1
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# Database access
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2
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3
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import copy
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4
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import operator
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import re
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6
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import warnings
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import exc
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import dicts
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import iters
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import lists
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from Proxy import Proxy
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import rand
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import sql_gen
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import strings
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import util
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##### Exceptions
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def get_cur_query(cur, input_query=None, input_params=None):
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raw_query = None
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if hasattr(cur, 'query'): raw_query = cur.query
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elif hasattr(cur, '_last_executed'): raw_query = cur._last_executed
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if raw_query != None: return raw_query
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else: return '[input] '+strings.ustr(input_query)+' % '+repr(input_params)
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def _add_cursor_info(e, *args, **kw_args):
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'''For params, see get_cur_query()'''
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exc.add_msg(e, 'query: '+str(get_cur_query(*args, **kw_args)))
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class DbException(exc.ExceptionWithCause):
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def __init__(self, msg, cause=None, cur=None):
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exc.ExceptionWithCause.__init__(self, msg, cause, cause_newline=True)
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if cur != None: _add_cursor_info(self, cur)
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class ExceptionWithName(DbException):
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def __init__(self, name, cause=None):
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DbException.__init__(self, 'for name: '+strings.as_tt(str(name)), cause)
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self.name = name
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class ExceptionWithNameValue(DbException):
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def __init__(self, name, value, cause=None):
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DbException.__init__(self, 'for name: '+strings.as_tt(str(name))
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+'; value: '+strings.as_tt(repr(value)), cause)
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self.name = name
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self.value = value
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class ConstraintException(DbException):
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def __init__(self, name, cols, cause=None):
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DbException.__init__(self, 'Violated '+strings.as_tt(name)
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+' constraint on columns: '+strings.as_tt(', '.join(cols)), cause)
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self.name = name
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self.cols = cols
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class MissingCastException(DbException):
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def __init__(self, type_, col, cause=None):
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DbException.__init__(self, 'Missing cast to type '+strings.as_tt(type_)
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+' on column: '+strings.as_tt(col), cause)
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self.type = type_
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self.col = col
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class NameException(DbException): pass
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class DuplicateKeyException(ConstraintException): pass
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class NullValueException(ConstraintException): pass
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class FunctionValueException(ExceptionWithNameValue): pass
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class DuplicateTableException(ExceptionWithName): pass
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class DuplicateFunctionException(ExceptionWithName): pass
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class EmptyRowException(DbException): pass
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##### Warnings
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class DbWarning(UserWarning): pass
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##### Result retrieval
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def col_names(cur): return (col[0] for col in cur.description)
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def rows(cur): return iter(lambda: cur.fetchone(), None)
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def consume_rows(cur):
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'''Used to fetch all rows so result will be cached'''
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iters.consume_iter(rows(cur))
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def next_row(cur): return rows(cur).next()
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def row(cur):
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row_ = next_row(cur)
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consume_rows(cur)
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return row_
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def next_value(cur): return next_row(cur)[0]
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def value(cur): return row(cur)[0]
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def values(cur): return iters.func_iter(lambda: next_value(cur))
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def value_or_none(cur):
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try: return value(cur)
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except StopIteration: return None
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##### Input validation
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def esc_name_by_module(module, name):
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if module == 'psycopg2' or module == None: quote = '"'
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elif module == 'MySQLdb': quote = '`'
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else: raise NotImplementedError("Can't escape name for "+module+' database')
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return sql_gen.esc_name(name, quote)
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def esc_name_by_engine(engine, name, **kw_args):
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return esc_name_by_module(db_engines[engine][0], name, **kw_args)
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def esc_name(db, name, **kw_args):
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return esc_name_by_module(util.root_module(db.db), name, **kw_args)
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def qual_name(db, schema, table):
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def esc_name_(name): return esc_name(db, name)
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table = esc_name_(table)
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if schema != None: return esc_name_(schema)+'.'+table
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else: return table
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##### Database connections
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db_config_names = ['engine', 'host', 'user', 'password', 'database', 'schemas']
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db_engines = {
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'MySQL': ('MySQLdb', {'password': 'passwd', 'database': 'db'}),
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'PostgreSQL': ('psycopg2', {}),
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}
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DatabaseErrors_set = set([DbException])
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DatabaseErrors = tuple(DatabaseErrors_set)
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def _add_module(module):
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DatabaseErrors_set.add(module.DatabaseError)
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global DatabaseErrors
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DatabaseErrors = tuple(DatabaseErrors_set)
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def db_config_str(db_config):
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return db_config['engine']+' database '+db_config['database']
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def _query_lookup(query, params): return (query, dicts.make_hashable(params))
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log_debug_none = lambda msg, level=2: None
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class DbConn:
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def __init__(self, db_config, serializable=True, autocommit=False,
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caching=True, log_debug=log_debug_none):
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self.db_config = db_config
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self.serializable = serializable
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self.autocommit = autocommit
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self.caching = caching
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self.log_debug = log_debug
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self.debug = log_debug != log_debug_none
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self.__db = None
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self.query_results = {}
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self._savepoint = 0
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def __getattr__(self, name):
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if name == '__dict__': raise Exception('getting __dict__')
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if name == 'db': return self._db()
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else: raise AttributeError()
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def __getstate__(self):
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state = copy.copy(self.__dict__) # shallow copy
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state['log_debug'] = None # don't pickle the debug callback
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state['_DbConn__db'] = None # don't pickle the connection
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return state
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def connected(self): return self.__db != None
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def _db(self):
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if self.__db == None:
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# Process db_config
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db_config = self.db_config.copy() # don't modify input!
