/
steel_sdd.py
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/
steel_sdd.py
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"""Sankey diagram definition for simple steel model"""
import attr
from sankeyview import ProcessGroup, Waypoint, Bundle, Elsewhere, SankeyDefinition, Partition
def diagram():
nodes = {
'BF': ProcessGroup(selection=['BF', 'PI']),
'CCBM': ProcessGroup(selection=['CCBM', 'CCBML', 'bloom']),
'CCBT': ProcessGroup(selection=['CCBT', 'CCBTL', 'billet']),
'CCS': ProcessGroup(selection=['CCS', 'CCSL', 'slab']),
'CRM': ProcessGroup(selection=['CRM', 'CRMP']),
'DR': ProcessGroup(selection=['DR', 'DRI']),
'EAF': ProcessGroup(selection=['EAF', 'EAFS']),
'GP': ProcessGroup(selection=['GP_CR', 'GP_HR', 'GPP_CR']),
'HSM': ProcessGroup(selection=['HSM', 'HSML', 'HSMP']),
'IC': ProcessGroup(selection=['IC', 'ICL', 'ingots']),
'IFC': ProcessGroup(selection=['IFC', 'IFCL']),
'OBF': ProcessGroup(selection=['OBF', 'OBFS']),
'OCP': ProcessGroup(selection=['OCP']),
'OHF': ProcessGroup(selection=['OHF', 'OHFS']),
'PLM': ProcessGroup(selection=['PLM', 'PLML', 'PLMP']),
'PRM': ProcessGroup(selection=['PRM', 'PRML', 'PRMP']),
'RBM': ProcessGroup(selection=['RBM', 'RBML', 'RBMP']),
'SEM': ProcessGroup(selection=['SEM', 'SEML', 'SEMP']),
'SP': ProcessGroup(selection=['SP', 'S']),
'SPC': ProcessGroup(selection=['SPC', 'SPCL']),
'STP': ProcessGroup(selection=['STP']),
'TM': ProcessGroup(selection=['TM']),
'TWP': ProcessGroup(selection=['TWP']),
'crc': ProcessGroup(selection=['crc']),
'crccoated': ProcessGroup(selection=['crccoated']),
'crcgalv': ProcessGroup(selection=['crcgalv']),
'crctinned': ProcessGroup(selection=['crctinned']),
'elsheet': ProcessGroup(selection=['elsheet']),
'hrc': ProcessGroup(selection=['hrc']),
'hrcgalv': ProcessGroup(selection=['hrcgalv']),
'hrns': ProcessGroup(selection=['hrns']),
'plate': ProcessGroup(selection=['plate']),
'rodbar': ProcessGroup(selection=['rodbar']),
'rodrebar': ProcessGroup(selection=['rodrebar']),
'rodwire': ProcessGroup(selection=['rodwire']),
'seamlesstube': ProcessGroup(selection=['seamlesstube']),
'secheavy': ProcessGroup(selection=['secheavy']),
'seclight': ProcessGroup(selection=['seclight']),
'secrail': ProcessGroup(selection=['secrail']),
'weldedtube': ProcessGroup(selection=['weldedtube']),
'castiron': ProcessGroup(selection=['castiron']),
'caststeel': ProcessGroup(selection=['caststeel']),
'loss1': Waypoint(title=''),
'loss2': Waypoint(title=''),
'loss3': Waypoint(title=''),
'loss4': Waypoint(title=''),
'loss5': Waypoint(title=''),
'scrap1': Waypoint(title='', direction='L'),
'scrap2': Waypoint(title='', direction='L'),
'scrap3': Waypoint(title='', direction='L'),
'scrap4': Waypoint(title='', direction='L'),
'scrap5': Waypoint(title='', direction='L'),
'scrap6': Waypoint(title='', direction='L'),
'sections': Waypoint(),
'rods': Waypoint(),
'tubes': Waypoint(),
'cr': Waypoint(title=''),
'hr1': Waypoint(title=''),
'hr2': Waypoint(title=''),
