mirror of
https://github.com/clearml/clearml-server
synced 2025-01-31 02:46:53 +00:00
298 lines
9.2 KiB
Python
298 lines
9.2 KiB
Python
import json
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import os
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import time
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from contextlib import contextmanager
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from typing import Sequence
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from typing import Union, Tuple, Type
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import requests
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import six
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from boltons.iterutils import remap
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from boltons.typeutils import issubclass
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from requests.adapters import HTTPAdapter, Retry
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from requests.auth import HTTPBasicAuth
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from apiserver.apierrors.base import BaseError
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from apiserver.config_repo import config
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log = config.logger(__file__)
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class APICallResult:
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def __init__(self, res):
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if isinstance(res, str):
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self._dict = json.loads(res)
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else:
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self._dict = res
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self.data = self._dict["data"]
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self.meta = APICallResultMeta(self._dict["meta"])
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def as_dict(self):
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return self._dict
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class APICallResultMeta:
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def __init__(self, meta_dict):
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m = meta_dict
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self._dict = m
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self.call_id = m["id"]
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self.trx_id = m["trx"]
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self.result_code = m["result_code"]
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self.result_msg = m["result_msg"]
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self.result_subcode = m["result_subcode"]
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self.error_stack = m.get("error_stack") or ""
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self.endpoint_name = m["endpoint"]["name"]
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self.endpoint_version = m["endpoint"]["actual_version"]
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self.requested_endpoint_version = m["endpoint"]["requested_version"]
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self.codes = self.result_code, self.result_subcode
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def format_duration(duration):
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return "" if duration is None else f" ({int(duration)} sec)"
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class APIError(Exception):
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def __init__(self, result: APICallResult, duration=None):
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super().__init__(result)
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self.result = result
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self.duration = duration
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def __str__(self):
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meta = self.result.meta
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message = (
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f"APIClient got {meta.result_code}/{meta.result_subcode} from {meta.endpoint_name}: "
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f"{meta.result_msg}{format_duration(self.duration)}"
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)
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if meta.error_stack:
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header = "\n--- SERVER ERROR {} ---\n"
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formatted_traceback = "\n{}{}{}\n".format(header.format("START"), meta.error_stack, header.format("END"))
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message += formatted_traceback
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return message
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class AttrDict(dict):
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"""
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``dict`` which supports attribute lookup syntax.
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Use to implement polymorphism over ``dict``s and database objects, which don't support subscription syntax.
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"""
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def __init__(self, dct=None, **kwargs):
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super().__init__(
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remap(
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{**(dct or {}), **kwargs},
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lambda _, key, value: (
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key,
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type(self)(value)
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if isinstance(value, dict) and not isinstance(value, type(self))
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else value,
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),
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)
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)
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def __getattr__(self, item):
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return self[item]
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class APIClient:
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def __init__(
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self,
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api_key=None,
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secret_key=None,
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base_url=None,
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impersonated_user_id=None,
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session_token=None,
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):
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if not session_token:
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self.api_key = (
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api_key
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or os.environ.get("SM_API_KEY")
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or config.get("apiclient.api_key")
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)
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if not self.api_key:
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raise ValueError("APIClient requires api_key in constructor or config")
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self.secret_key = (
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secret_key
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or os.environ.get("SM_API_SECRET")
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or config.get("apiclient.secret_key")
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)
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if not self.secret_key:
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raise ValueError(
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"APIClient requires secret_key in constructor or config"
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)
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self.base_url = (
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base_url or os.environ.get("SM_API_URL") or config.get("apiclient.base_url")
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)
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if not self.base_url:
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raise ValueError("APIClient requires base_url in constructor or config")
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if self.base_url.endswith("/"):
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self.base_url = self.base_url[:-1]
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self.session_token = session_token
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# create http session
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self.http_session = requests.session()
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retries = config.get("apiclient.retries", 7)
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backoff_factor = config.get("apiclient.backoff_factor", 0.3)
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status_forcelist = config.get("apiclient.status_forcelist", (500, 502, 504))
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retry = Retry(
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total=retries,
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read=retries,
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connect=retries,
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backoff_factor=backoff_factor,
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status_forcelist=status_forcelist,
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)
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adapter = HTTPAdapter(max_retries=retry)
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self.http_session.mount("http://", adapter)
