def run(self, methods, args):
        # Run clusterings
        results = []
        vectorizer = None

        if args["vectorizer"] == "count":
            vectorizer = CountVectorizer(
                min_df=args["min_df"],
                max_df=args["max_df"],
                lowercase=True,
                analyzer="word",
                stop_words="english",
            )
        elif args["vectorizer"] == "tfidf":
            vectorizer = TfidfVectorizer(
                min_df=args["min_df"],
                max_df=args["max_df"],
                lowercase=True,
                analyzer="word",
                stop_words="english",
            )

        self.create_data_matrix(vectorizer)

        if "kmeans" in methods:
            labels, processing_time = self.kmeans()
            results.append(Result("KMeans", labels, processing_time))

        if "hdbscan" in methods:
            labels, processing_time = self.hdbscan(args)
            results.append(Result("HDBSCAN", labels, processing_time))
        return results
Exemple #2
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def register_user():
    if not request.json \
            or not 'name' in request.json \
            or not 'password' in request.json \
            or not 'email' in request.json:
        return Result.gen_fail(None,
                               'Request not Json or miss name/email/password')
    elif User.objects(name=request.json['name']).first():

        return Result.gen_fail(None, 'Name is already existed.')
    else:
        user = User(
            uid=User.objects().count() + 1,
            name=request.json['name'],
            email=request.json['email'] if 'email' in request.json else "",
            password=request.json['password'],
            createtime=datetime.now())
        try:
            user.save()
        except Exception as ex:

            traceback.print_exc()

            return Result.gen_fail(None, 'Register error.')

    return Result.gen_success({'uid': user.get_id()}, 'Register success.')
	def detectViolatedCompositeRule(self, result:Result) -> list:
		compositeNormalTypeList = []
		detectedRule = []
		normalIdTuple = None

		confLoader = result.getConfLoader()

		compositeResults = result.getCompositeResults();
		# print('==== compositeResults:', compositeResults)

		if compositeResults:
			for item in compositeResults:
				if item['logType'] == 'NORMAL':
					compositeNormalTypeList.append(item)

		if compositeNormalTypeList:
			normalIdTuple = tuple(item['id'] for item in compositeNormalTypeList)

		compositeRule = self._confLoader.getCompositeRule()
		# print(compositeRule)

		if compositeRule:
			for item in compositeRule:
				if item['logType'] == 'NORMAL':
					if normalIdTuple:
						if not item['id'] in normalIdTuple:
							detectedRule.append(item)

		return detectedRule
	def updateResult(self, result: Result) -> Result:
		detectedRule = self.detectViolatedCompositeRule(result)
		# print('===detectedRule: ', detectedRule)
		oneshutRes = result.getOneShutResults()
		# print('oneshutRes:', oneshutRes)

		ruleList = []
		for rule in detectedRule:
			if rule['ruleType'] == 'BOOLEANEXPR':
				conditionStr = rule['condition']
				logs = []
				for resultTuple in oneshutRes:
					for d in resultTuple[1:]: # remove filepath`
						#print(conditionStr, '>>> ', d[0])
						if conditionStr.find(d[0]) > -1: # item[0] is id
							logs.append(d)
							rule["logs"] = logs
							##print('=== ', rule)
							ruleList.append(rule)
							#print(ruleList)
			elif rule['ruleType'] == 'SEQUENTIAL':
				idSeqList = rule['order']
				logs = []

				for idStr in idSeqList:
					for resultTuple in oneshutRes:
						for d in resultTuple[1:]: # remove filepath`
							if d[0] == idStr:
								logs.append(d)
								rule["logs"] = logs
								ruleList.append(rule)

		result.setCompositeViolatedRule(ruleList)

		return result
Exemple #5
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 def testOne(self, inFile, solFile):
     """
 run the executable using inFile as the inputs
 and checking the output against solFile
 @inFIle: the name of the file containing the inputs
 @solFile: the name of the file containg the solution
 @returns: a Result
 """
     (progStatus,
      studentAnswer) = self._runOne(inFile, self.userOut)  #run the program
     testName = os.path.basename(inFile)  #the name of the test
     if (progStatus == Tester._PROGRAM_CRASHED):
         return Result(testName, False, 'Crashed')
     elif (progStatus == Tester._PROGRAM_TIMED_OUT):
         return Result(testName, False, 'Timed Out')
     else:  #program completed successfully
         if (self.outputType == Tester.OUTPUT_STDOUT):
             (correct, out,
              sol) = self._checkSolution(studentAnswer, solFile)
             if (correct):
                 studentLogger.info('%s %s passed test %s', self.executable,
                                    ' '.join(self.cmdArgs),
                                    os.path.basename(inFile))
             else:
                 studentLogger.info(
                     '%s %s failed test %s. Program output: %s \n Solution: %s \n\n',
                     self.executable, ' '.join(self.cmdArgs),
                     os.path.basename(inFile), out, sol)
             return Result(testName, correct, self.endTime - self.startTime)
         else:  #haven't done anything where solutions are contained in files
             raise NotImplementedError
Exemple #6
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    def __init__(self,
                 data,
                 model,
                 learning_rate=0.01,
                 l1_rate=0.,
                 l2_rate=0.):
        assert isinstance(data, Data)
        assert isinstance(model, Model)
        self.data = data
        self.model = model
        self.result = Result()
        self.params_result = Result(os.path.join(self.result.dir, 'params'))

        weights = [
            p for p in self.model.params
            if 'weight' in p.name or 'filter' in p.name
        ]
        l1 = np.sum([abs(w).sum() for w in weights])
        l2 = np.sum([(w**2).sum() for w in weights])

        self._cost = function(
            inputs=(self.model.input_symbol, self.model.answer_symbol),
            outputs=self.model.cost(True) + l1_rate * l1 + l2_rate * l2,
            updates=self._update(learning_rate))

        self._train_error = function(inputs=(self.model.input_symbol,
                                             self.model.answer_symbol),
                                     outputs=self.model.error(True),
                                     updates=[])

        self._test_error = function(inputs=(self.model.input_symbol,
                                            self.model.answer_symbol),
                                    outputs=self.model.error(False),
                                    updates=[])
Exemple #7
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 def test_sources_are_stored(self):
     r = Result()
     r.add("foo", Source("handle", "what they twote about foo", "twitter.com/linktotweet"))
     s = r.get_source_list("foo")
     self.assertEqual(s[0].handle, "handle")
     self.assertEqual(s[0].text, "what they twote about foo")
     self.assertEqual(s[0].link, "twitter.com/linktotweet")
Exemple #8
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    def parseScript(self, scriptURL):
        result = Result(TBTAFParsingScriptStatus.SUCCESS, "Success")
        file = None
        try:
            file = self._openFile(scriptURL)
            self._parseFile(file, result)

            if (result.status==TBTAFParsingScriptStatus.ERROR):
                file.close()
                ##return result
            else:
                if (TBTAFInterpreter.OrchestratorReference is None):
                    result.status=TBTAFParsingScriptStatus.ERROR
                    result.message="Orchestrator Reference has not been set."
                    ##return result

                if(result.status==TBTAFParsingScriptStatus.SUCCESS):
                    self.startExecution(TBTAFInterpreter.OrchestratorReference)

