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import datetime
import hashlib
import heapq
import math
import os
import random
import re
import sys
import threading
import zlib
try:
from collections import Counter
except ImportError:
Counter = None
try:
from urlparse import urlparse
except ImportError:
from urllib.parse import urlparse
try:
from playhouse._sqlite_ext import TableFunction
except ImportError:
TableFunction = None
SQLITE_DATETIME_FORMATS = (
'%Y-%m-%d %H:%M:%S',
'%Y-%m-%d %H:%M:%S.%f',
'%Y-%m-%d',
'%H:%M:%S',
'%H:%M:%S.%f',
'%H:%M')
from peewee import format_date_time
def format_date_time_sqlite(date_value):
return format_date_time(date_value, SQLITE_DATETIME_FORMATS)
try:
from playhouse import _sqlite_udf as cython_udf
except ImportError:
cython_udf = None
# Group udf by function.
CONTROL_FLOW = 'control_flow'
DATE = 'date'
FILE = 'file'
HELPER = 'helpers'
MATH = 'math'
STRING = 'string'
AGGREGATE_COLLECTION = {}
TABLE_FUNCTION_COLLECTION = {}
UDF_COLLECTION = {}
class synchronized_dict(dict):
def __init__(self, *args, **kwargs):
super(synchronized_dict, self).__init__(*args, **kwargs)
self._lock = threading.Lock()
def __getitem__(self, key):
with self._lock:
return super(synchronized_dict, self).__getitem__(key)
def __setitem__(self, key, value):
with self._lock:
return super(synchronized_dict, self).__setitem__(key, value)
def __delitem__(self, key):
with self._lock:
return super(synchronized_dict, self).__delitem__(key)
STATE = synchronized_dict()
SETTINGS = synchronized_dict()
# Class and function decorators.
def aggregate(*groups):
def decorator(klass):
for group in groups:
AGGREGATE_COLLECTION.setdefault(group, [])
AGGREGATE_COLLECTION[group].append(klass)
return klass
return decorator
def table_function(*groups):
def decorator(klass):
for group in groups:
TABLE_FUNCTION_COLLECTION.setdefault(group, [])
TABLE_FUNCTION_COLLECTION[group].append(klass)
return klass
return decorator
def udf(*groups):
def decorator(fn):
for group in groups:
UDF_COLLECTION.setdefault(group, [])
UDF_COLLECTION[group].append(fn)
return fn
return decorator
# Register aggregates / functions with connection.
def register_aggregate_groups(db, *groups):
seen = set()
for group in groups:
klasses = AGGREGATE_COLLECTION.get(group, ())
for klass in klasses:
name = getattr(klass, 'name', klass.__name__)
if name not in seen:
seen.add(name)
db.register_aggregate(klass, name)
def register_table_function_groups(db, *groups):
seen = set()
for group in groups:
klasses = TABLE_FUNCTION_COLLECTION.get(group, ())
for klass in klasses:
if klass.name not in seen:
seen.add(klass.name)
db.register_table_function(klass)
def register_udf_groups(db, *groups):
seen = set()
for group in groups:
functions = UDF_COLLECTION.get(group, ())
for function in functions:
name = function.__name__
if name not in seen:
seen.add(name)
db.register_function(function, name)
def register_groups(db, *groups):
register_aggregate_groups(db, *groups)
register_table_function_groups(db, *groups)
register_udf_groups(db, *groups)
def register_all(db):
register_aggregate_groups(db, *AGGREGATE_COLLECTION)
register_table_function_groups(db, *TABLE_FUNCTION_COLLECTION)
register_udf_groups(db, *UDF_COLLECTION)
