cvat/tests/python/shared/fixtures/data.py

559 lines
15 KiB
Python

# Copyright (C) CVAT.ai Corporation
#
# SPDX-License-Identifier: MIT
import json
import operator
from collections import defaultdict
from collections.abc import Iterable
from copy import deepcopy
import pytest
from shared.utils.config import ASSETS_DIR
class Container:
def __init__(self, data, key="id"):
self.raw_data = data
self.map_data = {obj[key]: obj for obj in data}
@property
def raw(self):
return self.raw_data
@property
def map(self):
return self.map_data
def __iter__(self):
return iter(self.raw_data)
def __len__(self):
return len(self.raw_data)
def __getitem__(self, key):
if isinstance(key, slice):
return self.raw_data[key]
return self.map_data[key]
@pytest.fixture(scope="session")
def users():
with open(ASSETS_DIR / "users.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def organizations():
with open(ASSETS_DIR / "organizations.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def memberships():
with open(ASSETS_DIR / "memberships.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def tasks():
with open(ASSETS_DIR / "tasks.json") as f:
return Container(json.load(f)["results"])
def filter_assets(resources: Iterable, **kwargs):
filtered_resources = []
exclude_prefix = "exclude_"
for resource in resources:
is_matched = True
for key, value in kwargs.items():
if not is_matched:
break
op = operator.eq
if key.startswith(exclude_prefix):
key = key[len(exclude_prefix) :]
op = operator.ne
cur_value, rest = resource, key
while rest:
field_and_rest = rest.split("__", maxsplit=1)
if 2 == len(field_and_rest):
field, rest = field_and_rest
else:
field, rest = field_and_rest[0], None
cur_value = cur_value[field]
# e.g. task has null target_storage
if not cur_value:
break
if not (not rest and op(cur_value, value) or rest and op == operator.ne):
is_matched = False
if is_matched:
filtered_resources.append(resource)
return filtered_resources
@pytest.fixture(scope="session")
def filter_projects(projects):
def filter_(**kwargs):
return filter_assets(projects, **kwargs)
return filter_
@pytest.fixture(scope="session")
def filter_tasks(tasks):
def filter_(**kwargs):
return filter_assets(tasks, **kwargs)
return filter_
@pytest.fixture(scope="session")
def tasks_wlc(labels, tasks): # tasks with labels count
tasks = deepcopy(tasks)
tasks_by_project = defaultdict(list)
for task in tasks:
tasks_by_project[task["project_id"]].append(task)
task["labels"]["count"] = 0
for label in labels:
task_id = label.get("task_id")
project_id = label.get("project_id")
if not label["parent_id"]:
if task_id:
tasks[task_id]["labels"]["count"] += 1
elif project_id:
for task in tasks_by_project[project_id]:
task["labels"]["count"] += 1
return tasks
@pytest.fixture(scope="session")
def projects():
with open(ASSETS_DIR / "projects.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def projects_wlc(projects, labels): # projects with labels count
projects = deepcopy(projects)
for project in projects:
project["labels"]["count"] = 0
for label in labels:
project_id = label.get("project_id")
if not label["parent_id"] and project_id:
projects[project_id]["labels"]["count"] += 1
return projects
@pytest.fixture(scope="session")
def jobs():
with open(ASSETS_DIR / "jobs.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def jobs_wlc(jobs, tasks_wlc): # jobs with labels count
jobs = deepcopy(jobs)
for job in jobs:
tid = job["task_id"]
job["labels"]["count"] = tasks_wlc[tid]["labels"]["count"]
return jobs
@pytest.fixture(scope="session")
def invitations():
with open(ASSETS_DIR / "invitations.json") as f:
return Container(json.load(f)["results"], key="key")
@pytest.fixture(scope="session")
def annotations():
with open(ASSETS_DIR / "annotations.json") as f:
return json.load(f)
CloudStorageAssets = Container
@pytest.fixture(scope="session")
def cloud_storages() -> CloudStorageAssets:
with open(ASSETS_DIR / "cloudstorages.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def issues():
