devtools/fill.py
author Julien Cristau <julien.cristau@logilab.fr>
Mon, 09 Nov 2015 17:17:53 +0100
changeset 10883 abd1d5e36fed
parent 10714 8a2ec43fcf44
child 11079 eba98431f705
permissions -rw-r--r--
[dataimport] remove size constraint handling We do not want to silently truncate data. If that is wanted, the application-specific importer should handle that itself. [v2: Keep the get_size_constraints function so applications don't have to reimplement it if they need to keep the truncate behaviour]

# -*- coding: iso-8859-1 -*-
# copyright 2003-2014 LOGILAB S.A. (Paris, FRANCE), all rights reserved.
# contact http://www.logilab.fr/ -- mailto:contact@logilab.fr
#
# This file is part of CubicWeb.
#
# CubicWeb is free software: you can redistribute it and/or modify it under the
# terms of the GNU Lesser General Public License as published by the Free
# Software Foundation, either version 2.1 of the License, or (at your option)
# any later version.
#
# CubicWeb is distributed in the hope that it will be useful, but WITHOUT
# ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
# FOR A PARTICULAR PURPOSE.  See the GNU Lesser General Public License for more
# details.
#
# You should have received a copy of the GNU Lesser General Public License along
# with CubicWeb.  If not, see <http://www.gnu.org/licenses/>.
"""This modules defines func / methods for creating test repositories"""
from __future__ import print_function

__docformat__ = "restructuredtext en"

import logging
from random import randint, choice
from copy import deepcopy
from datetime import datetime, date, time, timedelta
from decimal import Decimal
import inspect

from six import text_type, add_metaclass
from six.moves import range

from logilab.common import attrdict
from logilab.mtconverter import xml_escape
from yams.constraints import (SizeConstraint, StaticVocabularyConstraint,
                              IntervalBoundConstraint, BoundaryConstraint,
                              Attribute, actual_value)
from rql.utils import decompose_b26 as base_decompose_b26

from cubicweb import Binary
from cubicweb.schema import RQLConstraint

def custom_range(start, stop, step):
    while start < stop:
        yield start
        start += step

def decompose_b26(index, ascii=False):
    """return a letter (base-26) decomposition of index"""
    if ascii:
        return base_decompose_b26(index)
    return base_decompose_b26(index, u'�abcdefghijklmnopqrstuvwxyz')

def get_max_length(eschema, attrname):
    """returns the maximum length allowed for 'attrname'"""
    for cst in eschema.rdef(attrname).constraints:
        if isinstance(cst, SizeConstraint) and cst.max:
            return cst.max
    return 300
    #raise AttributeError('No Size constraint on attribute "%s"' % attrname)

_GENERATED_VALUES = {}

class _ValueGenerator(object):
    """generates integers / dates / strings / etc. to fill a DB table"""

    def __init__(self, eschema, choice_func=None):
        """<choice_func> is a function that returns a list of possible
        choices for a given entity type and an attribute name. It should
        looks like :
            def values_for(etype, attrname):
                # some stuff ...
                return alist_of_acceptable_values # or None
        """
        self.choice_func = choice_func
        self.eschema = eschema

    def generate_attribute_value(self, entity, attrname, index=1, **kwargs):
        if attrname in entity:
            return entity[attrname]
        eschema = self.eschema
        if not eschema.has_unique_values(attrname):
            value = self.__generate_value(entity, attrname, index, **kwargs)
        else:
            value = self.__generate_value(entity, attrname, index, **kwargs)
            while value in _GENERATED_VALUES.get((eschema, attrname), ()):
                index += 1
                value = self.__generate_value(entity, attrname, index, **kwargs)
            _GENERATED_VALUES.setdefault((eschema, attrname), set()).add(value)
        entity[attrname] = value
        return value

    def __generate_value(self, entity, attrname, index, **kwargs):
        """generates a consistent value for 'attrname'"""
        eschema = self.eschema
        attrtype = str(eschema.destination(attrname)).lower()
        # Before calling generate_%s functions, try to find values domain
        if self.choice_func is not None:
            values_domain = self.choice_func(eschema, attrname)
            if values_domain is not None:
                return choice(values_domain)
        gen_func = getattr(self, 'generate_%s_%s' % (eschema, attrname),
                           getattr(self, 'generate_Any_%s' % attrname, None))
        if gen_func is not None:
            return gen_func(entity, index, **kwargs)
        # If no specific values domain, then generate a dummy value
        gen_func = getattr(self, 'generate_%s' % (attrtype))
        return gen_func(entity, attrname, index, **kwargs)