            #print result.status
            #print result.message

        except Exception as e:
            #traceback.print_exc(e)
            raise e
        finally:
            if(file is not None):
                file.close()

        return result
Exemple #9
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def spline(year, min_seats=6, parliament_size=751, max_seats=96, round=ceil):
    pop = get_pop(year)
    tmp = deepcopy(pop)

    for item in tmp:
        tmp[item] = Result(pop[item])

    d = sum(pop.values()) / parliament_size
    min_pop = min(pop.values())

    x = None
    while True:
        for item in pop:
            tmp[item].seats_before_rounding = min(min_seats + (pop[item]-min_pop) / d, max_seats)
            tmp[item].seats = round(tmp[item].seats_before_rounding)

        seats = [x.seats for x in tmp.values()]

        if sum(seats) == parliament_size:
            break
        elif sum(seats) > parliament_size:
            d += d * 0.00001
            if x is False:
                raise RuntimeError("Impossible")
            x = True
        else:
            d -= d * 0.00001
            if x is True:
                raise RuntimeError("Impossible")
            x = False

    return tmp
        def walk(combination, ptr, actionsSoFar, remainingTargets):
            start = ptr
            targets = list(remainingTargets)
            actions = list(actionsSoFar)
            if ptr >= len(combination):
                return Result(self.source, actions, [], targets)

            alternate = None
            total = int(combination[ptr])
            while ptr < len(combination):
                if total in targets:
                    altTargets = list(targets)
                    altTargets.remove(total)
                    altActions = list(actions)
                    action = ''.join([str(n) for n in combination[start:ptr + 1]])
                    altActions.append(action)
                    alternate = walk(combination, ptr + 2, altActions, altTargets)
                if ptr < len(combination) - 2:
                    op = combination[ptr + 1]
                    nextDigit = int(combination[ptr + 2])
                    if op == '+':
                        total = total + nextDigit
                    elif op == '-':
                        total = total - nextDigit
                    else:
                        total = total * nextDigit
                ptr += 2
            leftovers = str(combination[start:]).translate(self.all, self.nodigits)
            result = Result(self.source, actions, list(leftovers), targets)
            if alternate is not None and alternate.score() > result.score():
                return alternate
            return result
Exemple #11
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def read_result_from_file(result_file, docnolist_file):
    docnolist = parse_corpus(docnolist_file)
    docid_map = dict(zip(docnolist, range(len(docnolist))))

    res_all = parse_corpus(result_file)
    res_dict = OrderedDict()
    prev_qid, runid = -1, -1
    docid_list = []
    score_list = []
    for line in res_all:
        tokens = line.split()
        qid, docid, score, runid = int(tokens[0]), docid_map.get(
            tokens[2]), float(tokens[4]), tokens[5]
        if qid != prev_qid:
            if len(docid_list) > 0:
                result = Result(qid, docid_list, score_list, runid)
                res_dict.update({prev_qid: result})
            docid_list, score_list = [docid], [score]
            prev_qid = qid
        else:
            docid_list.append(docid)
            score_list.append(score)
    res = Result(prev_qid, docid_list, score_list, runid)
    res_dict.update({prev_qid: res})

    return res_dict
Exemple #12
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def plot_active_cases(country):
    data.process_data(country)
    model = Model(data.dtf)
    model.forecast()
    model.add_deaths(data.mortality)
    result = Result(model.dtf)
    return result.plot_active(model.today)
Exemple #13
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 def parse_output(self, output_lines, variable_map, core_file_name=None):
     if output_lines[0][2:] == 'SATISFIABLE':
         # get values from remaining lines
         # be aware that only the last line is 0-terminated!
         output_values = {}
         for l in output_lines[1:]:
             for v in l.split(" ")[1:]:
                 var_num = int(v.strip("-")) - 1
                 if var_num == -1 or var_num not in variable_map:
                     break
                 if v.startswith("-"):
                     output_values[variable_map[var_num]] = False
                 else:
                     output_values[variable_map[var_num]] = True
         return Result(True, output_values, [])
     elif output_lines[0][2:] == 'UNSATISFIABLE':
         core = []
         if self.options.get('calculate_unsat_core', True) != False:
             with open(core_file_name, "r") as f:
                 corelines = f.read().strip().split("\n")[1:]
             for l in corelines:
                 literals = l.split(" ")[:-1]
                 if len(literals
                        ) == 1:  # watching out for clauses with one literal
                     index = abs(int(literals[0])) - 1
                     var = self.vars[index]
                     if var in self.core_map:
                         core.append(self.core_map[var].ab_predicate)
         return Result(False, [], core)
     else:
         raise RuntimeError("picosat returned unexpected output: " +
                            "\n".join(output_lines))
Exemple #14
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    def flag(self, i, j):
        """Toggle flag at position (i,j)."""
        if not self.valid_position(i, j):
            # Return invalid input message
            return Result(
                message="Invalid position ({},{}) on {}x{} board.".format(
                    i, j, self.m, self.n),
                code=0)

        target = self.board[i][j]
        if target.revealed:
            return Result(message="Cell ({},{}) already revealed.".format(
                i, j),
                          code=0)

        # Toggle flag:
        delta = target.toggle_flag()
        self.num_mines += delta

        # Check for completion (num_mines == 0)
        if self.num_mines == 0:
            # If complete reveal board and return success result
            self._reveal_board()
            return Result("Success!", 1)