# Begin actual user-defined functions and aggregates.
# Scalar functions.
@udf(CONTROL_FLOW)
def if_then_else(cond, truthy, falsey=None):
if cond:
return truthy
return falsey
@udf(DATE)
def strip_tz(date_str):
date_str = date_str.replace('T', ' ')
tz_idx1 = date_str.find('+')
if tz_idx1 != -1:
return date_str[:tz_idx1]
tz_idx2 = date_str.find('-')
if tz_idx2 > 13:
return date_str[:tz_idx2]
return date_str
@udf(DATE)
def human_delta(nseconds, glue=', '):
parts = (
(86400 * 365, 'year'),
(86400 * 30, 'month'),
(86400 * 7, 'week'),
(86400, 'day'),
(3600, 'hour'),
(60, 'minute'),
(1, 'second'),
)
accum = []
for offset, name in parts:
val, nseconds = divmod(nseconds, offset)
if val:
suffix = val != 1 and 's' or ''
accum.append('%s %s%s' % (val, name, suffix))
if not accum:
return '0 seconds'
return glue.join(accum)
@udf(FILE)
def file_ext(filename):
try:
res = os.path.splitext(filename)
except ValueError:
return None
return res[1]
@udf(FILE)
def file_read(filename):
try:
with open(filename) as fh:
return fh.read()
except:
pass
if sys.version_info[0] == 2:
@udf(HELPER)
def gzip(data, compression=9):
return buffer(zlib.compress(data, compression))
@udf(HELPER)
def gunzip(data):
return zlib.decompress(data)
else:
@udf(HELPER)
def gzip(data, compression=9):
if isinstance(data, str):
data = bytes(data.encode('raw_unicode_escape'))
return zlib.compress(data, compression)
@udf(HELPER)
def gunzip(data):
return zlib.decompress(data)
@udf(HELPER)
def hostname(url):
parse_result = urlparse(url)
if parse_result:
return parse_result.netloc
@udf(HELPER)
def toggle(key):
key = key.lower()
STATE[key] = ret = not STATE.get(key)
return ret
@udf(HELPER)
def setting(key, value=None):
if value is None:
return SETTINGS.get(key)
else:
SETTINGS[key] = value
return value
@udf(HELPER)
def clear_settings():
SETTINGS.clear()
@udf(HELPER)
def clear_toggles():
STATE.clear()
@udf(MATH)
def randomrange(start, end=None, step=None):
if end is None:
start, end = 0, start
elif step is None:
step = 1
return random.randrange(start, end, step)
@udf(MATH)
def gauss_distribution(mean, sigma):
try:
return random.gauss(mean, sigma)
except ValueError:
return None
@udf(MATH)
def sqrt(n):
try:
return math.sqrt(n)
except ValueError:
return None
@udf(MATH)
def tonumber(s):
try:
return int(s)
except ValueError:
try:
return float(s)
except:
return None
@udf(STRING)
def substr_count(haystack, needle):
if not haystack or not needle:
return 0
return haystack.count(needle)
@udf(STRING)
def strip_chars(haystack, chars):
return haystack.strip(chars)
def _hash(constructor, *args):
hash_obj = constructor()
for arg in args:
hash_obj.update(arg)
return hash_obj.hexdigest()
# Aggregates.
class _heap_agg(object):
def __init__(self):
self.heap = []
self.ct = 0
def process(self, value):
return value
def step(self, value):
self.ct += 1
heapq.heappush(self.heap, self.process(value))
class _datetime_heap_agg(_heap_agg):
def process(self, value):
return format_date_time_sqlite(value)
if sys.version_info[:2] == (2, 6):
def total_seconds(td):
return (td.seconds +
(td.days * 86400) +
(td.microseconds / (10.**6)))
else:
total_seconds = lambda td: td.total_seconds()
@aggregate(DATE)
class mintdiff(_datetime_heap_agg):
def finalize(self):
dtp = min_diff = None
while self.heap:
if min_diff is None:
if dtp is None:
dtp = heapq.heappop(self.heap)
continue
dt = heapq.heappop(self.heap)
diff = dt - dtp
if min_diff is None or min_diff > diff:
min_diff = diff
dtp = dt
if min_diff is not None:
return total_seconds(min_diff)
@aggregate(DATE)
class avgtdiff(_datetime_heap_agg):
def finalize(self):
if self.ct < 1:
return
elif self.ct == 1:
return 0
total = ct = 0
dtp = None
while self.heap:
if total == 0:
if dtp is None:
dtp = heapq.heappop(self.heap)
continue
dt = heapq.heappop(self.heap)