    def generate_string(self, entity, attrname, index, format=None):
        """generates a consistent value for 'attrname' if it's a string"""
        # First try to get choices
        choosed = self.get_choice(entity, attrname)
        if choosed is not None:
            return choosed
        # All other case, generate a default string
        attrlength = get_max_length(self.eschema, attrname)
        num_len = numlen(index)
        if num_len >= attrlength:
            ascii = self.eschema.rdef(attrname).internationalizable
            return ('&'+decompose_b26(index, ascii))[:attrlength]
        # always use plain text when no format is specified
        attrprefix = attrname[:max(attrlength-num_len-1, 0)]
        if format == 'text/html':
            value = u'<span>�%s<b>%d</b></span>' % (attrprefix, index)
        elif format == 'text/rest':
            value = u"""
title
-----

* %s
* %d
* �&
""" % (attrprefix, index)
        else:
            value = u'�&%s%d' % (attrprefix, index)
        return value[:attrlength]

    def generate_password(self, entity, attrname, index):
        """generates a consistent value for 'attrname' if it's a password"""
        return u'toto'

    def generate_integer(self, entity, attrname, index):
        """generates a consistent value for 'attrname' if it's an integer"""
        return self._constrained_generate(entity, attrname, 0, 1, index)
    generate_int = generate_bigint = generate_integer

    def generate_float(self, entity, attrname, index):
        """generates a consistent value for 'attrname' if it's a float"""
        return self._constrained_generate(entity, attrname, 0.0, 1.0, index)

    def generate_decimal(self, entity, attrname, index):
        """generates a consistent value for 'attrname' if it's a float"""
        return Decimal(str(self.generate_float(entity, attrname, index)))

    def generate_datetime(self, entity, attrname, index):
        """generates a random date (format is 'yyyy-mm-dd HH:MM')"""
        base = datetime(randint(2000, 2004), randint(1, 12), randint(1, 28), 11, index%60)
        return self._constrained_generate(entity, attrname, base, timedelta(hours=1), index)

    generate_tzdatetime = generate_datetime # XXX implementation should add a timezone

    def generate_date(self, entity, attrname, index):
        """generates a random date (format is 'yyyy-mm-dd')"""
        base = date(randint(2000, 2010), 1, 1) + timedelta(randint(1, 365))
        return self._constrained_generate(entity, attrname, base, timedelta(days=1), index)

    def generate_interval(self, entity, attrname, index):
        """generates a random date (format is 'yyyy-mm-dd')"""
        base = timedelta(randint(1, 365))
        return self._constrained_generate(entity, attrname, base, timedelta(days=1), index)

    def generate_time(self, entity, attrname, index):
        """generates a random time (format is ' HH:MM')"""
        return time(11, index%60) #'11:%02d' % (index % 60)

    generate_tztime = generate_time # XXX implementation should add a timezone

    def generate_bytes(self, entity, attrname, index, format=None):
        fakefile = Binary(("%s%s" % (attrname, index)).encode('ascii'))
        fakefile.filename = u"file_%s" % attrname
        return fakefile

    def generate_boolean(self, entity, attrname, index):
        """generates a consistent value for 'attrname' if it's a boolean"""
        return index % 2 == 0

    def _constrained_generate(self, entity, attrname, base, step, index):
        choosed = self.get_choice(entity, attrname)
        if choosed is not None:
            return choosed
        # ensure index > 0
        index += 1
        minvalue, maxvalue = self.get_bounds(entity, attrname)
        if maxvalue is None:
            if minvalue is not None:
                base = max(minvalue, base)
            maxvalue = base + index * step
        if minvalue is None:
            minvalue = maxvalue - (index * step) # i.e. randint(-index, 0)
        return choice(list(custom_range(minvalue, maxvalue, step)))

    def _actual_boundary(self, entity, attrname, boundary):
        if isinstance(boundary, Attribute):
            # ensure we've a value for this attribute
            entity[attrname] = None # infinite loop safety belt
            if not boundary.attr in entity:
                self.generate_attribute_value(entity, boundary.attr)
            boundary = actual_value(boundary, entity)
        return boundary

