models.py

Go to the documentation of this file.

# SPDX-License-Identifier: AGPL-3.0-or-later
# pylint: disable=missing-module-docstring
 
import decimal
import threading
 
from searx import logger
 
 
__all__ = ["Histogram", "HistogramStorage", "CounterStorage"]
 
logger = logger.getChild('searx.metrics')
 
 
class Histogram:  # pylint: disable=missing-class-docstring
 
    _slots__ = '_lock', '_size', '_sum', '_quartiles', '_count', '_width'
 
    def __init__(self, width=10, size=200):
        self._lock_lock = threading.Lock()
        self._width = width
        self._size = size
        self._quartiles = [0] * size
        self._count = 0
        self._sum = 0
 
    def observe(self, value):
        q = int(value / self._width)
        if q < 0:  # pylint: disable=consider-using-max-builtin
            # Value below zero is ignored
            q = 0
        if q >= self._size:
            # Value above the maximum is replaced by the maximum
            q = self._size - 1
        with self._lock_lock:
            self._quartiles[q] += 1
            self._count += 1
            self._sum += value
 
    @property
    def quartiles(self):
        return list(self._quartiles)
 
    @property
    def count(self):
        return self._count
 
    @property
    def sum(self):
        return self._sum
 
    @property
    def average(self):
        with self._lock_lock:
            if self._count != 0:
                return self._sum / self._count
            return 0
 
    @property
    def quartile_percentage(self):
        '''Quartile in percentage'''
        with self._lock_lock:
            if self._count > 0:
                return [int(q * 100 / self._count) for q in self._quartiles]
            return self._quartiles
 
    @property
    def quartile_percentage_map(self):
        result = {}
        # use Decimal to avoid rounding errors
        x = decimal.Decimal(0)
        width = decimal.Decimal(self._width)
        width_exponent = -width.as_tuple().exponent
        with self._lock_lock:
            if self._count > 0:
                for y in self._quartiles:
                    yp = int(y * 100 / self._count)  # pylint: disable=invalid-name
                    if yp != 0:
                        result[round(float(x), width_exponent)] = yp
                    x += width
        return result
 
    def percentage(self, percentage):
        # use Decimal to avoid rounding errors
        x = decimal.Decimal(0)
        width = decimal.Decimal(self._width)
        stop_at_value = decimal.Decimal(self._count) / 100 * percentage
        sum_value = 0
        with self._lock_lock:
            if self._count > 0:
                for y in self._quartiles:
                    sum_value += y
                    if sum_value >= stop_at_value:
                        return x
                    x += width
        return None
 
    def __repr__(self):
        return "Histogram<avg: " + str(self.averageaverage) + ", count: " + str(self._count) + ">"
 
 
class HistogramStorage:  # pylint: disable=missing-class-docstring
 
    __slots__ = 'measures', 'histogram_class'
 
    def __init__(self, histogram_class=Histogram):
        self.clear()
        self.histogram_class = histogram_class
 
    def clear(self):
        self.measures = {}
 
    def configure(self, width, size, *args):
        measure = self.histogram_class(width, size)
        self.measures[args] = measure
        return measure
 
    def get(self, *args):
        return self.measures.get(args, None)
 
    def dump(self):
        logger.debug("Histograms:")
        ks = sorted(self.measures.keys(), key='/'.join)  # pylint: disable=invalid-name
        for k in ks:
            logger.debug("- %-60s %s", '|'.join(k), self.measures[k])
 
 
class CounterStorage:  # pylint: disable=missing-class-docstring
 
    __slots__ = 'counters', 'lock'
 
    def __init__(self):
        self.locklock = threading.Lock()
        self.clear()
 
    def clear(self):
        with self.locklock:
            self.counters = {}
 
    def configure(self, *args):
        with self.locklock:
            self.counters[args] = 0
 
    def get(self, *args):
        return self.counters[args]
 
    def add(self, value, *args):
        with self.locklock:
            self.counters[args] += value
 
    def dump(self):
        with self.locklock:
            ks = sorted(self.counters.keys(), key='/'.join)  # pylint: disable=invalid-name
        logger.debug("Counters:")
        for k in ks:
            logger.debug("- %-60s %s", '|'.join(k), self.counters[k])
 
 
class VoidHistogram(Histogram):  # pylint: disable=missing-class-docstring
    def observe(self, value):
        pass
 
 
class VoidCounterStorage(CounterStorage):  # pylint: disable=missing-class-docstring
    def add(self, value, *args):
        pass