
mode¶ (object) – Optional parameter. Similar face searching mode. It can be ‘matchPerson’ or ‘matchFace’. It defaults to ‘matchPerson’.
timeout¶ (float) – number of seconds to wait before closing the connection
- AADToken = Param(parent='undefined', name='AADToken', doc='ServiceParam: AAD Token used for authentication')
- CustomAuthHeader = Param(parent='undefined', name='CustomAuthHeader', doc='ServiceParam: A Custom Value for Authorization Header')
- concurrency = Param(parent='undefined', name='concurrency', doc='max number of concurrent calls')
- concurrentTimeout = Param(parent='undefined', name='concurrentTimeout', doc='max number seconds to wait on futures if concurrency >= 1')
- errorCol = Param(parent='undefined', name='errorCol', doc='column to hold http errors')
- faceId = Param(parent='undefined', name='faceId', doc='ServiceParam: faceId of the query face. User needs to call FaceDetect first to get a valid faceId. Note that this faceId is not persisted and will expire 24 hours after the detection call.')
- faceIds = Param(parent='undefined', name='faceIds', doc='ServiceParam: An array of candidate faceIds. All of them are created by FaceDetect and the faceIds will expire 24 hours after the detection call. The number of faceIds is limited to 1000. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.')
- faceListId = Param(parent='undefined', name='faceListId', doc='ServiceParam: An existing user-specified unique candidate face list, created in FaceList - Create. Face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.')
- getConcurrentTimeout()[source]
- Returns
max number seconds to wait on futures if concurrency >= 1
- Return type
concurrentTimeout
- getCustomAuthHeader()[source]
- Returns
A Custom Value for Authorization Header
- Return type
CustomAuthHeader
- getFaceId()[source]
- Returns
faceId of the query face. User needs to call FaceDetect first to get a valid faceId. Note that this faceId is not persisted and will expire 24 hours after the detection call.
- Return type
faceId
- getFaceIds()[source]
- Returns
An array of candidate faceIds. All of them are created by FaceDetect and the faceIds will expire 24 hours after the detection call. The number of faceIds is limited to 1000. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- Return type
faceIds
- getFaceListId()[source]
- Returns
An existing user-specified unique candidate face list, created in FaceList - Create. Face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- Return type
faceListId
- getLargeFaceListId()[source]
- Returns
An existing user-specified unique candidate large face list, created in LargeFaceList - Create. Large face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- Return type
largeFaceListId
- getMaxNumOfCandidatesReturned()[source]
- Returns
Optional parameter. The number of top similar faces returned. The valid range is [1, 1000].It defaults to 20.
- Return type
maxNumOfCandidatesReturned
- getMode()[source]
- Returns
Optional parameter. Similar face searching mode. It can be ‘matchPerson’ or ‘matchFace’. It defaults to ‘matchPerson’.
- Return type
mode
- getTimeout()[source]
- Returns
number of seconds to wait before closing the connection
- Return type
timeout
- handler = Param(parent='undefined', name='handler', doc='Which strategy to use when handling requests')
- largeFaceListId = Param(parent='undefined', name='largeFaceListId', doc='ServiceParam: An existing user-specified unique candidate large face list, created in LargeFaceList - Create. Large face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.')
- maxNumOfCandidatesReturned = Param(parent='undefined', name='maxNumOfCandidatesReturned', doc='ServiceParam: Optional parameter. The number of top similar faces returned. The valid range is [1, 1000].It defaults to 20.')
- mode = Param(parent='undefined', name='mode', doc="ServiceParam: Optional parameter. Similar face searching mode. It can be 'matchPerson' or 'matchFace'. It defaults to 'matchPerson'.")
- outputCol = Param(parent='undefined', name='outputCol', doc='The name of the output column')
- setConcurrentTimeout(value)[source]
- Parameters
concurrentTimeout¶ – max number seconds to wait on futures if concurrency >= 1
- setCustomAuthHeader(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setCustomAuthHeaderCol(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setFaceId(value)[source]
- Parameters
faceId¶ – faceId of the query face. User needs to call FaceDetect first to get a valid faceId. Note that this faceId is not persisted and will expire 24 hours after the detection call.