        # Otherwise return continue result
        return Result("", 0)
Exemple #15
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    def __init__(self, data, model, learning_rate=0.01, l1_rate=0.0, l2_rate=0.0):
        assert isinstance(data, Data)
        assert isinstance(model, Model)
        self.data = data
        self.model = model
        self.result = Result()
        self.params_result = Result(os.path.join(self.result.dir, "params"))

        weights = [p for p in self.model.params if "weight" in p.name or "filter" in p.name]
        l1 = np.sum([abs(w).sum() for w in weights])
        l2 = np.sum([(w ** 2).sum() for w in weights])

        self._cost = function(
            inputs=(self.model.input_symbol, self.model.answer_symbol),
            outputs=self.model.cost(True) + l1_rate * l1 + l2_rate * l2,
            updates=self._update(learning_rate),
        )

        self._train_error = function(
            inputs=(self.model.input_symbol, self.model.answer_symbol), outputs=self.model.error(True), updates=[]
        )

        self._test_error = function(
            inputs=(self.model.input_symbol, self.model.answer_symbol), outputs=self.model.error(False), updates=[]
        )
Exemple #16
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	def show(self, res: Result) -> str:
		print('==== Composite faulty Logs  ====')
		faultList = res.getCompositeFaultList()

		if faultList:
			for item in faultList:
				print('Rule ID', item['id'])

			logList = item['logs']
			for d in logList:
				print(d)
				print('\n\n')

		print('==== Detected abnomal states ====')
		abnormalList = res.getCompositeViolatedRule()

		if abnormalList:
			for item in abnormalList:
				print('Rule ID', item['id'])

			if item['ruleType'] == 'BOOLEANEXPR':
				print('Condition: ', item['condition'])
			elif item['ruleType'] == 'SEQUENTIAL':
				print('order: ', item['order'])

			logList = item['logs']
			print('\nRemained logs')
			for d in logList:
				print(d[1])
				print('\n\n')

		#print(abnormalList)

		return super().show(res)
Exemple #17
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    def initialize(self):

        # Set the display position of the mainwindow.
        desktop = QApplication.desktop()
        x = (desktop.width() - self.width()) // 2
        y = (desktop.height()-65 - self.height()) // 2
        self.move(x, y)

        # Desine the translator to translate interface languages.
        self.trans = QTranslator(self)
        # Define the Result class to record the results in the process.
        self.result = Result()
        # Define the fdem forward simulation thread class.
        self.thread_cal_fdem = ThreadCalFdem()
        # Define the fdem inversion thread class.
        self.thread_inv_fdem = ThreadInvFdem()

        # Define the figure to show data in the interface.
        self.fig_scenario = Figure(figsize=(4.21, 3.91))
        self.canvas_scenario = FigureCanvasQTAgg(self.fig_scenario)
        self.gl_detection_scenario.addWidget(self.canvas_scenario)

        self.fig_discretize = Figure(figsize=(4.21, 3.91))
        self.canvas_discretize = FigureCanvasQTAgg(self.fig_discretize)
        self.gl_discretize.addWidget(self.canvas_discretize)

        self.fig_magnetic_field = Figure(figsize=(4.21, 3.91))
        self.canvas_magnetic_field = FigureCanvasQTAgg(self.fig_magnetic_field)
        self.gl_magnetic_field_data.addWidget(self.canvas_magnetic_field)

        self.pbar_rfs.setVisible(False)
        self.pbar_rfi.setVisible(False)
Exemple #18
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    def create_result_set(self, reading_system, testsuite, user):
        from result import Result
        from score import Score, AccessibilityScore
        from testsuite_app import helper_functions
        last_updated = helper_functions.generate_timestamp()
        result_set = ResultSet(reading_system = reading_system, testsuite=testsuite, last_updated = last_updated, user = user)
        result_set.save()   
        print "Creating result set"
        # create empty results for each test
        tests = testsuite.get_tests()
        for test in tests:
            result = Result(result_set = result_set, test = test)
            result.save()

        # create empty scores for each category
        categories = testsuite.get_categories()
        for cat in categories:
            if testsuite.testsuite_type == common.TESTSUITE_TYPE_DEFAULT:
                score = Score(category = cat, result_set = result_set)
                score.save()
            else:
                score = AccessibilityScore(category = cat, result_set = result_set)
                score.save()

        if testsuite.testsuite_type == common.TESTSUITE_TYPE_DEFAULT:
            overall_score = Score(category = None, result_set = result_set)
            overall_score.save()
        else:
            overall_score = AccessibilityScore(category = None, result_set = result_set)
            overall_score.save()

        result_set.visibility = reading_system.visibility

        return result_set
Exemple #19
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def bfs(initial_state):
    print('Solving puzzle with BFS')

    explored_states = set()
    cost = 0
    frontier = [State(initial_state, None, cost, None)]

    if frontier[0].state == desired_state:
        return Result(frontier[0], frontier[0].cost, False, True)

    while frontier:
        current_node = frontier.pop(0)
        explored_states.add(current_node.str_state)
        cost += 1
        blank_pos = find_blank_pos(current_node.state)
        for move in allowed_moves(blank_pos):
            #print('trying move: ', move)
            new_state = globals()[move](current_node.state, blank_pos)
            #print('child node state: ', str(new_state))
            new_moves_list = list(current_node.move_list)
            new_moves_list.append(move)
            #print('new move list: ', str(new_moves_list))
            child = State(new_state, current_node, cost, new_moves_list)

            if child.str_state not in explored_states:
                if child.state == desired_state:
                    #return child
                    return Result(child, child.cost, False, True)
                frontier.append(child)
Exemple #20
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class ContainerBuilder(object):
    """
        container image builder
    """
    def __init__(self, xml_state, target_dir, root_dir):
        self.root_dir = root_dir
        self.requested_container_name = xml_state.build_type.get_container()
        self.requested_container_type = xml_state.get_build_type_name()
        self.filename = ''.join([
            target_dir, '/',
            xml_state.xml_data.get_name(), '.' + platform.machine(),
            '-' + xml_state.get_image_version(), '.',
            self.requested_container_type, '.tar.xz'
        ])
        self.result = Result()

    def create(self):
        setup_options = {}
        if self.requested_container_name:
            setup_options['container_name'] = self.requested_container_name

        container_setup = ContainerSetup(self.requested_container_type,
                                         self.root_dir, setup_options)
        log.info('Setting up %s container', self.requested_container_type)
        log.info('--> Container name: %s',
                 container_setup.get_container_name())
        container_setup.setup()

        log.info('--> Creating container archive')
        container_image = ContainerImage(self.requested_container_type,
                                         self.root_dir)
        container_image.create(self.filename)
        self.result.add('container', self.filename)
        return self.result
Exemple #21
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def hamilton(year, min_seats=6, parliament_size=751, max_seats=96):
    pop = get_pop(year)
    tmp = deepcopy(pop)

    for item in tmp:
        tmp[item] = Result(pop[item])

    total_pop = sum([pop[x] for x in pop])

    rem = parliament_size

    for item in tmp:
        tmp[item].seats_before_rounding = (tmp[item].population/total_pop)*parliament_size
        tmp[item].seats = floor(tmp[item].seats_before_rounding)
        tmp[item].seats = min(tmp[item].seats, max_seats)
        tmp[item].seats = max(tmp[item].seats, min_seats)
        rem -= tmp[item].seats

    srt = by_value(tmp, lambda x: -(x[1].seats_before_rounding-x[1].seats))
    order = list(srt.keys())
    i = 0
    while rem > 0:
        if tmp[order[i]].seats < max_seats:
            tmp[order[i]].seats += 1
            rem -= 1
        i = (i + 1) % len(tmp)

    return tmp
Exemple #22
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    def check(self, i, j):
        """Reveal position (i,j).