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schemas = db_config.pop('schemas', None)
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module_name, mappings = db_engines[db_config.pop('engine')]
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module = __import__(module_name)
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_add_module(module)
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for orig, new in mappings.iteritems():
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try: util.rename_key(db_config, orig, new)
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except KeyError: pass
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# Connect
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self.__db = module.connect(**db_config)
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# Configure connection
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if self.serializable and not self.autocommit: run_raw_query(self,
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'SET TRANSACTION ISOLATION LEVEL SERIALIZABLE')
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if schemas != None:
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schemas_ = ''.join((esc_name(self, s)+', '
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for s in schemas.split(',')))
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run_raw_query(self, "SELECT set_config('search_path', \
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%s || current_setting('search_path'), false)", [schemas_])
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return self.__db
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class DbCursor(Proxy):
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def __init__(self, outer):
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Proxy.__init__(self, outer.db.cursor())
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self.outer = outer
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self.query_results = outer.query_results
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self.query_lookup = None
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self.result = []
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def execute(self, query, params=None):
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self._is_insert = query.upper().find('INSERT') >= 0
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self.query_lookup = _query_lookup(query, params)
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try:
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try:
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return_value = self.inner.execute(query, params)
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self.outer.do_autocommit()
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finally: self.query = get_cur_query(self.inner, query, params)
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except Exception, e:
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_add_cursor_info(e, self, query, params)
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self.result = e # cache the exception as the result
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self._cache_result()
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raise
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# Fetch all rows so result will be cached
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if self.rowcount == 0 and not self._is_insert: consume_rows(self)
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return return_value
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def fetchone(self):
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row = self.inner.fetchone()
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if row != None: self.result.append(row)
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# otherwise, fetched all rows
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else: self._cache_result()
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return row
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def _cache_result(self):
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# For inserts, only cache exceptions since inserts are not
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# idempotent, but an invalid insert will always be invalid
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if self.query_results != None and (not self._is_insert
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or isinstance(self.result, Exception)):
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assert self.query_lookup != None
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self.query_results[self.query_lookup] = self.CacheCursor(
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util.dict_subset(dicts.AttrsDictView(self),
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['query', 'result', 'rowcount', 'description']))
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class CacheCursor:
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def __init__(self, cached_result): self.__dict__ = cached_result
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251
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def execute(self, *args, **kw_args):
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if isinstance(self.result, Exception): raise self.result
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# otherwise, result is a rows list
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self.iter = iter(self.result)
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256
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def fetchone(self):
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try: return self.iter.next()
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258
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except StopIteration: return None
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259
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260
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def esc_value(self, value):
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module = util.root_module(self.db)
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if module == 'psycopg2': str_ = self.db.cursor().mogrify('%s', [value])
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elif module == 'MySQLdb':
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import _mysql
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str_ = _mysql.escape_string(value)
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266
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else: raise NotImplementedError("Can't escape value for "+module
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267
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+' database')
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return strings.to_unicode(str_)
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269
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270
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def esc_name(self, name): return esc_name(self, name) # calls global func
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271
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272
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def run_query(self, query, params=None, cacheable=False, log_level=2,
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273
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debug_msg_ref=None):
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274
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'''
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275
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@param log_ignore_excs The log_level will be increased by 2 if the query
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276
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throws one of these exceptions.
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277
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'''
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278
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assert query != None
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279
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280
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if not self.caching: cacheable = False
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used_cache = False
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try:
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# Get cursor
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284
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if cacheable:
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285
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query_lookup = _query_lookup(query, params)
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try:
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287
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cur = self.query_results[query_lookup]
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used_cache = True
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289
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except KeyError: cur = self.DbCursor(self)
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else: cur = self.db.cursor()
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292
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# Run query
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cur.execute(query, params)
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finally:
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295
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if self.debug and debug_msg_ref != None:# only compute msg if needed
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296
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if used_cache: cache_status = 'cache hit'
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297
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elif cacheable: cache_status = 'cache miss'
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298
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else: cache_status = 'non-cacheable'
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299
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query_code = strings.as_code(str(get_cur_query(cur, query,
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300
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params)), 'SQL')
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301
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debug_msg_ref[0] = 'DB query: '+cache_status+':\n'+query_code
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302
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303
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return cur
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304
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|
305
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def is_cached(self, query, params=None):
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306
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return _query_lookup(query, params) in self.query_results
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307
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|
308
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def with_savepoint(self, func):
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309
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savepoint = 'level_'+str(self._savepoint)
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310
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self.run_query('SAVEPOINT '+savepoint, log_level=4)
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311
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self._savepoint += 1
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312
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try:
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313
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try: return_val = func()
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314
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finally:
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315
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self._savepoint -= 1
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316
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assert self._savepoint >= 0
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317
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except:
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318
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self.run_query('ROLLBACK TO SAVEPOINT '+savepoint, log_level=4)
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319
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raise
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320
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else:
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321
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self.run_query('RELEASE SAVEPOINT '+savepoint, log_level=4)
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322
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self.do_autocommit()
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323
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return return_val
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324
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|
325
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def do_autocommit(self):
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326
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'''Autocommits if outside savepoint'''
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assert self._savepoint >= 0
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328
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if self.autocommit and self._savepoint == 0:
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329
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self.log_debug('Autocommiting')
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330
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self.db.commit()
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331
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|
332
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def col_default(self, col):
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table = sql_gen.Table('columns', 'information_schema')
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334
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|
335
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conds = [('table_name', col.table.name), ('column_name', col.name)]
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schema = col.table.schema
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if schema != None: conds.append(('table_schema', schema))
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338
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339
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return value(select(self, table, ['column_default'], conds,
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340
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order_by='table_schema', limit=1, log_level=3))
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341
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# TODO: order_by search_path schema order
|
342
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|
343
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connect = DbConn
|
344
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|
345
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##### Querying
|
346
|
|
347
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def run_raw_query(db, *args, **kw_args):
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348
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'''For params, see DbConn.run_query()'''
|
349
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return db.run_query(*args, **kw_args)
|
350
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|
351
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def mogrify(db, query, params):
|
352
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module = util.root_module(db.db)
|
353
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if module == 'psycopg2': return db.db.cursor().mogrify(query, params)
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354
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else: raise NotImplementedError("Can't mogrify query for "+module+
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355
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' database')
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356
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|
357
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##### Recoverable querying
|
358
|
|
359
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def with_savepoint(db, func): return db.with_savepoint(func)
|
360
|
|
361
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def run_query(db, query, params=None, recover=None, cacheable=False,
|
362
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log_level=2, log_ignore_excs=None, **kw_args):
|
363
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'''For params, see run_raw_query()'''
|
364
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if recover == None: recover = False
|
365
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if log_ignore_excs == None: log_ignore_excs = ()
|
366
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log_ignore_excs = tuple(log_ignore_excs)
|
367
|
|
368
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debug_msg_ref = [None]
|
369
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try:
|
370
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try:
|
371
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def run(): return run_raw_query(db, query, params, cacheable,
|
372
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log_level, debug_msg_ref, **kw_args)
|
373
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if recover and not db.is_cached(query, params):
|
374
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return with_savepoint(db, run)
|
375
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else: return run() # don't need savepoint if cached
|
376
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except Exception, e:
|
377
|
if not recover: raise # need savepoint to run index_cols()
|
378
|
msg = exc.str_(e)
|
379
|
|
380
|
match = re.search(r'duplicate key value violates unique constraint '
|
381
|
r'"((_?[^\W_]+)_.+?)"', msg)
|
382
|
if match:
|
383
|
constraint, table = match.groups()
|
384
|
try: cols = index_cols(db, table, constraint)
|
385
|
except NotImplementedError: raise e
|
386
|
else: raise DuplicateKeyException(constraint, cols, e)
|
387
|
|
388
|
match = re.search(r'null value in column "(.+?)" violates not-null'
|
389
|
r' constraint', msg)
|
390
|
if match: raise NullValueException('NOT NULL', [match.group(1)], e)
|
391
|
|
392
|
match = re.search(r'\b(?:invalid input (?:syntax|value)\b.*?'
