mlnode/test/test_model_storage.py

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import os
import time

import torch.nn as nn

from iotdb.mlnode.config import config
from iotdb.mlnode.storage import model_storage


class TestModel(nn.Module):
    def __init__(self):
        super(TestModel, self).__init__()
        self.layer = nn.Identity()

    def forward(self, x):
        return self.layer(x)


model = TestModel()
model_config = {
    'input_len': 1,
    'input_vars': 1,
    'id': time.time()
}


def test_save_model():
    trial_id = 'tid_0'
    model_id = 'mid_test_model_save'
    model_storage.save_model(model, model_config, model_id=model_id, trial_id=trial_id)
    assert os.path.exists(os.path.join(config.get_mn_model_storage_dir(), model_id, f'{trial_id}.pt'))


def test_load_model():
    trial_id = 'tid_0'
    model_id = 'mid_test_model_load'
    model_storage.save_model(model, model_config, model_id=model_id, trial_id=trial_id)
    model_loaded, model_config_loaded = model_storage.load_model(model_id=model_id, trial_id=trial_id)
    assert model_config == model_config_loaded


def test_delete_model():
    trial_id1 = 'tid_1'
    trial_id2 = 'tid_2'
    model_id = 'mid_test_model_delete'
    model_storage.save_model(model, model_config, model_id=model_id, trial_id=trial_id1)
    model_storage.save_model(model, model_config, model_id=model_id, trial_id=trial_id2)
    model_storage.delete_model(model_id=model_id)
    assert not os.path.exists(os.path.join(config.get_mn_model_storage_dir(), model_id, f'{trial_id1}.pt'))
    assert not os.path.exists(os.path.join(config.get_mn_model_storage_dir(), model_id, f'{trial_id2}.pt'))
    assert not os.path.exists(os.path.join(config.get_mn_model_storage_dir(), model_id))


def test_delete_trial():
    trial_id = 'tid_0'
    model_id = 'mid_test_model_delete'
    model_storage.save_model(model, model_config, model_id=model_id, trial_id=trial_id)
    model_storage.delete_trial(model_id=model_id, trial_id=trial_id)
    assert not os.path.exists(os.path.join(config.get_mn_model_storage_dir(), model_id, f'{trial_id}.pt'))