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1
# Database access
2

    
3
import copy
4
import operator
5
import re
6
import warnings
7

    
8
import exc
9
import dicts
10
import iters
11
import lists
12
from Proxy import Proxy
13
import rand
14
import sql_gen
15
import strings
16
import util
17

    
18
##### Exceptions
19

    
20
def get_cur_query(cur, input_query=None, input_params=None):
21
    raw_query = None
22
    if hasattr(cur, 'query'): raw_query = cur.query
23
    elif hasattr(cur, '_last_executed'): raw_query = cur._last_executed
24
    
25
    if raw_query != None: return raw_query
26
    else: return '[input] '+strings.ustr(input_query)+' % '+repr(input_params)
27

    
28
def _add_cursor_info(e, *args, **kw_args):
29
    '''For params, see get_cur_query()'''
30
    exc.add_msg(e, 'query: '+str(get_cur_query(*args, **kw_args)))
31

    
32
class DbException(exc.ExceptionWithCause):
33
    def __init__(self, msg, cause=None, cur=None):
34
        exc.ExceptionWithCause.__init__(self, msg, cause, cause_newline=True)
35
        if cur != None: _add_cursor_info(self, cur)
36

    
37
class ExceptionWithName(DbException):
38
    def __init__(self, name, cause=None):
39
        DbException.__init__(self, 'for name: '+strings.as_tt(str(name)), cause)
40
        self.name = name
41

    
42
class ExceptionWithNameValue(DbException):
43
    def __init__(self, name, value, cause=None):
44
        DbException.__init__(self, 'for name: '+strings.as_tt(str(name))
45
            +'; value: '+strings.as_tt(repr(value)), cause)
46
        self.name = name
47
        self.value = value
48

    
49
class ConstraintException(DbException):
50
    def __init__(self, name, cols, cause=None):
51
        DbException.__init__(self, 'Violated '+strings.as_tt(name)
52
            +' constraint on columns: '+strings.as_tt(', '.join(cols)), cause)
53
        self.name = name
54
        self.cols = cols
55

    
56
class MissingCastException(DbException):
57
    def __init__(self, type_, col, cause=None):
58
        DbException.__init__(self, 'Missing cast to type '+strings.as_tt(type_)
59
            +' on column: '+strings.as_tt(col), cause)
60
        self.type = type_
61
        self.col = col
62

    
63
class NameException(DbException): pass
64

    
65
class DuplicateKeyException(ConstraintException): pass
66

    
67
class NullValueException(ConstraintException): pass
68

    
69
class FunctionValueException(ExceptionWithNameValue): pass
70

    
71
class DuplicateTableException(ExceptionWithName): pass
72

    
73
class DuplicateFunctionException(ExceptionWithName): pass
74

    
75
class EmptyRowException(DbException): pass
76

    
77
##### Warnings
78

    
79
class DbWarning(UserWarning): pass
80

    
81
##### Result retrieval
82

    
83
def col_names(cur): return (col[0] for col in cur.description)
84

    
85
def rows(cur): return iter(lambda: cur.fetchone(), None)
86

    
87
def consume_rows(cur):
88
    '''Used to fetch all rows so result will be cached'''
89
    iters.consume_iter(rows(cur))
90

    
91
def next_row(cur): return rows(cur).next()
92

    
93
def row(cur):
94
    row_ = next_row(cur)
95
    consume_rows(cur)
96
    return row_
97

    
98
def next_value(cur): return next_row(cur)[0]
99

    
100
def value(cur): return row(cur)[0]
101

    
102
def values(cur): return iters.func_iter(lambda: next_value(cur))
103

    
104
def value_or_none(cur):
105
    try: return value(cur)
106
    except StopIteration: return None
107

    
108
##### Input validation
109

    
110
def esc_name_by_module(module, name):
111
    if module == 'psycopg2' or module == None: quote = '"'
112
    elif module == 'MySQLdb': quote = '`'
113
    else: raise NotImplementedError("Can't escape name for "+module+' database')
114
    return sql_gen.esc_name(name, quote)
115

    
116
def esc_name_by_engine(engine, name, **kw_args):
117
    return esc_name_by_module(db_engines[engine][0], name, **kw_args)
118

    
119
def esc_name(db, name, **kw_args):
120
    return esc_name_by_module(util.root_module(db.db), name, **kw_args)
121

    
122
def qual_name(db, schema, table):
123
    def esc_name_(name): return esc_name(db, name)
124
    table = esc_name_(table)
125
    if schema != None: return esc_name_(schema)+'.'+table
126
    else: return table
127

    
128
##### Database connections
129

    
130
db_config_names = ['engine', 'host', 'user', 'password', 'database', 'schemas']
131

    
132
db_engines = {
133
    'MySQL': ('MySQLdb', {'password': 'passwd', 'database': 'db'}),
134
    'PostgreSQL': ('psycopg2', {}),
135
}
136

    
137
DatabaseErrors_set = set([DbException])
138
DatabaseErrors = tuple(DatabaseErrors_set)
139

    
140
def _add_module(module):
141
    DatabaseErrors_set.add(module.DatabaseError)
142
    global DatabaseErrors
143
    DatabaseErrors = tuple(DatabaseErrors_set)
144

    
145
def db_config_str(db_config):
146
    return db_config['engine']+' database '+db_config['database']
147

    
148
def _query_lookup(query, params): return (query, dicts.make_hashable(params))
149

    
150
log_debug_none = lambda msg, level=2: None
151

    
152
class DbConn:
153
    def __init__(self, db_config, serializable=True, autocommit=False,
154
        caching=True, log_debug=log_debug_none):
155
        self.db_config = db_config
156
        self.serializable = serializable
157
        self.autocommit = autocommit
158
        self.caching = caching
159
        self.log_debug = log_debug
160
        self.debug = log_debug != log_debug_none
161
        
162
        self.__db = None
163
        self.query_results = {}
164
        self._savepoint = 0
165
        self._notices_seen = set()
166
    
167
    def __getattr__(self, name):
168
        if name == '__dict__': raise Exception('getting __dict__')
169
        if name == 'db': return self._db()
170
        else: raise AttributeError()
171
    
172
    def __getstate__(self):
173
        state = copy.copy(self.__dict__) # shallow copy
174
        state['log_debug'] = None # don't pickle the debug callback
175
        state['_DbConn__db'] = None # don't pickle the connection
176
        return state
177
    