|
393
|
r'|date/time field value out of range): "(.+?)"\n'
|
394
|
r'(?:(?s).*?)\bfunction "(.+?)"', msg)
|
395
|
if match:
|
396
|
value, name = match.groups()
|
397
|
raise FunctionValueException(name, strings.to_unicode(value), e)
|
398
|
|
399
|
match = re.search(r'column "(.+?)" is of type (.+?) but expression '
|
400
|
r'is of type', msg)
|
401
|
if match:
|
402
|
col, type_ = match.groups()
|
403
|
raise MissingCastException(type_, col, e)
|
404
|
|
405
|
match = re.search(r'relation "(.+?)" already exists', msg)
|
406
|
if match: raise DuplicateTableException(match.group(1), e)
|
407
|
|
408
|
match = re.search(r'function "(.+?)" already exists', msg)
|
409
|
if match: raise DuplicateFunctionException(match.group(1), e)
|
410
|
|
411
|
raise # no specific exception raised
|
412
|
except log_ignore_excs:
|
413
|
log_level += 2
|
414
|
raise
|
415
|
finally:
|
416
|
if debug_msg_ref[0] != None: db.log_debug(debug_msg_ref[0], log_level)
|
417
|
|
418
|
##### Basic queries
|
419
|
|
420
|
def next_version(name):
|
421
|
version = 1 # first existing name was version 0
|
422
|
match = re.match(r'^(.*)#(\d+)$', name)
|
423
|
if match:
|
424
|
name, version = match.groups()
|
425
|
version = int(version)+1
|
426
|
return sql_gen.add_suffix(name, '#'+str(version))
|
427
|
|
428
|
def run_query_into(db, query, params, into=None, *args, **kw_args):
|
429
|
'''Outputs a query to a temp table.
|
430
|
For params, see run_query().
|
431
|
'''
|
432
|
if into == None: return run_query(db, query, params, *args, **kw_args)
|
433
|
else: # place rows in temp table
|
434
|
assert isinstance(into, sql_gen.Table)
|
435
|
|
436
|
kw_args['recover'] = True
|
437
|
kw_args.setdefault('log_ignore_excs', (DuplicateTableException,))
|
438
|
|
439
|
temp = not db.autocommit # tables are permanent in autocommit mode
|
440
|
# "temporary tables cannot specify a schema name", so remove schema
|
441
|
if temp: into.schema = None
|
442
|
|
443
|
while True:
|
444
|
try:
|
445
|
create_query = 'CREATE'
|
446
|
if temp: create_query += ' TEMP'
|
447
|
create_query += ' TABLE '+into.to_str(db)+' AS\n'+query
|
448
|
|
449
|
return run_query(db, create_query, params, *args, **kw_args)
|
450
|
# CREATE TABLE AS sets rowcount to # rows in query
|
451
|
except DuplicateTableException, e:
|
452
|
into.name = next_version(into.name)
|
453
|
# try again with next version of name
|
454
|
|
455
|
order_by_pkey = object() # tells mk_select() to order by the pkey
|
456
|
|
457
|
distinct_on_all = object() # tells mk_select() to SELECT DISTINCT ON all columns
|
458
|
|
459
|
def mk_select(db, tables, fields=None, conds=None, distinct_on=[], limit=None,
|
460
|
start=None, order_by=order_by_pkey, default_table=None):
|
461
|
'''
|
462
|
@param tables The single table to select from, or a list of tables to join
|
463
|
together, with tables after the first being sql_gen.Join objects
|
464
|
@param fields Use None to select all fields in the table
|
465
|
@param conds WHERE conditions: [(compare_left_side, compare_right_side),...]
|
466
|
* container can be any iterable type
|
467
|
* compare_left_side: sql_gen.Code|str (for col name)
|
468
|
* compare_right_side: sql_gen.ValueCond|literal value
|
469
|
@param distinct_on The columns to SELECT DISTINCT ON, or distinct_on_all to
|
470
|
use all columns
|
471
|
@return tuple(query, params)
|
472
|
'''
|
473
|
# Parse tables param
|
474
|
if not lists.is_seq(tables): tables = [tables]
|
475
|
tables = list(tables) # don't modify input! (list() copies input)
|
476
|
table0 = sql_gen.as_Table(tables.pop(0)) # first table is separate
|
477
|
|
478
|
# Parse other params
|
479
|
if conds == None: conds = []
|
480
|
elif dicts.is_dict(conds): conds = conds.items()
|
481
|
conds = list(conds) # don't modify input! (list() copies input)
|
482
|
assert limit == None or type(limit) == int
|
483
|
assert start == None or type(start) == int
|
484
|
if order_by is order_by_pkey:
|
485
|
if distinct_on != []: order_by = None
|
486
|
else: order_by = pkey(db, table0, recover=True)
|
487
|
|
488
|
query = 'SELECT'
|
489
|
|
490
|
def parse_col(col): return sql_gen.as_Col(col, default_table).to_str(db)
|
491
|
|
492
|
# DISTINCT ON columns
|
493
|
if distinct_on != []:
|
494
|
query += '\nDISTINCT'
|
495
|
if distinct_on is not distinct_on_all:
|
496
|
query += ' ON ('+(', '.join(map(parse_col, distinct_on)))+')'
|
497
|
|
498
|
# Columns
|
499
|
query += '\n'
|
500
|
if fields == None: query += '*'
|
501
|
else: query += '\n, '.join(map(parse_col, fields))
|
502
|
|
503
|
# Main table
|
504
|
query += '\nFROM '+table0.to_str(db)
|
505
|
|
506
|
# Add joins
|
507
|
left_table = table0
|
508
|
for join_ in tables:
|
509
|
table = join_.table
|
510
|
|
511
|
# Parse special values
|
512
|
if join_.type_ is sql_gen.filter_out: # filter no match
|
513
|
conds.append((sql_gen.Col(table_not_null_col(db, table), table),
|
514
|
None))
|
515
|
|
516
|
query += '\n'+join_.to_str(db, left_table)
|
517
|
|
518
|
left_table = table
|
519
|
|
520
|
missing = True
|
521
|
if conds != []:
|
522
|
if len(conds) == 1: whitespace = ' '
|
523
|
else: whitespace = '\n'
|
524
|
query += '\n'+sql_gen.combine_conds([sql_gen.ColValueCond(l, r)
|
525
|
.to_str(db) for l, r in conds], 'WHERE')
|
526
|
missing = False
|
527
|
if order_by != None:
|
528
|
query += '\nORDER BY '+sql_gen.as_Col(order_by, table0).to_str(db)
|
529
|
if limit != None: query += '\nLIMIT '+str(limit); missing = False
|
530
|
if start != None:
|
531
|
if start != 0: query += '\nOFFSET '+str(start)
|
532
|
missing = False
|
533
|
if missing: warnings.warn(DbWarning(
|
534
|
'SELECT statement missing a WHERE, LIMIT, or OFFSET clause: '+query))
|
535
|
|
536
|
return (query, [])
|
537
|
|
538
|
def select(db, *args, **kw_args):
|
539
|
'''For params, see mk_select() and run_query()'''
|
540
|
recover = kw_args.pop('recover', None)
|
541
|
cacheable = kw_args.pop('cacheable', True)
|
542
|
log_level = kw_args.pop('log_level', 2)
|
543
|
|
544
|
query, params = mk_select(db, *args, **kw_args)
|
545
|
return run_query(db, query, params, recover, cacheable, log_level=log_level)
|
546
|
|
547
|
def mk_insert_select(db, table, cols=None, select_query=None, params=None,
|
548
|
returning=None, embeddable=False):
|
549
|
'''
|
550
|
@param returning str|None An inserted column (such as pkey) to return
|
551
|
@param embeddable Whether the query should be embeddable as a nested SELECT.
