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								# SPDX-License-Identifier: AGPL-3.0-or-later
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								# lint: pylint
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											2021-09-07 13:34:35 +02:00
										 
									 
								 
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								# pylint: disable=missing-module-docstring
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								import typing
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								import math
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								import contextlib
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								from timeit import default_timer
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								from operator import itemgetter
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								from searx.engines import engines
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								from .models import HistogramStorage, CounterStorage, VoidHistogram, VoidCounterStorage
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								from .error_recorder import count_error, count_exception, errors_per_engines
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											2021-12-27 09:26:22 +01:00
										 
									 
								 
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								__all__ = [
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								    "initialize",
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								    "get_engines_stats",
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								    "get_engine_errors",
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								    "histogram",
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								    "histogram_observe",
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								    "histogram_observe_time",
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								    "counter",
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								    "counter_inc",
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								    "counter_add",
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								    "count_error",
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								    "count_exception",
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								]
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								ENDPOINTS = {'search'}
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								histogram_storage: typing.Optional[HistogramStorage] = None
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								counter_storage: typing.Optional[CounterStorage] = None
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								@contextlib.contextmanager
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								def histogram_observe_time(*args):
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								    h = histogram_storage.get(*args)
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								    before = default_timer()
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								    yield before
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								    duration = default_timer() - before
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								    if h:
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								        h.observe(duration)
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								    else:
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								        raise ValueError("histogram " + repr((*args,)) + " doesn't not exist")
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								def histogram_observe(duration, *args):
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								    histogram_storage.get(*args).observe(duration)
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								def histogram(*args, raise_on_not_found=True):
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								    h = histogram_storage.get(*args)
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								    if raise_on_not_found and h is None:
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								        raise ValueError("histogram " + repr((*args,)) + " doesn't not exist")
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								    return h
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								def counter_inc(*args):
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								    counter_storage.add(1, *args)
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								def counter_add(value, *args):
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								    counter_storage.add(value, *args)
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								def counter(*args):
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								    return counter_storage.get(*args)
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								def initialize(engine_names=None, enabled=True):
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								    """
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								    Initialize metrics
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								    """
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											2021-04-24 07:19:44 +02:00
										 
									 
								 
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								    global counter_storage, histogram_storage  # pylint: disable=global-statement
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								    if enabled:
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								        counter_storage = CounterStorage()
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								        histogram_storage = HistogramStorage()
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								    else:
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								        counter_storage = VoidCounterStorage()
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								        histogram_storage = HistogramStorage(histogram_class=VoidHistogram)
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								    # max_timeout = max of all the engine.timeout
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								    max_timeout = 2
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								    for engine_name in engine_names or engines:
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								        if engine_name in engines:
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								            max_timeout = max(max_timeout, engines[engine_name].timeout)
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								    # histogram configuration
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								    histogram_width = 0.1
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								    histogram_size = int(1.5 * max_timeout / histogram_width)
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								    # engines
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								    for engine_name in engine_names or engines:
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								        # search count
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								        counter_storage.configure('engine', engine_name, 'search', 'count', 'sent')
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								        counter_storage.configure('engine', engine_name, 'search', 'count', 'successful')
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								        # global counter of errors
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								        counter_storage.configure('engine', engine_name, 'search', 'count', 'error')
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								        # score of the engine
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								        counter_storage.configure('engine', engine_name, 'score')
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								        # result count per requests
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								        histogram_storage.configure(1, 100, 'engine', engine_name, 'result', 'count')
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								        # time doing HTTP requests
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								        histogram_storage.configure(histogram_width, histogram_size, 'engine', engine_name, 'time', 'http')
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								        # total time
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								        # .time.request and ...response times may overlap .time.http time.
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								        histogram_storage.configure(histogram_width, histogram_size, 'engine', engine_name, 'time', 'total')
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								def get_engine_errors(engline_name_list):
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								    result = {}
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								    engine_names = list(errors_per_engines.keys())
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								    engine_names.sort()
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								    for engine_name in engine_names:
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								        if engine_name not in engline_name_list:
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								            continue
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								        error_stats = errors_per_engines[engine_name]
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								        sent_search_count = max(counter('engine', engine_name, 'search', 'count', 'sent'), 1)
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								        sorted_context_count_list = sorted(error_stats.items(), key=lambda context_count: context_count[1])
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								        r = []
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								        for context, count in sorted_context_count_list:
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								            percentage = round(20 * count / sent_search_count) * 5
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								            r.append(
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								                {
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								                    'filename': context.filename,
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								                    'function': context.function,
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								                    'line_no': context.line_no,
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								                    'code': context.code,
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								                    'exception_classname': context.exception_classname,
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								                    'log_message': context.log_message,
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								                    'log_parameters': context.log_parameters,
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								                    'secondary': context.secondary,
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								                    'percentage': percentage,
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								                }
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								            )
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								        result[engine_name] = sorted(r, reverse=True, key=lambda d: d['percentage'])
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								    return result
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								def get_reliabilities(engline_name_list, checker_results):
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								    reliabilities = {}
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							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    engine_errors = get_engine_errors(engline_name_list)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    for engine_name in engline_name_list:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        checker_result = checker_results.get(engine_name, {})
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        checker_success = checker_result.get('success', True)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        errors = engine_errors.get(engine_name) or []
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        if counter('engine', engine_name, 'search', 'count', 'sent') == 0:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            # no request
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            reliablity = None
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        elif checker_success and not errors:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            reliablity = 100
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        elif 'simple' in checker_result.get('errors', {}):
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            # the basic (simple) test doesn't work: the engine is broken accoding to the checker
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            # even if there is no exception
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            reliablity = 0
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        else:
							 | 
						
