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import copy |
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import inspect |
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from re import compile |
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import time |
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import requests |
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from .rest import RequestsNetworkWrapper, ServiceClient |
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from .rest_client import RESTServiceClient, Endpoint |
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from .custom_query_object import CustomQueryObject |
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import os |
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import logging |
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logger = logging.getLogger(__name__) |
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_name_checker = compile(r"^[\w -]+$") |
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def _check_endpoint_type(name): |
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if not isinstance(name, str): |
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raise TypeError("Endpoint name must be a string") |
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if name == "": |
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raise ValueError("Endpoint name cannot be empty") |
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def _check_hostname(name): |
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_check_endpoint_type(name) |
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hostname_checker = compile(r"^^http(s)?://[\w.-]+(/)?(:\d+)?(/)?$") |
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if not hostname_checker.match(name): |
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raise ValueError( |
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f"endpoint name {name} should be in http(s)://<hostname>" |
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"[:<port>] and hostname may consist only of: " |
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"a-z, A-Z, 0-9, underscore and hyphens." |
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) |
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def _check_endpoint_name(name): |
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"""Checks that the endpoint name is valid by comparing it with an RE and |
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checking that it is not reserved.""" |
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_check_endpoint_type(name) |
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if not _name_checker.match(name): |
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raise ValueError( |
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f"endpoint name {name} can only contain: a-z, A-Z, 0-9," |
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" underscore, hyphens and spaces." |
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) |
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class Client: |
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def __init__( |
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self, endpoint, query_timeout=1000, remote_server=False, localhost_endpoint=None |
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): |
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""" |
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Connects to a running server. |
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The class constructor takes a server address which is then used to |
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connect for all subsequent member APIs. |
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Parameters |
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---------- |
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endpoint : str, optional |
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The server URL. |
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query_timeout : float, optional |
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The timeout for query operations. |
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remote_server : bool, optional |
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Whether client is a remote TabPy server. |
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localhost_endpoint : str, optional |
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The localhost endpoint with potentially different protocol and |
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port compared to the main endpoint parameter. |
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""" |
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_check_hostname(endpoint) |
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self._endpoint = endpoint |
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self._remote_server = remote_server |
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self._localhost_endpoint = localhost_endpoint |
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session = requests.session() |
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session.verify = False |
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requests.packages.urllib3.disable_warnings() |
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# Setup the communications layer. |
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network_wrapper = RequestsNetworkWrapper(session) |
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service_client = ServiceClient(self._endpoint, network_wrapper) |
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self._service = RESTServiceClient(service_client) |
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if not type(query_timeout) in (int, float) or query_timeout <= 0: |
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query_timeout = 0.0 |
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self._service.query_timeout = query_timeout |
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def __repr__(self): |
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return ( |
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"<" |
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+ self.__class__.__name__ |
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+ " object at " |
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+ hex(id(self)) |
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+ " connected to " |
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+ repr(self._endpoint) |
