# -*- coding: utf-8 -*- import copy import os import json import hashlib from utils import Whatever import psycopg2 from wcs_olap.wcs_api import WcsApiError def slugify(s): return s.replace('-', '_').replace(' ', '_') class Context(object): def __init__(self): self.stack = [] def __getitem__(self, key): if not self.stack: raise KeyError(key) for d in self.stack[::-1]: try: return d[key] except KeyError: pass else: raise KeyError(key) def push(self, d): self.stack.append(d) def pop(self): self.stack = self.stack[:-1] def as_dict(self): r = {} for d in self.stack: r.update(d) return r class WcsOlapFeeder(object): def __init__(self, api, pg_dsn, schema, logger=None, config=None, do_feed=True, fake=False): self.api = api self.fake = fake self.logger = logger or Whatever() self.schema = schema self.connection = psycopg2.connect(dsn=pg_dsn) self.connection.autocommit = True self.cur = self.connection.cursor() self.formdefs = api.formdefs self.roles = api.roles self.categories = api.categories self.do_feed = do_feed self.ctx = Context() self.ctx.push({ 'schema': self.schema, 'schema_temp': self.schema + '_temp', 'role_table': 'role', 'channel_table': 'channel', 'category_table': 'category', 'form_table': 'formdef', 'generic_formdata_table': 'formdata', 'generic_status_table': 'status', 'generic_evolution_table': 'evolution', 'year_table': 'year', 'month_table': 'month', 'day_table': 'day', 'dow_table': 'dow', 'hour_table': 'hour', 'agent_table': 'agent', }) self.config = config or {} self.model = { 'label': self.config.get('cubes_label', schema), 'name': schema, 'search_path': [schema, 'public'], 'pg_dsn': pg_dsn, 'cubes': [], } cube = { 'name': 'all_formdata', 'label': u'Tous les formulaires', 'fact_table': 'formdata', 'key': 'id', 'joins': [ { 'name': 'receipt_time', 'table': 'dates', 'detail': 'date', 'master': 'receipt_time', }, { 'name': 'channel', 'table': 'channel', 'master': 'channel_id', 'detail': 'id', }, { 'name': 'formdef', 'table': 'formdef', 'master': 'formdef_id', 'detail': 'id', }, { 'name': 'category', 'table': 'category', 'master': 'formdef.category_id', 'detail': 'id', 'kind': 'left', }, { 'name': 'hour', 'table': 'hour', 'master': 'hour_id', 'detail': 'id', }, { 'name': 'generic_status', 'table': 'status', 'master': 'generic_status_id', 'detail': 'id', }, { 'name': 'agent', 'table': 'agent', 'master': 'first_agent_id', 'detail': 'id', 'kind': 'inner', }, ], 'dimensions': [ { 'name': 'receipt_time', 'label': 'date de la demande', 'join': ['receipt_time'], 'type': 'date', 'value': 'receipt_time.date', }, { 'name': 'channel', 'label': 'canal', 'join': ['channel'], 'type': 'integer', 'value': 'channel.id', 'value_label': 'channel.label', }, { 'name': 'category', 'label': 'catégorie', 'join': ['formdef', 'category'], 'type': 'integer', 'value': 'category.id', 'value_label': 'category.label', 'order_by': 'category.label', }, { 'name': 'formdef', 'label': 'formulaire', 'join': ['formdef'], 'type': 'integer', 'value': 'formdef.id', 'value_label': 'formdef.label', 'order_by': 'formdef.label', }, { 'name': 'generic_status', 'label': 'statut simplifié', 'join': ['generic_status'], 'type': 'integer', 'value': 'generic_status.id', 'value_label': 'generic_status.label', }, { 'name': 'hour', 'label': 'heure', 'join': ['hour'], 'type': 'integer', 'value': 'hour.id', 'filter': False, }, { 'name': 'agent', 'label': 'premier agent traitant', 'join': ['agent'], 'type': 'integer', 'value': 'agent.id', 'value_label': 'agent.label', 'order_by': 'agent.label', }, ], 'measures': [ { 'name': 'count', 'label': 'nombre de demandes', 'type': 'integer', 