        Also reveal any neighboring cells with counts of 0.
        """
        if not self.valid_position(i, j):
            # Return invalid input message
            return Result(
                message="Invalid position ({},{}) on {}x{} board.".format(
                    i, j, self.m, self.n),
                code=0)

        target = self.board[i][j]
        if target.revealed:
            return Result(message="Cell ({},{}) already revealed.".format(
                i, j),
                          code=0)

        if target.mine:
            target.fatal = True
            return Result(message="Mine!", code=-1)

        # Reveal cell
        # Recursively reveal all empty neighbors
        target.reveal()
        return Result(message="", code=0)
Exemple #23
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def dldfs(initial_state, limit):
    visited_nodes.clear()
    cost = 0
    frontier = [State(initial_state, None, cost, None)]

    while frontier:
        #print('frontier size: ', len(frontier))
        if frontier[0].depth <= limit:
            #print('Limit: ', limit)
            current_node = frontier.pop(0)
            #print('current node depth: ',current_node.depth)
            visited_nodes.add(current_node.str_state)
            if current_node.state == desired_state:
                return Result(current_node, current_node.cost, False, True)
            cost += 1
            blank_pos = find_blank_pos(current_node.state)
            for move in allowed_moves(blank_pos):
                new_state = globals()[move](current_node.state, blank_pos)
                new_moves_list = list(current_node.move_list)
                new_moves_list.append(move)
                #print('new move list: ', str(new_moves_list))

                child = State(new_state, current_node, cost, new_moves_list,
                              current_node.depth + 1)
                #print('child node depth: ', child.depth)
                if child.str_state not in visited_nodes:
                    frontier.insert(0, child)
                    #visited_nodes.add(child.str_state)

        else:
            #print('Sigo con el siguiente de la frontera, este supera el limite')
            frontier.pop(0)

    return Result(None, None, True, False)
Exemple #24
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    async def get_permalink(self, channel_id: str,
                            message_ts: str) -> Result[str, str]:
        """
        Get permalink for given message in given channel

        :param channel_id: channel ID where message is located
        :param message_ts: timestamp (unixtime) of the message
        :return: permalink or None if not found or any error
        """

        try:
            answer = await self.retry_policy.execute(
                lambda: self.bot_web_client.chat_getPermalink(
                    channel=channel_id, message_ts=message_ts))

            link = answer.get("permalink", "")
            return Result.Ok(link)
        except (asyncio.TimeoutError, RetryAfterError):
            self.logger.debug(
                "Too much permalinks requested, will try next time.")
        except errors.SlackApiError as e:
            if e.response.get("error", "") == "message_not_found":
                return Result.Err("Sorry, the message was deleted :(")
            if e.response.get("error", "") == "channel_not_found":
                return Result.Err("Sorry, the channel was deleted :(")
            self.logger.exception(e)
        except Exception as e:
            self.logger.exception(e)

        return Result.Err("")
Exemple #25
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    def __init__(self, xml_state, target_dir, root_dir):
        self.media_dir = None
        self.arch = platform.machine()
        self.root_dir = root_dir
        self.target_dir = target_dir
        self.xml_state = xml_state
        self.live_type = xml_state.build_type.get_flags()
        self.types = Defaults.get_live_iso_types()
        self.hybrid = xml_state.build_type.get_hybrid()
        self.volume_id = xml_state.build_type.get_volid()
        self.machine = xml_state.get_build_type_machine_section()
        self.mbrid = ImageIdentifier()
        self.mbrid.calculate_id()

        if not self.live_type:
            self.live_type = Defaults.get_default_live_iso_type()

        self.boot_image_task = BootImageTask('kiwi', xml_state, target_dir)
        self.firmware = FirmWare(xml_state)
        self.system_setup = SystemSetup(xml_state=xml_state,
                                        description_dir=None,
                                        root_dir=self.root_dir)
        self.isoname = ''.join([
            target_dir, '/',
            xml_state.xml_data.get_name(), '.' + platform.machine(),
            '-' + xml_state.get_image_version(), '.iso'
        ])
        self.live_image_file = ''.join([
            target_dir, '/',
            xml_state.xml_data.get_name(), '-read-only.', self.arch, '-',
            xml_state.get_image_version()
        ])
        self.result = Result()
Exemple #26
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def train(train_dataloader, model, criterion, optimizer, epoch):
    average_meter = AverageMeter()
    model.train()  # switch to train mode
    end = time.time()
    for i, (input, target) in enumerate(train_dataloader):
        input, target = input.cuda(), target.cuda()
        torch.cuda.synchronize()
        data_time = time.time() - end

        # compute pred
        end = time.time()
        pred = model(input)
        #        pred = process_output(pred)

        loss = criterion(pred, target)

        optimizer.zero_grad()
        loss.backward()  # compute gradient and do SGD step
        optimizer.step()
        torch.cuda.synchronize()
        gpu_time = time.time() - end