178
    def connected(self): return self.__db != None
179
    
180
    def _db(self):
181
        if self.__db == None:
182
            # Process db_config
183
            db_config = self.db_config.copy() # don't modify input!
184
            schemas = db_config.pop('schemas', None)
185
            module_name, mappings = db_engines[db_config.pop('engine')]
186
            module = __import__(module_name)
187
            _add_module(module)
188
            for orig, new in mappings.iteritems():
189
                try: util.rename_key(db_config, orig, new)
190
                except KeyError: pass
191
            
192
            # Connect
193
            self.__db = module.connect(**db_config)
194
            
195
            # Configure connection
196
            if self.serializable and not self.autocommit: self.run_query(
197
                'SET TRANSACTION ISOLATION LEVEL SERIALIZABLE', log_level=4)
198
            if schemas != None:
199
                schemas_ = ''.join((esc_name(self, s)+', '
200
                    for s in schemas.split(',')))
201
                self.run_query("SELECT set_config('search_path', \
202
%s || current_setting('search_path'), false)", [schemas_], log_level=3)
203
        
204
        return self.__db
205
    
206
    class DbCursor(Proxy):
207
        def __init__(self, outer):
208
            Proxy.__init__(self, outer.db.cursor())
209
            self.outer = outer
210
            self.query_results = outer.query_results
211
            self.query_lookup = None
212
            self.result = []
213
        
214
        def execute(self, query, params=None):
215
            self._is_insert = query.upper().find('INSERT') >= 0
216
            self.query_lookup = _query_lookup(query, params)
217
            try:
218
                try:
219
                    return_value = self.inner.execute(query, params)
220
                    self.outer.do_autocommit()
221
                finally: self.query = get_cur_query(self.inner, query, params)
222
            except Exception, e:
223
                _add_cursor_info(e, self, query, params)
224
                self.result = e # cache the exception as the result
225
                self._cache_result()
226
                raise
227
            # Fetch all rows so result will be cached
228
            if self.rowcount == 0 and not self._is_insert: consume_rows(self)
229
            return return_value
230
        
231
        def fetchone(self):
232
            row = self.inner.fetchone()
233
            if row != None: self.result.append(row)
234
            # otherwise, fetched all rows
235
            else: self._cache_result()
236
            return row
237
        
238
        def _cache_result(self):
239
            # For inserts, only cache exceptions since inserts are not
240
            # idempotent, but an invalid insert will always be invalid
241
            if self.query_results != None and (not self._is_insert
242
                or isinstance(self.result, Exception)):
243
                
244
                assert self.query_lookup != None
245
                self.query_results[self.query_lookup] = self.CacheCursor(
246
                    util.dict_subset(dicts.AttrsDictView(self),
247
                    ['query', 'result', 'rowcount', 'description']))
248
        
249
        class CacheCursor:
250
            def __init__(self, cached_result): self.__dict__ = cached_result
251
            
252
            def execute(self, *args, **kw_args):
253
                if isinstance(self.result, Exception): raise self.result
254
                # otherwise, result is a rows list
255
                self.iter = iter(self.result)
256
            
257
            def fetchone(self):
258
                try: return self.iter.next()
259
                except StopIteration: return None
260
    
261
    def esc_value(self, value):
262
        try: str_ = self.mogrify('%s', [value])
263
        except NotImplementedError, e:
264
            module = util.root_module(self.db)
265
            if module == 'MySQLdb':
266
                import _mysql
267
                str_ = _mysql.escape_string(value)
268
            else: raise e
269
        return strings.to_unicode(str_)
270
    
271
    def esc_name(self, name): return esc_name(self, name) # calls global func
272
    
273
    def can_mogrify(self):
274
        module = util.root_module(self.db)
275
        return module == 'psycopg2'
276
    
277
    def mogrify(self, query, params=None):
278
        if self.can_mogrify(): return self.db.cursor().mogrify(query, params)
279
        else: raise NotImplementedError("Can't mogrify query")
280
    
281
    def print_notices(self):
282
        for msg in self.db.notices:
283
            if msg not in self._notices_seen:
284
                self._notices_seen.add(msg)
285
                self.log_debug(msg, level=2)
286
    
287
    def run_query(self, query, params=None, cacheable=False, log_level=2,
288
        debug_msg_ref=None):
289
        '''
290
        @param log_ignore_excs The log_level will be increased by 2 if the query
291
            throws one of these exceptions.
292
        @param debug_msg_ref If specified, the log message will be returned in
293
            this instead of being output. This allows you to filter log messages
294
            depending on the result of the query.
295
        '''
296
        assert query != None
297
        
298
        if not self.caching: cacheable = False
299
        used_cache = False
300
        
301
        def log_msg(query):
302
            if used_cache: cache_status = 'cache hit'
303
            elif cacheable: cache_status = 'cache miss'
304
            else: cache_status = 'non-cacheable'
305
            return 'DB query: '+cache_status+':\n'+strings.as_code(query, 'SQL')
306
        
307
        try:
308
            # Get cursor
309
            if cacheable:
310
                query_lookup = _query_lookup(query, params)
311
                try:
312
                    cur = self.query_results[query_lookup]
313
                    used_cache = True
314
                except KeyError: cur = self.DbCursor(self)
315
            else: cur = self.db.cursor()
316
            
317
            # Log query
318
            if self.debug and debug_msg_ref == None: # log before running
319
                self.log_debug(log_msg(query), log_level)
320
            
321
            # Run query
322
            cur.execute(query, params)
323
        finally:
324
            self.print_notices()
325
            if self.debug and debug_msg_ref != None: # return after running
326
                debug_msg_ref[0] = log_msg(str(get_cur_query(cur, query,
327
                    params)))
328
        
329
        return cur
330
    
331
    def is_cached(self, query, params=None):
332
        return _query_lookup(query, params) in self.query_results
333
    
334
    def with_autocommit(self, func, autocommit=True):
335
        prev_autocommit = self.db.autocommit
336
        self.db.autocommit = autocommit
337
        try: return func()
338
        finally: self.db.autocommit = prev_autocommit
339
    
340
    def with_savepoint(self, func):
341
        savepoint = 'level_'+str(self._savepoint)
342
        self.run_query('SAVEPOINT '+savepoint, log_level=4)
343
        self._savepoint += 1
344
        try:
345
            try: return_val = func()
346
            finally:
347
                self._savepoint -= 1
348
                assert self._savepoint >= 0
349
        except:
350
            self.run_query('ROLLBACK TO SAVEPOINT '+savepoint, log_level=4)
351
            raise
352
        else:
353
            self.run_query('RELEASE SAVEPOINT '+savepoint, log_level=4)
354
            self.do_autocommit()
355
            return return_val
356
    