|
552
|
Warning: If you set this and cacheable=True when the query is run, the
|
553
|
query will be fully cached, not just if it raises an exception.
|
554
|
'''
|
555
|
table = sql_gen.as_Table(table)
|
556
|
if cols == []: cols = None # no cols (all defaults) = unknown col names
|
557
|
if cols != None:
|
558
|
cols = [sql_gen.to_name_only_col(v, table).to_str(db) for v in cols]
|
559
|
if select_query == None: select_query = 'DEFAULT VALUES'
|
560
|
if returning != None: returning = sql_gen.as_Col(returning, table)
|
561
|
|
562
|
# Build query
|
563
|
first_line = 'INSERT INTO '+table.to_str(db)
|
564
|
query = first_line
|
565
|
if cols != None: query += '\n('+', '.join(cols)+')'
|
566
|
query += '\n'+select_query
|
567
|
|
568
|
if returning != None:
|
569
|
returning_name = copy.copy(returning)
|
570
|
returning_name.table = None
|
571
|
returning_name = returning_name.to_str(db)
|
572
|
query += '\nRETURNING '+returning_name
|
573
|
|
574
|
if embeddable:
|
575
|
assert returning != None
|
576
|
|
577
|
# Create function
|
578
|
function_name = sql_gen.clean_name(first_line)
|
579
|
return_type = 'SETOF '+returning.to_str(db)+'%TYPE'
|
580
|
while True:
|
581
|
try:
|
582
|
func_schema = None
|
583
|
if not db.autocommit: func_schema = 'pg_temp'
|
584
|
function = sql_gen.Table(function_name, func_schema).to_str(db)
|
585
|
|
586
|
function_query = '''\
|
587
|
CREATE FUNCTION '''+function+'''()
|
588
|
RETURNS '''+return_type+'''
|
589
|
LANGUAGE sql
|
590
|
AS $$
|
591
|
'''+mogrify(db, query, params)+''';
|
592
|
$$;
|
593
|
'''
|
594
|
run_query(db, function_query, recover=True, cacheable=True,
|
595
|
log_ignore_excs=(DuplicateFunctionException,))
|
596
|
break # this version was successful
|
597
|
except DuplicateFunctionException, e:
|
598
|
function_name = next_version(function_name)
|
599
|
# try again with next version of name
|
600
|
|
601
|
# Return query that uses function
|
602
|
func_table = sql_gen.NamedTable('f', sql_gen.CustomCode(function+'()'),
|
603
|
[returning_name]) # AS clause requires function alias
|
604
|
return mk_select(db, func_table, start=0, order_by=None)
|
605
|
|
606
|
return (query, params)
|
607
|
|
608
|
def insert_select(db, *args, **kw_args):
|
609
|
'''For params, see mk_insert_select() and run_query_into()
|
610
|
@param into sql_gen.Table with suggested name of temp table to put RETURNING
|
611
|
values in
|
612
|
'''
|
613
|
into = kw_args.pop('into', None)
|
614
|
if into != None: kw_args['embeddable'] = True
|
615
|
recover = kw_args.pop('recover', None)
|
616
|
cacheable = kw_args.pop('cacheable', True)
|
617
|
|
618
|
query, params = mk_insert_select(db, *args, **kw_args)
|
619
|
return run_query_into(db, query, params, into, recover=recover,
|
620
|
cacheable=cacheable)
|
621
|
|
622
|
default = object() # tells insert() to use the default value for a column
|
623
|
|
624
|
def insert(db, table, row, *args, **kw_args):
|
625
|
'''For params, see insert_select()'''
|
626
|
if lists.is_seq(row): cols = None
|
627
|
else:
|
628
|
cols = row.keys()
|
629
|
row = row.values()
|
630
|
row = list(row) # ensure that "!= []" works
|
631
|
|
632
|
# Check for special values
|
633
|
labels = []
|
634
|
values = []
|
635
|
for value in row:
|
636
|
value = sql_gen.remove_col_rename(sql_gen.as_Value(value)).value
|
637
|
if value is default: labels.append('DEFAULT')
|
638
|
else:
|
639
|
labels.append('%s')
|
640
|
values.append(value)
|
641
|
|
642
|
# Build query
|
643
|
if values != []: query = 'VALUES ('+(', '.join(labels))+')'
|
644
|
else: query = None
|
645
|
|
646
|
return insert_select(db, table, cols, query, values, *args, **kw_args)
|
647
|
|
648
|
def mk_update(db, table, changes=None, cond=None):
|
649
|
'''
|
650
|
@param changes [(col, new_value),...]
|
651
|
* container can be any iterable type
|
652
|
* col: sql_gen.Code|str (for col name)
|
653
|
* new_value: sql_gen.Code|literal value
|
654
|
@param cond sql_gen.Code WHERE condition. e.g. use sql_gen.*Cond objects.