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+ ">" |
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) |
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def get_status(self): |
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""" |
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Gets the status of the deployed endpoints. |
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Returns |
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------- |
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dict |
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Keys are endpoints and values are dicts describing the state of |
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the endpoint. |
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Examples |
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-------- |
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.. sourcecode:: python |
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{ |
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u'foo': { |
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u'status': u'LoadFailed', |
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u'last_error': u'error mesasge', |
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u'version': 1, |
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u'type': u'model', |
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}, |
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} |
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""" |
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return self._service.get_status() |
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# |
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# Query |
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# |
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@property |
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def query_timeout(self): |
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"""The timeout for queries in milliseconds.""" |
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return self._service.query_timeout |
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@query_timeout.setter |
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def query_timeout(self, value): |
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if type(value) in (int, float) and value > 0: |
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self._service.query_timeout = value |
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def query(self, name, *args, **kwargs): |
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"""Query an endpoint. |
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Parameters |
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---------- |
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name : str |
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The name of the endpoint. |
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*args : list of anything |
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Ordered parameters to the endpoint. |
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**kwargs : dict of anything |
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Named parameters to the endpoint. |
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Returns |
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------- |
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dict |
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Keys are: |
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model: the name of the endpoint |
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version: the version used. |
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response: the response to the query. |
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uuid : a unique id for the request. |
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""" |
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return self._service.query(name, *args, **kwargs) |
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# |
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# Endpoints |
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# |
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def get_endpoints(self, type=None): |
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"""Returns all deployed endpoints. |
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Examples |
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-------- |
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.. sourcecode:: python |
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{"clustering": |
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{"description": "", |
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"docstring": "-- no docstring found in query function --", |
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"creation_time": 1469511182, |
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"version": 1, |
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"dependencies": [], |
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"last_modified_time": 1469511182, |
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"type": "model", |
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"target": null, |
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"is_public": True} |
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"add": { |
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"description": "", |
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"docstring": "-- no docstring found in query function --", |
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"creation_time": 1469505967, |
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"version": 1, |
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"dependencies": [], |
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"last_modified_time": 1469505967, |
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"type": "model", |
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"target": null, |
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"is_public": False} |
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} |
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""" |
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return self._service.get_endpoints(type) |
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def _get_endpoint_upload_destination(self): |
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"""Returns the endpoint upload destination.""" |