'expression': 'count({fact_table}.id)', }, { 'name': 'avg_endpoint_delay', 'label': 'délai de traitement moyen', 'type': 'duration', 'expression': 'avg(endpoint_delay)', }, { 'name': 'max_endpoint_delay', 'label': 'délai de traitement maximum', 'type': 'duration', 'expression': 'max(endpoint_delay)', }, { 'name': 'min_endpoint_delay', 'label': 'délai de traitement minimum', 'type': 'duration', 'expression': 'min(endpoint_delay)', }, { 'name': 'percent', 'label': 'pourcentage des demandes', 'type': 'percent', "expression": 'case (select count({fact_table}.id) from {table_expression} ' 'where {where_conditions}) when 0 then null else ' 'count({fact_table}.id) * 100. / (select ' 'count({fact_table}.id) from {table_expression} where ' '{where_conditions}) end', }, { 'name': 'geolocation', 'label': 'localisation géographique', 'type': 'point', 'expression': 'array_agg("{fact_table}".geolocation_base) FILTER (WHERE "{fact_table}".geolocation_base IS NOT NULL)', } ] } self.model['cubes'].append(cube) self.base_cube = self.model['cubes'][0] self.agents_mapping = {} self.formdata_json_index = [] self.has_jsonb = self.detect_jsonb() if self.has_jsonb: cube['json_field'] = 'json_data' def detect_jsonb(self): self.cur.execute("SELECT 1 FROM pg_type WHERE typname = 'jsonb'") return bool(self.cur.rowcount) def hash_table_name(self, table_name): table_name = table_name.format(**self.default_ctx) if len(table_name) < 64: return table_name else: return table_name[:57] + hashlib.md5(table_name).hexdigest()[:6] @property def default_ctx(self): return self.ctx.as_dict() def ex(self, query, ctx=None, vars=None): ctx = ctx or {} ctx.update(self.default_ctx) sql = query.format(**(ctx or {})) self.logger.debug('SQL: %s VARS: %s', sql, vars) self.cur.execute(sql, vars=vars) def exmany(self, query, varslist, ctx=None): ctx = ctx or {} ctx.update(self.default_ctx) sql = query.format(**(ctx or {})) self.logger.debug('SQL: %s VARSLIST: %s', sql, varslist) self.cur.executemany(sql, varslist) def do_schema(self): self.ex('SET search_path = public') self.logger.debug('dropping schema %s', self.schema + '_temp') self.ex('DROP SCHEMA IF EXISTS {schema_temp} CASCADE') self.logger.debug('creating schema %s', self.schema) self.ex('CREATE SCHEMA {schema_temp}') self.ex('SET search_path = {schema_temp},public') def do_dates_table(self): # test if public.dates exists self.ex("SELECT * FROM information_schema.tables WHERE table_name = 'dates' AND" " table_schema = 'public'") if len(list(self.cur.fetchall())) < 1: self.ex(''' CREATE TABLE public.dates AS (SELECT the_date.the_date::date AS date, to_char(the_date.the_date, 'TMday') AS day, to_char(the_date.the_date, 'TMmonth') AS month FROM generate_series('2010-01-01'::date, '2020-01-01'::date, '1 day'::interval) AS the_date(the_date));''') channels = [ [1, 'web', u'web'], [2, 'mail', u'courrier'], [3, 'phone', u'téléphone'], [4, 'counter', u'guichet'], [5, 'backoffice', u'backoffice'], [6, 'email', u'email'], [7, 'fax', u'fax'], ] channel_to_id = dict((c[1], c[0]) for c in channels) id_to_channel = dict((c[0], c[1]) for c in channels) status = [ [1, 'Nouveau'], [2, 'En cours'], [3, 'Terminé'], ] status_to_id = dict((c[1], c[0]) for c in channels) id_to_status = dict((c[0], c[1]) for c in channels) def create_table(self, name, columns, inherits=None, comment=None): sql = 'CREATE TABLE %s' % name sql += '(' + ', '.join('%s %s' % (n, t) for n, t in columns) + ')' if inherits: sql += ' INHERITS (%s)' % inherits self.ex(sql) if comment: self.ex('COMMENT ON TABLE %s IS %%s' % name, vars=(comment,)) def create_labeled_table(self, name, labels, serial=False, comment=None): if