batch=[Sample(meta={'deviceType': 'AnnularTank', 'step': 0, 'time': 0, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}),
 Sample(meta={'deviceType': 'AnnularTank', 'step': 1, 'time': 1, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}), 
Sample(meta={'deviceType': 'AnnularTank', 'step': 2, 
'time': 2, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'},
 features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}), 
Sample(meta={'deviceType': 'AnnularTank', 'step': 3, 'time': 3, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}),
 Sample(meta={'deviceType': 'AnnularTank', 'step': 4, 'time': 4, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}), 
Sample(meta={'deviceType': 'AnnularTank', 'step': 5, 'time': 5, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}), 
Sample(meta={'deviceType': 'AnnularTank', 'step': 6, 'time': 6, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}), 
Sample(meta={'deviceType': 'AnnularTank', 'step': 7, 'time': 7, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}), 
Sample(meta={'deviceType': 'AnnularTank', 'step': 8, 'time': 8, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}), 
Sample(meta={'deviceType': 'AnnularTank', 'step': 9, 'time': 9, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0}), 
Sample(meta={'deviceType': 'AnnularTank', 'step': 10, 'time': 10, 'deviceId': '786a9f85-2fd4-4b56-b5f6-4afb1cf33d32'}, 
features={'diameter': 100.0, 'concentration': 0.0, 'concentration*ratio': 0.0, 'height': 150.0, 'ratio': 0.0, 'diameter*height': 0.0})] 
model_dir=None modelDir='D:\\keff_dataSpace\\models\\MLP\\AnnularTank\\Pu\\V2.0\\pipeline.pkl' algorithm_type=None device_type='AnnularTank' deviceType=None material_type=None materialType=None