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return self._service.get_endpoint_upload_destination()["path"] |
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def deploy(self, name, obj, description="", schema=None, override=False, is_public=False): |
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"""Deploys a Python function as an endpoint in the server. |
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Parameters |
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---------- |
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name : str |
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A unique identifier for the endpoint. |
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obj : function |
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Refers to a user-defined function with any signature. However both |
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input and output of the function need to be JSON serializable. |
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description : str, optional |
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The description for the endpoint. This string will be returned by |
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the ``endpoints`` API. |
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schema : dict, optional |
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The schema of the function, containing information about input and |
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output parameters, and respective examples. Providing a schema for |
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a deployed function lets other users of the service discover how to |
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use it. Refer to schema.generate_schema for more information on |
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how to generate the schema. |
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override : bool |
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Whether to override (update) an existing endpoint. If False and |
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there is already an endpoint with that name, it will raise a |
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RuntimeError. If True and there is already an endpoint with that |
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name, it will deploy a new version on top of it. |
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is_public : bool, optional |
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Whether a function should be public for viewing from within tableau. If |
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False, function will not appear in the custom functions explorer within |
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Tableau. If True, function will be visible ta anyone on a site with this |
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analytics extension configured |
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See Also |
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-------- |
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remove, get_endpoints |
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""" |
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if self._remote_server: |
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return self._remote_deploy( |
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name, obj, |
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description=description, schema=schema, override=override, is_public=is_public |
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) |
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endpoint = self.get_endpoints().get(name) |
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version = 1 |
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if endpoint: |
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1 |
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if not override: |
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raise RuntimeError( |
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f"An endpoint with that name ({name}) already" |
259
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' exists. Use "override = True" to force update ' |
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"an existing endpoint." |
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) |
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version = endpoint.version + 1 |
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obj = self._gen_endpoint(name, obj, description, version, schema, is_public) |
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267
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self._upload_endpoint(obj) |
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if version == 1: |
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self._service.add_endpoint(Endpoint(**obj)) |
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else: |
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self._service.set_endpoint(Endpoint(**obj), should_update_version=True) |
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self._wait_for_endpoint_deployment(obj["name"], obj["version"]) |
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def remove(self, name): |
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'''Removes an endpoint dict. |
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Parameters |
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---------- |
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name : str |
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Endpoint name to remove''' |
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self._service.remove_endpoint(name) |
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1 |
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def update_endpoint_info(self, name, description=None, schema=None, is_public=None): |
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'''Updates description, schema, or is public for an existing endpoint |
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288
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Parameters |
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---------- |
290
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name : str |
291
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Name of the endpoint that to be updated. If endpoint does not exist |
292
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runtime error will be thrown |
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description : str, optional |