'pi2casting': Waypoint(title=''),
'slab': Waypoint(title=''),
'billet': Waypoint(title=''),
'bloom': Waypoint(title=''),
}
bundles = [
Bundle('BF', 'OBF'),
Bundle('BF', 'OHF'),
Bundle('BF', 'EAF'),
Bundle('BF', 'IFC', waypoints=('pi2casting',)),
Bundle('DR', 'EAF'),
Bundle('OBF', 'CCS'),
Bundle('OBF', 'CCBT'),
Bundle('OBF', 'CCBM'),
Bundle('OBF', 'IC'),
Bundle('OHF', 'IC'),
Bundle('EAF', 'CCBT'),
Bundle('EAF', 'CCBM'),
Bundle('EAF', 'IC'),
Bundle('EAF', 'SPC'),
Bundle('CCBM', 'SEM', waypoints=('bloom',)),
Bundle('CCBM', 'SP', waypoints=('scrap1',)),
Bundle('CCBM', 'CCBM', flow_selection='source == "CCBML" and target == "CCBM"'),
Bundle('CCBT', 'HSM', waypoints=('billet',)),
Bundle('CCBT', 'RBM', waypoints=('billet',)),
Bundle('CCBT', 'CCBT', flow_selection='source == "CCBTL" and target == "CCBT"'),
Bundle('CCBT', 'SP', waypoints=('scrap1',)),
Bundle('CCS', 'HSM', waypoints=('slab',)),
Bundle('CCS', 'PLM', waypoints=('slab',)),
Bundle('CCS', 'CCS', flow_selection='source == "CCSL" and target == "CCS"'),
Bundle('CCS', 'SP', waypoints=('scrap1',)),
Bundle('IC', 'IC', flow_selection='source == "ICL" and target == "IC"'),
Bundle('IC', 'PRM'),
Bundle('IC', 'SPC'),
Bundle('SPC', 'SPC', flow_selection='source == "SPCL" and target == "SPC"'),
Bundle('IFC', 'IFC', flow_selection='source == "IFCL" and target == "IFC"'),
Bundle('SPC', 'caststeel'),
Bundle('IFC', 'castiron'),
Bundle('PRM', 'SP', waypoints=('scrap2', 'scrap1')),
Bundle('PRM', 'SEM'),
Bundle('PRM', 'RBM'),
Bundle('PRM', 'PLM'),
Bundle('PRM', 'HSM'),
Bundle('HSM', 'SP', waypoints=('scrap3', 'scrap2', 'scrap1')),
Bundle('HSM', 'TWP'),
Bundle('HSM', 'CRM'),
Bundle('HSM', 'GP'),
Bundle('HSM', 'hrc', waypoints=('hr1', 'hr2')),
Bundle('HSM', 'hrns', waypoints=('hr1', 'hr2')),
Bundle('PLM', 'SP', waypoints=('scrap3', 'scrap2', 'scrap1')),
Bundle('PLM', 'TWP'),
Bundle('PLM', 'plate'),
Bundle('RBM', 'SP', waypoints=('scrap3', 'scrap2', 'scrap1')),
Bundle('RBM', 'STP'),
Bundle('RBM', 'rodrebar', waypoints=('rods',)),
Bundle('RBM', 'rodwire', waypoints=('rods',)),
Bundle('RBM', 'rodbar', waypoints=('rods',)),
Bundle('SEM', 'SP', waypoints=('scrap3', 'scrap2', 'scrap1')),
Bundle('SEM', 'secheavy', waypoints=('sections',)),
Bundle('SEM', 'seclight', waypoints=('sections',)),
Bundle('SEM', 'secrail', waypoints=('sections',)),
Bundle('CRM', 'SP', waypoints=('scrap4', 'scrap3', 'scrap2', 'scrap1')),
Bundle('CRM', 'elsheet', waypoints=('cr',)),
Bundle('CRM', 'crc', waypoints=('cr',)),
Bundle('CRM', 'GP'),
Bundle('CRM', 'TM'),
Bundle('STP', 'seamlesstube', waypoints=('tubes',)),
Bundle('STP', 'SP', waypoints=('scrap4', 'scrap3', 'scrap2', 'scrap1')),
Bundle('TWP', 'weldedtube', waypoints=('tubes',)),
Bundle('TWP', 'SP', waypoints=('scrap4', 'scrap3', 'scrap2', 'scrap1')),
Bundle('TM', 'crctinned'),
Bundle('TM', 'SP', waypoints=('scrap5', 'scrap4', 'scrap3', 'scrap2', 'scrap1')),
Bundle('GP', 'crcgalv'),
Bundle('GP', 'OCP'),
Bundle('GP', 'hrcgalv'),