357
    def do_autocommit(self):
358
        '''Autocommits if outside savepoint'''
359
        assert self._savepoint >= 0
360
        if self.autocommit and self._savepoint == 0:
361
            self.log_debug('Autocommitting')
362
            self.db.commit()
363
    
364
    def col_default(self, col):
365
        table = sql_gen.Table('columns', 'information_schema')
366
        
367
        conds = [('table_name', col.table.name), ('column_name', col.name)]
368
        schema = col.table.schema
369
        if schema != None: conds.append(('table_schema', schema))
370
        
371
        return sql_gen.as_Code(value(select(self, table, ['column_default'],
372
            conds, order_by='table_schema', limit=1, log_level=3)))
373
            # TODO: order_by search_path schema order
374

    
375
connect = DbConn
376

    
377
##### Querying
378

    
379
def run_raw_query(db, *args, **kw_args):
380
    '''For params, see DbConn.run_query()'''
381
    return db.run_query(*args, **kw_args)
382

    
383
def mogrify(db, query, params):
384
    module = util.root_module(db.db)
385
    if module == 'psycopg2': return db.db.cursor().mogrify(query, params)
386
    else: raise NotImplementedError("Can't mogrify query for "+module+
387
        ' database')
388

    
389
##### Recoverable querying
390

    
391
def with_savepoint(db, func): return db.with_savepoint(func)
392

    
393
def run_query(db, query, params=None, recover=None, cacheable=False,
394
    log_level=2, log_ignore_excs=None, **kw_args):
395
    '''For params, see run_raw_query()'''
396
    if recover == None: recover = False
397
    if log_ignore_excs == None: log_ignore_excs = ()
398
    log_ignore_excs = tuple(log_ignore_excs)
399
    
400
    debug_msg_ref = None # usually, db.run_query() logs query before running it
401
    # But if filtering with log_ignore_excs, wait until after exception parsing
402
    if log_ignore_excs != () or not db.can_mogrify(): debug_msg_ref = [None] 
403
    
404
    try:
405
        try:
406
            def run(): return run_raw_query(db, query, params, cacheable,
407
                log_level, debug_msg_ref, **kw_args)
408
            if recover and not db.is_cached(query, params):
409
                return with_savepoint(db, run)
410
            else: return run() # don't need savepoint if cached
411
        except Exception, e:
412
            if not recover: raise # need savepoint to run index_cols()
413
            msg = exc.str_(e)
414
            
415
            match = re.search(r'duplicate key value violates unique constraint '
416
                r'"((_?[^\W_]+)_.+?)"', msg)
417
            if match:
418
                constraint, table = match.groups()
419
                try: cols = index_cols(db, table, constraint)
420
                except NotImplementedError: raise e
421
                else: raise DuplicateKeyException(constraint, cols, e)
422
            
423
            match = re.search(r'null value in column "(.+?)" violates not-null'
424
                r' constraint', msg)
425
            if match: raise NullValueException('NOT NULL', [match.group(1)], e)
426
            
427
            match = re.search(r'\b(?:invalid input (?:syntax|value)\b.*?'
428
                r'|date/time field value out of range): "(.+?)"\n'
429
                r'(?:(?s).*?)\bfunction "(.+?)"', msg)
430
            if match:
431
                value, name = match.groups()
432
                raise FunctionValueException(name, strings.to_unicode(value), e)
433
            
434
            match = re.search(r'column "(.+?)" is of type (.+?) but expression '
435
                r'is of type', msg)
436
            if match:
437
                col, type_ = match.groups()
438
                raise MissingCastException(type_, col, e)
439
            
440
            match = re.search(r'relation "(.+?)" already exists', msg)
441
            if match: raise DuplicateTableException(match.group(1), e)
442
            
443
            match = re.search(r'function "(.+?)" already exists', msg)
444
            if match: raise DuplicateFunctionException(match.group(1), e)
445
            
446
            raise # no specific exception raised
447
    except log_ignore_excs:
448
        log_level += 2
449
        raise
450
    finally:
451
        if debug_msg_ref != None and debug_msg_ref[0] != None:
452
            db.log_debug(debug_msg_ref[0], log_level)
453

    
454
##### Basic queries
455

    
456
def next_version(name):
457
    version = 1 # first existing name was version 0
458
    match = re.match(r'^(.*)#(\d+)$', name)
459
    if match:
460
        name, version = match.groups()
461
        version = int(version)+1
462
    return sql_gen.add_suffix(name, '#'+str(version))
463

    
464
def run_query_into(db, query, params, into=None, *args, **kw_args):
465
    '''Outputs a query to a temp table.
466
    For params, see run_query().
467
    '''
468
    if into == None: return run_query(db, query, params, *args, **kw_args)
469
    else: # place rows in temp table
470
        assert isinstance(into, sql_gen.Table)
471
        
472
        kw_args['recover'] = True
473
        kw_args.setdefault('log_ignore_excs', (DuplicateTableException,))
474
        
475
        temp = not db.autocommit # tables are permanent in autocommit mode
476
        # "temporary tables cannot specify a schema name", so remove schema
477
        if temp: into.schema = None
478
        
479
        while True:
480
            try:
481
                create_query = 'CREATE'
482
                if temp: create_query += ' TEMP'
483
                create_query += ' TABLE '+into.to_str(db)+' AS\n'+query
484
                
485
                return run_query(db, create_query, params, *args, **kw_args)
486
                    # CREATE TABLE AS sets rowcount to # rows in query
487
            except DuplicateTableException, e:
488
                into.name = next_version(into.name)
489
                # try again with next version of name
490

    
491
order_by_pkey = object() # tells mk_select() to order by the pkey
492

    
493
distinct_on_all = object() # tells mk_select() to SELECT DISTINCT ON all columns
494

    
495
def mk_select(db, tables, fields=None, conds=None, distinct_on=[], limit=None,
496
    start=None, order_by=order_by_pkey, default_table=None):
497
    '''
498
    @param tables The single table to select from, or a list of tables to join
499
        together, with tables after the first being sql_gen.Join objects
500
    @param fields Use None to select all fields in the table
501
    @param conds WHERE conditions: [(compare_left_side, compare_right_side),...]
502
        * container can be any iterable type
503
        * compare_left_side: sql_gen.Code|str (for col name)
504
        * compare_right_side: sql_gen.ValueCond|literal value
505
    @param distinct_on The columns to SELECT DISTINCT ON, or distinct_on_all to
506
        use all columns
507
    @return tuple(query, params)
508
    '''
509
    # Parse tables param
510
    if not lists.is_seq(tables): tables = [tables]
511
    tables = list(tables) # don't modify input! (list() copies input)
512
    table0 = sql_gen.as_Table(tables.pop(0)) # first table is separate
513
    