295
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The description for the endpoint. This string will be returned by |
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the ``endpoints`` API. |
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|
298
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schema : dict, optional |
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The schema of the function, containing information about input and |
300
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output parameters, and respective examples. Providing a schema for |
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a deployed function lets other users of the service discover how to |
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use it. Refer to schema.generate_schema for more information on |
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how to generate the schema. |
304
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|
305
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is_public : bool, optional |
306
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Whether a function should be public for viewing from within tableau. If |
307
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False, function will not appear in the custom functions explorer within |
308
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Tableau. If True, function will be visible to anyone on a site with this |
309
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analytics extension configured |
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''' |
311
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|
312
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endpoint = self.get_endpoints().get(name) |
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|
314
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if not endpoint: |
315
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raise RuntimeError( |
316
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f"No endpoint with that name ({name}) exists" |
317
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" Please select an existing endpoint to update" |
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) |
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320
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if description is not None: |
321
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if type(description) is not str: |
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raise RuntimeError( |
323
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f"Type of description must be string" |
324
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) |
325
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endpoint.description = description |
326
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if schema is not None: |
327
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if type(schema) is not dict: |
328
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raise RuntimeError( |
329
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f"Type of schema must be dictionary" |
330
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) |
331
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endpoint.schema = schema |
332
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if is_public is not None: |
333
|
|
|
if type(is_public) is not bool: |
334
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raise RuntimeError( |
335
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|
f"Type of is_public must be bool" |
336
|
|
|
) |
337
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endpoint.is_public = is_public |
338
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|
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|
339
|
|
|
dest_path = self._get_endpoint_upload_destination() |
340
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|
341
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endpoint.src_path = os.path.join( |
342
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dest_path, "endpoints", endpoint.name, str(endpoint.version) |
343
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|
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) |
344
|
|
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self._service.set_endpoint(endpoint, should_update_version=False) |
345
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|
|
|
346
|
1 |
|
def _gen_endpoint(self, name, obj, description, version=1, schema=None, is_public=False): |
347
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"""Generates an endpoint dict. |
348
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|
|
349
|
|
|
Parameters |
350
|
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|
---------- |
351
|
|
|
name : str |
352
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|
Endpoint name to add or update |
353
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|
354
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|
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obj : func |
355
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|
Object that backs the endpoint. See add() for a complete |
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|
description. |
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|
358
|
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|
description : str |
359
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|
Description of the endpoint |
360
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|
361
|
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version : int |
362
|
|
|
The version. Defaults to 1. |
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|
|
364
|
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is_public : bool |
365
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|
True if function should be visible in the custom functions explorer |
366
|
|
|
within Tableau |
367
|
|
|
|
368
|
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|
Returns |
369
|
|
|
------- |
370
|
|
|
dict |
371
|
|
|
Keys: |
372
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|
|
name : str |
373
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|
The name provided. |
374
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|
|
375
|
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version : int |
376
|
|
|
The version provided. |
377
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|
|
|
378
|
|
|
description : str |
379
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|
The provided description. |
380
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|
