Source code for dtlpy.entities.recipe

from collections import namedtuple
import traceback
import logging
import uuid
import attr
import os

from .. import repositories, entities, exceptions
from import ApiClient

logger = logging.getLogger(name='dtlpy')

[docs]@attr.s class Recipe(entities.BaseEntity): """ Recipe object """ id = attr.ib() creator = attr.ib() url = attr.ib(repr=False) title = attr.ib() project_ids = attr.ib() description = attr.ib() ontology_ids = attr.ib(repr=False) instructions = attr.ib(repr=False) examples = attr.ib(repr=False) custom_actions = attr.ib(repr=False) metadata = attr.ib() created_at = attr.ib() updated_at = attr.ib() updated_by = attr.ib() # name change ui_settings = attr.ib() # platform _client_api = attr.ib(type=ApiClient, repr=False) # entities _dataset = attr.ib(repr=False, default=None) _project = attr.ib(repr=False, default=None) # repositories _repositories = attr.ib(repr=False) @property def customActions(self): return self.custom_actions @property def ontologyIds(self): logger.warning('Deprecation Warning - ontologyIds will be Deprecation from version 1.52.0 use ontology_ids') return self.ontology_ids
[docs] @classmethod def from_json(cls, _json, client_api, dataset=None, project=None, is_fetched=True): """ Build a Recipe entity object from a json :param dict _json: _json response from host :param dtlpy.entities.dataset.Dataset Dataset: Dataset entity :param dtlpy.entities.project.Project project: project entity :param dl.ApiClient client_api: ApiClient entity :param bool is_fetched: is Entity fetched from Platform :return: Recipe object """ project_ids = _json.get('projectIds', None) if project is not None and project_ids is not None: if not in project_ids: logger.warning('Recipe has been fetched from a project that is not belong to it') project = None inst = cls( client_api=client_api, dataset=dataset, project=project, id=_json['id'], creator=_json.get('creator', None), url=_json.get('url', None), title=_json.get('title', None), project_ids=project_ids, description=_json.get('description', None), ontology_ids=_json.get('ontologyIds', None), instructions=_json.get('instructions', None), ui_settings=_json.get('uiSettings', None), metadata=_json.get('metadata', None), examples=_json.get('examples', None), custom_actions=_json.get('customActions', None), created_at=_json.get("createdAt", None), updated_at=_json.get("updatedAt", None), updated_by=_json.get("updatedBy", None)) inst.is_fetched = is_fetched return inst
@staticmethod def _protected_from_json(_json, client_api, project=None, dataset=None, is_fetched=True): """ Same as from_json but with try-except to catch if error :param _json: platform json :param client_api: ApiClient entity :param project: project entity :param dataset: dataset entity :param is_fetched: is Entity fetched from Platform :return: """ try: recipe = Recipe.from_json(_json=_json, client_api=client_api, project=project, dataset=dataset, is_fetched=is_fetched) status = True except Exception: recipe = traceback.format_exc() status = False return status, recipe @_repositories.default def set_repositories(self): reps = namedtuple('repositories', field_names=['ontologies', 'recipes']) if self._dataset is None and self._project is None: recipes = repositories.Recipes(client_api=self._client_api, dataset=self._dataset, project=self._project) elif self._dataset is not None: recipes = else: recipes = r = reps(ontologies=repositories.Ontologies(recipe=self, client_api=self._client_api), recipes=recipes) return r @property def dataset(self): if self._dataset is not None: assert isinstance(self._dataset, entities.Dataset) return self._dataset @property def project(self): if self._project is not None: assert isinstance(self._project, entities.Project) return self._project @property def recipes(self): assert isinstance(, repositories.Recipes) return @property def ontologies(self): assert isinstance(self._repositories.ontologies, repositories.Ontologies) return self._repositories.ontologies