serial: id_type = 'serial primary key' else: id_type = 'smallint primary key' self.create_table(name, [ ['id', id_type], ['label', 'varchar'] ], comment=comment) values = ', '.join(self.cur.mogrify('(%s, %s)', [_id, _label]) for _id, _label in labels) if not values: return self.ex('INSERT INTO %s (id, label) VALUES %s' % (str(name), values)) def tpl(self, o, ctx=None): ctx = ctx or {} ctx.update(self.default_ctx) def helper(o): if isinstance(o, basestring): return o.format(**ctx) elif isinstance(o, dict): return dict((k, helper(v)) for k, v in o.iteritems()) elif isinstance(o, list): return [helper(v) for v in o] elif isinstance(o, (bool, int, float)): return o else: assert False, '%s is not a valid value for JSON' % o return helper(o) def add_dim(self, **kwargs): self.dimensions.append(self.tpl(kwargs)) def do_base_table(self): # channels self.create_labeled_table('{channel_table}', [[c[0], c[2]] for c in self.channels], comment=u'canal') # roles roles = dict((i, role.name) for i, role in enumerate(self.roles)) self.create_labeled_table('{role_table}', roles.items(), comment=u'role') self.role_mapping = dict((role.id, i) for i, role in enumerate(self.roles)) # categories self.create_labeled_table('{category_table}', enumerate(c.name for c in self.categories), comment=u'catégorie') self.categories_mapping = dict((c.id, i) for i, c in enumerate(self.categories)) self.create_labeled_table('{hour_table}', zip(range(0, 24), map(str, range(0, 24))), comment=u'heures') self.create_labeled_table('{generic_status_table}', self.status, comment=u'statuts simplifiés') self.ex('CREATE TABLE {form_table} (id serial PRIMARY KEY,' ' category_id integer REFERENCES {category_table} (id),' ' label varchar)') self.ex('COMMENT ON TABLE {form_table} IS %s', vars=(u'types de formulaire',)) # agents self.create_labeled_table('{agent_table}', [], serial=True, comment=u'agents') self.columns = [ ['id', 'serial primary key'], ['formdef_id', 'smallint REFERENCES {form_table} (id)'], ['receipt_time', 'date'], ['hour_id', 'smallint REFERENCES {hour_table} (id)'], ['channel_id', 'smallint REFERENCES {channel_table} (id)'], ['backoffice', 'boolean'], ['generic_status_id', 'smallint REFERENCES {generic_status_table} (id)'], ['endpoint_delay', 'interval'], ['first_agent_id', 'smallint REFERENCES {agent_table} (id)'], ['geolocation_base', 'POINT NULL'], ] if self.has_jsonb: self.columns.append(['json_data', 'JSONB NULL']) self.comments = { 'formdef_id': u'formulaire', 'receipt_time': u'date de réception', 'hour_id': u'heure', 'channel_id': u'canal', 'backoffice': u'soumission backoffce', 'generic_status_id': u'statut simplifié', 'endpoint_delay': u'délai de traitement', 'geolocation_base': u'position géographique', } self.create_table('{generic_formdata_table}', self.columns) for at, comment in self.comments.iteritems(): self.ex('COMMENT ON COLUMN {generic_formdata_table}.%s IS %%s' % at, vars=(comment,)) self.ex('COMMENT ON TABLE {generic_formdata_table} IS %s', vars=(u'tous les formulaires',)) # evolutions self.create_table('{generic_evolution_table}', [ ['id', 'serial primary key'], ['generic_status_id', 'smallint REFERENCES {generic_status_table} (id)'], ['formdata_id', 'integer'], # "REFERENCES {generic_formdata_table} (id)" is impossible because FK constraints do not work on inherited tables ['time', 'timestamp'], ['date', 'date'], ['hour_id', 'smallint REFERENCES {hour_table} (id)'], ]) self.ex('COMMENT ON TABLE {generic_evolution_table} IS %s', vars=(u'evolution générique',)) def feed(self): try: if self.do_feed: self.do_schema() self.do_dates_table() self.do_base_table() for formdef in self.formdefs: self.api.cache = {} try: formdef_feeder = WcsFormdefFeeder(self, formdef, do_feed=self.do_feed) formdef_feeder.feed() except WcsApiError as e: # ignore authorization errors if (len(e.args) > 2 and getattr(e.args[2], 'response', None) and e.args[2].response.status_code == 403): continue self.logger.error('failed to retrieve formdef %s (%s)', formdef.slug, e) if 'cubes_model_dirs' in self.config: model_path = os.path.join(self.config['cubes_model_dirs'], '%s.model' % self.schema) with open(model_path, 'w') as f: json.dump(self.model, f, indent=2, sort_keys=True) except Exception: raise else: if self.do_feed: if not self.fake: self.logger.debug('dropping schema %s', self.schema) self.ex('DROP SCHEMA IF EXISTS {schema} CASCADE') self.logger.debug('dropping schema %s to %s', self.schema + '_temp', self.schema) self.ex('ALTER SCHEMA {schema_temp} RENAME TO {schema}') finally: # prevent connection from remaining open self.cur.close() self.connection.close() def insert_agent(self, name): self.ex('INSERT INTO {agent_table} (label) VALUES (%s) RETURNING (id)', vars=[name]) return self.cur.fetchone()[0] def get_agent(self, user): assert user.name assert user.id if user.id not in self.agents_mapping: self.agents_mapping[user.id] = self.insert_agent(user.name) return self.agents_mapping[user.id] def create_formdata_json_index(self, varname): if varname in self.formdata_json_index: return index_name = self.hash_table_name('{formdata_table}_%s_json_idx' % varname) self.ex('CREATE INDEX {index_name} ON {generic_formdata_table} (("json_data"->>%s))', ctx={'index_name': index_name}, vars=[varname]) # prevent double creation self.formdata_json_index.append(varname) class WcsFormdefFeeder(object): def __init__(self, olap_feeder, formdef, do_feed=True): self.olap_feeder = olap_feeder self.formdef = formdef self.status_mapping = {} self.items_mappings = {} self.do_feed = do_feed self.fields = [] self.item_id_mappings = {} @property def table_name(self): return self.hash_table_name('formdata_%s' % self.formdef.slug.replace('-', '_')) @property def status_table_name(self): return self.hash_table_name('status_%s' % self.formdef.slug.replace('-', '_')) @property def evolution_table_name(self): return self.hash_table_name('evolution_%s' % self.formdef.slug.replace('-', '_')) def __getattr__(self, name): return getattr(self.olap_feeder, name) def do_statuses(self): statuses = self.formdef.schema.workflow.statuses self.olap_feeder.create_labeled_table(self.status_table_name, enumerate([s.name for s in statuses]), comment=u'statuts du formulaire « %s »' % self.formdef.schema.name) self.status_mapping = dict((s.id, i) for i, s in enumerate(statuses)) def do_data_table(self): self.ex('INSERT INTO {form_table} (category_id, label) VALUES (%s, %s) RETURNING (id)', vars=[self.categories_mapping.get(self.formdef.schema.category_id), self.formdef.schema.name]) self.formdef_sql_id = self.cur.fetchone()[0] columns = [['status_id', 'smallint REFERENCES {status_table} (id)']] comments = {} duplicated_varnames = {} field_varnames = {} for field in self.formdef.schema.fields: if field.varname in field_varnames: duplicated_varnames[field.varname] = True field_varnames[field.varname] = True # add item fields fields = self.formdef.schema.fields if self.formdef.schema.workflow: fields += self.formdef.schema.workflow.fields for field in fields: if field.anonymise is True: continue if not field.varname or '-' in field.varname: continue if field.varname in duplicated_varnames: continue if field.type == 'item': comment = (u'valeurs du champ « %s » du formulaire %s' % (field.label, self.formdef.schema.name)) table_name = self.hash_table_name('{formdata_table}_field_%s' % field.varname) # create table and mapping if field.items: self.create_labeled_table(table_name, enumerate(field.items), comment=comment) self.items_mappings[field.varname] = dict( (item, i) for i, item in enumerate(field.items)) elif field.options: options = enumerate(field.options) self.create_labeled_table(table_name, [(i, o['label']) for i, o in options], comment=comment) self.items_mappings[field.varname] = dict((o['value'], i) for i, o in options) else: # open item field, from data sources... self.create_labeled_table(table_name, [], serial=True, comment=comment) field_def = 'smallint REFERENCES %s (id)' % table_name elif field.type == 'bool': field_def = 'boolean' else: continue self.fields.append(field) at = 'field_%s' % field.varname columns.append([at, field_def]) comments[at] = field.label # add geolocation fields for geolocation, label in self.formdef.schema.geolocations: at = 'geolocation_%s' % geolocation columns.append([at, 'point']) comments[at] = label # add function fields for function, name in self.formdef.schema.workflow.functions.iteritems(): at = 'function_%s' % slugify(function) columns.append([at, 'smallint REFERENCES {role_table} (id)']) comments[at] = u'fonction « %s »' % name self.columns = ([name for name, _type in self.olap_feeder.columns] + [name for name, _type in columns]) self.columns.remove('geolocation_base') self.create_table('{formdata_table}', columns, inherits='{generic_formdata_table}', comment=u'formulaire %s' % self.formdef.schema.name) for at, comment in comments.iteritems(): self.ex('COMMENT ON COLUMN {formdata_table}.%s IS %%s' % at, vars=(comment,)) # Creat index for JSON fields if self.has_jsonb: for field in fields: if field.varname and not '-' in field.varname: self.create_formdata_json_index(field.varname) # PostgreSQL does not propagate foreign key constraints to child tables # so we must recreate them manually for name, _type in self.olap_feeder.columns: if 'REFERENCES' not in _type: continue i = _type.index('REFERENCES') constraint = '%s_fk_constraint FOREIGN KEY (%s) %s' % (name, name, _type[i:]) self.ex('ALTER TABLE {formdata_table} ADD CONSTRAINT %s' % constraint) self.ex('ALTER TABLE {formdata_table} ADD PRIMARY KEY (id)') # table des evolutions self.create_table('{evolution_table}', [ ['id', 'serial primary key'], ['status_id', 'smallint REFERENCES {status_table} (id)'], ['formdata_id', 'integer REFERENCES {formdata_table} (id)'], ['time', 'timestamp'], ['date', 'date'], ['hour_id', 'smallint REFERENCES {hour_table} (id)'], ]) self.ex('COMMENT ON TABLE {evolution_table} IS %s', vars=(u'evolution des demandes %s' % self.formdef.schema.name,)) def insert_item_value(self, field, value): table_name = self.hash_table_name('{formdata_table}_field_%s' % field.varname) self.ex('INSERT INTO {item_table} (label) VALUES (%s) RETURNING (id)', vars=[value], ctx={'item_table': table_name}) return self.cur.fetchone()[0] def get_item_id(self, field, value): assert field assert field.varname assert value mapping = self.item_id_mappings.setdefault(field.varname, {}) if value not in mapping: mapping[value] = self.insert_item_value(field, value) return mapping[value] def generic_status(self, status): if status.endpoint: generic_status = 3 elif status.startpoint: generic_status = 1 else: generic_status = 2 return generic_status def do_data(self): values = [] generic_evolution_values = [] evolution_values = [] for data in self.formdef.datas: json_data = {} # ignore formdata without status if data.workflow.status: status_id = data.workflow.status.id elif data.evolution: for evolution in reversed(data.evolution): if evolution.status: status_id = evolution.status break else: continue else: continue try: status = data.formdef.schema.workflow.statuses_map[status_id] except KeyError: self.logger.warning('%s.