&dZddlmZddlmZddlmZddlmZddlmZddl m Z ddl m Z dd l m Z dd l m Z d Zd d iZej ej"j$ej"j&Gddej(Zy)zai-platform explain command.)absolute_import)division)unicode_literals)predict)base) endpoint_util)flags)predict_utilities) region_utildEXAMPLESz To get explanations for an AI Platform version model with the version 'version' and with the name 'model-name', run: $ {command} explain --model=model-name --version=version --json-instances=instances.json c*eZdZdZeZedZdZy)ExplainaRun AI Platform explanation. `{command}` sends an explain request to AI Platform for the given instances. This command will read up to 100 instances, though the service itself will accept instances up to the payload limit size (currently, 1.5MB). c2|jdddtjdj||jdd|j d }|jd d |jd d |jddy)z Register flags for this command.z--modelTzName of the model.)requiredhelp)include_globalz --versionzModel version to be used. If unspecified, the default version of the model will be used. To list model versions run $ {parent_command} versions list )r)rz--json-requesta@ Path to a local file containing the body of JSON request. An example of a JSON request: { "instances": [ {"x": [1, 2], "y": [3, 4]}, {"x": [-1, -2], "y": [-3, -4]} ] } This flag accepts "-" for stdin. z--json-instancesaL Path to a local file from which instances are read. Instances are in JSON format; newline delimited. An example of the JSON instances file: {"images": [0.0, ..., 0.1], "key": 3} {"images": [0.0, ..., 0.1], "key": 2} ... This flag accepts "-" for stdin. z--text-instancesa6 Path to a local file from which instances are read. Instances are in UTF-8 encoded text format; newline delimited. An example of the text instances file: 107,4.9,2.5,4.5,1.7 100,5.7,2.8,4.1,1.3 ... This flag accepts "-" for stdin. N) add_argumentr GetRegionArg AddToParseradd_mutually_exclusive_group)parsergroups "lib/surface/ai_platform/explain.pyArgsz Explain.Args5s  D7KL d+77?    / / / >E              ctj|j|j|jt }t j|}tj|5tj|j|j}tj||}ddd|jds)tj j#d|_S#1swYExYw)zThis is what gets called when the user runs this command. Args: args: an argparse namespace. All the arguments that were provided to this command invocation. Returns: Some value that we want to have printed later. )limit)regionNformat predictions)r ReadInstancesFromArgs json_requestjson_instancestext_instancesINPUT_INSTANCES_LIMITr GetRegionrMlEndpointOverridesParseModelOrVersionRefmodelversionrr IsSpecifiedGetDefaultFormatgetr )selfargs instancesrmodel_or_version_refresultss rRunz Explain.Runrs"77   # %I  " "4 (F  * *& 9.EE **dll$ 4i@g :   H %%66 ++m $&dk N : 9s 'AC,,C5N) __name__ __module__ __qualname____doc__ DETAILED_HELP detailed_help staticmethodrr4rrrr)s& -: : xrrN)r8 __future__rrr googlecloudsdk.api_lib.ml_enginergooglecloudsdk.callioper$googlecloudsdk.command_lib.ml_enginerr r r r&r9 ReleaseTracks ReleaseTrackALPHABETACommandrr<rrrFs#&'4(>6B<   D%%++T->->-C-CDcdllcEcr