Bundle('GP', 'SP', waypoints=('scrap5', 'scrap4', 'scrap3', 'scrap2', 'scrap1')),
Bundle('OCP', 'crccoated'),
Bundle('OCP', 'SP', waypoints=('scrap6', 'scrap5', 'scrap4', 'scrap3', 'scrap2', 'scrap1')),
Bundle('SP', 'OBF'),
Bundle('SP', 'EAF'),
Bundle('BF', Elsewhere, waypoints=('loss1',)),
Bundle('DR', Elsewhere, waypoints=('loss1',)),
Bundle('SP', Elsewhere, waypoints=('loss1',)),
Bundle('OBF', Elsewhere, waypoints=('loss2',)),
Bundle('OHF', Elsewhere, waypoints=('loss2',)),
Bundle('EAF', Elsewhere, waypoints=('loss2',)),
Bundle('CCS', Elsewhere, waypoints=('loss3',)),
Bundle('IC', Elsewhere, waypoints=('loss3',)),
Bundle('CCBT', Elsewhere, waypoints=('loss3',)),
Bundle('CCBM', Elsewhere, waypoints=('loss3',)),
Bundle('SPC', Elsewhere, waypoints=('loss4',)),
Bundle('IFC', Elsewhere, waypoints=('loss4',)),
Bundle('PRM', Elsewhere, waypoints=('loss4',)),
Bundle('SEM', Elsewhere, waypoints=('loss5',)),
Bundle('RBM', Elsewhere, waypoints=('loss5',)),
Bundle('PLM', Elsewhere, waypoints=('loss5',)),
Bundle('HSM', Elsewhere, waypoints=('loss5',)),
]
ordering = [
# [['inputs'], [], []],
[['BF', 'DR', 'SP'], [], []],
[['OBF', 'OHF', 'EAF', 'pi2casting'], ['loss1'], []],
[['CCS', 'IC', 'CCBT', 'CCBM'], ['loss2'], ['scrap1']],
[['slab', 'PRM', 'billet', 'bloom', 'SPC', 'IFC'], ['loss3'], ['scrap2']],
[['HSM', 'PLM', 'RBM', 'SEM'], ['loss4'], ['scrap3']],
[['CRM', 'hr1', 'TWP', 'STP'], ['loss5'], ['scrap4']],
[['GP', 'TM', 'cr'], [], ['scrap5']],
[['OCP', 'hr2', 'tubes', 'rods', 'sections'], [], ['scrap6']],
[['hrcgalv', 'crcgalv', 'crccoated', 'crctinned', 'crc', 'elsheet', 'hrc', 'hrns',
'plate', 'weldedtube', 'seamlesstube', 'rodrebar', 'rodwire', 'rodbar',
'secrail', 'seclight', 'secheavy', 'caststeel', 'castiron'], [], []],
]
flow_partition = Partition.Simple('target', ['SP', 'L'])
sdd = SankeyDefinition(nodes, bundles, ordering, flow_partition=flow_partition)
return sdd
def diagram_with_stocks(processes):
bundle_ids = [
(pid, [x for x in process.outputs if x != 'L'])
for pid, process in processes.items()
]
# bundle_ids = [('CCBM', ['CCBM', 'SM', 'SP']),
# ('DR', ['DRI']),
# ('DRI', ['EAF']),
# ('OBF', ['OBFS']),
# ('OBFS', ['CCS', 'CCBM', 'CCBT', 'IC']),
# ('PRM', ['HSM', 'RBM', 'SP', 'SM', 'PLM']),
# ('BF', ['PI']),
# ('PI', ['OBF', 'IFC', 'EAF', 'OHF']),
# ('IC', ['PRM', 'SPC', 'SP', 'IC']),
# ('CCS', ['HSM', 'CCS', 'SP', 'PLM']),
# ('CCBT', ['HSM', 'RBM', 'SP', 'CCBT']),
# ('SP', ['S']),
# ('S', ['OBF', 'EAF']),
# ('EAF', ['EAFS']),
# ('EAFS', ['CCBM', 'CCBT', 'SPC', 'IC']),
# ('OHF', ['OHFS']),
# ('OHFS', ['IC']),
# ]
process_ids = tuple(processes.keys())
# process_ids = ('BF', 'DR', 'DRI', 'PI', 'SP', 'S', 'OBF', 'OBFS', 'OHF', 'OHFS', 'EAF', 'EAFS', 'CCS', 'CCBT', 'CCBM',
# 'IC', 'SPC', 'IFC', 'PRM', 'HSM', 'PLM', 'RBM', 'SM', 'L')
possible_input_ids = ['BF', 'DR', 'SP']
extra_processes = {
# 'OBF': ['OBFS'],
# 'OHF': ['OHFS'],
# 'EAF': ['EAFS'],
}
nodes = {k: ProcessGroup([k] + extra_processes.get(k, []))