514
    # Parse other params
515
    if conds == None: conds = []
516
    elif dicts.is_dict(conds): conds = conds.items()
517
    conds = list(conds) # don't modify input! (list() copies input)
518
    assert limit == None or type(limit) == int
519
    assert start == None or type(start) == int
520
    if order_by is order_by_pkey:
521
        if distinct_on != []: order_by = None
522
        else: order_by = pkey(db, table0, recover=True)
523
    
524
    query = 'SELECT'
525
    
526
    def parse_col(col): return sql_gen.as_Col(col, default_table).to_str(db)
527
    
528
    # DISTINCT ON columns
529
    if distinct_on != []:
530
        query += '\nDISTINCT'
531
        if distinct_on is not distinct_on_all:
532
            query += ' ON ('+(', '.join(map(parse_col, distinct_on)))+')'
533
    
534
    # Columns
535
    query += '\n'
536
    if fields == None: query += '*'
537
    else: query += '\n, '.join(map(parse_col, fields))
538
    
539
    # Main table
540
    query += '\nFROM '+table0.to_str(db)
541
    
542
    # Add joins
543
    left_table = table0
544
    for join_ in tables:
545
        table = join_.table
546
        
547
        # Parse special values
548
        if join_.type_ is sql_gen.filter_out: # filter no match
549
            conds.append((sql_gen.Col(table_not_null_col(db, table), table),
550
                None))
551
        
552
        query += '\n'+join_.to_str(db, left_table)
553
        
554
        left_table = table
555
    
556
    missing = True
557
    if conds != []:
558
        if len(conds) == 1: whitespace = ' '
559
        else: whitespace = '\n'
560
        query += '\n'+sql_gen.combine_conds([sql_gen.ColValueCond(l, r)
561
            .to_str(db) for l, r in conds], 'WHERE')
562
        missing = False
563
    if order_by != None:
564
        query += '\nORDER BY '+sql_gen.as_Col(order_by, table0).to_str(db)
565
    if limit != None: query += '\nLIMIT '+str(limit); missing = False
566
    if start != None:
567
        if start != 0: query += '\nOFFSET '+str(start)
568
        missing = False
569
    if missing: warnings.warn(DbWarning(
570
        'SELECT statement missing a WHERE, LIMIT, or OFFSET clause: '+query))
571
    
572
    return (query, [])
573

    
574
def select(db, *args, **kw_args):
575
    '''For params, see mk_select() and run_query()'''
576
    recover = kw_args.pop('recover', None)
577
    cacheable = kw_args.pop('cacheable', True)
578
    log_level = kw_args.pop('log_level', 2)
579
    
580
    query, params = mk_select(db, *args, **kw_args)
581
    return run_query(db, query, params, recover, cacheable, log_level=log_level)
582

    
583
def mk_insert_select(db, table, cols=None, select_query=None, params=None,
584
    returning=None, embeddable=False):
585
    '''
586
    @param returning str|None An inserted column (such as pkey) to return
587
    @param embeddable Whether the query should be embeddable as a nested SELECT.
588
        Warning: If you set this and cacheable=True when the query is run, the
589
        query will be fully cached, not just if it raises an exception.
590
    '''
591
    table = sql_gen.as_Table(table)
592
    if cols == []: cols = None # no cols (all defaults) = unknown col names
593
    if cols != None:
594
        cols = [sql_gen.to_name_only_col(v, table).to_str(db) for v in cols]
595
    if select_query == None: select_query = 'DEFAULT VALUES'
596
    if returning != None: returning = sql_gen.as_Col(returning, table)
597
    
598
    # Build query
599
    first_line = 'INSERT INTO '+table.to_str(db)
600
    query = first_line
601
    if cols != None: query += '\n('+', '.join(cols)+')'
602
    query += '\n'+select_query
603
    
604
    if returning != None:
605
        returning_name = copy.copy(returning)
606
        returning_name.table = None
607
        returning_name = returning_name.to_str(db)
608
        query += '\nRETURNING '+returning_name
609
    
610
    if embeddable:
611
        assert returning != None
612
        
613
        # Create function
614
        function_name = sql_gen.clean_name(first_line)
615
        return_type = 'SETOF '+returning.to_str(db)+'%TYPE'
616
        while True:
617
            try:
618
                func_schema = None
619
                if not db.autocommit: func_schema = 'pg_temp'
620
                function = sql_gen.Table(function_name, func_schema).to_str(db)
621
                
622
                function_query = '''\
623
CREATE FUNCTION '''+function+'''()
624
RETURNS '''+return_type+'''
625
LANGUAGE sql
626
AS $$
627
'''+mogrify(db, query, params)+''';
628
$$;
629
'''
630
                run_query(db, function_query, recover=True, cacheable=True,
631
                    log_ignore_excs=(DuplicateFunctionException,))
632
                break # this version was successful
633
            except DuplicateFunctionException, e:
634
                function_name = next_version(function_name)
635
                # try again with next version of name
636
        
637
        # Return query that uses function
638
        func_table = sql_gen.NamedTable('f', sql_gen.CustomCode(function+'()'),
639
            [returning_name]) # AS clause requires function alias
640
        return mk_select(db, func_table, start=0, order_by=None)
641
    
642
    return (query, params)
643

    
644
def insert_select(db, *args, **kw_args):
645
    '''For params, see mk_insert_select() and run_query_into()
646
    @param into sql_gen.Table with suggested name of temp table to put RETURNING
647
        values in
648
    '''
649
    into = kw_args.pop('into', None)
650
    if into != None: kw_args['embeddable'] = True
651
    recover = kw_args.pop('recover', None)
652
    cacheable = kw_args.pop('cacheable', True)
653
    log_level = kw_args.pop('log_level', 2)
654
    
655
    query, params = mk_insert_select(db, *args, **kw_args)
656
    return run_query_into(db, query, params, into, recover=recover,
657
        cacheable=cacheable, log_level=log_level)
658

    
659
default = object() # tells insert() to use the default value for a column
660

