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How to use forward_list method in ATX

Best Python code snippet using ATX

mec_power.py

Source:mec_power.py

...221    def caculate_capacity(self, available_mec_id, capacity):222        usage = self.caculate_usage(available_mec_id)223        usage += capacity224        return usage225    def caculate_forward_list(self, mec_list, mec_type):226        total_capacity = 0227        total_available_usage = 0228        pm_id = 0229        print "available mec is not enough, add mec from cold mec"230        if mec_type == "cold":231            self.find_available_mec_list(0.1)232        else:233            self.find_available_mec_list(1.0)234        print "new available mec list=", self.available_mec_list235        forward_list = {}236        for mec_id in mec_list:237            forward_list[mec_id] = {}238            capacity = self.caculate_usage(mec_id)239            if mec_type != "cold":240                capacity = self.caculate_usage(mec_id)241                available_mec_id = self.find_neast_mec(mec_id, 0)242                print mec_id, capacity, available_mec_id243                if available_mec_id == -1:244                    continue245                usage = self.pm_usage_list[available_mec_id][pm_id]246                remaind_usage = UP_BOUND1 - usage247                print "mec_id=", mec_id, "find available_mec=", available_mec_id, usage248                if remaind_usage > 0 and usage < 1:249                    capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id, mec_type="hot")250                   if capacity >= UP_BOUND1:251                        available_mec_id = self.find_neast_mec(mec_id, 1)252                        if available_mec_id == -1:253                            continue254                        usage = self.pm_usage_list[available_mec_id][pm_id]255                        remaind_usage = UP_BOUND1 - usage256                        if remaind_usage > 0 and usage < 1:257                            capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id, mec_type="hot")258                            if capacity >= UP_BOUND1:259                                available_mec_id = self.find_neast_mec(mec_id, 2)260                                if available_mec_id == -1:261                                    continue262                                usage = self.pm_usage_list[available_mec_id][pm_id]263                                remaind_usage = UP_BOUND1 - usage264                                if remaind_usage > 0 and usage < 1:265                                    capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id, mec_type="hot")266                                    if capacity >= UP_BOUND1:267                                        available_mec_id = self.find_neast_mec(mec_id, 3)268                                        if available_mec_id == -1:269                                            continue270                                        usage = self.pm_usage_list[available_mec_id][pm_id]271                                        remaind_usage = UP_BOUND1 - usage272                                        if remaind_usage > 0 and usage < 1:273                                            capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id, mec_type="hot")274                        else:275                            available_mec_id = self.find_neast_mec(mec_id, 2)276                            if available_mec_id == -1:277                                continue278                            usage = self.pm_usage_list[available_mec_id][pm_id]279                            remaind_usage = UP_BOUND1 - usage280                            if remaind_usage > 0 and usage < 1:281                                capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id, mec_type="hot")282                                #print mec_id, "forwading 02 ", available_mec_id, usage, remaind_usage, capacity, "==>", self.pm_usage_list[available_mec_id][pm_id], self.pm_usage_list[mec_id][pm_id]283                                if capacity >= UP_BOUND1:284                                    available_mec_id = self.find_neast_mec(mec_id, 3)285                                    if available_mec_id == -1:286                                        continue287                                    usage = self.pm_usage_list[available_mec_id][pm_id]288                                    remaind_usage = UP_BOUND1 - usage289                                    if remaind_usage > 0 and usage < 1:290                                        capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id, mec_type="hot")291                                        #print mec_id, "forwading 04 ", available_mec_id, usage, remaind_usage, capacity, "==>", self.pm_usage_list[available_mec_id][pm_id], self.pm_usage_list[mec_id][pm_id]292                                    else:293                                        available_mec_id = self.find_neast_mec(mec_id, 4)294                                        if available_mec_id == -1:295                                            continue296                                        usage = self.pm_usage_list[available_mec_id][pm_id]297                                        remaind_usage = UP_BOUND1 - usage298                                        if remaind_usage > 0 and usage < 1:299                                            capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id, mec_type="hot")300                                            #print mec_id, "forwading 06 ", available_mec_id, usage, remaind_usage, capacity, "==>", self.pm_usage_list[available_mec_id][pm_id], self.pm_usage_list[mec_id][pm_id]    301                else:302                    available_mec_id = self.find_neast_mec(mec_id, 1)303                    if available_mec_id == -1:304                        continue305                    usage = self.pm_usage_list[available_mec_id][pm_id]306                    remaind_usage = UP_BOUND1 - usage307                    if remaind_usage > 0 and usage < 1:308                        capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id)309                        #print mec_id, "forwading 11 ", available_mec_id, usage, remaind_usage, capacity310                        if capacity > UP_BOUND1:311                            available_mec_id = self.find_neast_mec(mec_id, 2)312                            usage = self.pm_usage_list[available_mec_id][pm_id]313                            remaind_usage = UP_BOUND1 - usage314                            if remaind_usage > 0 and usage < 1:315                                capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id)316                                #print mec_id, "forwading 12 ",available_mec_id, usage, remaind_usage, capacity317                        else:318                            available_mec_id = self.find_neast_mec(mec_id, 3)319                            usage = self.pm_usage_list[available_mec_id][pm_id]320                            remaind_usage = UP_BOUND1 - usage321                            if remaind_usage > 0 and usage < 1:322                                capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id)323                                #print mec_id, "forwading 13 ",available_mec_id, usage, remaind_usage, capacity324            else:325                available_mec_id = self.find_neast_mec(mec_id, 0)326                if available_mec_id == -1:327                    continue328                usage = self.pm_usage_list[available_mec_id][pm_id]329                remaind_usage = UP_BOUND1 - usage330                if remaind_usage > 0 and usage < 1:331                    capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id)332                    #print mec_id, "forwading 21 ", available_mec_id, usage, remaind_usage, capacity, "==>", self.pm_usage_list[available_mec_id][pm_id], self.pm_usage_list[mec_id][pm_id]333                else:334                    available_mec_id = self.find_neast_mec(mec_id, 1)335                    usage = self.pm_usage_list[available_mec_id][pm_id]336                    remaind_usage = UP_BOUND1 - usage337                    if remaind_usage > 0 and usage < 1:338                        capacity, forward_list = self.caculate_forwarding(available_mec_id, capacity, forward_list, mec_id)339                        #print mec_id, "forwading 22 ", available_mec_id, usage, remaind_usage, capacity, "==>", self.pm_usage_list[available_mec_id][pm_id], self.pm_usage_list[mec_id][pm_id]340        for mec_id in mec_list:341            capacity = self.caculate_usage(mec_id)342            if mec_type == "cold":343                if capacity <= LOW_BOUND and capacity > 0:344                    print "still cold after forwarding= ",mec_id, capacity345            else:346                if capacity >= UP_BOUND:347                    print "still hot after forwarding=", mec_id, capacity348        return forward_list349    def caculate_forwarding(self, available_mec_id, capacity, forward_list, mec_id, mec_type="cold"):350        pm_id = 0351        usage = self.pm_usage_list[available_mec_id][pm_id]352        remaind_usage = UP_BOUND1 - usage353        #print "before===", mec_id, capacity, available_mec_id, usage, remaind_usage354        if capacity > usage:355            if mec_type == "cold":356                move_usage = remaind_usage357            else:358                move_capacity = capacity - UP_BOUND1359                if move_capacity - remaind_usage > 0:360                    move_usage = remaind_usage361                    362                else:363                    move_usage = move_capacity364        else:365            move_usage = capacity366            capacity = 0367        #print "after===", mec_id, capacity, available_mec_id, usage, remaind_usage368        self.pm_usage_list[available_mec_id][pm_id] += move_usage369        self.pm_usage_list[mec_id][pm_id] -= move_usage370        capacity = self.pm_usage_list[mec_id][pm_id]371        usage = self.pm_usage_list[available_mec_id][pm_id]372        if usage > UP_BOUND1:373            self.available_mec_list.remove(available_mec_id)374        forward_list[mec_id][available_mec_id] = move_usage        375        return capacity, forward_list376    377    def caculate_available_mec_capacity(self):378        available_mec_usage_list = {}379        for mec_id in self.available_mec_list:380            usage = self.caculate_usage(mec_id)381            self.available_mec_capacity_list[mec_id] = usage382        #print self.available_mec_capacity_list383    def cold_mec_algorithm(self):384        print ("cold MEC algorithm")385        forward_list = {}386        if not self.cold_mec_list:387            print ("no cold MEC")388            return forward_list389        BOUND = 0.2390        print "available_list=", self.available_mec_list391        if  not self.available_mec_list and self.cold_mec_list:392            self.find_available_mec_list(BOUND)393        print "before="394        self.caculate_available_mec_capacity() # renew395        forward_list = self.caculate_forward_list(self.cold_mec_list, mec_type="cold")396        print "after="397        self.caculate_available_mec_capacity()398        return forward_list399    def hot_mec_algorithm(self):400        print("HOT MECAlgorithm")401        forward_list = {}402        if not self.hot_mec_list:403            print("No HOT MEC")404            return forward_list405        print "available_list=", self.available_mec_list406        BOUND = 1.0 407        if (not self.available_mec_list and self.cold_mec_list) or len(self.available_mec_list) <= UP_BOUND*NUM_CELL:408            self.find_available_mec_list(BOUND)409        print "before="410        self.caculate_available_mec_capacity()411        forward_list = self.caculate_forward_list(self.hot_mec_list, mec_type="hot")412        print "after="413        self.caculate_available_mec_capacity()414        return forward_list415    def write_request_delay(self, forward_list):416        self.write_qos_counter = 0417        self.mw_counter = 0418        self.w_counter = 0419        total_delay = 0420        cloud_delay = 0421        pm_id = 0422        for write_request in self.write_request_list:423            if count_interval(write_request.time, self.time) == self.time:424                rate = write_request.rate425                if write_request.rate == 0:...

