Best Python code snippet using localstack_python
views.py
Source:views.py
1""" Server views for evaluation.2"""3import logging4from davisinteractive.third_party import mask_api5from django.conf import settings6from django.http import HttpResponse7from django.views.decorators.csrf import csrf_exempt8from django.views.decorators.http import require_GET, require_POST9from .decorators import authorize, json_api, require_service10from .models import Session11logger = logging.getLogger(__name__)12@json_api13@require_GET14def get_health(_):15 """ Return Healt status.16 """17 # Check the DB connection18 try:19 from django.db import connections20 for name in connections:21 cursor = connections[name].cursor()22 cursor.execute("SELECT 1;")23 row = cursor.fetchone()24 if row is None:25 return HttpResponse("db: invalid response", status=500)26 except Exception as e:27 logger.exception(e)28 return HttpResponse('db: cannot connect to database.', status=500)29 return {30 'health': 'OK',31 'name': 'DAVIS Interactive Server',32 'magic': 23,33 'evaluation_parameters': {34 'subset': settings.EVALUATION_SUBSET,35 'max_time': settings.EVALUATION_MAX_TIME,36 'max_interactions': settings.EVALUATION_MAX_INTERACTIONS,37 'metric_to_optimize': settings.EVALUATION_METRIC_TO_OPTIMIZE38 }39 }40@json_api41@require_GET42@require_service43def get_dataset_samples(_, service):44 """ Return the dataset samples.45 """46 response = service.get_samples()47 return response48@json_api49@require_GET50@require_service51def get_scribble(_, sequence, scribble_idx, service, **kwargs):52 """ Return the scribble asked.53 """54 response = service.get_scribble(sequence, scribble_idx)55 return response56@csrf_exempt57@json_api58@require_POST59@require_service60@authorize61def post_predicted_masks(request, service, user_key, session_key):62 """ Post the predicted masks and return a new scribble.63 """64 params = request.json65 params['pred_masks'] = mask_api.decode_batch_masks(params['pred_masks'])66 params['user_key'] = user_key67 params['session_key'] = session_key68 logger.info('[Session {}] Sequence: {}/{}\tPred masks shape: {}'.format(69 session_key[:8], params['sequence'], params['scribble_idx'],70 params['pred_masks'].shape))71 logger.info('[Session {}] User key: {}\tInteraction: {}'.format(72 session_key[:8], user_key[:8], params['interaction']))73 response = service.post_predicted_masks(**params)74 return response75@json_api76@require_GET77@require_service78@authorize79def get_report(_, service, session_key, user_key=None):80 """ Return the report for a single session.81 """82 df = service.get_report(session_id=session_key).copy()83 if len(df) > 0:84 df = df.groupby([85 'session_id', 'sequence', 'scribble_idx', 'interaction', 'object_id'86 ]).mean()87 df = df.drop(columns='frame')88 df = df.reset_index()89 return df.to_dict()90@csrf_exempt91@json_api92@require_POST93@require_service94@authorize95def post_finish(_, service, session_key, user_key=None):96 """ Notify the session has finished.97 Will mask the session as completed.98 Returns the generated global summary.99 """100 session = Session.objects.get(session_id=session_key)101 report = service.get_report(session_id=session_key)102 summary = service.summarize_report(report)103 session.mark_completed(summary)104 session.save()...
wandb_require.py
Source:wandb_require.py
...21 tuple([features]) if isinstance(features, str) else tuple(features)22 )23 def require_require(self) -> None:24 pass25 def _require_service(self) -> None:26 os.environ[REQUIRE_SERVICE] = "True"27 wandb.teardown = wandb._teardown # type: ignore28 wandb.attach = wandb._attach # type: ignore29 wandb_run.Run.detach = wandb_run.Run._detach # type: ignore30 def require_service(self) -> None:31 disable_service = os.environ.get(_DISABLE_SERVICE)32 if disable_service:33 if REQUIRE_SERVICE in os.environ:34 del os.environ[REQUIRE_SERVICE]35 return36 self._require_service()37 def _require_report_editing(self) -> None:38 os.environ["WANDB_REQUIRE_REPORT_EDITING_V0"] = "True"39 wandb.termwarn("This is an experimental feature -- use with caution!")40 def require_report_editing(self) -> None:41 self._require_report_editing()42 def apply(self) -> None:43 """Call require_* method for supported features."""44 last_message: str = ""45 for feature_item in self._features:46 full_feature = feature_item.split("@", 2)[0]47 feature = full_feature.split(":", 2)[0]48 func_str = "require_{}".format(feature.replace("-", "_"))49 func = getattr(self, func_str, None)50 if not func:...
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