- setFaceIdCol(value)[source]
- Parameters
faceId¶ – faceId of the query face. User needs to call FaceDetect first to get a valid faceId. Note that this faceId is not persisted and will expire 24 hours after the detection call.
- setFaceIds(value)[source]
- Parameters
faceIds¶ – An array of candidate faceIds. All of them are created by FaceDetect and the faceIds will expire 24 hours after the detection call. The number of faceIds is limited to 1000. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- setFaceIdsCol(value)[source]
- Parameters
faceIds¶ – An array of candidate faceIds. All of them are created by FaceDetect and the faceIds will expire 24 hours after the detection call. The number of faceIds is limited to 1000. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- setFaceListId(value)[source]
- Parameters
faceListId¶ – An existing user-specified unique candidate face list, created in FaceList - Create. Face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- setFaceListIdCol(value)[source]
- Parameters
faceListId¶ – An existing user-specified unique candidate face list, created in FaceList - Create. Face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- setLargeFaceListId(value)[source]
- Parameters
largeFaceListId¶ – An existing user-specified unique candidate large face list, created in LargeFaceList - Create. Large face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- setLargeFaceListIdCol(value)[source]
- Parameters
largeFaceListId¶ – An existing user-specified unique candidate large face list, created in LargeFaceList - Create. Large face list contains a set of persistedFaceIds which are persisted and will never expire. Parameter faceListId, largeFaceListId and faceIds should not be provided at the same time.
- setMaxNumOfCandidatesReturned(value)[source]
- Parameters
maxNumOfCandidatesReturned¶ – Optional parameter. The number of top similar faces returned. The valid range is [1, 1000].It defaults to 20.
- setMaxNumOfCandidatesReturnedCol(value)[source]
- Parameters
maxNumOfCandidatesReturned¶ – Optional parameter. The number of top similar faces returned. The valid range is [1, 1000].It defaults to 20.
- setMode(value)[source]
- Parameters
mode¶ – Optional parameter. Similar face searching mode. It can be ‘matchPerson’ or ‘matchFace’. It defaults to ‘matchPerson’.
- setModeCol(value)[source]
- Parameters
mode¶ – Optional parameter. Similar face searching mode. It can be ‘matchPerson’ or ‘matchFace’. It defaults to ‘matchPerson’.
- setParams(AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, errorCol='FindSimilarFace_219259f2c73f_error', faceId=None, faceIdCol=None, faceIds=None, faceIdsCol=None, faceListId=None, faceListIdCol=None, handler=None, largeFaceListId=None, largeFaceListIdCol=None, maxNumOfCandidatesReturned=None, maxNumOfCandidatesReturnedCol=None, mode=None, modeCol=None, outputCol='FindSimilarFace_219259f2c73f_output', subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None)[source]
Set the (keyword only) parameters
- setTimeout(value)[source]
- Parameters
timeout¶ – number of seconds to wait before closing the connection
- subscriptionKey = Param(parent='undefined', name='subscriptionKey', doc='ServiceParam: the API key to use')
- timeout = Param(parent='undefined', name='timeout', doc='number of seconds to wait before closing the connection')
- url = Param(parent='undefined', name='url', doc='Url of the service')
synapse.ml.services.face.GroupFaces module
- class synapse.ml.services.face.GroupFaces.GroupFaces(java_obj=None, AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, errorCol='GroupFaces_8102a4e9405c_error', faceIds=None, faceIdsCol=None, handler=None, outputCol='GroupFaces_8102a4e9405c_output', subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None)[source]
Bases:
pyspark.ml.util.MLReadable
[pyspark.ml.util.RL
]- Parameters
CustomAuthHeader¶ (object) – A Custom Value for Authorization Header
concurrentTimeout¶ (float) – max number seconds to wait on futures if concurrency >= 1
faceIds¶ (object) – Array of candidate faceId created by Face - Detect. The maximum is 1000 faces.