|
655
|
@return str query
|
656
|
'''
|
657
|
query = 'UPDATE '+sql_gen.as_Table(table).to_str(db)+'\nSET\n'
|
658
|
query += ',\n'.join((sql_gen.to_name_only_col(col, table).to_str(db)+' = '
|
659
|
+sql_gen.as_Value(new_value).to_str(db) for col, new_value in changes))
|
660
|
if cond != None: query += '\nWHERE\n'+cond.to_str(db)
|
661
|
|
662
|
return query
|
663
|
|
664
|
def update(db, *args, **kw_args):
|
665
|
'''For params, see mk_update() and run_query()'''
|
666
|
recover = kw_args.pop('recover', None)
|
667
|
|
668
|
return run_query(db, mk_update(db, *args, **kw_args), [], recover)
|
669
|
|
670
|
def last_insert_id(db):
|
671
|
module = util.root_module(db.db)
|
672
|
if module == 'psycopg2': return value(run_query(db, 'SELECT lastval()'))
|
673
|
elif module == 'MySQLdb': return db.insert_id()
|
674
|
else: return None
|
675
|
|
676
|
def truncate(db, table, schema='public'):
|
677
|
return run_query(db, 'TRUNCATE '+qual_name(db, schema, table)+' CASCADE')
|
678
|
|
679
|
def mk_flatten_mapping(db, into, cols, preserve=[], as_items=False):
|
680
|
'''Creates a mapping from original column names (which may have collisions)
|
681
|
to names that will be distinct among the columns' tables.
|
682
|
This is meant to be used for several tables that are being joined together.
|
683
|
@param cols The columns to combine. Duplicates will be removed.
|
684
|
@param into The table for the new columns.
|
685
|
@param preserve [sql_gen.Col...] Columns not to rename. Note that these
|
686
|
columns will be included in the mapping even if they are not in cols.
|
687
|
The tables of the provided Col objects will be changed to into, so make
|
688
|
copies of them if you want to keep the original tables.
|
689
|
@param as_items Whether to return a list of dict items instead of a dict
|
690
|
@return dict(orig_col=new_col, ...)
|
691
|
* orig_col: sql_gen.Col(orig_col_name, orig_table)
|
692
|
* new_col: sql_gen.Col(orig_col_name, into)
|
693
|
* All mappings use the into table so its name can easily be
|
694
|
changed for all columns at once
|
695
|
'''
|
696
|
cols = lists.uniqify(cols)
|
697
|
|
698
|
items = []
|
699
|
for col in preserve:
|
700
|
orig_col = copy.copy(col)
|
701
|
col.table = into
|
702
|
items.append((orig_col, col))
|
703
|
preserve = set(preserve)
|
704
|
for col in cols:
|
705
|
if col not in preserve: items.append((col, sql_gen.Col(str(col), into)))
|
706
|
|
707
|
if not as_items: items = dict(items)
|
708
|
return items
|
709
|
|
710
|
def flatten(db, into, joins, cols, limit=None, start=None, **kw_args):
|
711
|
'''For params, see mk_flatten_mapping()
|
712
|
@return See return value of mk_flatten_mapping()
|
713
|
'''
|
714
|
items = mk_flatten_mapping(db, into, cols, as_items=True, **kw_args)
|
715
|
cols = [sql_gen.NamedCol(new.name, old) for old, new in items]
|
716
|
run_query_into(db, *mk_select(db, joins, cols, limit=limit, start=start),
|
717
|
into=into)
|
718
|
return dict(items)
|
719
|
|
720
|
##### Database structure queries
|
721
|
|
722
|
def table_row_count(db, table, recover=None):
|
723
|
return value(run_query(db, *mk_select(db, table, [sql_gen.row_count],
|
724
|
order_by=None, start=0), recover=recover, log_level=3))
|
725
|
|
726
|
def table_cols(db, table, recover=None):
|
727
|
return list(col_names(select(db, table, limit=0, order_by=None,
|
728
|
recover=recover, log_level=4)))
|
729
|
|
730
|
def pkey(db, table, recover=None):
|
731
|
'''Assumed to be first column in table'''
|
732
|
return table_cols(db, table, recover)[0]
|
733
|
|
734
|
not_null_col = 'not_null_col'
|
735
|
|
736
|
def table_not_null_col(db, table, recover=None):
|
737
|
'''Name assumed to be the value of not_null_col. If not found, uses pkey.'''
|
738
|
if not_null_col in table_cols(db, table, recover): return not_null_col
|
739
|
else: return pkey(db, table, recover)
|
740
|
|
741
|
def index_cols(db, table, index):
|
742
|
'''Can also use this for UNIQUE constraints, because a UNIQUE index is
|
743
|
automatically created. When you don't know whether something is a UNIQUE
|
744
|
constraint or a UNIQUE index, use this function.'''
|
745
|
module = util.root_module(db.db)
|
746
|
if module == 'psycopg2':
|
747
|
return list(values(run_query(db, '''\
|
748
|
SELECT attname
|
749
|
FROM
|
750
|
(
|
751
|
SELECT attnum, attname
|
752
|
FROM pg_index
|
753
|
JOIN pg_class index ON index.oid = indexrelid
|
754
|
JOIN pg_class table_ ON table_.oid = indrelid
|
755
|
JOIN pg_attribute ON attrelid = indrelid AND attnum = ANY (indkey)
|
756
|
WHERE
|
757
|
table_.relname = %(table)s
|
758
|
AND index.relname = %(index)s
|
759
|
UNION
|
760
|
SELECT attnum, attname
|
761
|
FROM
|
762
|
(
|
763
|
SELECT
|
764
|
indrelid
|
765
|
, (regexp_matches(indexprs, E':varattno (\\\\d+)', 'g'))[1]::int
|
766
|
AS indkey
|
767
|
FROM pg_index
|
768
|
JOIN pg_class index ON index.oid = indexrelid
|
769
|
JOIN pg_class table_ ON table_.oid = indrelid
|
770
|
WHERE
|
771
|
table_.relname = %(table)s
|
772
|
AND index.relname = %(index)s
|
773
|
) s
|
774
|
JOIN pg_attribute ON attrelid = indrelid AND attnum = indkey
|
775
|
) s
|
776
|
ORDER BY attnum
|
777
|
''',
|
778
|
{'table': table, 'index': index}, cacheable=True, log_level=4)))
|
779
|
else: raise NotImplementedError("Can't list index columns for "+module+
|
780
|
' database')
|
781
|
|
782
|
def constraint_cols(db, table, constraint):
|
783
|
module = util.root_module(db.db)
|
784
|
if module == 'psycopg2':
|
785
|
return list(values(run_query(db, '''\
|
786
|
SELECT attname
|
787
|
FROM pg_constraint
|
788
|
JOIN pg_class ON pg_class.oid = conrelid
|
789
|
JOIN pg_attribute ON attrelid = conrelid AND attnum = ANY (conkey)
|
790
|
WHERE
|
791
|
relname = %(table)s
|
792
|
AND conname = %(constraint)s
|
793
|
ORDER BY attnum
|
794
|
''',
|
795
|
{'table': table, 'constraint': constraint})))
|
796
|
else: raise NotImplementedError("Can't list constraint columns for "+module+
|
797
|
' database')
|
798
|
|
799
|
row_num_col = '_row_num'
|
800
|
|
801
|
def add_index(db, expr):
|
802
|
'''Adds an index on a column or expression if it doesn't already exist.