        # measure accuracy and record loss
        result = Result()
        result.evaluate(pred.data, target.data)
        average_meter.update(result, gpu_time, data_time, input.size(0))
        end = time.time()

        if (i + 1) % args.print_freq == 0:
            print('Train Epoch: {0} [{1}/{2}]\t'
                  't_Data={data_time:.3f}({average.data_time:.3f}) '
                  't_GPU={gpu_time:.3f}({average.gpu_time:.3f})\n\t'
                  'RMSE={result.rmse:.2f}({average.rmse:.2f}) '
                  'MAE={result.mae:.2f}({average.mae:.2f}) '
                  'Delta1={result.delta1:.3f}({average.delta1:.3f}) '
                  'REL={result.absrel:.3f}({average.absrel:.3f}) '
                  'Loss{loss:.3f} '.format(epoch,
                                           i + 1,
                                           len(train_dataloader),
                                           data_time=data_time,
                                           gpu_time=gpu_time,
                                           result=result,
                                           average=average_meter.average(),
                                           loss=loss))

    avg = average_meter.average()
    with open(output_train, 'a') as csvfile:
        writer = csv.DictWriter(csvfile, fieldnames=fieldnames)
        writer.writerow({
            'mse': avg.mse,
            'rmse': avg.rmse,
            'absrel': avg.absrel,
            'mae': avg.mae,
            'delta1': avg.delta1,
            'delta2': avg.delta2,
            'delta3': avg.delta3,
            'gpu_time': avg.gpu_time,
            'data_time': avg.data_time
        })
Exemple #27
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class FileSystemBuilder(object):
    """
        Filesystem image builder
    """
    def __init__(self, xml_state, target_dir, root_dir):
        self.custom_args = None
        self.label = None
        self.root_dir = root_dir
        self.requested_image_type = xml_state.get_build_type_name()
        if self.requested_image_type == 'pxe':
            self.requested_filesystem = xml_state.build_type.get_filesystem()
        else:
            self.requested_filesystem = self.requested_image_type
        if not self.requested_filesystem:
            raise KiwiFileSystemSetupError(
                'No filesystem configured in %s type' %
                self.requested_image_type)
        self.filename = ''.join([
            target_dir, '/',
            xml_state.xml_data.get_name(), '.' + platform.machine(),
            '-' + xml_state.get_image_version(), '.', self.requested_filesystem
        ])
        self.blocksize = xml_state.build_type.get_target_blocksize()
        self.filesystem_setup = FileSystemSetup(xml_state, root_dir)
        self.filesystems_no_device_node = ['squashfs']
        self.result = Result()

    def create(self):
        log.info('Creating %s filesystem', self.requested_filesystem)
        supported_filesystems = Defaults.get_filesystem_image_types()
        if self.requested_filesystem not in supported_filesystems:
            raise KiwiFileSystemSetupError('Unknown filesystem: %s' %
                                           self.requested_filesystem)
        if self.requested_filesystem not in self.filesystems_no_device_node:
            self.__operate_on_loop()
        else:
            self.__operate_on_file()
        self.result.add('filesystem_image', self.filename)
        return self.result

    def __operate_on_loop(self):
        filesystem = None
        loop_provider = LoopDevice(self.filename,
                                   self.filesystem_setup.get_size_mbytes(),
                                   self.blocksize)
        loop_provider.create()
        filesystem = FileSystem(self.requested_filesystem, loop_provider,
                                self.root_dir, self.custom_args)
        filesystem.create_on_device(self.label)
        log.info('--> Syncing data to filesystem on %s',
                 loop_provider.get_device())
        exclude_list = ['image', '.profile', '.kconfig', 'var/cache/kiwi']
        filesystem.sync_data(exclude_list)

    def __operate_on_file(self):
        default_provider = DeviceProvider()
        filesystem = FileSystem(self.requested_filesystem, default_provider,
                                self.root_dir, self.custom_args)
        filesystem.create_on_file(self.filename, self.label)
Exemple #28
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 def __init__(self, elements, nodes):
     self.__elements = elements
     self.__nodes = nodes
     self.__kg = [[]]
     self.__fg = []
     self.__result = Result()
     self.__dTau = 0
     self.__tauArray = []
Exemple #29
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def check_qna_answer(answer: Any) -> Result[List[QnAAnswer], str]:
    try:
        if not (isinstance(answer, list)):
            raise ValueError("Base type is not list.")
        return Result.Ok([QnAAnswer.parse_obj(x) for x in answer])
    except (ValidationError, ValueError) as e:
        container.logger.exception(e)
        return Result.Err(str(e))
Exemple #30
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 def __init__(self, xml_state, target_dir, root_dir):
     self.root_dir = root_dir
     self.target_dir = target_dir
     self.xml_state = xml_state
     self.requested_archive_type = xml_state.get_build_type_name()
     self.result = Result()
     self.filename = self.__target_file_for('tar.xz')
     self.checksum = self.__target_file_for('md5')
Exemple #31
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def main():

    pred_with_tweets = '../data/trial.csv'  # predicted labels + tweet text
    gold = '../data/trial.labels'  # file contains gold labels
    mycorpus = Corpus(pred_with_tweets, gold)
    myscores = Scorer(mycorpus)
    myresult = Result()
    myresult.show(myscores)
Exemple #32
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 def open_result(self, b):
     # Открытие окна с результатом текущей сессии
     self.timer.stop()
     self.setEnabled(False)
     global result
     result = Result(self, self.name, str(self.time), str(self.right),
                     str(self.wrong), str(self.text_n), b)
     result.show()
Exemple #33
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 def describe(self, verbose=True):
     description = Result("\n------ " + self.name + " ------", success=True)
     if verbose or not self.visited:
         description.append("\n\n" + self.description)
     self.append_compelling_items(description)
     self.append_evident_items(description)
     self.append_exit_description(description)
     return description
Exemple #34
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    def getResults(self):

        if not self.cancelled and self.review:
            resultsObj = Result(self.resultsHREF,self.type)
            results = resultsObj.getResults()
        else :
            results="None"

        return results
    def get_results(self):
        """
        This function reads the file saved by the simulator at the end of the simulation to retrieve results
        :return: Dictionary containing simulation results
        """

        # Retrieve filename
        res = Result()
        results = res.get_results(self.filename)
        return results
Exemple #36
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 def collate_words(self, meme, sources):
     """Given a list of Sources and a Meme, populate a Result
     object with matching words"""
     regex = self._format_regex(meme)
     result = Result()
     for source in sources:
         match = re.search(regex, source.text, re.IGNORECASE)
         if match:
             result.add(match.groups()[0].lower(), source)
             #assumption: there was exactly one match
     return result
 def run(self):
     while True:
         rid = libimport.GetNextListenResult(self.iid)
         if rid is not None:
             function = libimport.GetNextListenResultFunction(self.iid).decode('ascii')
             inparams = libimport.GetNextListenResultInParameter(self.iid)
             params = libimport.GetNextListenResultParameter(self.iid)
             request = Request(rid, function, inparams, None)
             result = Result(self.iid, request)
             result.set_params(params)
             self.listen_q.put(result)
         time.sleep(0.001)
Exemple #38
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def main(argv):
	result = Result()
	