handler¶ (object) – Which strategy to use when handling requests
timeout¶ (float) – number of seconds to wait before closing the connection
- AADToken = Param(parent='undefined', name='AADToken', doc='ServiceParam: AAD Token used for authentication')
- CustomAuthHeader = Param(parent='undefined', name='CustomAuthHeader', doc='ServiceParam: A Custom Value for Authorization Header')
- concurrency = Param(parent='undefined', name='concurrency', doc='max number of concurrent calls')
- concurrentTimeout = Param(parent='undefined', name='concurrentTimeout', doc='max number seconds to wait on futures if concurrency >= 1')
- errorCol = Param(parent='undefined', name='errorCol', doc='column to hold http errors')
- faceIds = Param(parent='undefined', name='faceIds', doc='ServiceParam: Array of candidate faceId created by Face - Detect. The maximum is 1000 faces.')
- getConcurrentTimeout()[source]
- Returns
max number seconds to wait on futures if concurrency >= 1
- Return type
concurrentTimeout
- getCustomAuthHeader()[source]
- Returns
A Custom Value for Authorization Header
- Return type
CustomAuthHeader
- getFaceIds()[source]
- Returns
Array of candidate faceId created by Face - Detect. The maximum is 1000 faces.
- Return type
faceIds
- getTimeout()[source]
- Returns
number of seconds to wait before closing the connection
- Return type
timeout
- handler = Param(parent='undefined', name='handler', doc='Which strategy to use when handling requests')
- outputCol = Param(parent='undefined', name='outputCol', doc='The name of the output column')
- setConcurrentTimeout(value)[source]
- Parameters
concurrentTimeout¶ – max number seconds to wait on futures if concurrency >= 1
- setCustomAuthHeader(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setCustomAuthHeaderCol(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setFaceIds(value)[source]
- Parameters
faceIds¶ – Array of candidate faceId created by Face - Detect. The maximum is 1000 faces.
- setFaceIdsCol(value)[source]
- Parameters
faceIds¶ – Array of candidate faceId created by Face - Detect. The maximum is 1000 faces.
- setParams(AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, errorCol='GroupFaces_8102a4e9405c_error', faceIds=None, faceIdsCol=None, handler=None, outputCol='GroupFaces_8102a4e9405c_output', subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None)[source]
Set the (keyword only) parameters
- setTimeout(value)[source]
- Parameters
timeout¶ – number of seconds to wait before closing the connection
- subscriptionKey = Param(parent='undefined', name='subscriptionKey', doc='ServiceParam: the API key to use')
- timeout = Param(parent='undefined', name='timeout', doc='number of seconds to wait before closing the connection')
- url = Param(parent='undefined', name='url', doc='Url of the service')
synapse.ml.services.face.IdentifyFaces module
- class synapse.ml.services.face.IdentifyFaces.IdentifyFaces(java_obj=None, AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, confidenceThreshold=None, confidenceThresholdCol=None, errorCol='IdentifyFaces_a91a797a86e3_error', faceIds=None, faceIdsCol=None, handler=None, largePersonGroupId=None, largePersonGroupIdCol=None, maxNumOfCandidatesReturned=None, maxNumOfCandidatesReturnedCol=None, outputCol='IdentifyFaces_a91a797a86e3_output', personGroupId=None, personGroupIdCol=None, subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None)[source]
Bases:
pyspark.ml.util.MLReadable
[pyspark.ml.util.RL
]- Parameters
CustomAuthHeader¶ (object) – A Custom Value for Authorization Header
concurrentTimeout¶ (float) – max number seconds to wait on futures if concurrency >= 1
confidenceThreshold¶ (object) – Optional parameter.Customized identification confidence threshold, in the range of [0, 1].Advanced user can tweak this value to override defaultinternal threshold for better precision on their scenario data.Note there is no guarantee of this threshold value workingon other data and after algorithm updates.