    
661
def insert(db, table, row, *args, **kw_args):
662
    '''For params, see insert_select()'''
663
    if lists.is_seq(row): cols = None
664
    else:
665
        cols = row.keys()
666
        row = row.values()
667
    row = list(row) # ensure that "!= []" works
668
    
669
    # Check for special values
670
    labels = []
671
    values = []
672
    for value in row:
673
        value = sql_gen.remove_col_rename(sql_gen.as_Value(value)).value
674
        if value is default: labels.append('DEFAULT')
675
        else:
676
            labels.append('%s')
677
            values.append(value)
678
    
679
    # Build query
680
    if values != []: query = 'VALUES ('+(', '.join(labels))+')'
681
    else: query = None
682
    
683
    return insert_select(db, table, cols, query, values, *args, **kw_args)
684

    
685
def mk_update(db, table, changes=None, cond=None):
686
    '''
687
    @param changes [(col, new_value),...]
688
        * container can be any iterable type
689
        * col: sql_gen.Code|str (for col name)
690
        * new_value: sql_gen.Code|literal value
691
    @param cond sql_gen.Code WHERE condition. e.g. use sql_gen.*Cond objects.
692
    @return str query
693
    '''
694
    query = 'UPDATE '+sql_gen.as_Table(table).to_str(db)+'\nSET\n'
695
    query += ',\n'.join((sql_gen.to_name_only_col(col, table).to_str(db)+' = '
696
        +sql_gen.as_Value(new_value).to_str(db) for col, new_value in changes))
697
    if cond != None: query += '\nWHERE\n'+cond.to_str(db)
698
    
699
    return query
700

    
701
def update(db, *args, **kw_args):
702
    '''For params, see mk_update() and run_query()'''
703
    recover = kw_args.pop('recover', None)
704
    
705
    return run_query(db, mk_update(db, *args, **kw_args), [], recover)
706

    
707
def last_insert_id(db):
708
    module = util.root_module(db.db)
709
    if module == 'psycopg2': return value(run_query(db, 'SELECT lastval()'))
710
    elif module == 'MySQLdb': return db.insert_id()
711
    else: return None
712

    
713
def truncate(db, table, schema='public'):
714
    return run_query(db, 'TRUNCATE '+qual_name(db, schema, table)+' CASCADE')
715

    
716
def mk_flatten_mapping(db, into, cols, preserve=[], as_items=False):
717
    '''Creates a mapping from original column names (which may have collisions)
718
    to names that will be distinct among the columns' tables.
719
    This is meant to be used for several tables that are being joined together.
720
    @param cols The columns to combine. Duplicates will be removed.
721
    @param into The table for the new columns.
722
    @param preserve [sql_gen.Col...] Columns not to rename. Note that these
723
        columns will be included in the mapping even if they are not in cols.
724
        The tables of the provided Col objects will be changed to into, so make
725
        copies of them if you want to keep the original tables.
726
    @param as_items Whether to return a list of dict items instead of a dict
727
    @return dict(orig_col=new_col, ...)
728
        * orig_col: sql_gen.Col(orig_col_name, orig_table)
729
        * new_col: sql_gen.Col(orig_col_name, into)
730
        * All mappings use the into table so its name can easily be
731
          changed for all columns at once
732
    '''
733
    cols = lists.uniqify(cols)
734
    
735
    items = []
736
    for col in preserve:
737
        orig_col = copy.copy(col)
738
        col.table = into
739
        items.append((orig_col, col))
740
    preserve = set(preserve)
741
    for col in cols:
742
        if col not in preserve: items.append((col, sql_gen.Col(str(col), into)))
743
    
744
    if not as_items: items = dict(items)
745
    return items
746

    
747
def flatten(db, into, joins, cols, limit=None, start=None, **kw_args):
748
    '''For params, see mk_flatten_mapping()
749
    @return See return value of mk_flatten_mapping()
750
    '''
751
    items = mk_flatten_mapping(db, into, cols, as_items=True, **kw_args)
752
    cols = [sql_gen.NamedCol(new.name, old) for old, new in items]
753
    run_query_into(db, *mk_select(db, joins, cols, limit=limit, start=start),
754
        into=into)
755
    return dict(items)
756

    
757
##### Database structure queries
758

    
759
def table_row_count(db, table, recover=None):
760
    return value(run_query(db, *mk_select(db, table, [sql_gen.row_count],
761
        order_by=None, start=0), recover=recover, log_level=3))
762

    
763
def table_cols(db, table, recover=None):
764
    return list(col_names(select(db, table, limit=0, order_by=None,
765
        recover=recover, log_level=4)))
766

    
767
def pkey(db, table, recover=None):
768
    '''Assumed to be first column in table'''
769
    return table_cols(db, table, recover)[0]
770

    
771
not_null_col = 'not_null_col'
772

    
773
def table_not_null_col(db, table, recover=None):
774
    '''Name assumed to be the value of not_null_col. If not found, uses pkey.'''
775
    if not_null_col in table_cols(db, table, recover): return not_null_col
776
    else: return pkey(db, table, recover)
777

    
778
def index_cols(db, table, index):
779
    '''Can also use this for UNIQUE constraints, because a UNIQUE index is
780
    automatically created. When you don't know whether something is a UNIQUE
781
    constraint or a UNIQUE index, use this function.'''
782
    module = util.root_module(db.db)
783
    if module == 'psycopg2':
784
        return list(values(run_query(db, '''\
785
SELECT attname
786
FROM
787
(
788
        SELECT attnum, attname
789
        FROM pg_index
790
        JOIN pg_class index ON index.oid = indexrelid
791
        JOIN pg_class table_ ON table_.oid = indrelid
792
        JOIN pg_attribute ON attrelid = indrelid AND attnum = ANY (indkey)
793
        WHERE
794
            table_.relname = %(table)s
795
            AND index.relname = %(index)s
796
    UNION
797
        SELECT attnum, attname
798
        FROM
799
        (
800
            SELECT
801
                indrelid
802
                , (regexp_matches(indexprs, E':varattno (\\\\d+)', 'g'))[1]::int
803
                    AS indkey
804
            FROM pg_index
805
            JOIN pg_class index ON index.oid = indexrelid
806
            JOIN pg_class table_ ON table_.oid = indrelid
807
            WHERE
808
                table_.relname = %(table)s
809
                AND index.relname = %(index)s
810
        ) s
811
        JOIN pg_attribute ON attrelid = indrelid AND attnum = indkey
812
) s
813
ORDER BY attnum
814
''',
815
            {'table': table, 'index': index}, cacheable=True, log_level=4)))
816
    else: raise NotImplementedError("Can't list index columns for "+module+
817
        ' database')
818