with open(ASSETS_DIR / "issues.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def comments():
with open(ASSETS_DIR / "comments.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def webhooks():
with open(ASSETS_DIR / "webhooks.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def labels():
with open(ASSETS_DIR / "labels.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def quality_reports():
with open(ASSETS_DIR / "quality_reports.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def quality_conflicts():
with open(ASSETS_DIR / "quality_conflicts.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def quality_settings():
with open(ASSETS_DIR / "quality_settings.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def consensus_settings():
with open(ASSETS_DIR / "consensus_settings.json") as f:
return Container(json.load(f)["results"])
@pytest.fixture(scope="session")
def users_by_name(users):
return {user["username"]: user for user in users}
@pytest.fixture(scope="session")
def jobs_by_org(tasks, jobs):
# FUTURE-FIXME: should be based on organizations to include orgs without jobs too
data = {}
for job in jobs:
data.setdefault(tasks[job["task_id"]]["organization"], []).append(job)
data[""] = data.pop(None, [])
return data
@pytest.fixture(scope="session")
def projects_by_org(projects):
data = {}
for project in projects:
data.setdefault(project["organization"], []).append(project)
data[""] = data.pop(None, [])
return data
@pytest.fixture(scope="session")
def tasks_by_org(tasks):
data = {}
for task in tasks:
data.setdefault(task["organization"], []).append(task)
data[""] = data.pop(None, [])
return data
@pytest.fixture(scope="session")
def issues_by_org(tasks, jobs, issues):
data = {}
for issue in issues:
data.setdefault(tasks[jobs[issue["job"]]["task_id"]]["organization"], []).append(issue)
data[""] = data.pop(None, [])
return data
@pytest.fixture(scope="session")
def assignee_id():
def get_id(data):
if data.get("assignee") is not None:
return data["assignee"]["id"]
return get_id
def ownership(func):
def wrap(user_id, resource_id):
if resource_id is None:
return False
return func(user_id, resource_id)
return wrap
@pytest.fixture(scope="session")
def is_project_staff(projects, assignee_id):
@ownership
def check(user_id, pid):
return user_id == projects[pid]["owner"]["id"] or user_id == assignee_id(projects[pid])
return check
@pytest.fixture(scope="session")
def is_task_staff(tasks, is_project_staff, assignee_id):
@ownership
def check(user_id, tid):
return (
user_id == tasks[tid]["owner"]["id"]
or user_id == assignee_id(tasks[tid])
or is_project_staff(user_id, tasks[tid]["project_id"])
)
return check
@pytest.fixture(scope="session")
def is_job_staff(jobs, is_task_staff, assignee_id):
@ownership
def check(user_id, jid):
return user_id == assignee_id(jobs[jid]) or is_task_staff(user_id, jobs[jid]["task_id"])
return check
@pytest.fixture(scope="session")
def is_issue_staff(issues, jobs, assignee_id):
@ownership
def check(user_id, issue_id):
return (
user_id == issues[issue_id]["owner"]["id"]
or user_id == assignee_id(issues[issue_id])
or user_id == assignee_id(jobs[issues[issue_id]["job"]])
)
return check
@pytest.fixture(scope="session")
def is_issue_admin(issues, jobs, is_task_staff):
@ownership
def check(user_id, issue_id):
return is_task_staff(user_id, jobs[issues[issue_id]["job"]]["task_id"])
return check
@pytest.fixture(scope="session")
def find_users(test_db):
def find(**kwargs):
assert len(kwargs) > 0
data = test_db
for field, value in kwargs.items():
if field.startswith("exclude_"):
field = field.split("_", maxsplit=1)[1]
exclude_rows = set(v["id"] for v in filter(lambda a: a[field] == value, test_db))
data = list(filter(lambda a: a["id"] not in exclude_rows, data))
else:
data = list(filter(lambda a: a[field] == value, data))
return data
return find
@pytest.fixture(scope="session")
def test_db(users, users_by_name, memberships):
data = []
fields = [
"username",
"id",
"privilege",
"role",
"org",
"membership_id",
"is_superuser",
"has_analytics_access",
]