faceIds¶ (object) – Array of query faces faceIds, created by the Face - Detect. Each of the faces are identified independently. The valid number of faceIds is between [1, 10].
handler¶ (object) – Which strategy to use when handling requests
largePersonGroupId¶ (object) – largePersonGroupId of the target large person group, created by LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.
maxNumOfCandidatesReturned¶ (object) – The range of maxNumOfCandidatesReturned is between 1 and 100 (default is 10).
personGroupId¶ (object) – personGroupId of the target person group, created by PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.
timeout¶ (float) – number of seconds to wait before closing the connection
- AADToken = Param(parent='undefined', name='AADToken', doc='ServiceParam: AAD Token used for authentication')
- CustomAuthHeader = Param(parent='undefined', name='CustomAuthHeader', doc='ServiceParam: A Custom Value for Authorization Header')
- concurrency = Param(parent='undefined', name='concurrency', doc='max number of concurrent calls')
- concurrentTimeout = Param(parent='undefined', name='concurrentTimeout', doc='max number seconds to wait on futures if concurrency >= 1')
- confidenceThreshold = Param(parent='undefined', name='confidenceThreshold', doc='ServiceParam: Optional parameter.Customized identification confidence threshold, in the range of [0, 1].Advanced user can tweak this value to override defaultinternal threshold for better precision on their scenario data.Note there is no guarantee of this threshold value workingon other data and after algorithm updates.')
- errorCol = Param(parent='undefined', name='errorCol', doc='column to hold http errors')
- faceIds = Param(parent='undefined', name='faceIds', doc='ServiceParam: Array of query faces faceIds, created by the Face - Detect. Each of the faces are identified independently. The valid number of faceIds is between [1, 10]. ')
- getConcurrentTimeout()[source]
- Returns
max number seconds to wait on futures if concurrency >= 1
- Return type
concurrentTimeout
- getConfidenceThreshold()[source]
- Returns
Optional parameter.Customized identification confidence threshold, in the range of [0, 1].Advanced user can tweak this value to override defaultinternal threshold for better precision on their scenario data.Note there is no guarantee of this threshold value workingon other data and after algorithm updates.
- Return type
confidenceThreshold
- getCustomAuthHeader()[source]
- Returns
A Custom Value for Authorization Header
- Return type
CustomAuthHeader
- getFaceIds()[source]
- Returns
Array of query faces faceIds, created by the Face - Detect. Each of the faces are identified independently. The valid number of faceIds is between [1, 10].
- Return type
faceIds
- getLargePersonGroupId()[source]
- Returns
largePersonGroupId of the target large person group, created by LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.
- Return type
largePersonGroupId
- getMaxNumOfCandidatesReturned()[source]
- Returns
The range of maxNumOfCandidatesReturned is between 1 and 100 (default is 10).
- Return type
maxNumOfCandidatesReturned
- getPersonGroupId()[source]
- Returns
personGroupId of the target person group, created by PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.
- Return type
personGroupId
- getTimeout()[source]
- Returns
number of seconds to wait before closing the connection
- Return type
timeout
- handler = Param(parent='undefined', name='handler', doc='Which strategy to use when handling requests')
- largePersonGroupId = Param(parent='undefined', name='largePersonGroupId', doc='ServiceParam: largePersonGroupId of the target large person group, created by LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.')
- maxNumOfCandidatesReturned = Param(parent='undefined', name='maxNumOfCandidatesReturned', doc='ServiceParam: The range of maxNumOfCandidatesReturned is between 1 and 100 (default is 10).')
- outputCol = Param(parent='undefined', name='outputCol', doc='The name of the output column')
- personGroupId = Param(parent='undefined', name='personGroupId', doc='ServiceParam: personGroupId of the target person group, created by PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.')