[docs] def to_json(self): """ Returns platform _json format of object :return: platform json format of object :rtype: dict """ _json = attr.asdict(self, filter=attr.filters.exclude(attr.fields(Recipe)._client_api, attr.fields(Recipe)._dataset, attr.fields(Recipe)._project, attr.fields(Recipe).project_ids, attr.fields(Recipe).ui_settings, attr.fields(Recipe)._repositories, attr.fields(Recipe).custom_actions, attr.fields(Recipe).ontology_ids, attr.fields(Recipe).created_at, attr.fields(Recipe).updated_at, attr.fields(Recipe).updated_by, )) _json['uiSettings'] = self.ui_settings _json['projectIds'] = self.project_ids _json['customActions'] = self.custom_actions _json['ontologyIds'] = self.ontology_ids _json['createdAt'] = self.created_at _json['updatedAt'] = self.updated_at _json['updatedBy'] = self.updated_by return _json
@property def platform_url(self): return self._client_api._get_resource_url("projects/{}/recipes/{}".format(self.project_ids[0],
[docs] def open_in_web(self): """ Open the recipes in web platform :return: """ self._client_api._open_in_web(url=self.platform_url)
[docs] def delete(self, force: bool = False): """ Delete recipe from platform :param bool force: force delete recipe :return: True :rtype: bool """ return, force=force)
[docs] def update(self, system_metadata=False): """ Update Recipe :param bool system_metadata: bool - True, if you want to change metadata system :return: Recipe object :rtype: dtlpy.entities.recipe.Recipe """ return, system_metadata=system_metadata)
[docs] def clone(self, shallow=False): """ Clone Recipe :param bool shallow: If True, link ot existing ontology, clones all ontology that are link to the recipe as well :return: Cloned ontology object :rtype: dtlpy.entities.recipe.Recipe """ return, shallow=shallow)
[docs] def get_annotation_template_id(self, template_name): """ Get annotation template id by template name :param str template_name: :return: template id or None if does not exist """ collection_templates = list() if 'system' in self.metadata and 'collectionTemplates' in self.metadata['system']: collection_templates = self.metadata['system']['collectionTemplates'] for template in collection_templates: if "name" and 'id' in template: if template_name == template['name']: return template['id'] raise exceptions.NotFound('404', "annotation template {!r} not found".format(template_name))
[docs] def add_instruction(self, annotation_instruction_file): """ Add instruction to recipe :param str annotation_instruction_file: file path or url of the recipe instruction """ _, ext = os.path.splitext(annotation_instruction_file) if ext != '.pdf': raise exceptions.PlatformException(error='400', message='file Must be pdf') for project_id in self.project_ids: project = repositories.Projects(client_api=self._client_api).get(project_id=project_id) dataset = project.datasets._get_binaries_dataset() remote_path = '/.dataloop/recipes/{}/instructions'.format( instruction_item = dataset.items.upload(local_path=annotation_instruction_file, remote_path=remote_path, remote_name=str(uuid.uuid4()) + '.pdf', overwrite=True) self.metadata['system']['instructionDocument'] = {'itemId':, 'datasetId':, 'name':} self.update(True)
[docs] def upload_annotations_verification_file(self, local_path: str, overwrite: bool = False) -> entities.Item: """ Add Annotations Verification js file to the recipe. :param str local_path: file path of the annotations verification js file. :param bool overwrite: overwrite exiting file if the local and the remote names are matching :return: annotations verification js item. """ validation_file_metadata = self.metadata.get("system", dict()).get("validationFile", None) if validation_file_metadata is None: validation_file_metadata = dict() remote_name = validation_file_metadata.get("name", None) local_name = os.path.basename(local_path) binaries_dataset = self._project.datasets._get_binaries_dataset() remote_path = f"/.dataloop/recipes/{}/verification/" if remote_name is None or overwrite or remote_name != local_name: validation_item = binaries_dataset.items.upload( local_path=local_path, remote_path=remote_path, remote_name=local_name, overwrite=True ) self.metadata["system"]["validationFile"] = { "itemId":, "datasetId":, "name": local_name } self.update(system_metadata=True) else: logger.debug(f"Existing Annotations Validation Script was found.") validation_item_id = self.metadata["system"]["validationFile"]["itemId"] validation_item = binaries_dataset.items.get(item_id=validation_item_id) return validation_item