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self.http_session.mount("https://", adapter)
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if impersonated_user_id:
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self.http_session.headers["X-ClearML-Impersonate-As"] = impersonated_user_id
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if not self.session_token:
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self.login()
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def login(self):
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res, self.session_token = self.send("auth.login", extract="token")
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def impersonate(self, user_id):
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return type(self)(
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impersonated_user_id=user_id,
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**{
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key: getattr(self, key)
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for key in ("api_key", "secret_key", "base_url", "session_token")
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},
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)
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def send_batch(
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self,
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endpoint,
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items: Sequence[dict],
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headers_overrides=None,
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raise_errors=True,
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log_response=False,
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extract=None,
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):
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headers_overrides = headers_overrides or {}
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headers_overrides.update({"Content-Type": "application/json-lines"})
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assert isinstance(items, (list, tuple)), type(items)
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json_lines = (json.dumps(item) for item in items)
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data = "\n".join(json_lines)
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return self.send(
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endpoint,
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data=data,
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headers_overrides=headers_overrides,
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raise_errors=raise_errors,
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log_response=log_response,
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extract=extract,
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)
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def send(
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self,
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endpoint,
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data=None,
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headers_overrides=None,
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raise_errors=True,
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log_response=False,
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is_async=False,
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extract=None,
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):
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if headers_overrides is None:
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headers_overrides = {}
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if data is None:
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data = {}
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headers = {"Content-Type": "application/json"}
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headers.update(headers_overrides)
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if is_async:
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headers["X-ClearML-Async"] = "1"
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if not isinstance(data, six.string_types):
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data = json.dumps(data)
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if not self.session_token:
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auth = HTTPBasicAuth(self.api_key, self.secret_key)
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else:
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auth = None
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headers["Authorization"] = "Bearer %s" % self.session_token
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url = "%s/%s" % (self.base_url, endpoint)
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start = time.time()
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http_res = self.http_session.post(url, headers=headers, data=data, auth=auth)
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if not http_res.text:
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msg = "APIClient got non standard response from %s. http_status=%s " % (
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url,
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http_res.status_code,
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)
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log.error(msg)
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raise Exception(msg)
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res = APICallResult(http_res.text)
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if res.meta.result_code == 202:
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# poll server for async result
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got_result = False
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call_id = res.meta.call_id
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async_res_url = "%s/async.result?id=%s" % (self.base_url, call_id)
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async_res_headers = headers.copy()
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async_res_headers.pop("X-ClearML-Async")
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while not got_result:
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log.info("Got 202. Checking async result for %s (%s)" % (url, call_id))
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http_res = self.http_session.get(
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async_res_url, headers=async_res_headers
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)
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if http_res.status_code == 202:
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time.sleep(5)
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else:
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res = APICallResult(http_res.text)
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got_result = True
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duration = time.time() - start
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if res.meta.result_code != 200:
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error = APIError(res, duration)
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log.error(error)
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if raise_errors:
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raise error
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else:
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msg = "APIClient got {} from {}{}".format(
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res.meta.result_code, url, format_duration(duration)
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)
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log.info(msg)
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if log_response:
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log.debug(res.as_dict())
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if extract is None:
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return res, res.data
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else:
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return res, res.data.get(extract)
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class Service(object):
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def __init__(self, api, name):
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self.api = api
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self.name = name
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def __getattr__(self, item):
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return lambda **kwargs: AttrDict(
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self.api.send("{}.{}".format(self.name, item), kwargs)[1]
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)
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def __getattr__(self, item):
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return self.Service(self, item)
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@staticmethod
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@contextmanager
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def raises(codes: Union[Type[BaseError], Tuple[int, int]]):
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if issubclass(codes, BaseError):
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codes = codes.codes
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log.info("Expecting failure: %s, %s", *codes)
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try:
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yield
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except APIError as e:
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if e.result.meta.codes != codes:
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raise
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else:
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assert False, "call should fail"
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