Files
superset2/superset/models/helpers.py
John Bodley 9fc37ea9f1 [ci] Deprecate flake8 (#8409)
* [ci] Deprecate flake8

* Addressing @villebro's comments
2019-10-18 14:44:27 -07:00

387 lines
13 KiB
Python

# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
# pylint: disable=C,R,W
"""a collection of model-related helper classes and functions"""
import json
import logging
import re
from datetime import datetime
from typing import List, Optional
import humanize
import sqlalchemy as sa
import yaml
from flask import escape, g, Markup
from flask_appbuilder.models.decorators import renders
from flask_appbuilder.models.mixins import AuditMixin
from sqlalchemy import and_, or_, UniqueConstraint
from sqlalchemy.ext.declarative import declared_attr
from sqlalchemy.orm.exc import MultipleResultsFound
from superset.utils.core import QueryStatus
def json_to_dict(json_str):
if json_str:
val = re.sub(",[ \t\r\n]+}", "}", json_str)
val = re.sub(",[ \t\r\n]+\]", "]", val)
return json.loads(val)
else:
return {}
class ImportMixin(object):
export_parent: Optional[str] = None
# The name of the attribute
# with the SQL Alchemy back reference
export_children: List[str] = []
# List of (str) names of attributes
# with the SQL Alchemy forward references
export_fields: List[str] = []
# The names of the attributes
# that are available for import and export
@classmethod
def _parent_foreign_key_mappings(cls):
"""Get a mapping of foreign name to the local name of foreign keys"""
parent_rel = cls.__mapper__.relationships.get(cls.export_parent)
if parent_rel:
return {l.name: r.name for (l, r) in parent_rel.local_remote_pairs}
return {}
@classmethod
def _unique_constrains(cls):
"""Get all (single column and multi column) unique constraints"""
unique = [
{c.name for c in u.columns}
for u in cls.__table_args__
if isinstance(u, UniqueConstraint)
]
unique.extend({c.name} for c in cls.__table__.columns if c.unique)
return unique
@classmethod
def export_schema(cls, recursive=True, include_parent_ref=False):
"""Export schema as a dictionary"""
parent_excludes = {}
if not include_parent_ref:
parent_ref = cls.__mapper__.relationships.get(cls.export_parent)
if parent_ref:
parent_excludes = {c.name for c in parent_ref.local_columns}
def formatter(c):
return (
"{0} Default ({1})".format(str(c.type), c.default.arg)
if c.default
else str(c.type)
)
schema = {
c.name: formatter(c)
for c in cls.__table__.columns
if (c.name in cls.export_fields and c.name not in parent_excludes)
}
if recursive:
for c in cls.export_children:
child_class = cls.__mapper__.relationships[c].argument.class_
schema[c] = [
child_class.export_schema(
recursive=recursive, include_parent_ref=include_parent_ref
)
]
return schema
@classmethod
def import_from_dict(cls, session, dict_rep, parent=None, recursive=True, sync=[]):
"""Import obj from a dictionary"""
parent_refs = cls._parent_foreign_key_mappings()
export_fields = set(cls.export_fields) | set(parent_refs.keys())
new_children = {
c: dict_rep.get(c) for c in cls.export_children if c in dict_rep
}
unique_constrains = cls._unique_constrains()
filters = [] # Using these filters to check if obj already exists
# Remove fields that should not get imported
for k in list(dict_rep):
if k not in export_fields:
del dict_rep[k]
if not parent:
if cls.export_parent:
for p in parent_refs.keys():
if p not in dict_rep:
raise RuntimeError(
"{0}: Missing field {1}".format(cls.__name__, p)
)
else:
# Set foreign keys to parent obj
for k, v in parent_refs.items():
dict_rep[k] = getattr(parent, v)
# Add filter for parent obj
filters.extend([getattr(cls, k) == dict_rep.get(k) for k in parent_refs.keys()])
# Add filter for unique constraints
ucs = [
and_(
*[
getattr(cls, k) == dict_rep.get(k)
for k in cs
if dict_rep.get(k) is not None
]
)
for cs in unique_constrains
]
filters.append(or_(*ucs))
# Check if object already exists in DB, break if more than one is found
try:
obj_query = session.query(cls).filter(and_(*filters))
obj = obj_query.one_or_none()
except MultipleResultsFound as e:
logging.error(
"Error importing %s \n %s \n %s",
cls.__name__,
str(obj_query),
yaml.safe_dump(dict_rep),
)
raise e
if not obj:
is_new_obj = True
# Create new DB object
obj = cls(**dict_rep)
logging.info("Importing new %s %s", obj.__tablename__, str(obj))
if cls.export_parent and parent:
setattr(obj, cls.export_parent, parent)
session.add(obj)
else:
is_new_obj = False
logging.info("Updating %s %s", obj.__tablename__, str(obj))
# Update columns
for k, v in dict_rep.items():
setattr(obj, k, v)
# Recursively create children
if recursive:
for c in cls.export_children:
child_class = cls.__mapper__.relationships[c].argument.class_
added = []
for c_obj in new_children.get(c, []):
added.append(
child_class.import_from_dict(
session=session, dict_rep=c_obj, parent=obj, sync=sync
)
)
# If children should get synced, delete the ones that did not
# get updated.
if c in sync and not is_new_obj:
back_refs = child_class._parent_foreign_key_mappings()
delete_filters = [
getattr(child_class, k) == getattr(obj, back_refs.get(k))
for k in back_refs.keys()
]
to_delete = set(
session.query(child_class).filter(and_(*delete_filters))
).difference(set(added))
for o in to_delete:
logging.info("Deleting %s %s", c, str(obj))
session.delete(o)
return obj
def export_to_dict(
self, recursive=True, include_parent_ref=False, include_defaults=False
):
"""Export obj to dictionary"""
cls = self.__class__
parent_excludes = {}
if recursive and not include_parent_ref:
parent_ref = cls.__mapper__.relationships.get(cls.export_parent)
if parent_ref:
parent_excludes = {c.name for c in parent_ref.local_columns}
dict_rep = {
c.name: getattr(self, c.name)
for c in cls.__table__.columns
if (
c.name in self.export_fields
and c.name not in parent_excludes
and (
include_defaults
or (
getattr(self, c.name) is not None
and (not c.default or getattr(self, c.name) != c.default.arg)
)
)
)
}
if recursive:
for c in self.export_children:
# sorting to make lists of children stable
dict_rep[c] = sorted(
[
child.export_to_dict(
recursive=recursive,
include_parent_ref=include_parent_ref,
include_defaults=include_defaults,
)
for child in getattr(self, c)
],
key=lambda k: sorted(str(k.items())),
)
return dict_rep
def override(self, obj):
"""Overrides the plain fields of the dashboard."""
for field in obj.__class__.export_fields:
setattr(self, field, getattr(obj, field))
def copy(self):
"""Creates a copy of the dashboard without relationships."""
new_obj = self.__class__()
new_obj.override(self)
return new_obj
def alter_params(self, **kwargs):
d = self.params_dict
d.update(kwargs)
self.params = json.dumps(d)
def reset_ownership(self):
""" object will belong to the user the current user """
# make sure the object doesn't have relations to a user
# it will be filled by appbuilder on save
self.created_by = None
self.changed_by = None
# flask global context might not exist (in cli or tests for example)
try:
if g.user:
self.owners = [g.user]
except Exception:
self.owners = []
@property
def params_dict(self):
return json_to_dict(self.params)
@property
def template_params_dict(self):
return json_to_dict(self.template_params)
class AuditMixinNullable(AuditMixin):
"""Altering the AuditMixin to use nullable fields
Allows creating objects programmatically outside of CRUD
"""
created_on = sa.Column(sa.DateTime, default=datetime.now, nullable=True)
changed_on = sa.Column(
sa.DateTime, default=datetime.now, onupdate=datetime.now, nullable=True
)
@declared_attr
def created_by_fk(self):
return sa.Column(
sa.Integer,
sa.ForeignKey("ab_user.id"),
default=self.get_user_id,
nullable=True,
)
@declared_attr
def changed_by_fk(self):
return sa.Column(
sa.Integer,
sa.ForeignKey("ab_user.id"),
default=self.get_user_id,
onupdate=self.get_user_id,
nullable=True,
)
def _user_link(self, user):
if not user:
return ""
url = "/superset/profile/{}/".format(user.username)
return Markup('<a href="{}">{}</a>'.format(url, escape(user) or ""))
def changed_by_name(self):
if self.created_by:
return escape("{}".format(self.created_by))
return ""
@renders("created_by")
def creator(self):
return self._user_link(self.created_by)
@property
def changed_by_(self):
return self._user_link(self.changed_by)
@renders("changed_on")
def changed_on_(self):
return Markup(f'<span class="no-wrap">{self.changed_on}</span>')
@property
def changed_on_humanized(self):
return humanize.naturaltime(datetime.now() - self.changed_on)
@renders("changed_on")
def modified(self):
return Markup(f'<span class="no-wrap">{self.changed_on_humanized}</span>')
class QueryResult(object):
"""Object returned by the query interface"""
def __init__(
self, df, query, duration, status=QueryStatus.SUCCESS, error_message=None
):
self.df = df
self.query = query
self.duration = duration
self.status = status
self.error_message = error_message
class ExtraJSONMixin:
"""Mixin to add an `extra` column (JSON) and utility methods"""
extra_json = sa.Column(sa.Text, default="{}")
@property
def extra(self):
try:
return json.loads(self.extra_json)
except Exception:
return {}
def set_extra_json(self, d):
self.extra_json = json.dumps(d)
def set_extra_json_key(self, key, value):
extra = self.extra
extra[key] = value
self.extra_json = json.dumps(extra)