	w1 = Worker(0.1, 100, result)
	w1.start()	
	w1.join()
	
	w2 = Worker(0.2, 200, result)
	w2.start()	
	w2.join()
	
	print result.get()
	print "Done."
Exemple #39
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    def submit_result(self):
        for result in self.get_results():
            if result['score'] > settings.MIN_HOF_SCORE:
                login = result['login']
                if ' ' in login:
                    login = login.split(' ')[0]
                lowest = yield Result.get_last(login, self.board_size)
                if lowest is None or lowest.score < result['score']:
                    result = Result(
                        login=login,
                        score=result['score'],
                        board_size=self.board_size,
                    )

                    yield result.put()
Exemple #40
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 def __init__(self, xml_state, target_dir, root_dir):
     self.custom_args = None
     self.label = None
     self.root_dir = root_dir
     self.requested_image_type = xml_state.get_build_type_name()
     if self.requested_image_type == 'pxe':
         self.requested_filesystem = xml_state.build_type.get_filesystem()
     else:
         self.requested_filesystem = self.requested_image_type
     if not self.requested_filesystem:
         raise KiwiFileSystemSetupError(
             'No filesystem configured in %s type' %
             self.requested_image_type
         )
     self.filename = ''.join(
         [
             target_dir, '/',
             xml_state.xml_data.get_name(),
             '.' + platform.machine(),
             '-' + xml_state.get_image_version(),
             '.', self.requested_filesystem
         ]
     )
     self.blocksize = xml_state.build_type.get_target_blocksize()
     self.filesystem_setup = FileSystemSetup(xml_state, root_dir)
     self.filesystems_no_device_node = [
         'squashfs'
     ]
     self.result = Result()
    def exit(self):
        """Exit the simulation and create a result file"""

        self.logger.debug("Interruption: exit = " + str(eval(self.config.exit_condition)) +
                          " sim time = " + str(time.time() - self.config.t_init) + " timeout = " + str(
            self.config.timeout))
        self.config.t_end = time.time()

        # Create a result instance and save
        try:
            results = Result(self.body)
            self.logger.info(results)
            results.save_results()
        except Exception as e:
            self.logger.error("Unable to create a result report. Caused by: " + str(e))
            pass
Exemple #42
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class ArchiveBuilder(object):
    """
        root archive image builder
    """
    def __init__(self, xml_state, target_dir, root_dir):
        self.root_dir = root_dir
        self.target_dir = target_dir
        self.xml_state = xml_state
        self.requested_archive_type = xml_state.get_build_type_name()
        self.result = Result()
        self.filename = self.__target_file_for('tar.xz')
        self.checksum = self.__target_file_for('md5')

    def create(self):
        supported_archives = Defaults.get_archive_image_types()
        if self.requested_archive_type not in supported_archives:
            raise KiwiArchiveSetupError(
                'Unknown archive type: %s' % self.requested_archive_type
            )

        if self.requested_archive_type == 'tbz':
            log.info('Creating XZ compressed tar archive')
            archive = ArchiveTar(
                self.__target_file_for('tar')
            )
            archive.create_xz_compressed(self.root_dir)
            checksum = Checksum(self.filename)
            log.info('--> Creating archive checksum')
            checksum.md5(self.checksum)
            self.result.add(
                'root_archive', self.filename
            )
            self.result.add(
                'root_archive_checksum', self.checksum
            )
        return self.result

    def __target_file_for(self, suffix):
        return ''.join(
            [
                self.target_dir, '/',
                self.xml_state.xml_data.get_name(),
                '.' + platform.machine(),
                '-' + self.xml_state.get_image_version(),
                '.', suffix
            ]
        )
Exemple #43
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 def test_list_is_sorted(self):
     r = Result()
     r.add("baz", None)
     r.add("bar", None)
     r.add("foo", None)
     r.add("foo", None)
     r.add("baz", None)
     r.add("baz", None)
     self.assertEqual(r.get_list(), [("baz", 3), ("foo", 2), ("bar", 1)])
Exemple #44
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 def __init__(self, xml_state, target_dir, root_dir):
     self.root_dir = root_dir
     self.target_dir = target_dir
     self.xml_state = xml_state
     self.requested_archive_type = xml_state.get_build_type_name()
     self.result = Result()
     self.filename = self.__target_file_for('tar.xz')
     self.checksum = self.__target_file_for('md5')
Exemple #45
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class ContainerBuilder(object):
    """
        container image builder
    """
    def __init__(self, xml_state, target_dir, root_dir):
        self.root_dir = root_dir
        self.requested_container_name = xml_state.build_type.get_container()
        self.requested_container_type = xml_state.get_build_type_name()
        self.filename = ''.join(
            [
                target_dir, '/',
                xml_state.xml_data.get_name(),
                '.' + platform.machine(),
                '-' + xml_state.get_image_version(),
                '.', self.requested_container_type, '.tar.xz'
            ]
        )
        self.result = Result()

    def create(self):
        setup_options = {}
        if self.requested_container_name:
            setup_options['container_name'] = self.requested_container_name

        container_setup = ContainerSetup(
            self.requested_container_type, self.root_dir, setup_options
        )
        log.info('Setting up %s container', self.requested_container_type)
        log.info(
            '--> Container name: %s', container_setup.get_container_name()
        )
        container_setup.setup()

        log.info(
            '--> Creating container archive'
        )
        container_image = ContainerImage(
            self.requested_container_type, self.root_dir
        )
        container_image.create(
            self.filename
        )
        self.result.add(
            'container', self.filename
        )
        return self.result
Exemple #46
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def parse_record(record):
	"""
		Parses a benchmark results record
	"""

	r = Result()
	items = record.split('\n')
	for item in items:
		if 'name' in item.lower():
			name = item.split(':')[1].strip()
			r.name = name
		elif 'elapsed time' in item.lower():
			# Format is like this
			# elapsed time : 123123 seconds
			num = float(item.split(':')[1].strip().split(' ')[0])
			r.elapsed_time += num
		elif 'cpu cycles' in item.lower():
			# Format is like this
			# cpu cycles : 123123
			num = float(item.split(':')[1])
			r.cpu_cycles += num
		# This condition should be above the instructions
		# case to ensure proper parsing
		elif 'branch instructions' in item.lower():
			num = float(item.split(':')[1])
			r.branch_instructions += num
		elif 'ipc' in item.lower():
			num = float(item.split(':')[1])
			r.ipc += num
		elif 'branch misses' in item.lower():
			num = float(item.split(':')[1])
			r.branch_misses += num
		elif 'instructions' in item.lower():
			num = float(item.split(':')[1])
			r.instructions += num
		elif 'branch mispred' in item.lower():
			# Format is like this
			# branch mispred rate: 1.12312%
			percentage = item.split(':')[1]
			num = float(percentage.strip()[:-1]) # remove percentage
			r.branch_mispredict_rate += num				
		else:
			pass
	return r
Exemple #47
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 def __calculate_rank_points(self):
     start = time.time()
     test = Result(self.name)    
     