|
803
|
Currently, only function calls are supported as expressions.
|
804
|
'''
|
805
|
expr = copy.copy(expr) # don't modify input!
|
806
|
|
807
|
# Extract col
|
808
|
if isinstance(expr, sql_gen.FunctionCall):
|
809
|
col = expr.args[0]
|
810
|
expr = sql_gen.Expr(expr)
|
811
|
else: col = expr
|
812
|
assert sql_gen.is_table_col(col)
|
813
|
|
814
|
index = sql_gen.as_Table(str(expr))
|
815
|
table = col.table
|
816
|
col.table = None
|
817
|
try: run_query(db, 'CREATE INDEX '+index.to_str(db)+' ON '+table.to_str(db)
|
818
|
+' ('+expr.to_str(db)+')', recover=True, cacheable=True, log_level=3)
|
819
|
except DuplicateTableException: pass # index already existed
|
820
|
|
821
|
def add_pkey(db, table, recover=None):
|
822
|
'''Makes the first column in a table the primary key.
|
823
|
@pre The table must not already have a primary key.
|
824
|
'''
|
825
|
table = sql_gen.as_Table(table)
|
826
|
|
827
|
index = sql_gen.as_Table(sql_gen.add_suffix(table.name, '_pkey'))
|
828
|
col = sql_gen.to_name_only_col(pkey(db, table, recover))
|
829
|
try:
|
830
|
run_query(db, 'ALTER TABLE '+table.to_str(db)+' ADD CONSTRAINT '
|
831
|
+index.to_str(db)+' PRIMARY KEY('+col.to_str(db)+')',
|
832
|
recover=True, cacheable=True, log_level=3,
|
833
|
log_ignore_excs=(DuplicateTableException,))
|
834
|
except DuplicateTableException, e:
|
835
|
index.name = next_version(index.name)
|
836
|
# try again with next version of name
|
837
|
|
838
|
def add_row_num(db, table):
|
839
|
'''Adds a row number column to a table. Its name is in row_num_col. It will
|
840
|
be the primary key.'''
|
841
|
table = sql_gen.as_Table(table).to_str(db)
|
842
|
run_query(db, 'ALTER TABLE '+table+' ADD COLUMN '+row_num_col
|
843
|
+' serial NOT NULL PRIMARY KEY', log_level=3)
|
844
|
|
845
|
def tables(db, schema_like='public', table_like='%'):
|
846
|
module = util.root_module(db.db)
|
847
|
params = {'schema_like': schema_like, 'table_like': table_like}
|
848
|
if module == 'psycopg2':
|
849
|
return values(run_query(db, '''\
|
850
|
SELECT tablename
|
851
|
FROM pg_tables
|
852
|
WHERE
|
853
|
schemaname LIKE %(schema_like)s
|
854
|
AND tablename LIKE %(table_like)s
|
855
|
ORDER BY tablename
|
856
|
''',
|
857
|
params, cacheable=True))
|
858
|
elif module == 'MySQLdb':
|
859
|
return values(run_query(db, 'SHOW TABLES LIKE %(table_like)s', params,
|
860
|
cacheable=True))
|
861
|
else: raise NotImplementedError("Can't list tables for "+module+' database')
|
862
|
|
863
|
##### Database management
|
864
|
|
865
|
def empty_db(db, schema='public', **kw_args):
|
866
|
'''For kw_args, see tables()'''
|
867
|
for table in tables(db, schema, **kw_args): truncate(db, table, schema)
|
868
|
|
869
|
##### Heuristic queries
|
870
|
|
871
|
def put(db, table, row, pkey_=None, row_ct_ref=None):
|
872
|
'''Recovers from errors.
|
873
|
Only works under PostgreSQL (uses INSERT RETURNING).
|
874
|
'''
|
875
|
row = sql_gen.ColDict(db, table, row)
|
876
|
if pkey_ == None: pkey_ = pkey(db, table, recover=True)
|
877
|
|
878
|
try:
|
879
|
cur = insert(db, table, row, pkey_, recover=True)
|
880
|
if row_ct_ref != None and cur.rowcount >= 0:
|
881
|
row_ct_ref[0] += cur.rowcount
|
882
|
return value(cur)
|
883
|
except DuplicateKeyException, e:
|
884
|
return value(select(db, table, [pkey_],
|
885
|
util.dict_subset_right_join(row, e.cols), recover=True))
|
886
|
|
887
|
def get(db, table, row, pkey, row_ct_ref=None, create=False):
|
888
|
'''Recovers from errors'''
|
889
|
try: return value(select(db, table, [pkey], row, limit=1, recover=True))
|
890
|
except StopIteration:
|
891
|
if not create: raise
|
892
|
return put(db, table, row, pkey, row_ct_ref) # insert new row
|
893
|
|
894
|
def is_func_result(col):
|
895
|
return col.table.name.find('(') >= 0 and col.name == 'result'
|
896
|
|
897
|
def into_table_name(out_table, in_tables0, mapping, is_func):
|
898
|
def in_col_str(in_col):
|
899
|
in_col = sql_gen.remove_col_rename(in_col)
|
900
|
if isinstance(in_col, sql_gen.Col):
|
901
|
table = in_col.table
|
902
|
if table == in_tables0:
|
903
|
in_col = sql_gen.to_name_only_col(in_col)
|
904
|
elif is_func_result(in_col): in_col = table # omit col name
|
905
|
return str(in_col)
|
906
|
|
907
|
str_ = str(out_table)
|
908
|
if is_func:
|
909
|
str_ += '('
|
910
|
|
911
|
try: value_in_col = mapping['value']
|
912
|
except KeyError:
|
913
|
str_ += ', '.join((k+'='+in_col_str(v)
|
914
|
for k, v in mapping.iteritems()))
|
915
|
else: str_ += in_col_str(value_in_col)
|
916
|
|
917
|
str_ += ')'
|
918
|
else: str_ += '_pkeys'
|
919
|
return str_
|
920
|
|
921
|
def put_table(db, out_table, in_tables, mapping, row_ct_ref=None, into=None,
|
922
|
default=None, is_func=False):
|
923
|
'''Recovers from errors.
