SrSSKJr SSKJr SSKJr SSKrSSKJr SSK J r SSK J r "S S \R5r"S S \R5rS rSSjrSrg)z*Utilities for dealing with ML predict API.)absolute_import)division)unicode_literalsN) 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.pyr r sNrr c\rSrSrSrSrg)HttpRequestFailError"z2Indicates that the http request fails in some way.r Nr r rrrr"s: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$![[4a [ S5ef=f![a [S U-5ef=f) aPerforms online prediction on the input data file. Args: model_or_version_ref: a Resource representing either a model or a version. instances: a list of JSON or UTF-8 encoded instances to perform prediction on. signature_name: name of input/output signature in the TF meta graph. Returns: A json object that contains predictions. Raises: HttpRequestFailError: if error happens with http request, or parsing the http response. z:predict Content-Typeapplication/json instancessignature_nameT sort_keysRInstances cannot be JSON encoded, probably because the input is not utf-8 encoded.HTTP request failed. Response: =No JSON object could be decoded from the HTTP response body: SelfLinkjsondumpsUnicodeDecodeError TypeErrorr r$inthttplibOKrloads ValueError) model_or_version_refr(r)r!rcontentr"response_status response_bodys rPredictr>.s %%'*4# / 0' ) $' . J ::g .D$2#W#E /WZZ' @, - ..G ::m $$ i (J  I JJJ G  68E F GGGsB 7B, B),CczUR5S-nSS0nSU0n[R"USS9n[ X%U5upg[U5[R:wa[SU-5e[R"U5$![[4a [ S5ef=f![a [S U-5ef=f) aPerforms online explanation on the input data file. Args: model_or_version_ref: a Resource representing either a model or a version. instances: a list of JSON or UTF-8 encoded instances to perform prediction on. Returns: A json object that contains explanations. Raises: HttpRequestFailError: if error happens with http request, or parsing the http response. z:explainr&r'r(Tr*r,r-r.r/)r:r(r!rr;r"r<r=s rExplainr@Ws %%'*4# / 0' ) $'J ::g .D$2#W#E /WZZ' @, - ..G ::m $$ i (J  I JJJ G  68E F GGGsB,B!B!B:)N)r __future__rrrr1googlecloudsdk.corercore_exceptionsgooglecloudsdk.core.credentialsr six.movesrr6Errorr rr$r>r@r rrrGsU1&' =4,?00 ?00 -&GR#Gr