def testCloneModelWithCheckpoint(self): checkpointMgr = ModelCheckpointMgr() modelID = uuid.uuid1().hex destModelID = uuid.uuid1().hex # Create the source model with meta-info only (no checkpoint) modelDef = {'a': 1, 'b': 2, 'c': 3} checkpointMgr.define(modelID, modelDef) # Create a model that we can clone model1 = ModelFactory.create(self._getModelParams("variant1")) checkpointMgr.save(modelID, model1, attributes="attributes1") # Clone the source model checkpointMgr.clone(modelID, destModelID) # Discard the source model checkpoint checkpointMgr.remove(modelID) # Verify that the destination model's definition is the same as the # source model's destModelDef = checkpointMgr.loadModelDefinition(destModelID) self.assertDictEqual(destModelDef, modelDef) # Verify that the destination model's attributes match the source's attributes = checkpointMgr.loadCheckpointAttributes(destModelID) self.assertEqual(attributes, "attributes1") # Attempt to load the cloned model from checkpoint model = checkpointMgr.load(destModelID) self.assertEqual(str(model.getFieldInfo()), str(model1.getFieldInfo()))
def testCloneModelWithCheckpoint(self): checkpointMgr = ModelCheckpointMgr() modelID = uuid.uuid1().hex destModelID = uuid.uuid1().hex # Create the source model with meta-info only (no checkpoint) modelDef = {'a': 1, 'b': 2, 'c':3} checkpointMgr.define(modelID, modelDef) # Create a model that we can clone model1 = ModelFactory.create(self._getModelParams("variant1")) checkpointMgr.save(modelID, model1, attributes="attributes1") # Clone the source model checkpointMgr.clone(modelID, destModelID) # Discard the source model checkpoint checkpointMgr.remove(modelID) # Verify that the destination model's definition is the same as the # source model's destModelDef = checkpointMgr.loadModelDefinition(destModelID) self.assertDictEqual(destModelDef, modelDef) # Verify that the destination model's attributes match the source's attributes = checkpointMgr.loadCheckpointAttributes(destModelID) self.assertEqual(attributes, "attributes1") # Attempt to load the cloned model from checkpoint model = checkpointMgr.load(destModelID) self.assertEqual(str(model.getFieldInfo()), str(model1.getFieldInfo()))
def testRemoveAndGetModelIDs(self): """ Test getModelIDs and remove methods """ checkpointMgr = ModelCheckpointMgr() # Should be empty at first ids = checkpointMgr.getModelIDs() self.assertListEqual(ids, []) # Create some checkpoints using meta info expModelIDs = [uuid.uuid1().hex, uuid.uuid1().hex] expModelIDs.sort() for modelID in expModelIDs: checkpointMgr.define(modelID, definition={'a':1}) ids = checkpointMgr.getModelIDs() ids.sort() self.assertListEqual(ids, expModelIDs) # Delete one of them checkpointMgr.remove(expModelIDs[0]) expModelIDs.remove(expModelIDs[0]) ids = checkpointMgr.getModelIDs() ids.sort() self.assertListEqual(ids, expModelIDs) # Delete all of them for modelID in expModelIDs: checkpointMgr.remove(modelID) ids = checkpointMgr.getModelIDs() self.assertListEqual(ids, []) # If we try and delete a non-existing model, should get an exception self.assertRaises(ModelNotFound, checkpointMgr.remove, "IDx")