|
924
|
Only works under PostgreSQL (uses INSERT RETURNING).
|
925
|
@param in_tables The main input table to select from, followed by a list of
|
926
|
tables to join with it using the main input table's pkey
|
927
|
@param mapping dict(out_table_col=in_table_col, ...)
|
928
|
* out_table_col: str (*not* sql_gen.Col)
|
929
|
* in_table_col: sql_gen.Col|literal-value
|
930
|
@param into The table to contain the output and input pkeys.
|
931
|
Defaults to `out_table.name+'_pkeys'`.
|
932
|
@param default The *output* column to use as the pkey for missing rows.
|
933
|
If this output column does not exist in the mapping, uses None.
|
934
|
@param is_func Whether out_table is the name of a SQL function, not a table
|
935
|
@return sql_gen.Col Where the output pkeys are made available
|
936
|
'''
|
937
|
out_table = sql_gen.as_Table(out_table)
|
938
|
mapping = sql_gen.ColDict(db, out_table, mapping)
|
939
|
|
940
|
def log_debug(msg): db.log_debug(msg, level=1.5)
|
941
|
def col_ustr(str_):
|
942
|
return strings.repr_no_u(sql_gen.remove_col_rename(str_))
|
943
|
|
944
|
log_debug('********** New iteration **********')
|
945
|
log_debug('Inserting these input columns into '+strings.as_tt(
|
946
|
out_table.to_str(db))+':\n'+strings.as_table(mapping, ustr=col_ustr))
|
947
|
|
948
|
# Create input joins from list of input tables
|
949
|
in_tables_ = in_tables[:] # don't modify input!
|
950
|
in_tables0 = in_tables_.pop(0) # first table is separate
|
951
|
in_pkey = pkey(db, in_tables0, recover=True)
|
952
|
in_pkey_col = sql_gen.as_Col(in_pkey, in_tables0)
|
953
|
input_joins = [in_tables0]+[sql_gen.Join(v,
|
954
|
{in_pkey: sql_gen.join_same_not_null}) for v in in_tables_]
|
955
|
|
956
|
if into == None:
|
957
|
into = into_table_name(out_table, in_tables0, mapping, is_func)
|
958
|
into = sql_gen.as_Table(into)
|
959
|
|
960
|
log_debug('Joining together input tables into temp table')
|
961
|
# Place in new table for speed and so don't modify input if values edited
|
962
|
in_table = sql_gen.Table('in')
|
963
|
flatten_cols = filter(sql_gen.is_table_col, mapping.values())
|
964
|
mapping = dicts.join(mapping, flatten(db, in_table, input_joins,
|
965
|
flatten_cols, preserve=[in_pkey_col], start=0))
|
966
|
input_joins = [in_table]
|
967
|
db.log_debug('Temp table: '+strings.as_tt(in_table.to_str(db)), level=2)
|
968
|
|
969
|
# Resolve default value column
|
970
|
try: default = mapping[default]
|
971
|
except KeyError:
|
972
|
if default != None:
|
973
|
db.log_debug('Default value column '
|
974
|
+strings.as_tt(strings.repr_no_u(default))
|
975
|
+' does not exist in mapping, falling back to None', level=2.1)
|
976
|
default = None
|
977
|
|
978
|
out_pkey = pkey(db, out_table, recover=True)
|
979
|
out_pkey_col = sql_gen.as_Col(out_pkey, out_table)
|
980
|
|
981
|
pkeys_names = [in_pkey, out_pkey]
|
982
|
pkeys_cols = [in_pkey_col, out_pkey_col]
|
983
|
|
984
|
pkeys_table_exists_ref = [False]
|
985
|
def insert_into_pkeys(joins, cols):
|
986
|
query, params = mk_select(db, joins, cols, order_by=None, start=0)
|
987
|
if pkeys_table_exists_ref[0]:
|
988
|
insert_select(db, into, pkeys_names, query, params)
|
989
|
else:
|
990
|
run_query_into(db, query, params, into=into)
|
991
|
pkeys_table_exists_ref[0] = True
|
992
|
|
993
|
limit_ref = [None]
|
994
|
conds = set()
|
995
|
distinct_on = []
|
996
|
def mk_main_select(joins, cols):
|
997
|
return mk_select(db, joins, cols, conds, distinct_on,
|
998
|
limit=limit_ref[0], start=0)
|
999
|
|
1000
|
exc_strs = set()
|
1001
|
def log_exc(e):
|
1002
|
e_str = exc.str_(e, first_line_only=True)
|
1003
|
log_debug('Caught exception: '+e_str)
|
1004
|
assert e_str not in exc_strs # avoid infinite loops
|
1005
|
exc_strs.add(e_str)
|
1006
|
def remove_all_rows():
|
1007
|
log_debug('Returning NULL for all rows')
|
1008
|
limit_ref[0] = 0 # just create an empty pkeys table
|
1009
|
def ignore(in_col, value):
|
1010
|
in_col_str = strings.as_tt(repr(in_col))
|
1011
|
db.log_debug('Adding index on '+in_col_str+' to enable fast filtering',
|
1012
|
level=2.5)
|
1013
|
add_index(db, in_col)
|
1014
|
log_debug('Ignoring rows with '+in_col_str+' = '
|
1015
|
+strings.as_tt(repr(value)))
|
1016
|
def remove_rows(in_col, value):
|
1017
|
ignore(in_col, value)
|
1018
|
cond = (in_col, sql_gen.CompareCond(value, '!='))
|
1019
|
assert cond not in conds # avoid infinite loops
|
1020
|
conds.add(cond)
|
1021
|
def invalid2null(in_col, value):
|
1022
|
ignore(in_col, value)
|
1023
|
update(db, in_table, [(in_col, None)],
|
1024
|
sql_gen.ColValueCond(in_col, value))
|
1025
|
|
1026
|
def insert_pkeys_table(which):
|
1027
|
return sql_gen.Table(sql_gen.add_suffix(in_table.name,
|
1028
|
'_insert_'+which+'_pkeys'))
|
1029
|
insert_out_pkeys = insert_pkeys_table('out')
|
1030
|
insert_in_pkeys = insert_pkeys_table('in')
|
1031
|
|
1032
|
# Do inserts and selects
|
1033
|
join_cols = sql_gen.ColDict(db, out_table)
|
1034
|
while True:
|
1035
|
if limit_ref[0] == 0: # special case
|
1036
|
log_debug('Creating an empty pkeys table')
|
1037
|
cur = run_query_into(db, *mk_select(db, out_table, [out_pkey],
|
1038
|
limit=limit_ref[0]), into=insert_out_pkeys)
|
1039
|
break # don't do main case
|
1040
|
|
1041
|
has_joins = join_cols != {}
|
1042
|
|
1043
|
# Prepare to insert new rows
|
1044
|
insert_joins = input_joins[:] # don't modify original!