     tWiki = Thread(target=test.getWiki)
     tArticles = Thread(target=test.getGoogle)
     tGoogle = Thread(target=test.getFromArticles) 
     
     tWiki.start()
     tArticles.start()
     tGoogle.start()
     
     tWiki.join()
     tArticles.join()
     tGoogle.join()
     
     print self.name + ": " + (str)(time.time() - start) + "s"
     
     return test.getHits()
Exemple #48
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    def __init__(self):
        FSM.__init__(self, "FSM-Game")
        self.menu = Menu()
        self.gameResult = Result()
        self.numNPCs = 7

        self.musicMenu = loader.loadMusic("Eraplee Noisewall Orchestra - Bermuda Fire.ogg")
        self.musicMenu.setLoop(True)
        self.musicGame = loader.loadMusic("Echovolt - Nothing to Fear.ogg")
        self.musicGame.setLoop(True)
    def create_evaluation(self, reading_system):
        "Create and return a new evaluation, along with an initialized set of result objects."
        from test import Test
        from score import Score
        from result import Result
        from category import Category
        from testsuite import TestSuite

        testsuite = TestSuite.objects.get_most_recent_testsuite()
        print "Creating evaluation for testsuite {0}".format(testsuite.version_date)
        tests = Test.objects.filter(testsuite = testsuite)

        evaluation = self.create(
            testsuite = testsuite,
            last_updated = generate_timestamp(),
            percent_complete = 0.00,
            reading_system = reading_system
        )
        evaluation.save()
        
        total_score = Score(category = None, evaluation = evaluation)
        total_score.save()

        # create results for this evaluation
        for t in tests:
            result = Result(test = t, evaluation = evaluation, result = RESULT_NOT_ANSWERED)
            result.save()

        # update the score once results have been created
        total_score.update(evaluation.get_all_results())

        # create category score entries for this evaluation
        categories = Category.objects.filter(testsuite = evaluation.testsuite)
        for cat in categories:
            score = Score(
                category = cat,
                evaluation = evaluation
            )
            score.update(evaluation.get_category_results(cat))
            score.save()

        return evaluation
Exemple #50
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 def get(self, board_size='5'):
     """
     Players best results list
     """
     board_size = int(board_size)
     results = yield Result.get_best(board_size)
     if 'html' in self.request.headers.get('Accept', 'html'):
         return self.render(
             'templates/hall_of_fame.html',
             results=results,
             board_size=board_size,
         )
Exemple #51
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 def __init__(self, xml_state, target_dir, root_dir):
     self.root_dir = root_dir
     self.requested_container_name = xml_state.build_type.get_container()
     self.requested_container_type = xml_state.get_build_type_name()
     self.filename = ''.join(
         [
             target_dir, '/',
             xml_state.xml_data.get_name(),
             '.' + platform.machine(),
             '-' + xml_state.get_image_version(),
             '.', self.requested_container_type, '.tar.xz'
         ]
     )
     self.result = Result()
Exemple #52
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    def process(self):
        self.manual = Help()
        if self.__help():
            return

        result_directory = os.path.normpath(
            self.command_args['--target-dir']
        )
        log.info(
            'Listing results from %s', result_directory
        )
        result = Result.load(
            result_directory + '/kiwi.result'
        )
        result.print_results()
Exemple #53
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    def openBackup(self):  # WARNING -> obsolete, use targets and performance
        result = Result()
        tarTemp = Target(0)
        with open("backup.txt") as f:
            temp = f.readlines()
        f.close()
        # open("backup.txt", "w").close()  # TODO uncomment to activate backup refresh
        for index, line in enumerate(temp):  # on parcourt toutes les lignes du fichier
            if line.__len__() > 10 and line[:1] == "|":  # la ligne ne contient pas qu'un |
                if index < temp.__len__() - 1 and temp[index + 1][:13] != line[:13]: # on est pas sur une ligne partielle
                    line = line.split(",")
                    tarTemp = Target(line[0][1:])
                    lineb = line[1].split("/")
                    print(lineb.__len__())
                    for p in lineb:
                        tempPoint = Point(line[0][1:], p)
                        tarTemp.addPoint(tempPoint)
                        del tempPoint
                    result.append(tarTemp)
        return result

    # def targets(self):
    #     result = Result()
    #     return 0
    def run_filters(self, filters, hostIDs, vmID, properties_map):
        result = Result()
        request_id = str(uuid.uuid1())
        log_adapter = \
            utils.RequestAdapter(self._logger,
                                 {'method': 'run_filters',
                                            'request_id': request_id})

        # run each filter in a process for robustness
        log_adapter.info("got request: %s" % str(filters))
        avail_f, missing_f = utils.partition(filters,
                                             lambda f: f in self._filters)

        # handle missing filters
        for f in missing_f:
            log_adapter.warning("Filter requested but was not found: %s" % f)
            result.pluginError(f, "plugin not found: '%s'" % f)

        # Prepare a generator "list" of runners
        filterRunners = [
            PythonMethodRunner(
                self._pluginDir,
                self._class_to_module_map[f],
                f,
                utils.FILTER,
                (hostIDs, vmID, properties_map),
                request_id)
            for f in avail_f
        ]

        for runner in filterRunners:
            runner.start()

        log_adapter.debug("Waiting for filters to finish")
        # TODO add timeout config
        if utils.waitOnGroup(filterRunners):
            log_adapter.warning("Waiting on filters timed out")

        log_adapter.debug("Aggregating results")
        filters_results = self.aggregate_filter_results(filterRunners,
                                                        request_id)
        if filters_results is None:
            log_adapter.info('All filters failed, return the full list')
            result.error("all filters failed")
            filters_results = hostIDs

        result.add(filters_results)
        log_adapter.info('returning: %s' % str(filters_results))

        return result
    def run_cost_functions(self,
                           cost_functions,
                           hostIDs,
                           vmID,
                           properties_map):
        result = Result()
        request_id = str(uuid.uuid1())
        log_adapter = \
            utils.RequestAdapter(self._logger,
                                 {'method': 'run_cost_functions',
                                            'request_id': request_id})

