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How to use create_model method in localstack

Best Python code snippet using localstack_python

0002_data.py

Source:0002_data.py

1from django.db import migrations2from core.models import Hour, Minute, Timing3def create_model(model):4    model.save()5    return model6def init_data(apps, schema_editor):7    # Hour8    hour_0 = create_model(Hour(title="00", hour=0))9    hour_1 = create_model(Hour(title="01", hour=1))10    hour_2 = create_model(Hour(title="02", hour=1))11    hour_3 = create_model(Hour(title="03", hour=1))12    hour_4 = create_model(Hour(title="04", hour=1))13    hour_5 = create_model(Hour(title="05", hour=1))14    hour_6 = create_model(Hour(title="06", hour=1))15    hour_7 = create_model(Hour(title="07", hour=1))16    hour_8 = create_model(Hour(title="08", hour=1))17    hour_9 = create_model(Hour(title="09", hour=1))18    hour_10 = create_model(Hour(title="10", hour=1))19    hour_11 = create_model(Hour(title="11", hour=1))20    hour_12 = create_model(Hour(title="12", hour=1))21    hour_13 = create_model(Hour(title="13", hour=1))22    hour_14 = create_model(Hour(title="14", hour=1))23    hour_15 = create_model(Hour(title="15", hour=1))24    hour_16 = create_model(Hour(title="16", hour=1))25    hour_17 = create_model(Hour(title="17", hour=1))26    hour_18 = create_model(Hour(title="18", hour=1))27    hour_19 = create_model(Hour(title="19", hour=1))28    hour_20 = create_model(Hour(title="20", hour=1))29    hour_21 = create_model(Hour(title="21", hour=1))30    hour_22 = create_model(Hour(title="22", hour=1))31    hour_23 = create_model(Hour(title="23", hour=1))32    # Minute33    minute_0 = create_model(Minute(title="00", minute=0))34    minute_1 = create_model(Minute(title="01", minute=1))35    minute_2 = create_model(Minute(title="02", minute=2))36    minute_3 = create_model(Minute(title="03", minute=3))37    minute_4 = create_model(Minute(title="04", minute=4))38    minute_5 = create_model(Minute(title="05", minute=5))39    minute_6 = create_model(Minute(title="06", minute=6))40    minute_7 = create_model(Minute(title="07", minute=7))41    minute_8 = create_model(Minute(title="08", minute=8))42    minute_9 = create_model(Minute(title="09", minute=9))43    minute_10 = create_model(Minute(title="10", minute=10))44    minute_11 = create_model(Minute(title="11", minute=11))45    minute_12 = create_model(Minute(title="12", minute=12))46    minute_13 = create_model(Minute(title="13", minute=13))47    minute_14 = create_model(Minute(title="14", minute=14))48    minute_15 = create_model(Minute(title="15", minute=15))49    minute_16 = create_model(Minute(title="16", minute=16))50    minute_17 = create_model(Minute(title="17", minute=17))51    minute_18 = create_model(Minute(title="18", minute=18))52    minute_19 = create_model(Minute(title="19", minute=19))53    minute_20 = create_model(Minute(title="20", minute=20))54    minute_21 = create_model(Minute(title="21", minute=21))55    minute_22 = create_model(Minute(title="22", minute=22))56    minute_23 = create_model(Minute(title="23", minute=23))57    minute_24 = create_model(Minute(title="24", minute=24))58    minute_25 = create_model(Minute(title="25", minute=25))59    minute_26 = create_model(Minute(title="26", minute=26))60    minute_27 = create_model(Minute(title="27", minute=27))61    minute_28 = create_model(Minute(title="28", minute=28))62    minute_29 = create_model(Minute(title="29", minute=29))63    minute_30 = create_model(Minute(title="30", minute=30))64    minute_31 = create_model(Minute(title="31", minute=31))65    minute_32 = create_model(Minute(title="32", minute=32))66    minute_33 = create_model(Minute(title="33", minute=33))67    minute_34 = create_model(Minute(title="34", minute=34))68    minute_35 = create_model(Minute(title="35", minute=35))69    minute_36 = create_model(Minute(title="36", minute=36))70    minute_37 = create_model(Minute(title="37", minute=37))71    minute_38 = create_model(Minute(title="38", minute=38))72    minute_39 = create_model(Minute(title="39", minute=39))73    minute_40 = create_model(Minute(title="40", minute=40))74    minute_41 = create_model(Minute(title="41", minute=41))75    minute_42 = create_model(Minute(title="42", minute=42))76    minute_43 = create_model(Minute(title="43", minute=43))77    minute_44 = create_model(Minute(title="44", minute=44))78    minute_45 = create_model(Minute(title="45", minute=45))79    minute_46 = create_model(Minute(title="46", minute=46))80    minute_47 = create_model(Minute(title="47", minute=47))81    minute_48 = create_model(Minute(title="48", minute=48))82    minute_49 = create_model(Minute(title="49", minute=49))83    minute_50 = create_model(Minute(title="50", minute=50))84    minute_51 = create_model(Minute(title="51", minute=51))85    minute_52 = create_model(Minute(title="52", minute=52))86    minute_53 = create_model(Minute(title="53", minute=53))87    minute_54 = create_model(Minute(title="54", minute=54))88    minute_55 = create_model(Minute(title="55", minute=55))89    minute_56 = create_model(Minute(title="56", minute=56))90    minute_57 = create_model(Minute(title="57", minute=57))91    minute_58 = create_model(Minute(title="58", minute=58))92    minute_59 = create_model(Minute(title="59", minute=59))93    # Timing94    timing_5 = create_model(Timing(title='5 Ð¼Ð¸Ð½ÑÑ', minutes=5))95    timing_10 = create_model(Timing(title='10 Ð¼Ð¸Ð½ÑÑ', minutes=10))96    timing_15 = create_model(Timing(title='15 Ð¼Ð¸Ð½ÑÑ', minutes=15))97    timing_30 = create_model(Timing(title='30 Ð¼Ð¸Ð½ÑÑ', minutes=30))98    timing_45 = create_model(Timing(title='45 Ð¼Ð¸Ð½ÑÑ', minutes=45))99    timing_60 = create_model(Timing(title='1 ÑÐ°Ñ', minutes=60))100    timing_120 = create_model(Timing(title='2 ÑÐ°ÑÐ°', minutes=120))101    timing_180 = create_model(Timing(title='3 ÑÐ°ÑÐ°', minutes=180))102    timing_360 = create_model(Timing(title='6 ÑÐ°ÑÐ¾Ð²', minutes=360))103    timing_720 = create_model(Timing(title='12 ÑÐ°ÑÐ¾Ð²', minutes=720))104    timing_1440 = create_model(Timing(title='1 Ð´ÐµÐ½Ñ', minutes=1440))105class Migration(migrations.Migration):106    dependencies = [107        ('core', '0002_minute')108    ]109    operations = [110        migrations.RunPython(init_data),...