def add_row(**kwargs):
data.append({field: kwargs.get(field) for field in fields})
for user in users:
for group in user["groups"]:
add_row(
username=user["username"],
id=user["id"],
privilege=group,
has_analytics_access=user["has_analytics_access"],
is_superuser=user["is_superuser"],
)
for membership in memberships:
username = membership["user"]["username"]
for group in users_by_name[username]["groups"]:
add_row(
username=username,
role=membership["role"],
privilege=group,
id=membership["user"]["id"],
org=membership["organization"],
membership_id=membership["id"],
has_analytics_access=users_by_name[username]["has_analytics_access"],
is_superuser=users_by_name[username]["is_superuser"],
)
return data
@pytest.fixture(scope="session")
def org_staff(memberships):
def find(org_id):
if org_id in ["", None]:
return set()
else:
return set(
m["user"]["id"]
for m in memberships
if m["role"] in ["maintainer", "owner"]
and m["user"] is not None
and m["organization"] == org_id
)
return find
@pytest.fixture(scope="session")
def is_org_member(memberships):
def check(user_id, org_id, *, role=None):
if org_id in ["", None]:
return True
else:
return user_id in set(
m["user"]["id"]
for m in memberships
if m["user"] is not None
if m["organization"] == org_id
if not role or m["role"] == role
)
return check
@pytest.fixture(scope="session")
def find_job_staff_user(is_job_staff):
def find(jobs, users, is_staff, wo_jobs=None):
for job in jobs:
if wo_jobs is not None and job["id"] in wo_jobs:
continue
for user in users:
if is_staff == is_job_staff(user["id"], job["id"]):
return user["username"], job["id"]
return None, None
return find
@pytest.fixture(scope="session")
def find_task_staff_user(is_task_staff):
def find(tasks, users, is_staff, wo_tasks=None):
for task in tasks:
if wo_tasks is not None and task["id"] in wo_tasks:
continue
for user in users:
if is_staff == is_task_staff(user["id"], task["id"]):
return user["username"], task["id"]
return None, None
return find
@pytest.fixture(scope="session")
def find_issue_staff_user(is_issue_staff, is_issue_admin):
def find(issues, users, is_staff, is_admin):
for issue in issues:
for user in users:
i_admin, i_staff = (
is_issue_admin(user["id"], issue["id"]),
is_issue_staff(user["id"], issue["id"]),
)
if (is_admin is None and (i_staff or i_admin) == is_staff) or (
is_admin == i_admin and is_staff == i_staff
):
return user["username"], issue["id"]
return None, None
return find
@pytest.fixture(scope="session")
def filter_jobs_with_shapes(annotations):
def find(jobs):
return list(filter(lambda j: annotations["job"].get(str(j["id"]), {}).get("shapes"), jobs))
return find
@pytest.fixture(scope="session")
def filter_tasks_with_shapes(annotations):
def find(tasks):
return list(
filter(lambda t: annotations["task"].get(str(t["id"]), {}).get("shapes"), tasks)
)
return find
@pytest.fixture(scope="session")
def jobs_with_shapes(jobs, filter_jobs_with_shapes):
return filter_jobs_with_shapes(jobs)
@pytest.fixture(scope="session")
def tasks_with_shapes(tasks, filter_tasks_with_shapes):
return filter_tasks_with_shapes(tasks)
@pytest.fixture(scope="session")
def admin_user(users):
for user in users:
if user["is_superuser"] and user["is_active"]:
return user["username"]
raise Exception("Can't find any admin user in the test DB")
@pytest.fixture(scope="session")
def regular_user(users):
for user in users:
if not user["is_superuser"] and user["is_active"]:
return user["username"]
raise Exception("Can't find any regular user in the test DB")
@pytest.fixture(scope="session")
def regular_lonely_user(users):
for user in users:
if user["username"] == "lonely_user":
return user["username"]
raise Exception("Can't find the lonely user in the test DB")
@pytest.fixture(scope="session")
def job_has_annotations(annotations) -> bool:
def check_has_annotations(job_id: int) -> bool:
job_annotations = annotations["job"][str(job_id)]
return bool(
job_annotations["tags"] or job_annotations["shapes"] or job_annotations["tracks"]
)
return check_has_annotations