    def get_bounds(self, entity, attrname):
        minvalue = maxvalue = None
        for cst in self.eschema.rdef(attrname).constraints:
            if isinstance(cst, IntervalBoundConstraint):
                minvalue = self._actual_boundary(entity, attrname, cst.minvalue)
                maxvalue = self._actual_boundary(entity, attrname, cst.maxvalue)
            elif isinstance(cst, BoundaryConstraint):
                if cst.operator[0] == '<':
                    maxvalue = self._actual_boundary(entity, attrname, cst.boundary)
                else:
                    minvalue = self._actual_boundary(entity, attrname, cst.boundary)
        return minvalue, maxvalue

    def get_choice(self, entity, attrname):
        """generates a consistent value for 'attrname' if it has some static
        vocabulary set, else return None.
        """
        for cst in self.eschema.rdef(attrname).constraints:
            if isinstance(cst, StaticVocabularyConstraint):
                return text_type(choice(cst.vocabulary()))
        return None

    # XXX nothing to do here
    def generate_Any_data_format(self, entity, index, **kwargs):
        # data_format attribute of File has no vocabulary constraint, we
        # need this method else stupid values will be set which make mtconverter
        # raise exception
        return u'application/octet-stream'

    def generate_Any_content_format(self, entity, index, **kwargs):
        # content_format attribute of EmailPart has no vocabulary constraint, we
        # need this method else stupid values will be set which make mtconverter
        # raise exception
        return u'text/plain'

    def generate_CWDataImport_log(self, entity, index, **kwargs):
        # content_format attribute of EmailPart has no vocabulary constraint, we
        # need this method else stupid values will be set which make mtconverter
        # raise exception
        logs =  [u'%s\t%s\t%s\t%s<br/>' % (logging.ERROR, 'http://url.com?arg1=hop&arg2=hip',
                                           1, xml_escape('hjoio&oio"'))]
        return u'<br/>'.join(logs)


class autoextend(type):
    def __new__(mcs, name, bases, classdict):
        for attrname, attrvalue in classdict.items():
            if callable(attrvalue):
                if attrname.startswith('generate_') and \
                       len(inspect.getargspec(attrvalue).args) < 2:
                    raise TypeError('generate_xxx must accept at least 1 argument')
                setattr(_ValueGenerator, attrname, attrvalue)
        return type.__new__(mcs, name, bases, classdict)


@add_metaclass(autoextend)
class ValueGenerator(_ValueGenerator):
    pass


def _default_choice_func(etype, attrname):
    """default choice_func for insert_entity_queries"""
    return None

def insert_entity_queries(etype, schema, vreg, entity_num,
                          choice_func=_default_choice_func):
    """returns a list of 'add entity' queries (couples query, args)
    :type etype: str
    :param etype: the entity's type

    :type schema: cubicweb.schema.Schema
    :param schema: the instance schema

    :type entity_num: int
    :param entity_num: the number of entities to insert

    XXX FIXME: choice_func is here for *historical* reasons, it should
               probably replaced by a nicer way to specify choices
    :type choice_func: function
    :param choice_func: a function that takes an entity type, an attrname and
                        returns acceptable values for this attribute
    """
    queries = []
    for index in range(entity_num):
        restrictions = []
        args = {}
        for attrname, value in make_entity(etype, schema, vreg, index, choice_func).items():
            restrictions.append('X %s %%(%s)s' % (attrname, attrname))
            args[attrname] = value
        if restrictions:
            queries.append(('INSERT %s X: %s' % (etype, ', '.join(restrictions)),
                            args))
            assert not 'eid' in args, args
        else:
            queries.append(('INSERT %s X' % etype, {}))
    return queries


def make_entity(etype, schema, vreg, index=0, choice_func=_default_choice_func,
                form=False):
    """generates a random entity and returns it as a dict

