Ë €ÏÌãóÀ—dZddlmZddlmZddlmZddlZddlmZddl m Z ddl m Z Gd „d ej«ZGd „d ej«Zd „Zdd„Zd„Zy)z*Utilities for dealing with ML predict API.é)Úabsolute_import)Údivision)Úunicode_literalsN)Ú exceptions)Úrequests)Ú http_clientcó—eZdZdZy)ÚInstancesEncodeErrorzFIndicates that error occurs while decoding the instances in http body.N©Ú__name__Ú __module__Ú __qualname__Ú__doc__©óú/lib/googlecloudsdk/api_lib/ml_engine/predict.pyr r s„ÙNØrr có—eZdZdZy)ÚHttpRequestFailErrorz2Indicates that the http request fails in some way.Nr rrrrr"s„Ù:Ørrcó€—tj«jd|||¬«}|j|jfS)z,Make http request to get prediction results.ÚPOST)ÚdataÚheaders)rÚ GetSessionÚrequestÚ status_codeÚtext)ÚurlÚbodyrÚresponses rÚ_GetPredictionr 's>€ä × Ñ Ó "× *Ñ *Ø ˆc˜ gð+ó/€(à × Ñ ˜xŸ}™}Ð ,Ð,rcóˆ—|j«dz}ddi}d|i}|r||d< tj|d¬«}t |||«\}}t|«tjk7rtd |z«‚ tj|«S#ttf$r t d«‚wxYw#t$rtd |z«‚wxYw) açPerforms 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:predictú Content-Typeúapplication/jsonÚ instancesÚsignature_nameT©Ú sort_keysúRInstances cannot be JSON encoded, probably because the input is not utf-8 encoded.úHTTP request failed. Response: ú=No JSON object could be decoded from the HTTP response body: © ÚSelfLinkÚjsonÚdumpsÚUnicodeDecodeErrorÚ TypeErrorr r ÚintÚhttplibÚOKrÚloadsÚ ValueError) Úmodel_or_version_refr$r%rrÚcontentrÚresponse_statusÚ response_bodys rÚPredictr:.sÿ€ð ×%Ñ%Ó'¨*Ñ4€#à Ð/Ð 0€'Ø ˜)Ð $€'ÙØ .€GÐ ÑðJÜ :‰:g¨Ô .€Dô$2°#°t¸WÓ#EÑ €/=܈ӜWŸZ™ZÒ'Ü Ð@Ø,ñ -ó .ð.ðGÜ :‰:mÓ $Ð$øô œiÐ (òJä ð Ió JðJðJûô òGÜ ð 6Ø8Eñ Fó GðGðGús¤B Á6B) B&Â)Ccóz—|j«dz}ddi}d|i} tj|d¬«}t |||«\}}t|«tjk7rtd|z«‚ tj|«S#ttf$r t d«‚wxYw#t$rtd |z«‚wxYw) ažPerforms 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$Tr&r(r)r*r+)r6r$rrr7rr8r9s rÚExplainr<Wsñ€ð ×%Ñ%Ó'¨*Ñ4€#à Ð/Ð 0€'Ø ˜)Ð $€'ðJÜ :‰:g¨Ô .€Dô$2°#°t¸WÓ#EÑ €/=܈ӜWŸZ™ZÒ'Ü Ð@Ø,ñ -ó .ð.ðGÜ :‰:mÓ $Ð$øô œiÐ (òJä ð Ió JðJðJûô òGÜ ð 6Ø8Eñ Fó GðGðGúsBÁ/B"ÂBÂ"B:)N)rÚ __future__rrrr-Úgooglecloudsdk.corerÚcore_exceptionsÚgooglecloudsdk.core.credentialsrÚ six.movesrr2ÚErrorr rr r:r<rrrÚrCsUðñ1å&ÝÝ'ã å=Ý4å,ô˜?×0Ñ0ôô ˜?×0Ñ0ôò -ó&GóR#Gr