    
819
def constraint_cols(db, table, constraint):
820
    module = util.root_module(db.db)
821
    if module == 'psycopg2':
822
        return list(values(run_query(db, '''\
823
SELECT attname
824
FROM pg_constraint
825
JOIN pg_class ON pg_class.oid = conrelid
826
JOIN pg_attribute ON attrelid = conrelid AND attnum = ANY (conkey)
827
WHERE
828
    relname = %(table)s
829
    AND conname = %(constraint)s
830
ORDER BY attnum
831
''',
832
            {'table': table, 'constraint': constraint})))
833
    else: raise NotImplementedError("Can't list constraint columns for "+module+
834
        ' database')
835

    
836
row_num_col = '_row_num'
837

    
838
def add_index(db, exprs, table=None, unique=False):
839
    '''Adds an index on column(s) or expression(s) if it doesn't already exist.
840
    Currently, only function calls are supported as expressions.
841
    '''
842
    if not lists.is_seq(exprs): exprs = [exprs]
843
    
844
    # Parse exprs
845
    old_exprs = exprs[:]
846
    exprs = []
847
    cols = []
848
    for i, expr in enumerate(old_exprs):
849
        expr = copy.deepcopy(expr) # don't modify input!
850
        expr = sql_gen.as_Col(expr)
851
        
852
        # Extract col
853
        if isinstance(expr, sql_gen.FunctionCall):
854
            col = expr.args[0]
855
            expr = sql_gen.Expr(expr)
856
        else: col = expr
857
        
858
        # Extract table
859
        if table == None:
860
            assert sql_gen.is_table_col(col)
861
            table = col.table
862
        
863
        col.table = None
864
        
865
        exprs.append(expr)
866
        cols.append(col)
867
    
868
    table = sql_gen.as_Table(table)
869
    index = sql_gen.Table(str(sql_gen.Col(','.join(map(str, cols)), table)))
870
    
871
    str_ = 'CREATE'
872
    if unique: str_ += ' UNIQUE'
873
    str_ += ' INDEX '+index.to_str(db)+' ON '+table.to_str(db)+' ('+(
874
        ', '.join((v.to_str(db) for v in exprs)))+')'
875
    
876
    try: run_query(db, str_, recover=True, cacheable=True, log_level=3)
877
    except DuplicateTableException: pass # index already existed
878

    
879
def add_pkey(db, table, cols=None, recover=None):
880
    '''Adds a primary key.
881
    @param cols [sql_gen.Col,...] The columns in the primary key.
882
        Defaults to the first column in the table.
883
    @pre The table must not already have a primary key.
884
    '''
885
    table = sql_gen.as_Table(table)
886
    if cols == None: cols = [pkey(db, table, recover)]
887
    col_strs = [sql_gen.to_name_only_col(v).to_str(db) for v in cols]
888
    
889
    index = sql_gen.as_Table(sql_gen.add_suffix(table.name, '_pkey'))
890
    try:
891
        run_query(db, 'ALTER TABLE '+table.to_str(db)+' ADD CONSTRAINT '
892
            +index.to_str(db)+' PRIMARY KEY ('+(', '.join(col_strs))+')',
893
            recover=True, cacheable=True, log_level=3,
894
            log_ignore_excs=(DuplicateTableException,))
895
    except DuplicateTableException, e:
896
        index.name = next_version(index.name)
897
        # try again with next version of name
898

    
899
def add_row_num(db, table):
900
    '''Adds a row number column to a table. Its name is in row_num_col. It will
901
    be the primary key.'''
902
    table = sql_gen.as_Table(table).to_str(db)
903
    run_query(db, 'ALTER TABLE '+table+' ADD COLUMN '+row_num_col
904
        +' serial NOT NULL PRIMARY KEY', log_level=3)
905

    
906
def create_table(db, table, cols, has_pkey=True):
907
    '''Creates a table.
908
    @param cols [sql_gen.TypedCol,...] The column names and types
909
    @param has_pkey If set, the first column becomes the primary key.
910
    '''
911
    table = sql_gen.as_Table(table)
912
    
913
    if has_pkey:
914
        cols[0] = pkey = copy.copy(cols[0]) # don't modify input!
915
        pkey.type += ' NOT NULL PRIMARY KEY'
916
    
917
    str_ = 'CREATE TABLE '+table.to_str(db)+' (\n'
918
    str_ += '\n, '.join(v.to_str(db) for v in cols)
919
    str_ += '\n);\n'
920
    run_query(db, str_, cacheable=True, log_level=2)
921

    
922
def vacuum(db, table):
923
    table = sql_gen.as_Table(table)
924
    db.with_autocommit(lambda: run_query(db, 'VACUUM ANALYZE '+table.to_str(db),
925
        log_level=3))
926

    
927
def tables(db, schema_like='public', table_like='%'):
928
    module = util.root_module(db.db)
929
    params = {'schema_like': schema_like, 'table_like': table_like}
930
    if module == 'psycopg2':
931
        return values(run_query(db, '''\
932
SELECT tablename
933
FROM pg_tables
934
WHERE
935
    schemaname LIKE %(schema_like)s
936
    AND tablename LIKE %(table_like)s
937
ORDER BY tablename
938
''',
939
            params, cacheable=True))
940
    elif module == 'MySQLdb':
941
        return values(run_query(db, 'SHOW TABLES LIKE %(table_like)s', params,
942
            cacheable=True))
943
    else: raise NotImplementedError("Can't list tables for "+module+' database')
944

    
945
##### Database management
946

    
947
def empty_db(db, schema='public', **kw_args):
948
    '''For kw_args, see tables()'''
949
    for table in tables(db, schema, **kw_args): truncate(db, table, schema)
950

    
951
##### Heuristic queries
952

    
953
def put(db, table, row, pkey_=None, row_ct_ref=None):
954
    '''Recovers from errors.
955
    Only works under PostgreSQL (uses INSERT RETURNING).
956
    '''
957
    row = sql_gen.ColDict(db, table, row)
958
    if pkey_ == None: pkey_ = pkey(db, table, recover=True)
959
    