checkpoint.py

Source:checkpoint.py

...7from mamba_core.utils.model_serialization import load_state_dict8from tempfile import TemporaryDirectory9from torch import nn10class TestCheckpointer(unittest.TestCase):11    def create_model(self):12        return nn.Sequential(nn.Linear(2, 3), nn.Linear(3, 1))13    def create_complex_model(self):14        m = nn.Module()15        m.block1 = nn.Module()16        m.block1.layer1 = nn.Linear(2, 3)17        m.layer2 = nn.Linear(3, 2)18        m.res = nn.Module()19        m.res.layer2 = nn.Linear(3, 2)20        state_dict = OrderedDict()21        state_dict["layer1.weight"] = torch.rand(3, 2)22        state_dict["layer1.bias"] = torch.rand(3)23        state_dict["layer2.weight"] = torch.rand(2, 3)24        state_dict["layer2.bias"] = torch.rand(2)25        state_dict["res.layer2.weight"] = torch.rand(2, 3)26        state_dict["res.layer2.bias"] = torch.rand(2)27        return m, state_dict28    def test_from_last_checkpoint_model(self):29        # test that loading works even if they differ by a prefix30        for trained_model, fresh_model in [31            (self.create_model(), self.create_model()),32            (nn.DataParallel(self.create_model()), self.create_model()),33            (self.create_model(), nn.DataParallel(self.create_model())),34            (35                nn.DataParallel(self.create_model()),36                nn.DataParallel(self.create_model()),37            ),38        ]:39            with TemporaryDirectory() as f:40                checkpointer = Checkpointer(41                    trained_model, save_dir=f, save_to_disk=True42                )43                checkpointer.save("checkpoint_file")44                # in the same folder45                fresh_checkpointer = Checkpointer(fresh_model, save_dir=f)46                self.assertTrue(fresh_checkpointer.has_checkpoint())47                self.assertEqual(48                    fresh_checkpointer.get_checkpoint_file(),49                    os.path.join(f, "checkpoint_file.pth"),50                )51                _ = fresh_checkpointer.load()52            for trained_p, loaded_p in zip(53                trained_model.parameters(), fresh_model.parameters()54            ):55                # different tensor references56                self.assertFalse(id(trained_p) == id(loaded_p))57                # same content58                self.assertTrue(trained_p.equal(loaded_p))59    def test_from_name_file_model(self):60        # test that loading works even if they differ by a prefix61        for trained_model, fresh_model in [62            (self.create_model(), self.create_model()),63            (nn.DataParallel(self.create_model()), self.create_model()),64            (self.create_model(), nn.DataParallel(self.create_model())),65            (66                nn.DataParallel(self.create_model()),67                nn.DataParallel(self.create_model()),68            ),69        ]:70            with TemporaryDirectory() as f:71                checkpointer = Checkpointer(72                    trained_model, save_dir=f, save_to_disk=True73                )74                checkpointer.save("checkpoint_file")75                # on different folders76                with TemporaryDirectory() as g:77                    fresh_checkpointer = Checkpointer(fresh_model, save_dir=g)78                    self.assertFalse(fresh_checkpointer.has_checkpoint())79                    self.assertEqual(fresh_checkpointer.get_checkpoint_file(), "")80                    _ = fresh_checkpointer.load(os.path.join(f, "checkpoint_file.pth"))81            for trained_p, loaded_p in zip(...

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