					
						
							
								
									
										
										
										
											2022-06-03 15:41:52 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            # pylint: disable=consider-using-generator
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 17:47:53 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            reliablity = 100 - sum([error['percentage'] for error in errors if not error.get('secondary')])
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 17:47:53 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        reliabilities[engine_name] = {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'reliablity': reliablity,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'errors': errors,
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-23 21:08:48 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            'checker': checker_results.get(engine_name, {}).get('errors', {}),
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 17:47:53 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    return reliabilities
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 17:47:53 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								def get_engines_stats(engine_name_list):
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    assert counter_storage is not None
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    assert histogram_storage is not None
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    list_time = []
							 | 
						
					
						
							
								
									
										
										
										
											2021-05-21 12:09:51 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    max_time_total = max_result_count = None
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 17:47:53 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    for engine_name in engine_name_list:
							 | 
						
					
						
							
								
									
										
										
										
											2021-05-21 12:09:51 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 17:47:53 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        sent_count = counter('engine', engine_name, 'search', 'count', 'sent')
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        if sent_count == 0:
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            continue
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 17:47:53 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        result_count = histogram('engine', engine_name, 'result', 'count').percentage(50)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        result_count_sum = histogram('engine', engine_name, 'result', 'count').sum
							 | 
						
					
						
							
								
									
										
										
										
											2021-05-21 12:09:51 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        successful_count = counter('engine', engine_name, 'search', 'count', 'successful')
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2021-05-21 12:09:51 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        time_total = histogram('engine', engine_name, 'time', 'total').percentage(50)
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 17:47:53 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        max_time_total = max(time_total or 0, max_time_total or 0)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        max_result_count = max(result_count or 0, max_result_count or 0)
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2021-05-21 12:09:51 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        stats = {
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 16:05:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            'name': engine_name,
							 | 
						
					
						
							
								
									
										
										
										
											2021-05-21 12:09:51 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            'total': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'total_p80': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'total_p95': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'http': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'http_p80': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'http_p95': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'processing': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'processing_p80': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'processing_p95': None,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'score': 0,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            'score_per_result': 0,
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 16:05:39 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								            'result_count': result_count,
							 | 
						
					
						
							
								
									
										
										
										
											2021-05-21 12:09:51 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        if successful_count and result_count_sum:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            score = counter('engine', engine_name, 'score')
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['score'] = score
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['score_per_result'] = score / float(result_count_sum)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        time_http = histogram('engine', engine_name, 'time', 'http').percentage(50)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        time_http_p80 = time_http_p95 = 0
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        if time_http is not None:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            time_http_p80 = histogram('engine', engine_name, 'time', 'http').percentage(80)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            time_http_p95 = histogram('engine', engine_name, 'time', 'http').percentage(95)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['http'] = round(time_http, 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['http_p80'] = round(time_http_p80, 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['http_p95'] = round(time_http_p95, 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        if time_total is not None:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            time_total_p80 = histogram('engine', engine_name, 'time', 'total').percentage(80)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            time_total_p95 = histogram('engine', engine_name, 'time', 'total').percentage(95)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['total'] = round(time_total, 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['total_p80'] = round(time_total_p80, 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['total_p95'] = round(time_total_p95, 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['processing'] = round(time_total - (time_http or 0), 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['processing_p80'] = round(time_total_p80 - time_http_p80, 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								            stats['processing_p95'] = round(time_total_p95 - time_http_p95, 1)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        list_time.append(stats)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    return {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        'time': list_time,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        'max_time': math.ceil(max_time_total or 0),
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-22 12:14:11 +02:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								        'max_result_count': math.ceil(max_result_count or 0),
							 | 
						
					
						
							
								
									
										
										
										
											2021-04-14 17:23:15 +02:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    }
							 |