960
    try:
961
        cur = insert(db, table, row, pkey_, recover=True)
962
        if row_ct_ref != None and cur.rowcount >= 0:
963
            row_ct_ref[0] += cur.rowcount
964
        return value(cur)
965
    except DuplicateKeyException, e:
966
        row = sql_gen.ColDict(db, table,
967
            util.dict_subset_right_join(row, e.cols))
968
        return value(select(db, table, [pkey_], row, recover=True))
969

    
970
def get(db, table, row, pkey, row_ct_ref=None, create=False):
971
    '''Recovers from errors'''
972
    try: return value(select(db, table, [pkey], row, limit=1, recover=True))
973
    except StopIteration:
974
        if not create: raise
975
        return put(db, table, row, pkey, row_ct_ref) # insert new row
976

    
977
def is_func_result(col):
978
    return col.table.name.find('(') >= 0 and col.name == 'result'
979

    
980
def into_table_name(out_table, in_tables0, mapping, is_func):
981
    def in_col_str(in_col):
982
        in_col = sql_gen.remove_col_rename(in_col)
983
        if isinstance(in_col, sql_gen.Col):
984
            table = in_col.table
985
            if table == in_tables0:
986
                in_col = sql_gen.to_name_only_col(in_col)
987
            elif is_func_result(in_col): in_col = table # omit col name
988
        return str(in_col)
989
    
990
    str_ = str(out_table)
991
    if is_func:
992
        str_ += '('
993
        
994
        try: value_in_col = mapping['value']
995
        except KeyError:
996
            str_ += ', '.join((str(k)+'='+in_col_str(v)
997
                for k, v in mapping.iteritems()))
998
        else: str_ += in_col_str(value_in_col)
999
        
1000
        str_ += ')'
1001
    else: str_ += '_pkeys'
1002
    return str_
1003

    
1004
def put_table(db, out_table, in_tables, mapping, row_ct_ref=None, into=None,
1005
    default=None, is_func=False):
1006
    '''Recovers from errors.
1007
    Only works under PostgreSQL (uses INSERT RETURNING).
1008
    @param in_tables The main input table to select from, followed by a list of
1009
        tables to join with it using the main input table's pkey
1010
    @param mapping dict(out_table_col=in_table_col, ...)
1011
        * out_table_col: str (*not* sql_gen.Col)
1012
        * in_table_col: sql_gen.Col|literal-value
1013
    @param into The table to contain the output and input pkeys.
1014
        Defaults to `out_table.name+'_pkeys'`.
1015
    @param default The *output* column to use as the pkey for missing rows.
1016
        If this output column does not exist in the mapping, uses None.
1017
    @param is_func Whether out_table is the name of a SQL function, not a table
1018
    @return sql_gen.Col Where the output pkeys are made available
1019
    '''
1020
    out_table = sql_gen.as_Table(out_table)
1021
    
1022
    def log_debug(msg): db.log_debug(msg, level=1.5)
1023
    def col_ustr(str_):
1024
        return strings.repr_no_u(sql_gen.remove_col_rename(str_))
1025
    
1026
    log_debug('********** New iteration **********')
1027
    log_debug('Inserting these input columns into '+strings.as_tt(
1028
        out_table.to_str(db))+':\n'+strings.as_table(mapping, ustr=col_ustr))
1029
    
1030
    # Create input joins from list of input tables
1031
    in_tables_ = in_tables[:] # don't modify input!
1032
    in_tables0 = in_tables_.pop(0) # first table is separate
1033
    in_pkey = pkey(db, in_tables0, recover=True)
1034
    in_pkey_col = sql_gen.as_Col(in_pkey, in_tables0)
1035
    input_joins = [in_tables0]+[sql_gen.Join(v,
1036
        {in_pkey: sql_gen.join_same_not_null}) for v in in_tables_]
1037
    
1038
    if into == None:
1039
        into = into_table_name(out_table, in_tables0, mapping, is_func)
1040
    into = sql_gen.as_Table(into)
1041
    
1042
    log_debug('Joining together input tables into temp table')
1043
    # Place in new table for speed and so don't modify input if values edited
1044
    in_table = sql_gen.Table('in')
1045
    flatten_cols = filter(sql_gen.is_table_col, mapping.values())
1046
    mapping = dicts.join(mapping, flatten(db, in_table, input_joins,
1047
        flatten_cols, preserve=[in_pkey_col], start=0))
1048
    input_joins = [in_table]
1049
    db.log_debug('Temp table: '+strings.as_tt(in_table.to_str(db)), level=2)
1050
    
1051
    mapping = sql_gen.ColDict(db, out_table, mapping)
1052
        # after applying dicts.join() because that returns a plain dict
1053
    
1054
    # Resolve default value column
1055
    try: default = mapping[default]
1056
    except KeyError:
1057
        if default != None:
1058
            db.log_debug('Default value column '
1059
                +strings.as_tt(strings.repr_no_u(default))
1060
                +' does not exist in mapping, falling back to None', level=2.1)
1061
            default = None
1062
    
1063
    out_pkey = pkey(db, out_table, recover=True)
1064
    out_pkey_col = sql_gen.as_Col(out_pkey, out_table)
1065
    
1066
    pkeys_names = [in_pkey, out_pkey]
1067
    pkeys_cols = [in_pkey_col, out_pkey_col]
1068
    
1069
    pkeys_table_exists_ref = [False]
1070
    def insert_into_pkeys(joins, cols):
1071
        query, params = mk_select(db, joins, cols, order_by=None, start=0)
1072
        if pkeys_table_exists_ref[0]:
1073
            insert_select(db, into, pkeys_names, query, params)
1074
        else:
1075
            run_query_into(db, query, params, into=into)
1076
            pkeys_table_exists_ref[0] = True
1077
    
1078
    limit_ref = [None]
1079
    conds = set()
1080
    distinct_on = []
1081
    def mk_main_select(joins, cols):
1082
        return mk_select(db, joins, cols, conds, distinct_on,
1083
            limit=limit_ref[0], start=0)
1084
    