        # run each filter in a process for robustness
        log_adapter.info("got request: %s" % str(cost_functions))

        # Get the list of known and unknown score functions
        available_cost_f, missing_cost_f = \
            utils.partition(cost_functions, lambda (n, w): n in self._scores)

        # Report the unknown functions
        for name, weight in missing_cost_f:
                log_adapter.warning("requested but was not found: %s" % name)
                result.pluginError(name, "plugin not found: '%s'" % name)

        # Prepare a generator "list" with runners and weights
        scoreRunners = [
            (PythonMethodRunner(
                self._pluginDir,
                self._class_to_module_map[name],
                name,
                utils.SCORE,
                (hostIDs, vmID, properties_map),
                request_id), weight)
            for name, weight in available_cost_f
        ]

        for runner, _weight in scoreRunners:
            runner.start()

        log_adapter.debug("Waiting for scoring to finish")
        if utils.waitOnGroup([runner for runner, _weight in scoreRunners]):
            log_adapter.warning("Waiting on score functions timed out")
            result.error("Waiting on score functions timed out")

        log_adapter.debug("Aggregating results")
        results = self.aggregate_score_results(scoreRunners, request_id)
        result.add(results)
        log_adapter.info('returning: %s' % str(results))
        return result
Exemple #56
0
 def __init__(self, xml_state, target_dir, root_dir):
     self.target_dir = target_dir
     self.compressed = xml_state.build_type.get_compressed()
     self.image_name = xml_state.xml_data.get_name()
     self.machine = xml_state.get_build_type_machine_section()
     self.pxedeploy = xml_state.get_build_type_pxedeploy_section()
     self.filesystem = FileSystemBuilder(
         xml_state, target_dir, root_dir
     )
     self.system_setup = SystemSetup(
         xml_state=xml_state, description_dir=None, root_dir=root_dir
     )
     self.boot_image_task = BootImageTask(
         'kiwi', xml_state, target_dir
     )
     self.kernel_filename = None
     self.hypervisor_filename = None
     self.result = Result()
Exemple #57
0
    def __init__(self, conf):
        self.conf = conf
        self.name = conf["name"]

        if not os.path.exists(self.name):
            os.mkdir(self.name)

        os.chdir(self.name)

        if not os.path.exists("time-used"):
            self.write_time(0)

        self.start_time = datetime.datetime.now()
        self.time_used = self.read_time()

        self.result = Result(conf)

        self.refresh()
Exemple #58
0
    def __init__(self, xml_state, target_dir, root_dir):
        self.media_dir = None
        self.arch = platform.machine()
        self.root_dir = root_dir
        self.target_dir = target_dir
        self.xml_state = xml_state
        self.live_type = xml_state.build_type.get_flags()
        self.types = Defaults.get_live_iso_types()
        self.hybrid = xml_state.build_type.get_hybrid()
        self.volume_id = xml_state.build_type.get_volid()
        self.machine = xml_state.get_build_type_machine_section()
        self.mbrid = ImageIdentifier()
        self.mbrid.calculate_id()

        if not self.live_type:
            self.live_type = Defaults.get_default_live_iso_type()

        self.boot_image_task = BootImageTask(
            'kiwi', xml_state, target_dir
        )
        self.firmware = FirmWare(
            xml_state
        )
        self.system_setup = SystemSetup(
            xml_state=xml_state, description_dir=None, root_dir=self.root_dir
        )
        self.isoname = ''.join(
            [
                target_dir, '/',
                xml_state.xml_data.get_name(),
                '.' + platform.machine(),
                '-' + xml_state.get_image_version(),
                '.iso'
            ]
        )
        self.live_image_file = ''.join(
            [
                target_dir, '/',
                xml_state.xml_data.get_name(),
                '-read-only.', self.arch, '-',
                xml_state.get_image_version()
            ]
        )
        self.result = Result()
    def interpret(self, message, cmd):
        """
        :param message: instance of Message
        :param cmd: the PARSED command to execute
        :return:
        """
        # make sure sender is known to Treasurer
        sender, created = self.tr.dm.user_mng.get_by_id(
            message.sender.lower(), auto_create=True)
        if sender.status is None:
            sender.status = 'confirmed'

        # fix special cases (BEFORE creating Log instance!)
        if 'currencies' in cmd and cmd['currencies'] == 'all':
            cmd['currencies'] = self.tr.dm.cur_mng.currencies.keys()
        if 'groups' in cmd and cmd['domain'] == 'groups' and cmd['groups'] == 'all':
            cmd['groups'] = self.tr.dm.group_mng.groups.keys()

        self.sender = sender
        self.res = Result(treasurer=self.tr, sender=sender.clone(), cmd=cmd)
        self.log = self.tr.lm.log_factory(message, cmd)
        try:
            f = getattr(self, '_cmd_' + cmd['domain'] + '_' + cmd['cmd'])
            f(cmd)
        except (AttributeError, TypeError):
            # includes those which need no processing. Incomplete list:
            #   easter_egg (who_is_your_daddy)
            #   error
            #   greetings, 'hi'
            #   stats / stats_plus
            #   help
            #   default
            self.res.none()
            # if IMP.DEBUG:
            #     raise

        return self.res, self.log
def read_profile(fp_result,video,profile):
	#READ QP
	qp = int(fp_result.readline())
#	print str(qp)
	#READ DEPTH
	depth = int(fp_result.readline())
#	print str(depth)
	result = Result()
	#READ BITS
	result.bits = float(fp_result.readline())
#	print str(result.bits)
	#READ Y_PSNR
	result.Y_PSNR = float(fp_result.readline())
#	print str(result.Y_PSNR)
	#READ U_PSNR
	result.U_PSNR = float(fp_result.readline())
#	print str(result.U_PSNR)
	#READ V_PSNR
	result.V_PSNR = float(fp_result.readline())
#	print str(result.V_PSNR)
	#READ TIME
	result.time = float(fp_result.readline())
#	print str(result.time)
	if qp == 22:
		j=0
	elif qp == 27:
		j=1
	elif qp == 32:
		j=2
	else:
		j=3
	
	if depth == -1:
		reference[video][profile][j].append(result)
	elif depth == 8:
		results_h0_depth8[video][profile][j].append(result)
	elif depth == 16:
		results_h0_depth16[video][profile][j].append(result)
	elif depth == 32:
		results_h0_depth32[video][profile][j].append(result)
	else:
		results_h0_depth64[video][profile][j].append(result)