]SrSSKrSSKJr SSKJr SSKJr "SS\R5r "SS \R5r S r S S jrS rg)z*Utilities for dealing with ML predict API.N) exceptions)requests) http_clientc\rSrSrSrSrg)InstancesEncodeErrorzFIndicates that error occurs while decoding the instances in http body.N__name__ __module__ __qualname____firstlineno____doc____static_attributes__r /lib/googlecloudsdk/api_lib/ml_engine/predict.pyrrsNrrc\rSrSrSrSrg)HttpRequestFailErrorz2Indicates that the http request fails in some way.r Nr r rrrrs:rrcz[R"5RSXUS9nURUR4$)z,Make http request to get prediction results.POST)dataheaders)r GetSessionrequest status_codetext)urlbodyrresponses r_GetPredictionr!$s<  " * * cg+/(   x}} ,,rcUR5S-nSS0nSU0nU(aX%S'[R"USS9n[ X6U5upx[U5[R:wa[S U-5e[R"U5$![[4a [ S5ef=f![a [S U-5ef=f) aPerforms online prediction on the input data file. Args: model_or_version_ref: a Resource representing either a model or a version. instances: a list of JSON or UTF-8 encoded instances to perform prediction on. signature_name: name of input/output signature in the TF meta graph. Returns: A json object that contains predictions. Raises: HttpRequestFailError: if error happens with http request, or parsing the http response. z:predict Content-Typeapplication/json instancessignature_nameT sort_keysRInstances cannot be JSON encoded, probably because the input is not utf-8 encoded.HTTP request failed. Response: =No JSON object could be decoded from the HTTP response body: SelfLinkjsondumpsUnicodeDecodeError TypeErrorrr!inthttplibOKrloads ValueError) model_or_version_refr%r&rrcontentrresponse_status response_bodys rPredictr;+s %%'*4# / 0' ) $' . J ::g .D$2#W#E /WZZ' @, - ..G ::m $$ i (J  I JJJ G  68E F GGGsB 7B, B),CczUR5S-nSS0nSU0n[R"USS9n[ X%U5upg[U5[R:wa[SU-5e[R"U5$![[4a [ S5ef=f![a [S U-5ef=f) aPerforms online explanation on the input data file. Args: model_or_version_ref: a Resource representing either a model or a version. instances: a list of JSON or UTF-8 encoded instances to perform prediction on. Returns: A json object that contains explanations. Raises: HttpRequestFailError: if error happens with http request, or parsing the http response. z:explainr#r$r%Tr'r)r*r+r,)r7r%rrr8rr9r:s rExplainr=Ts %%'*4# / 0' ) $'J ::g .D$2#W#E /WZZ' @, - ..G ::m $$ i (J  I JJJ G  68E F GGGsB,B!B!B:)N)rr.googlecloudsdk.corercore_exceptionsgooglecloudsdk.core.credentialsr six.movesrr3Errorrrr!r;r=r rrrCsN1 =4,?00 ?00 -&GR#Gr