{SrSSKJr SSKJr SSKJr SSKrSSKrSSKJr SSKJ r SSK J r SS K J r SS K Jr SS KJr SS KJr SSKr"S S\ R(5rSrSSjrSSjrSrSrSSjrSSjrg)z/Utilities for reading instances for prediction.)absolute_import)division)unicode_literalsN)models) versions_api) exceptions) properties) resources) console_ioencodingc\rSrSrSrSrg)InvalidInstancesFileError#z6Indicates that the input file was invalid in some way.N)__name__ __module__ __qualname____firstlineno____doc____static_attributes__r=lib/googlecloudsdk/command_lib/ml_engine/predict_utilities.pyrr#s>rrcZUR5n[U[R5(a[R "USS9n[ R"U5nSU;a [S5eUSn[U[5(d [S5eU$![a [S5ef=f)zReads a JSON request from the specified input file. Args: input_file: An open file-like object for the input file. Returns: A list of instances. Raises: InvalidInstancesFileError: If the input file is invalid. utf-8-sigr zZInput instances are not in JSON format. See "gcloud ml-engine predict --help" for details. instancesz3Invalid JSON request: missing "instances" attributez0Invalid JSON request: "instances" must be a list) read isinstancesix binary_typer Decodejsonloads ValueErrorrlist) input_filecontentsrequestrs r ReadRequestr)(s__ (#//**x+>H>jj"G  #= ??k") It $ $ #: <<  > # = >>>s BB*c&/n[U5HupE[U[R5(a[R "USS9nUR S5nU(d [S5eU(a*XB:a%[S[R"U5-S-5eUS:Xa(UR[R"U55 MUS :XdMURU5 M U(d [S 5eU$![a [S5ef=f) aReads the instances from input file. Args: input_file: An open file-like object for the input file. data_format: str, data format of the input file, 'json' or 'text'. limit: int, the maximum number of instances allowed in the file Returns: A list of instances. Raises: InvalidInstancesFileError: If the input file is invalid (invalid format or contains too many/zero instances). rr z z0Empty line is not allowed in the instances file.z2The gcloud CLI can currently process no more than zJ instances per file. Please use the API directly if you need to send more.r"z\Input instances are not in JSON format. See "gcloud ai-platform predict --help" for details.textz*No valid instance was found in input file.) enumeraterrr r r!rstripr text_typeappendr"r#r$)r& data_formatlimitrline_numline line_contents r ReadInstancesr5Ns)!*-nh$(( __TK 8d;;v&L  %'8 99 " % > --      fDL12  |$+..  #4 66 D' CD DDs "%C::DcXU/n[UVs1sH oU(dM UiM sn5S:wa [S5eU(aSnUnU(aSnUnO U(aSnUn[R"WSS9n[R "U5n WS:Xa[ U 5sSSS5 $[XUS 9sSSS5 $s snf!,(df  g=f) aReads the instances from the given file path ('-' for stdin). Exactly one of json_request, json_instances, text_instances must be given. Args: json_request: str or None, a path to a file ('-' for stdin) containing the JSON body of a prediction request. json_instances: str or None, a path to a file ('-' for stdin) containing instances in JSON format. text_instances: str or None, a path to a file ('-' for stdin) containing instances in text format. limit: int, the maximum number of instances allowed in the file Returns: A list of instances. Raises: InvalidInstancesFileError: If the input file is invalid (invalid format or contains too many/zero instances), or an improper combination of input files was given. zWExactly one of --json-request, --json-instances and --text-instances must be specified. json_requestr"r+T)binaryN)r1)lenrr ReadFromFileOrStdinioBytesIOr)r5) r8json_instancestext_instancesr1 mutex_argsargr0r&datafs rReadInstancesFromArgsrD}s2n=* +#s# +,1 #   KJKJKJ  ' ' 4 @$ zz$1n$ ^1 7 ! , s B3B3B8 B88 CcFU(aN[RRUS[RR R RUS.S9$[RRUS[RR R R0SS9$)Nzml.projects.models.versions) projectsIdmodelsId) collectionparamsrFzml.projects.models)rIrH)r REGISTRYParser VALUEScoreproject GetOrFail)model_id version_ids rParseModelOrVersionRefrRs    # #0$++0088BB   $      # #j//44<<FFG' $ ))rc[U[5(dgU(dg[US[5(a<SR[ USR 555nSR U5$g)Nr"rz, zl table( predictions:format="table( {} )" )ztable[no-heading](predictions))rr%dictjoinsortedkeysformat) predictionsrWs rGetDefaultFormatrZsg K & &   +a.$'' 99VKN//12 3D  vd|  ,rcU(a0[X5n[R"5RU5nO.[R "5RU5R nURUR4$N) rRrVersionsClientGetr ModelsClientdefaultVersion frameworkruntimeVersion)modelversion version_ref version_datas rGetRuntimeVersionrgs^ (8K..044[AL&&(,,U3BBL   ![[URS55upAUS:H=(a US:=(d US:$g)z*Check if runtime-version is more than 1.8. TENSORFLOW.r7F)rgmapintsplit)rcrdraruntime_versionreleases rCheckRuntimeVersionrqsP0@),3!6!6s!;=G qL )W\ ;w{; rr\)NN)r __future__rrrr<r" googlecloudsdk.api_lib.ml_enginerrgooglecloudsdk.corercore_exceptionsr r googlecloudsdk.core.consoler googlecloudsdk.core.utilr rErrorrr)r5rDrRrZrgrqrrrrysn6&' 39=*)2-  5 5 #L,d!%.8b ) ,,=r