%s unknown status status_id %s', data.formdef.schema.name, data.id, status_id) continue channel = data.submission.channel.lower() if channel == 'web' and data.submission.backoffice: channel = 'backoffice' row = { 'formdef_id': self.formdef_sql_id, 'receipt_time': data.receipt_time, 'hour_id': data.receipt_time.hour, 'channel_id': self.channel_to_id[channel], 'backoffice': data.submission.backoffice, 'generic_status_id': self.generic_status(status), 'status_id': self.status_mapping[status_id], 'endpoint_delay': data.endpoint_delay, 'first_agent_id': self.get_first_agent_in_evolution(data), } # add form fields value for field in self.fields: v = None raw = None if field.varname in data.fields: raw = data.fields[field.varname] elif field.varname in data.workflow.fields: raw = data.workflow.fields[field.varname] else: raw = None if field.type == 'item': # map items to sql id if field.items or field.options: v = self.items_mappings[field.varname].get(raw) else: v = raw and self.get_item_id(field, raw) elif field.type == 'bool': v = raw # unstructured storage of field values if field.varname and raw is not None: json_data[field.varname] = raw row['field_%s' % field.varname] = v if self.has_jsonb: row['json_data'] = json.dumps(json_data) # add geolocation fields value for geolocation, label in self.formdef.schema.geolocations: v = (data.geolocations or {}).get(geolocation) if v: v = '(%.6f, %.6f)' % (v.get('lon'), v.get('lat')) row['geolocation_%s' % geolocation] = v # add function fields value for function, name in self.formdef.schema.workflow.functions.iteritems(): try: v = data.functions[function] except KeyError: v = None else: v = v and self.olap_feeder.role_mapping[v.id] at = 'function_%s' % slugify(function) row[at] = v tpl = '(' + ', '.join(['%s'] * len(self.columns[1:])) + ')' value = self.cur.mogrify(tpl, [row[column] for column in self.columns[1:]]) values.append(value) # inert evolutions generic_evolution = [] evolution = [] last_status = None for evo in data.evolution: if not evo.status: continue try: status = data.formdef.schema.workflow.statuses_map[evo.status] except KeyError: self.logger.warning('%s.%s unknown status in evolution %s', data.formdef.schema.name, data.id, evo.status) continue status_id = self.status_mapping[status.id] generic_status_id = self.generic_status(status) evolution.append( [0, status_id, evo.time, evo.time.date(), evo.time.hour]) if generic_status_id == last_status: continue generic_evolution.append( [0, generic_status_id, evo.time, evo.time.date(), evo.time.hour]) last_status = generic_status_id generic_evolution_values.append(generic_evolution) evolution_values.append(evolution) if not values: self.logger.warning('no data') return self.ex('INSERT INTO {formdata_table} ({columns}) VALUES {values} RETURNING id', ctx=dict(columns=', '.join(self.columns[1:]), values=', '.join(values))) # insert generic evolutions generic_evolutions = [] ids = list(self.cur.fetchall()) for evos, (formdata_id,) in zip(generic_evolution_values, ids): for row in evos: row[0] = formdata_id generic_evolutions.append(tuple(row)) if len(generic_evolutions) == 500: self.ex('INSERT INTO {generic_evolution_table} (%s) VALUES %s' % ( ', '.join(['formdata_id', 'generic_status_id', 'time', 'date', 