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MODEL_PATH_ITP_AIR='./models/AirInceptionTime.pt' |
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MODEL_PATH_ITP_ENER='./models/EnerInceptionTime.pt' |
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MODEL_PATH_ITP_BOIL='./models/BoilerInceptionTime.pt' |
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DATA_PATH='/data' |
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AIR_PREPROCESSOR_PATH='data/preproc_pipe.pkl' |
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AIR_SCALING_DATA='data/exp_pipe.pkl' |
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ENER_PREPROCESSOR_PATH='data/Enerpreproc_pipe.pkl' |
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ENER_SCALING_DATA='data/Ener_exp_pipe.pkl' |
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AIR_DATETIME_COL='timestamp' |
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AIR_COLOUMNS=['air_inlet_temp_deg_f', 'average_cfm', 'average_kw', |
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'compressor_room_air_generated_cfm', |
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'compressor_room_energy_cosumed_kwh', 'specific_power_kw_100cfm', |
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'percentage_loading_based_on_air_supplied_design_600cfm'] |
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AIR_DROP_COLOUMNS=['data_id','ideal_specific_power_kw_100cfm','device_id'] |
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ENERGY_DATETIME='parameter_timestamp' |
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ENERGY_COLOUMNS=['current_ir', 'electrical_energy', 'frequency', 'power', 'powerfactor', |
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'pressure', 'temperature', 'voltage_vb', |
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'voltage_vr', 'voltage_vy'] |
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ENERGY_DROP_COLOUMNS=["location","current_ib","current_iy","device_1_state","device_2_state","device_id","device_name",'id',"device_type"] |
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BOILER_PREPROCESSOR_PATH='data/boiler_preproc_pipe.pkl' |
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BOILER_DATETIME='DateString' |
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BOILER_COLOUMNS=['Boiler2_Feed Water Temp (T-4) (°F)','Boiler2_Gas Flow (G-2) (MMBtu)', 'Boiler2_Make Up Flow (W-17) (kGal)','Boiler2_Steam Flow (S-1) (lbs)'] |
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FREQUENCY='1H' |
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METHOD='ffill' |
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VALUE=0 |
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FCST_HISTORY=200 |
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FCST_HORIZON=168 |
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VALID_SIZE=0.1 |
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TEST_SIZE=0.2 |
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ARCH_CONFIG=dict( |
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n_layers=3, |
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n_heads=4, |
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d_model=16, |
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d_ff=128, |
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attn_dropout=0.0, |
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dropout=0.3, |
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patch_len=24, |
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stride=2, |
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padding_patch=True, |
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) |
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N_EPOCH=100 |
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