diff = dt - dtp
ct += 1
total += total_seconds(diff)
dtp = dt
return float(total) / ct
@aggregate(DATE)
class duration(object):
def __init__(self):
self._min = self._max = None
def step(self, value):
dt = format_date_time_sqlite(value)
if self._min is None or dt < self._min:
self._min = dt
if self._max is None or dt > self._max:
self._max = dt
def finalize(self):
if self._min and self._max:
td = (self._max - self._min)
return total_seconds(td)
return None
@aggregate(MATH)
class mode(object):
if Counter:
def __init__(self):
self.items = Counter()
def step(self, *args):
self.items.update(args)
def finalize(self):
if self.items:
return self.items.most_common(1)[0][0]
else:
def __init__(self):
self.items = []
def step(self, item):
self.items.append(item)
def finalize(self):
if self.items:
return max(set(self.items), key=self.items.count)
@aggregate(MATH)
class minrange(_heap_agg):
def finalize(self):
if self.ct == 0:
return
elif self.ct == 1:
return 0
prev = min_diff = None
while self.heap:
if min_diff is None:
if prev is None:
prev = heapq.heappop(self.heap)
continue
curr = heapq.heappop(self.heap)
diff = curr - prev
if min_diff is None or min_diff > diff:
min_diff = diff
prev = curr
return min_diff
@aggregate(MATH)
class avgrange(_heap_agg):
def finalize(self):
if self.ct == 0:
return
elif self.ct == 1:
return 0
total = ct = 0
prev = None
while self.heap:
if total == 0:
if prev is None:
prev = heapq.heappop(self.heap)
continue
curr = heapq.heappop(self.heap)
diff = curr - prev
ct += 1
total += diff
prev = curr
return float(total) / ct
@aggregate(MATH)
class _range(object):
name = 'range'
def __init__(self):
self._min = self._max = None
def step(self, value):
if self._min is None or value < self._min:
self._min = value
if self._max is None or value > self._max:
self._max = value
def finalize(self):
if self._min is not None and self._max is not None:
return self._max - self._min
return None
@aggregate(MATH)
class stddev(object):
def __init__(self):
self.n = 0
self.values = []
def step(self, v):
self.n += 1
self.values.append(v)
def finalize(self):
if self.n <= 1:
return 0
mean = sum(self.values) / self.n
return math.sqrt(sum((i - mean) ** 2 for i in self.values) / (self.n - 1))
if cython_udf is not None:
damerau_levenshtein_dist = udf(STRING)(cython_udf.damerau_levenshtein_dist)
levenshtein_dist = udf(STRING)(cython_udf.levenshtein_dist)
str_dist = udf(STRING)(cython_udf.str_dist)
median = aggregate(MATH)(cython_udf.median)
if TableFunction is not None:
@table_function(STRING)
class RegexSearch(TableFunction):
params = ['regex', 'search_string']
columns = ['match']
name = 'regex_search'
def initialize(self, regex=None, search_string=None):
self._iter = re.finditer(regex, search_string)
def iterate(self, idx):
return (next(self._iter).group(0),)
@table_function(DATE)
class DateSeries(TableFunction):
params = ['start', 'stop', 'step_seconds']
columns = ['date']
name = 'date_series'
def initialize(self, start, stop, step_seconds=86400):
self.start = format_date_time_sqlite(start)
self.stop = format_date_time_sqlite(stop)
step_seconds = int(step_seconds)
self.step_seconds = datetime.timedelta(seconds=step_seconds)
if (self.start.hour == 0 and
self.start.minute == 0 and
self.start.second == 0 and
step_seconds >= 86400):
self.format = '%Y-%m-%d'
elif (self.start.year == 1900 and
self.start.month == 1 and
self.start.day == 1 and
self.stop.year == 1900 and
self.stop.month == 1 and
self.stop.day == 1 and
step_seconds < 86400):
self.format = '%H:%M:%S'
else:
self.format = '%Y-%m-%d %H:%M:%S'
def iterate(self, idx):
if self.start > self.stop:
raise StopIteration
current = self.start
self.start += self.step_seconds
return (current.strftime(self.format),)
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