blob: 17b29ae1acc37dc75e1f6d77d8ef37e9695c7a40 [file] [log] [blame]
# coding=utf-8
"""
@file control.py_in
@brief controller classes (e.g. iteration controller)
@namespace utilities
@brief driver functions shared by modules
"""
import plpy
from utilities import __mad_version
version_wrapper = __mad_version()
from utilities import unique_string
_unique_string = unique_string
from control import MinWarning
m4_changequote(`<!', `!>')
class IterationControllerComposite:
"""
@brief Abstraction for implementing driver functions in PL/Python
This class encapsulates handling of the inter-iteration state. The design
goal is to avoid any conversion between backend-native types and those of
procedureal languages like PL/Python. Therefore, the expectation is that
***all only "template" parameters are passes as PL/Python arguments***,
whereas non-template arguments are provided in an argument table. Here,
"template" arguments are those parameters that cannot be SQL parameters,
***such as table and column names***.
The inter-state iteration table contains two columns:
- <tt>_iteration INTEGER</tt> - The 0-based iteration number
- <tt>_state <em>self.kwargs.stateType</em></tt> - The state (after
iteration \c _interation)
"""
def __init__(self, rel_args, rel_state, stateType,
temporaryTables=True,
truncAfterIteration=False,
schema_madlib="MADLIB_SCHEMA_MISSING",
verbose=False,
**kwargs):
self.kwargs = kwargs
self.kwargs.update(
unqualified_rel_state=rel_state,
rel_args=('pg_temp.' if temporaryTables else '') + rel_args,
rel_state=('pg_temp.' if temporaryTables else '') + rel_state,
stateType=stateType.format(schema_madlib=schema_madlib),
schema_madlib=schema_madlib)
self.temporaryTables = temporaryTables
self.truncAfterIteration = truncAfterIteration
self.verbose = verbose
self.inWith = False
self.iteration = -1
def __enter__(self):
with MinWarning('warning'):
self.runSQL("""
DROP TABLE IF EXISTS {rel_state};
CREATE {temp} TABLE {unqualified_rel_state} (
_iteration INTEGER PRIMARY KEY,
_state {stateType}
)m4_ifdef(<!__POSTGRESQL__!>, <!!>, <!DISTRIBUTED BY (_iteration)!>);
""".format(
temp='TEMPORARY' if self.temporaryTables else '',
**self.kwargs))
self.inWith = True
return self
def __exit__(self, type, value, tb):
self.inWith = False
def runSQL(self, sql):
if self.verbose:
plpy.notice(sql)
return plpy.execute(sql)
def evaluate(self, expression):
"""
Evaluate the given expression. The expression may depend on
the current inter-iteration state and all arguments
@param expression SQL expression. The
following names are defined and can be used in the condition:
- \c _args - The (single-row) argument table
- \c _state - The row of the state table containing the latest
inter-iteration state
@return None if \c expression evaluates to NULL, otherwise the value of
\c expression
"""
resultObject = self.runSQL("""
SELECT ({expression}) AS expression
FROM {{rel_args}} AS _args
LEFT OUTER JOIN (
SELECT *
FROM {{rel_state}} AS _state
WHERE _state._iteration = {{iteration}}
) AS _state ON True
""".format(expression=expression).
format(iteration=self.iteration,
**self.kwargs))
if resultObject.nrows() == 0:
return None
else:
return resultObject[0]['expression']
def test(self, condition):
"""
Test if the given condition is satisfied. The condition may depend on
the current inter-iteration state and all arguments
@param condition Boolean SQL expression. The
following names are defined and can be used in the condition:
- \c _args - The (single-row) argument table
- \c _state - The row of the state table containing the latest
inter-iteration state
@return None if \c condition evaluates to NULL, otherwise the Boolean
value of \c condition
"""
return self.evaluate("CAST(({0}) AS BOOLEAN)".format(condition))
def update(self, newState, **updateKwargs):
"""
Update the inter-iteration state
@param newState SQL expression of type
<tt>stateType.kwargs.stateType</tt>. The
following names are defined and can be used in the condition:
- \c _args - The (single-row) argument table
- \c _state - The row of the state table containing the latest
inter-iteration state
.
Note that <tt>{iteration}</tt> will still be the current iteration.
For instance, it could be used in the expression as a WHERE
condition: <tt>[...] WHERE _state._iteration = {iteration}</tt>
This updates the current inter-iteration state to the result of
evaluating \c newState. If <tt>self.truncAfterIteration</tt> is true,
this will replace the old state, otherwise the history of all old states
is kept.
"""
updateKwargs.update(**self.kwargs)
newState = newState.format(iteration=self.iteration, **updateKwargs)
self.iteration = self.iteration + 1
self.runSQL("""
INSERT INTO {rel_state}
SELECT
{iteration},
({newState})
""".format(iteration=self.iteration, newState=newState,
**self.kwargs))
if self.truncAfterIteration:
self.runSQL("""
DELETE FROM {rel_state} AS _state
WHERE _state._iteration < {iteration}
""".format(iteration=self.iteration, **self.kwargs))