TestDataFormatterLibcxxForwardList.py

Source:TestDataFormatterLibcxxForwardList.py

1"""2Test lldb data formatter subsystem.3"""4from __future__ import print_function5import lldb6from lldbsuite.test.decorators import *7from lldbsuite.test.lldbtest import *8from lldbsuite.test import lldbutil9class TestDataFormatterLibcxxForwardList(TestBase):10    mydir = TestBase.compute_mydir(__file__)11    def setUp(self):12        TestBase.setUp(self)13        self.line = line_number('main.cpp', '// break here')14        ns = 'ndk' if lldbplatformutil.target_is_android() else ''15        self.namespace = 'std::__' + ns + '1'16    @add_test_categories(["libc++"])17    def test(self):18        """Test that std::forward_list is displayed correctly"""19        self.build()20        lldbutil.run_to_source_breakpoint(self, '// break here',21                lldb.SBFileSpec("main.cpp", False))22        forward_list = self.namespace + '::forward_list'23        self.expect("frame variable empty",24                    substrs=[forward_list,25                             'size=0',26                             '{}'])27        self.expect("frame variable one_elt",28                    substrs=[forward_list,29                             'size=1',30                             '{',31                             '[0] = 47',32                             '}'])33        self.expect("frame variable five_elts",34                    substrs=[forward_list,35                             'size=5',36                             '{',37                             '[0] = 1',38                             '[1] = 22',39                             '[2] = 333',40                             '[3] = 4444',41                             '[4] = 55555',...

NNets_utils.py

Source:NNets_utils.py

1import torch2if torch.__version__ != '0.4.0':3        raise RuntimeError('PyTorch version must be 0.4.0')4import torch.nn as nn5def apply_linear(inp,out,act,shape=None,std=0.0,drop=0.0,bn=True):6        bias = False if bn else True7        w=nn.Linear(inp,out,bias=bias)8        if bn:9                wBN=nn.BatchNorm1d(out)10        activation=return_activation(act)11        if drop!=0:12                dropl=nn.Dropout(drop)13        if std!=0.0:14                assert shape!=None15                nlayer=add_gaussian(shape,std)16        #define the sequential17        forward_list=[w]18        if bn:19                forward_list.append(wBN)20        if std!=0.0:21                forward_list.append(nlayer)22        forward_list.append(activation)23        if drop!=0:24                forward_list.append(dropl)25        return nn.Sequential(*forward_list)26#class for linear activation27class Linear_act(nn.Module):28        def __init__(self):29                super(Linear_act, self).__init__()30        def forward(self,x):31                return x32def linear(x):33        return x34def return_activation(act,dim=1):35        if act=='relu':36                return nn.ReLU()37        elif act=='linear':38                return Linear_act()39        elif act=='softmax':40                return nn.Softmax(dim)41        elif act=='sigmoid':42                return nn.Sigmoid()43        elif act=='tanh':44                return nn.Tanh()45        else:...

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