|
381
|
|
|
type : str |
382
|
|
|
The type of the endpoint. |
383
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|
|
|
384
|
|
|
endpoint_obj : object |
385
|
|
|
The wrapper around the obj provided that can be used to |
386
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|
|
generate the code and dependencies for the endpoint. |
387
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|
|
|
388
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|
Raises |
389
|
|
|
------ |
390
|
|
|
TypeError |
391
|
|
|
When obj is not one of the expected types. |
392
|
|
|
""" |
393
|
|
|
# check for invalid PO names |
394
|
1 |
|
_check_endpoint_name(name) |
395
|
|
|
|
396
|
1 |
|
if description is None: |
397
|
|
|
description = obj.__doc__.strip() or "" if isinstance(obj.__doc__, str) else "" |
398
|
|
|
|
399
|
1 |
|
endpoint_object = CustomQueryObject(query=obj, description=description,) |
400
|
|
|
|
401
|
1 |
|
return { |
402
|
|
|
"name": name, |
403
|
|
|
"version": version, |
404
|
|
|
"description": description, |
405
|
|
|
"type": "model", |
406
|
|
|
"endpoint_obj": endpoint_object, |
407
|
|
|
"dependencies": endpoint_object.get_dependencies(), |
408
|
|
|
"methods": endpoint_object.get_methods(), |
409
|
|
|
"required_files": [], |
410
|
|
|
"required_packages": [], |
411
|
|
|
"docstring": endpoint_object.get_docstring(), |
412
|
|
|
"schema": copy.copy(schema), |
413
|
|
|
"is_public": is_public, |
414
|
|
|
} |
415
|
|
|
|
416
|
1 |
|
def _upload_endpoint(self, obj): |
417
|
|
|
"""Sends the endpoint across the wire.""" |
418
|
1 |
|
endpoint_obj = obj["endpoint_obj"] |
419
|
|
|
|
420
|
1 |
|
dest_path = self._get_endpoint_upload_destination() |
421
|
|
|
|
422
|
|
|
# Upload the endpoint |
423
|
1 |
|
obj["src_path"] = os.path.join( |
424
|
|
|
dest_path, "endpoints", obj["name"], str(obj["version"]) |
425
|
|
|
) |
426
|
|
|
|
427
|
1 |
|
endpoint_obj.save(obj["src_path"]) |
428
|
|
|
|
429
|
1 |
|
def _wait_for_endpoint_deployment( |
430
|
|
|
self, endpoint_name, version=1, interval=1.0, |
431
|
|
|
): |
432
|
|
|
""" |
433
|
|
|
Waits for the endpoint to be deployed by calling get_status() and |
434
|
|
|
checking the versions deployed of the endpoint against the expected |
435
|
|
|
version. If all the versions are equal to or greater than the version |
436
|
|
|
expected, then it will return. Uses time.sleep(). |
437
|
|
|
""" |
438
|
1 |
|
logger.info( |
439
|
|
|
f"Waiting for endpoint {endpoint_name} to deploy to " f"version {version}" |
440
|
|
|
) |
441
|
1 |
|
time.sleep(interval) |
442
|
1 |
|
start = time.time() |
443
|
1 |
|
while True: |
444
|
1 |
|
ep_status = self.get_status() |
445
|
1 |
|
try: |
446
|
1 |
|
ep = ep_status[endpoint_name] |
447
|
|
|
except KeyError: |
448
|
|
|
logger.info( |
449
|
|
|
f"Endpoint {endpoint_name} doesn't " "exist in endpoints yet" |
450
|
|
|
) |
451
|
|
|
else: |
452
|
1 |
|
logger.info(f"ep={ep}") |
453
|
|
|
|
454
|
1 |
|
if ep["status"] == "LoadFailed": |
455
|
|
|
raise RuntimeError(f'LoadFailed: {ep["last_error"]}') |
456
|
|
|
|
457
|
1 |
|
elif ep["status"] == "LoadSuccessful": |
458
|
1 |
|
if ep["version"] >= version: |
459
|
1 |
|
logger.info("LoadSuccessful") |
460
|
1 |
|
break |
461
|
|
|
else: |
462
|
|
|
logger.info("LoadSuccessful but wrong version") |
463
|
|
|
|
464
|
|
|
if time.time() - start > 10: |
465
|
|
|
raise RuntimeError("Waited more then 10s for deployment") |
466
|
|
|
|
467
|
|
|
logger.info(f"Sleeping {interval}...") |
468
|
|
|
time.sleep(interval) |
469
|
|
|
|
470
|
1 |
|
def _remote_deploy( |
471
|
|
|
self, name, obj, description="", schema=None, override=False, is_public=False |
472
|
|
|
): |
473
|
|
|
""" |
474
|
|
|
Remotely deploy a Python function using the /evaluate endpoint. Takes the same inputs |
475
|
|
|
as deploy. |
476
|
|
|
""" |
477
|
1 |
|
remote_script = self._gen_remote_script() |
478
|
1 |
|
remote_script += f"{inspect.getsource(obj)}\n" |
479
|
|
|
|
480
|
1 |
|
remote_script += ( |
481
|
|
|
f"client.deploy(" |
482
|
|
|
f"'{name}', {obj.__name__}, '{description}', " |
483
|
|
|
f"override={override}, is_public={is_public}, schema={schema}" |
484
|
|
|
f")" |
485
|
|
|
) |
486
|
|
|
|
487
|
1 |
|
return self._evaluate_remote_script(remote_script) |
488
|
|
|
|
489
|
1 |
|
def _gen_remote_script(self): |
490
|
|
|
""" |
491
|
|
|
Generates a remote script for TabPy client connection with credential handling. |
492
|
|
|
|
493
|
|
|
Returns: |
494
|
|
|
str: A Python script to establish a TabPy client connection |
495
|
|
|
""" |
496
|
1 |
|
remote_script = [ |
497
|
|
|
"from tabpy.tabpy_tools.client import Client", |
498
|
|
|
f"client = Client('{self._localhost_endpoint or self._endpoint}')" |
499
|
|
|
] |
500
|
|
|
|
501
|
1 |
|
remote_script.append( |
502
|
|
|
f"client.set_credentials('{auth.username}', '{auth.password}')" |
503
|
|
|
) if (auth := self._service.service_client.network_wrapper.auth) else None |
504
|
|
|
|
505
|
1 |
|
return "\n".join(remote_script) + "\n" |
506
|
|
|
|
507
|
1 |
|
def _evaluate_remote_script(self, remote_script): |
508
|
|
|
""" |
509
|
|
|
Uses TabPy /evaluate endpoint to execute a remote TabPy client script. |
510
|
|
|
|
511
|
|
|
Parameters |
512
|
|
|
---------- |
513
|
|
|
remote_script : str |
514
|
|
|
The script to execute remotely. |
515
|
|
|
""" |
516
|
|
|
print(f"Remote script:\n{remote_script}\n") |
517
|
|
|
url = f"{self._endpoint}evaluate" |
518
|
|
|
headers = {"Content-Type": "application/json"} |
519
|
|
|
payload = {"data": {}, "script": remote_script} |
520
|
|
|
|
521
|
|
|
response = requests.post( |
522
|
|
|
url, |
523
|
|
|
headers=headers, |
524
|
|
|
auth=self._service.service_client.network_wrapper.auth, |
525
|
|
|
json=payload |
526
|
|
|
) |
527
|
|
|
|
528
|
|
|
msg = response.text.replace('null', 'Success') |
529
|
|
|
if "Ad-hoc scripts have been disabled" in msg: |
530
|
|
|
msg += "\n[Deployment to remote tabpy client not allowed.]" |
531
|
|
|
|
532
|
|
|
status_message = (f"{response.status_code} - {msg}\n") |
533
|
|
|
print(status_message) |
534
|
|
|
return status_message |
535
|
|
|
|
536
|
1 |
|
def set_credentials(self, username, password): |
537
|
|
|
""" |
538
|
|
|
Set credentials for all the TabPy client-server communication |
539
|
|
|
where client is tabpy-tools and server is tabpy-server. |
540
|
|
|
|
541
|
|
|
Parameters |
542
|
|
|
---------- |
543
|
|
|
username : str |
544
|
|
|
User name (login). Username is case insensitive. |
545
|
|
|
|
546
|
|
|
password : str |
547
|
|
|
Password in plain text. |
548
|
|
|
""" |
549
|
|
|
self._service.set_credentials(username, password) |
550
|
|
|
|