|
1045
|
insert_args = dict(recover=True, cacheable=False)
|
1046
|
if has_joins:
|
1047
|
distinct_on = [v.to_Col() for v in join_cols.values()]
|
1048
|
insert_joins.append(sql_gen.Join(out_table, join_cols,
|
1049
|
sql_gen.filter_out))
|
1050
|
else:
|
1051
|
insert_args.update(dict(returning=out_pkey, into=insert_out_pkeys))
|
1052
|
main_select = mk_main_select(insert_joins, mapping.values())[0]
|
1053
|
|
1054
|
log_debug('Trying to insert new rows')
|
1055
|
try:
|
1056
|
cur = insert_select(db, out_table, mapping.keys(), main_select,
|
1057
|
**insert_args)
|
1058
|
break # insert successful
|
1059
|
except DuplicateKeyException, e:
|
1060
|
log_exc(e)
|
1061
|
|
1062
|
old_join_cols = join_cols.copy()
|
1063
|
join_cols.update(util.dict_subset_right_join(mapping, e.cols))
|
1064
|
log_debug('Ignoring existing rows, comparing on these columns:\n'
|
1065
|
+strings.as_inline_table(join_cols, ustr=col_ustr))
|
1066
|
assert join_cols != old_join_cols # avoid infinite loops
|
1067
|
except NullValueException, e:
|
1068
|
log_exc(e)
|
1069
|
|
1070
|
out_col, = e.cols
|
1071
|
try: in_col = mapping[out_col]
|
1072
|
except KeyError:
|
1073
|
log_debug('Missing mapping for NOT NULL column '+out_col)
|
1074
|
remove_all_rows()
|
1075
|
else: remove_rows(in_col, None)
|
1076
|
except FunctionValueException, e:
|
1077
|
log_exc(e)
|
1078
|
|
1079
|
func_name = e.name
|
1080
|
value = e.value
|
1081
|
for out_col, in_col in mapping.iteritems():
|
1082
|
invalid2null(sql_gen.unwrap_func_call(in_col, func_name), value)
|
1083
|
except MissingCastException, e:
|
1084
|
log_exc(e)
|
1085
|
|
1086
|
out_col = e.col
|
1087
|
mapping[out_col] = sql_gen.wrap_in_func(e.type, mapping[out_col])
|
1088
|
except DatabaseErrors, e:
|
1089
|
log_exc(e)
|
1090
|
|
1091
|
msg = 'No handler for exception: '+exc.str_(e)
|
1092
|
warnings.warn(DbWarning(msg))
|
1093
|
log_debug(msg)
|
1094
|
remove_all_rows()
|
1095
|
# after exception handled, rerun loop with additional constraints
|
1096
|
|
1097
|
if row_ct_ref != None and cur.rowcount >= 0:
|
1098
|
row_ct_ref[0] += cur.rowcount
|
1099
|
|
1100
|
if has_joins:
|
1101
|
select_joins = input_joins+[sql_gen.Join(out_table, join_cols)]
|
1102
|
log_debug('Getting output table pkeys of existing/inserted rows')
|
1103
|
insert_into_pkeys(select_joins, pkeys_cols)
|
1104
|
else:
|
1105
|
add_row_num(db, insert_out_pkeys) # for joining with input pkeys
|
1106
|
|
1107
|
log_debug('Getting input table pkeys of inserted rows')
|
1108
|
run_query_into(db, *mk_main_select(input_joins, [in_pkey]),
|
1109
|
into=insert_in_pkeys)
|
1110
|
add_row_num(db, insert_in_pkeys) # for joining with output pkeys
|
1111
|
|
1112
|
assert table_row_count(db, insert_out_pkeys) == table_row_count(db,
|
1113
|
insert_in_pkeys)
|
1114
|
|
1115
|
log_debug('Combining output and input pkeys in inserted order')
|
1116
|
pkey_joins = [insert_in_pkeys, sql_gen.Join(insert_out_pkeys,
|
1117
|
{row_num_col: sql_gen.join_same_not_null})]
|
1118
|
insert_into_pkeys(pkey_joins, pkeys_names)
|
1119
|
|
1120
|
db.log_debug('Adding pkey on pkeys table to enable fast joins', level=2.5)
|
1121
|
add_pkey(db, into)
|
1122
|
|
1123
|
log_debug('Setting pkeys of missing rows to '+strings.as_tt(repr(default)))
|
1124
|
missing_rows_joins = input_joins+[sql_gen.Join(into,
|
1125
|
{in_pkey: sql_gen.join_same_not_null}, sql_gen.filter_out)]
|
1126
|
# must use join_same_not_null or query will take forever
|
1127
|
insert_into_pkeys(missing_rows_joins,
|
1128
|
[in_pkey_col, sql_gen.NamedCol(out_pkey, default)])
|
1129
|
|
1130
|
assert table_row_count(db, into) == table_row_count(db, in_table)
|
1131
|
|
1132
|
return sql_gen.Col(out_pkey, into)
|
1133
|
|
1134
|
##### Data cleanup
|
1135
|
|
1136
|
def cleanup_table(db, table, cols):
|
1137
|
def esc_name_(name): return esc_name(db, name)
|
1138
|
|
1139
|
table = sql_gen.as_Table(table).to_str(db)
|
1140
|
cols = map(esc_name_, cols)
|
1141
|
|
1142
|
run_query(db, 'UPDATE '+table+' SET\n'+(',\n'.join(('\n'+col
|
1143
|
+' = nullif(nullif(trim(both from '+col+"), %(null0)s), %(null1)s)"
|
1144
|
for col in cols))),
|
1145
|
dict(null0='', null1=r'\N'))
|