- setConcurrentTimeout(value)[source]
- Parameters
concurrentTimeout¶ – max number seconds to wait on futures if concurrency >= 1
- setConfidenceThreshold(value)[source]
- Parameters
confidenceThreshold¶ – Optional parameter.Customized identification confidence threshold, in the range of [0, 1].Advanced user can tweak this value to override defaultinternal threshold for better precision on their scenario data.Note there is no guarantee of this threshold value workingon other data and after algorithm updates.
- setConfidenceThresholdCol(value)[source]
- Parameters
confidenceThreshold¶ – Optional parameter.Customized identification confidence threshold, in the range of [0, 1].Advanced user can tweak this value to override defaultinternal threshold for better precision on their scenario data.Note there is no guarantee of this threshold value workingon other data and after algorithm updates.
- setCustomAuthHeader(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setCustomAuthHeaderCol(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setFaceIds(value)[source]
- Parameters
faceIds¶ – Array of query faces faceIds, created by the Face - Detect. Each of the faces are identified independently. The valid number of faceIds is between [1, 10].
- setFaceIdsCol(value)[source]
- Parameters
faceIds¶ – Array of query faces faceIds, created by the Face - Detect. Each of the faces are identified independently. The valid number of faceIds is between [1, 10].
- setLargePersonGroupId(value)[source]
- Parameters
largePersonGroupId¶ – largePersonGroupId of the target large person group, created by LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.
- setLargePersonGroupIdCol(value)[source]
- Parameters
largePersonGroupId¶ – largePersonGroupId of the target large person group, created by LargePersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.
- setMaxNumOfCandidatesReturned(value)[source]
- Parameters
maxNumOfCandidatesReturned¶ – The range of maxNumOfCandidatesReturned is between 1 and 100 (default is 10).
- setMaxNumOfCandidatesReturnedCol(value)[source]
- Parameters
maxNumOfCandidatesReturned¶ – The range of maxNumOfCandidatesReturned is between 1 and 100 (default is 10).
- setParams(AADToken=None, AADTokenCol=None, CustomAuthHeader=None, CustomAuthHeaderCol=None, concurrency=1, concurrentTimeout=None, confidenceThreshold=None, confidenceThresholdCol=None, errorCol='IdentifyFaces_a91a797a86e3_error', faceIds=None, faceIdsCol=None, handler=None, largePersonGroupId=None, largePersonGroupIdCol=None, maxNumOfCandidatesReturned=None, maxNumOfCandidatesReturnedCol=None, outputCol='IdentifyFaces_a91a797a86e3_output', personGroupId=None, personGroupIdCol=None, subscriptionKey=None, subscriptionKeyCol=None, timeout=60.0, url=None)[source]
Set the (keyword only) parameters
- setPersonGroupId(value)[source]
- Parameters
personGroupId¶ – personGroupId of the target person group, created by PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.
- setPersonGroupIdCol(value)[source]
- Parameters
personGroupId¶ – personGroupId of the target person group, created by PersonGroup - Create. Parameter personGroupId and largePersonGroupId should not be provided at the same time.
- setTimeout(value)[source]
- Parameters
timeout¶ – number of seconds to wait before closing the connection
- subscriptionKey = Param(parent='undefined', name='subscriptionKey', doc='ServiceParam: the API key to use')
- timeout = Param(parent='undefined', name='timeout', doc='number of seconds to wait before closing the connection')
- url = Param(parent='undefined', name='url', doc='Url of the service')
synapse.ml.services.face.VerifyFaces module
- class synapse.ml.services.face.VerifyFaces.VerifyFaces(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)[source]
Bases:
pyspark.ml.util.MLReadable
[pyspark.ml.util.RL
]- Parameters
CustomAuthHeader¶ (object) – A Custom Value for Authorization Header
concurrentTimeout¶ (float) – max number seconds to wait on futures if concurrency >= 1
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.