'hour_id']), ', '.join(['%s'] * len(generic_evolutions))), vars=generic_evolutions) generic_evolutions = [] if generic_evolutions: self.ex('INSERT INTO {generic_evolution_table} (%s) VALUES %s' % ( ', '.join(['formdata_id', 'generic_status_id', 'time', 'date', 'hour_id']), ', '.join(['%s'] * len(generic_evolutions))), vars=generic_evolutions) # insert evolutions evolutions = [] for evos, (formdata_id,) in zip(evolution_values, ids): for row in evos: row[0] = formdata_id evolutions.append(tuple(row)) if len(evolutions) == 500: self.ex('INSERT INTO {evolution_table} (%s) VALUES %s' % ( ', '.join(['formdata_id', 'status_id', 'time', 'date', 'hour_id']), ', '.join(['%s'] * len(evolutions))), vars=evolutions) evolutions = [] if evolutions: self.ex('INSERT INTO {evolution_table} (%s) VALUES %s' % ( ', '.join(['formdata_id', 'status_id', 'time', 'date', 'hour_id']), ', '.join(['%s'] * len(evolutions))), vars=evolutions) def get_first_agent_in_evolution(self, formdata): for evo in formdata.evolution: if evo.who: return self.get_agent(evo.who) def feed(self): self.olap_feeder.ctx.push({ 'formdata_table': self.table_name, 'status_table': self.status_table_name, 'evolution_table': self.evolution_table_name }) # create cube cube = self.cube = copy.deepcopy(self.base_cube) # remove json field from formdef cubes cube.pop('json_field', None) cube.update({ 'name': self.table_name, 'label': self.formdef.schema.name, 'fact_table': self.table_name, 'key': 'id', }) cube['dimensions'] = [dimension for dimension in cube['dimensions'] if dimension['name'] not in ('category', 'formdef')] # add dimension for status cube['joins'].append({ 'name': 'status', 'table': self.status_table_name, 'master': 'status_id', 'detail': 'id', }) cube['dimensions'].append({ 'name': 'status', 'label': 'statut', 'join': ['status'], 'type': 'integer', 'value': 'status.id', 'value_label': 'status.label', }) # add dimension for function for function, name in self.formdef.schema.workflow.functions.iteritems(): at = 'function_%s' % slugify(function) cube['joins'].append({ 'name': at, 'table': 'role', 'master': at, 'detail': 'id', }) cube['dimensions'].append({ 'name': at, 'label': u'fonction %s' % name.lower(), 'join': [at], 'type': 'integer', 'value': '"%s".id' % at, 'value_label': '"%s".label' % at, 'filter': False, }) # add dimensions for item fields fields = self.formdef.schema.fields if self.formdef.schema.workflow: fields += self.formdef.schema.workflow.fields for field in fields: if field.anonymise is True: continue if not field.varname: continue if '-' in field.varname: continue join = None if field.type == 'item': table_name = self.hash_table_name('{formdata_table}_field_%s' % field.varname) join = { 'name': field.varname, 'table': table_name, 'master': 'field_%s' % field.varname, 'detail': 'id', } if not field.required: join['kind'] = 'full' dimension = { 'name': field.varname, 'label': field.label.lower(), 'join': [field.varname], 'type': 'integer', 'value': '"%s".id' % field.varname, 'value_label': '"%s".label' % field.varname, 'filter': True, } elif field.type == 'bool': dimension = { 'name': field.varname, 'label': field.label.lower(), 'type': 'bool', 'value': '"%s"' % field.varname, 'value_label': '(case when "%s" IS NOT NULL then \'Oui\' else \'Non\' end)' % field.varname, 'filter': True, } else: continue if join: cube['joins'].append(join) cube['dimensions'].append(dimension) self.model['cubes'].append(cube) if self.do_feed: try: self.logger.info('feed formdef %s', self.formdef.slug) self.do_statuses() self.do_data_table() self.do_data() finally: self.olap_feeder.ctx.pop()