for k in process_ids if k != 'L'}
nodes['scrap1'] = Waypoint(direction='L')
nodes['scrap2'] = Waypoint(direction='L')
nodes['scrap3'] = Waypoint(direction='L')
nodes['scrap4'] = Waypoint(direction='L')
nodes['scrap5'] = Waypoint(direction='L')
nodes['scrap6'] = Waypoint(direction='L')
nodes['loss1'] = Waypoint(direction='R')
nodes['loss2'] = Waypoint(direction='R')
nodes['loss3'] = Waypoint(direction='R')
nodes['loss4'] = Waypoint(direction='R')
bundles = [
Bundle(k, k2) for k, dests in bundle_ids for k2 in dests
] + [
# Bundle('inputs', k) for k in possible_input_ids
# ] + [
Bundle(x, Elsewhere, waypoints=('loss1', ), ) for x in ['BF', 'DR', 'SP']
] + [
Bundle(x, Elsewhere, waypoints=('loss2', ))
for x in ['OBF', 'OHF', 'EAF']
] + [
Bundle(x, Elsewhere, waypoints=('loss3', ))
for x in ['CCSL', 'ICL', 'CCBTL', 'CCBML', 'SPC', 'IFC']
] + [
Bundle(x, Elsewhere, waypoints=('loss4', )) for x in ['PRML']
]
ordering = [
# [['inputs'], [], []],
[['BF', 'DR', 'SP'], [], []],
[['PI', 'DRI', 'S'], ['loss1'], []],
[['OBF', 'OHF', 'EAF'], [], []],
[['OBFS', 'OHFS', 'EAFS'], ['loss2'], []],
[['IFC', 'CCS', 'IC', 'CCBT', 'CCBM'], [], []],
[['IFCL', 'slab', 'CCSL', 'ingots', 'ICL', 'billet', 'CCBTL', 'bloom', 'CCBML'], [], ['scrap1']],
[['PRM', 'SPC'], ['loss3'], []],
[['PRMP', 'PRML', 'SPCL'], [], ['scrap2']],
[['HSM', 'PLM', 'RBM', 'SEM'], ['loss4'], []],
[['HSMP', 'HSML', 'PLMP', 'PLML', 'RBMP', 'RBML', 'SEMP', 'SEML'], [], ['scrap3']],
[['CRM', 'TWP', 'STP'], [], ['scrap4']],
[['CRMP'], [], []],
[['GP_HR', 'GP_CR', 'TM'], [], ['scrap5']],
[['OCP', 'GPP_CR'], [], ['scrap6']],
[['crc', 'crccoated', 'crcgalv', 'crctinned', 'elsheet', 'hrcgalv', 'hrc', 'hrns',
'plate', 'weldedtube', 'seamlesstube', 'rodrebar', 'rodwire', 'rodbar',
'secrail', 'seclight', 'secheavy', 'caststeel', 'castiron'], [], []],
]
bundles = [
attr.assoc(b, waypoints=('scrap1', ))
if b.target == 'SP' and b.source in ordering[5][0] else b for b in bundles
]
bundles = [
attr.assoc(b, waypoints=('scrap2', 'scrap1'))
if b.target == 'SP' and b.source in ordering[7][0] else b for b in bundles
]
bundles = [
attr.assoc(b, waypoints=('scrap3', 'scrap2', 'scrap1'))
if b.target == 'SP' and b.source in ordering[9][0] else b for b in bundles
]
bundles = [
attr.assoc(b, waypoints=('scrap4', 'scrap3', 'scrap2', 'scrap1'))
if b.target == 'SP' and b.source in ordering[10][0] else b for b in bundles
]
bundles = [
attr.assoc(b, waypoints=('scrap5', 'scrap4', 'scrap3', 'scrap2', 'scrap1'))
if b.target == 'SP' and b.source in ordering[12][0] else b for b in bundles
]
bundles = [
attr.assoc(b, waypoints=('scrap6', 'scrap5', 'scrap4', 'scrap3', 'scrap2', 'scrap1'))
if b.target == 'SP' and b.source in ordering[13][0] else b for b in bundles
]
sdd = SankeyDefinition(nodes, bundles, ordering)
return sdd
# from steel_processes_theano_full2 import define_processes
# processes = define_processes()
sdd = diagram()
# sdd_with_stocks = diagram_with_stocks(processes)