    by default, generate an entity to be inserted in the repository
    elif form, generate an form dictionary to be given to a web controller
    """
    eschema = schema.eschema(etype)
    valgen = ValueGenerator(eschema, choice_func)
    entity = attrdict()
    # preprocessing to deal with _format fields
    attributes = []
    relatedfields = {}
    for rschema, attrschema in eschema.attribute_definitions():
        attrname = rschema.type
        if attrname == 'eid':
            # don't specify eids !
            continue
        if attrname.endswith('_format') and attrname[:-7] in eschema.subject_relations():
            relatedfields[attrname[:-7]] = attrschema
        else:
            attributes.append((attrname, attrschema))
    for attrname, attrschema in attributes:
        if attrname in relatedfields:
            # first generate a format and record it
            format = valgen.generate_attribute_value(entity, attrname + '_format', index)
            # then a value coherent with this format
            value = valgen.generate_attribute_value(entity, attrname, index, format=format)
        else:
            value = valgen.generate_attribute_value(entity, attrname, index)
        if form: # need to encode values
            if attrschema.type == 'Bytes':
                # twisted way
                fakefile = value
                filename = value.filename
                value = (filename, u"text/plain", fakefile)
            elif attrschema.type == 'Date':
                value = value.strftime(vreg.property_value('ui.date-format'))
            elif attrschema.type == 'Datetime':
                value = value.strftime(vreg.property_value('ui.datetime-format'))
            elif attrschema.type == 'Time':
                value = value.strftime(vreg.property_value('ui.time-format'))
            elif attrschema.type == 'Float':
                fmt = vreg.property_value('ui.float-format')
                value = fmt % value
            else:
                value = text_type(value)
    return entity



def select(constraints, cnx, selectvar='O', objtype=None):
    """returns list of eids matching <constraints>

    <selectvar> should be either 'O' or 'S' to match schema definitions
    """
    try:
        rql = 'Any %s WHERE %s' % (selectvar, constraints)
        if objtype:
            rql += ', %s is %s' % (selectvar, objtype)
        rset = cnx.execute(rql)
    except Exception:
        print("could restrict eid_list with given constraints (%r)" % constraints)
        return []
    return set(eid for eid, in rset.rows)



def make_relations_queries(schema, edict, cnx, ignored_relations=(),
                           existingrels=None):
    """returns a list of generated RQL queries for relations
    :param schema: The instance schema

    :param e_dict: mapping between etypes and eids

    :param ignored_relations: list of relations to ignore (i.e. don't try
                              to generate insert queries for these relations)
    """
    gen = RelationsQueriesGenerator(schema, cnx, existingrels)
    return gen.compute_queries(edict, ignored_relations)

def composite_relation(rschema):
    for obj in rschema.objects():
        if obj.rdef(rschema, 'object', takefirst=True).composite == 'subject':
            return True
    for obj in rschema.subjects():
        if obj.rdef(rschema, 'subject', takefirst=True).composite == 'object':
            return True
    return False

class RelationsQueriesGenerator(object):
    rql_tmpl = 'SET S %s O WHERE S eid %%(subjeid)s, O eid %%(objeid)s'
    def __init__(self, schema, cnx, existing=None):
        self.schema = schema
        self.cnx = cnx
        self.existingrels = existing or {}

    def compute_queries(self, edict, ignored_relations):
        queries = []
        #   1/ skip final relations and explictly ignored relations
        rels = sorted([rschema for rschema in self.schema.relations()
                       if not (rschema.final or rschema in ignored_relations)],
                      key=lambda x:not composite_relation(x))
        # for each relation
        #   2/ take each possible couple (subj, obj)
        #   3/ analyze cardinality of relation
        #      a/ if relation is mandatory, insert one relation
        #      b/ else insert N relations where N is the mininum
        #         of 20 and the number of existing targetable entities
        for rschema in rels:
            sym = set()
            sedict = deepcopy(edict)
            oedict = deepcopy(edict)
            delayed = []
            # for each couple (subjschema, objschema), insert relations
            for subj, obj in rschema.rdefs:
                sym.add( (subj, obj) )
                if rschema.symmetric and (obj, subj) in sym:
                    continue
                subjcard, objcard = rschema.rdef(subj, obj).cardinality
                # process mandatory relations first
                if subjcard in '1+' or objcard in '1+' or composite_relation(rschema):
                    for query, args in self.make_relation_queries(sedict, oedict,
                                                          rschema, subj, obj):
                        yield query, args
                else:
                    delayed.append( (subj, obj) )
            for subj, obj in delayed:
                for query, args in self.make_relation_queries(sedict, oedict, rschema,
                                                              subj, obj):
                    yield query, args