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.
timeout¶ (float) – number of seconds to wait before closing the connection
- AADToken = Param(parent='undefined', name='AADToken', doc='ServiceParam: AAD Token used for authentication')
- CustomAuthHeader = Param(parent='undefined', name='CustomAuthHeader', doc='ServiceParam: A Custom Value for Authorization Header')
- concurrency = Param(parent='undefined', name='concurrency', doc='max number of concurrent calls')
- concurrentTimeout = Param(parent='undefined', name='concurrentTimeout', doc='max number seconds to wait on futures if concurrency >= 1')
- errorCol = Param(parent='undefined', name='errorCol', doc='column to hold http errors')
- faceId = Param(parent='undefined', name='faceId', doc='ServiceParam: faceId of the face, comes from Face - Detect.')
- faceId1 = Param(parent='undefined', name='faceId1', doc='ServiceParam: faceId of one face, comes from Face - Detect.')
- faceId2 = Param(parent='undefined', name='faceId2', doc='ServiceParam: faceId of another face, comes from Face - Detect.')
- getConcurrentTimeout()[source]
- Returns
max number seconds to wait on futures if concurrency >= 1
- Return type
concurrentTimeout
- getCustomAuthHeader()[source]
- Returns
A Custom Value for Authorization Header
- Return type
CustomAuthHeader
- getLargePersonGroupId()[source]
- Returns
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 type
largePersonGroupId
- getPersonGroupId()[source]
- Returns
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 type
personGroupId
- getPersonId()[source]
- Returns
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 type
personId
- getTimeout()[source]
- Returns
number of seconds to wait before closing the connection
- Return type
timeout
- handler = Param(parent='undefined', name='handler', doc='Which strategy to use when handling requests')
- largePersonGroupId = Param(parent='undefined', name='largePersonGroupId', doc='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(parent='undefined', name='outputCol', doc='The name of the output column')
- personGroupId = Param(parent='undefined', name='personGroupId', doc='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(parent='undefined', name='personId', doc='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.')
- setConcurrentTimeout(value)[source]
- Parameters
concurrentTimeout¶ – max number seconds to wait on futures if concurrency >= 1
- setCustomAuthHeader(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setCustomAuthHeaderCol(value)[source]
- Parameters
CustomAuthHeader¶ – A Custom Value for Authorization Header
- setFaceId2Col(value)[source]
- Parameters
faceId2¶ – faceId of another face, comes from Face - Detect.
- setLargePersonGroupId(value)[source]
- Parameters
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.
- setLargePersonGroupIdCol(value)[source]
- Parameters
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.
- setParams(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)[source]
Set the (keyword only) parameters
- setPersonGroupId(value)[source]
- Parameters
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.
- setPersonGroupIdCol(value)[source]
- Parameters
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.
- setPersonId(value)[source]
- Parameters
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.
- setPersonIdCol(value)[source]
- Parameters
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.
- setTimeout(value)[source]
- Parameters
timeout¶ – number of seconds to wait before closing the connection
- subscriptionKey = Param(parent='undefined', name='subscriptionKey', doc='ServiceParam: the API key to use')
- timeout = Param(parent='undefined', name='timeout', doc='number of seconds to wait before closing the connection')
- url = Param(parent='undefined', name='url', doc='Url of the service')
Module contents
SynapseML is an ecosystem of tools aimed towards expanding the distributed computing framework Apache Spark in several new directions. SynapseML adds many deep learning and data science tools to the Spark ecosystem, including seamless integration of Spark Machine Learning pipelines with Microsoft Cognitive Toolkit (CNTK), LightGBM and OpenCV. These tools enable powerful and highly-scalable predictive and analytical models for a variety of datasources.
SynapseML also brings new networking capabilities to the Spark Ecosystem. With the HTTP on Spark project, users can embed any web service into their SparkML models. In this vein, SynapseML provides easy to use SparkML transformers for a wide variety of Microsoft Cognitive Services. For production grade deployment, the Spark Serving project enables high throughput, sub-millisecond latency web services, backed by your Spark cluster.
SynapseML requires Scala 2.12, Spark 3.0+, and Python 3.6+.