1085
    exc_strs = set()
1086
    def log_exc(e):
1087
        e_str = exc.str_(e, first_line_only=True)
1088
        log_debug('Caught exception: '+e_str)
1089
        assert e_str not in exc_strs # avoid infinite loops
1090
        exc_strs.add(e_str)
1091
    def remove_all_rows():
1092
        log_debug('Returning NULL for all rows')
1093
        limit_ref[0] = 0 # just create an empty pkeys table
1094
    def ignore(in_col, value):
1095
        in_col_str = strings.as_tt(repr(in_col))
1096
        db.log_debug('Adding index on '+in_col_str+' to enable fast filtering',
1097
            level=2.5)
1098
        add_index(db, in_col)
1099
        log_debug('Ignoring rows with '+in_col_str+' = '
1100
            +strings.as_tt(repr(value)))
1101
    def remove_rows(in_col, value):
1102
        ignore(in_col, value)
1103
        cond = (in_col, sql_gen.CompareCond(value, '!='))
1104
        assert cond not in conds # avoid infinite loops
1105
        conds.add(cond)
1106
    def invalid2null(in_col, value):
1107
        ignore(in_col, value)
1108
        update(db, in_table, [(in_col, None)],
1109
            sql_gen.ColValueCond(in_col, value))
1110
    
1111
    def insert_pkeys_table(which):
1112
        return sql_gen.Table(sql_gen.add_suffix(in_table.name,
1113
            '_insert_'+which+'_pkeys'))
1114
    insert_out_pkeys = insert_pkeys_table('out')
1115
    insert_in_pkeys = insert_pkeys_table('in')
1116
    
1117
    # Do inserts and selects
1118
    join_cols = sql_gen.ColDict(db, out_table)
1119
    while True:
1120
        if limit_ref[0] == 0: # special case
1121
            log_debug('Creating an empty pkeys table')
1122
            cur = run_query_into(db, *mk_select(db, out_table, [out_pkey],
1123
                limit=limit_ref[0]), into=insert_out_pkeys)
1124
            break # don't do main case
1125
        
1126
        has_joins = join_cols != {}
1127
        
1128
        # Prepare to insert new rows
1129
        insert_joins = input_joins[:] # don't modify original!
1130
        insert_args = dict(recover=True, cacheable=False)
1131
        if has_joins:
1132
            distinct_on = [v.to_Col() for v in join_cols.values()]
1133
            insert_joins.append(sql_gen.Join(out_table, join_cols,
1134
                sql_gen.filter_out))
1135
        else:
1136
            insert_args.update(dict(returning=out_pkey, into=insert_out_pkeys))
1137
        main_select = mk_main_select(insert_joins, mapping.values())[0]
1138
        
1139
        log_debug('Trying to insert new rows')
1140
        try:
1141
            cur = insert_select(db, out_table, mapping.keys(), main_select,
1142
                **insert_args)
1143
            break # insert successful
1144
        except DuplicateKeyException, e:
1145
            log_exc(e)
1146
            
1147
            old_join_cols = join_cols.copy()
1148
            join_cols.update(util.dict_subset_right_join(mapping, e.cols))
1149
            log_debug('Ignoring existing rows, comparing on these columns:\n'
1150
                +strings.as_inline_table(join_cols, ustr=col_ustr))
1151
            assert join_cols != old_join_cols # avoid infinite loops
1152
        except NullValueException, e:
1153
            log_exc(e)
1154
            
1155
            out_col, = e.cols
1156
            try: in_col = mapping[out_col]
1157
            except KeyError:
1158
                log_debug('Missing mapping for NOT NULL column '+out_col)
1159
                remove_all_rows()
1160
            else: remove_rows(in_col, None)
1161
        except FunctionValueException, e:
1162
            log_exc(e)
1163
            
1164
            func_name = e.name
1165
            value = e.value
1166
            for out_col, in_col in mapping.iteritems():
1167
                invalid2null(sql_gen.unwrap_func_call(in_col, func_name), value)
1168
        except MissingCastException, e:
1169
            log_exc(e)
1170
            
1171
            out_col = e.col
1172
            mapping[out_col] = sql_gen.wrap_in_func(e.type, mapping[out_col])
1173
        except DatabaseErrors, e:
1174
            log_exc(e)
1175
            
1176
            msg = 'No handler for exception: '+exc.str_(e)
1177
            warnings.warn(DbWarning(msg))
1178
            log_debug(msg)
1179
            remove_all_rows()
1180
        # after exception handled, rerun loop with additional constraints
1181
    
1182
    if row_ct_ref != None and cur.rowcount >= 0:
1183
        row_ct_ref[0] += cur.rowcount
1184
    
1185
    if has_joins:
1186
        select_joins = input_joins+[sql_gen.Join(out_table, join_cols)]
1187
        log_debug('Getting output table pkeys of existing/inserted rows')
1188
        insert_into_pkeys(select_joins, pkeys_cols)
1189
    else:
1190
        add_row_num(db, insert_out_pkeys) # for joining with input pkeys
1191
        
1192
        log_debug('Getting input table pkeys of inserted rows')
1193
        run_query_into(db, *mk_main_select(input_joins, [in_pkey]),
1194
            into=insert_in_pkeys)
1195
        add_row_num(db, insert_in_pkeys) # for joining with output pkeys
1196
        
1197
        assert table_row_count(db, insert_out_pkeys) == table_row_count(db,
1198
            insert_in_pkeys)
1199
        
1200
        log_debug('Combining output and input pkeys in inserted order')
1201
        pkey_joins = [insert_in_pkeys, sql_gen.Join(insert_out_pkeys,
1202
            {row_num_col: sql_gen.join_same_not_null})]
1203
        insert_into_pkeys(pkey_joins, pkeys_names)
1204
    
1205
    db.log_debug('Adding pkey on pkeys table to enable fast joins', level=2.5)
1206
    add_pkey(db, into)
1207
    
1208
    log_debug('Setting pkeys of missing rows to '+strings.as_tt(repr(default)))
1209
    missing_rows_joins = input_joins+[sql_gen.Join(into,
1210
        {in_pkey: sql_gen.join_same_not_null}, sql_gen.filter_out)]
1211
        # must use join_same_not_null or query will take forever
1212
    insert_into_pkeys(missing_rows_joins,
1213
        [in_pkey_col, sql_gen.NamedCol(out_pkey, default)])
1214
    
1215
    assert table_row_count(db, into) == table_row_count(db, in_table)
1216
    
1217
    return sql_gen.Col(out_pkey, into)
1218

    
1219
##### Data cleanup
1220

    
1221
def cleanup_table(db, table, cols):
1222
    table = sql_gen.as_Table(table)
1223
    cols = map(sql_gen.as_Col, cols)
1224
    
1225
    expr = ('nullif(nullif(trim(both from %s), '+db.esc_value('')+'), '
1226
        +db.esc_value(r'\N')+')')
1227
    changes = [(v, sql_gen.CustomCode(expr % v.to_str(db)))
1228
        for v in cols]
1229
    
1230
    update(db, table, changes)
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