    def qargs(self, subjeids, objeids, subjcard, objcard, subjeid, objeid):
        if subjcard in '?1+':
            subjeids.remove(subjeid)
        if objcard in '?1+':
            objeids.remove(objeid)
        return {'subjeid' : subjeid, 'objeid' : objeid}

    def make_relation_queries(self, sedict, oedict, rschema, subj, obj):
        rdef = rschema.rdef(subj, obj)
        subjcard, objcard = rdef.cardinality
        subjeids = sedict.get(subj, frozenset())
        used = self.existingrels[rschema.type]
        preexisting_subjrels = set(subj for subj, obj in used)
        preexisting_objrels = set(obj for subj, obj in used)
        # if there are constraints, only select appropriate objeids
        q = self.rql_tmpl % rschema.type
        constraints = [c for c in rdef.constraints
                       if isinstance(c, RQLConstraint)]
        if constraints:
            restrictions = ', '.join(c.expression for c in constraints)
            q += ', %s' % restrictions
            # restrict object eids if possible
            # XXX the attempt to restrict below in completely wrong
            # disabling it for now
            objeids = select(restrictions, self.cnx, objtype=obj)
        else:
            objeids = oedict.get(obj, frozenset())
        if subjcard in '?1' or objcard in '?1':
            for subjeid, objeid in used:
                if subjcard in '?1' and subjeid in subjeids:
                    subjeids.remove(subjeid)
                    # XXX why?
                    #if objeid in objeids:
                    #    objeids.remove(objeid)
                if objcard in '?1' and objeid in objeids:
                    objeids.remove(objeid)
                    # XXX why?
                    #if subjeid in subjeids:
                    #    subjeids.remove(subjeid)
        if not subjeids:
            check_card_satisfied(objcard, objeids, subj, rschema, obj)
            return
        if not objeids:
            check_card_satisfied(subjcard, subjeids, subj, rschema, obj)
            return
        if subjcard in '?1+':
            for subjeid in tuple(subjeids):
                # do not insert relation if this entity already has a relation
                if subjeid in preexisting_subjrels:
                    continue
                objeid = choose_eid(objeids, subjeid)
                if objeid is None or (subjeid, objeid) in used:
                    continue
                yield q, self.qargs(subjeids, objeids, subjcard, objcard,
                                    subjeid, objeid)
                used.add( (subjeid, objeid) )
                if not objeids:
                    check_card_satisfied(subjcard, subjeids, subj, rschema, obj)
                    break
        elif objcard in '?1+':
            for objeid in tuple(objeids):
                # do not insert relation if this entity already has a relation
                if objeid in preexisting_objrels:
                    continue
                subjeid = choose_eid(subjeids, objeid)
                if subjeid is None or (subjeid, objeid) in used:
                    continue
                yield q, self.qargs(subjeids, objeids, subjcard, objcard,
                                    subjeid, objeid)
                used.add( (subjeid, objeid) )
                if not subjeids:
                    check_card_satisfied(objcard, objeids, subj, rschema, obj)
                    break
        else:
            # FIXME: 20 should be read from config
            subjeidsiter = [choice(tuple(subjeids)) for i in range(min(len(subjeids), 20))]
            objeidsiter = [choice(tuple(objeids)) for i in range(min(len(objeids), 20))]
            for subjeid, objeid in zip(subjeidsiter, objeidsiter):
                if subjeid != objeid and not (subjeid, objeid) in used:
                    used.add( (subjeid, objeid) )
                    yield q, self.qargs(subjeids, objeids, subjcard, objcard,
                                        subjeid, objeid)

def check_card_satisfied(card, remaining, subj, rschema, obj):
    if card in '1+' and remaining:
        raise Exception("can't satisfy cardinality %s for relation %s %s %s" %
                        (card, subj, rschema, obj))


def choose_eid(values, avoid):
    values = tuple(values)
    if len(values) == 1 and values[0] == avoid:
        return None
    objeid = choice(values)
    while objeid == avoid: # avoid infinite recursion like in X comment X
        objeid = choice(values)
    return objeid



# UTILITIES FUNCS ##############################################################
def make_tel(num_tel):
    """takes an integer, converts is as a string and inserts
    white spaces each 2 chars (french notation)
    """
    num_list = list(str(num_tel))
    for index in (6, 4, 2):
        num_list.insert(index, ' ')

    return ''.join(num_list)


def numlen(number):
    """returns the number's length"""
    return len(str(number))