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Location and mode choice logsums #298

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Feb 27, 2020
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e48aa39
Merge pull request #1 from ActivitySim/master
bstabler Oct 31, 2019
5097ce8
Merge pull request #2 from ActivitySim/master
bstabler Oct 31, 2019
aa5caad
add h5_store option to write_tables
Dec 20, 2019
6ef2912
optional logsums for location_choice and tour destination models
toliwaga Dec 20, 2019
7e22097
keep csv files as the default
bstabler Dec 28, 2019
a57a3cf
Merge pull request #6 from ActivitySim/develop
bstabler Dec 28, 2019
9cbd0eb
Merge pull request #5 from RSGInc/hdf_out
bstabler Dec 28, 2019
925533d
read input tables from CSV
Dec 30, 2019
f48a530
update docs, drop scripts no longer needed, include example files in …
bstabler Dec 31, 2019
d87b081
formatting
bstabler Dec 31, 2019
6336839
Merge pull request #4 from RSGInc/task_4
bstabler Dec 31, 2019
e78f907
mode choice logsums for trous and trips
toliwaga Jan 8, 2020
1f93570
trip DEST_CHOICE_SAMPLE_TABLE_NAME
toliwaga Jan 20, 2020
67e207d
DEST_CHOICE_SAMPLE_TABLE_NAME cleanup
toliwaga Jan 23, 2020
4ad15c0
update docs for writing logsums and also a couple small development p…
bstabler Feb 14, 2020
7b82cd0
Merge branch 'develop' of https://github.com/ActivitySim/activitysim …
bstabler Feb 27, 2020
abd300d
Merge pull request #9 from RSGInc/ActivitySim-develop
bstabler Feb 27, 2020
275c204
fix small py2 py 3 compatibility issue
bstabler Feb 27, 2020
75c74e0
Merge pull request #11 from RSGInc/py2py3compat
bstabler Feb 27, 2020
a0cde40
py2 py3 compatibility
bstabler Feb 27, 2020
d8e387a
Merge pull request #10 from RSGInc/develop
bstabler Feb 27, 2020
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83 changes: 58 additions & 25 deletions activitysim/abm/models/atwork_subtour_destination.py
Original file line number Diff line number Diff line change
Expand Up @@ -29,12 +29,11 @@
def atwork_subtour_destination_sample(
tours,
persons_merged,
model_settings,
skim_dict,
destination_size_terms,
chunk_size, trace_hh_id):
chunk_size, trace_label):

trace_label = 'atwork_subtour_location_sample'
model_settings = config.read_model_settings('atwork_subtour_destination.yaml')
model_spec = simulate.read_model_spec(file_name='atwork_subtour_destination_sample.csv')

# merge persons into tours
Expand All @@ -45,8 +44,8 @@ def atwork_subtour_destination_sample(

constants = config.get_model_constants(model_settings)

sample_size = model_settings["SAMPLE_SIZE"]
alt_dest_col_name = model_settings["ALT_DEST_COL_NAME"]
sample_size = model_settings['SAMPLE_SIZE']
alt_dest_col_name = model_settings['ALT_DEST_COL_NAME']

logger.info("Running atwork_subtour_location_sample with %d tours", len(choosers))

Expand Down Expand Up @@ -81,8 +80,9 @@ def atwork_subtour_destination_sample(
def atwork_subtour_destination_logsums(
persons_merged,
destination_sample,
model_settings,
skim_dict, skim_stack,
chunk_size, trace_hh_id):
chunk_size, trace_hh_id, trace_label):
"""
add logsum column to existing atwork_subtour_destination_sample table

Expand All @@ -105,9 +105,6 @@ def atwork_subtour_destination_logsums(

"""

trace_label = 'atwork_subtour_destination_logsums'

model_settings = config.read_model_settings('atwork_subtour_destination.yaml')
logsum_settings = config.read_model_settings(model_settings['LOGSUM_SETTINGS'])

# FIXME - MEMORY HACK - only include columns actually used in spec
Expand Down Expand Up @@ -143,17 +140,16 @@ def atwork_subtour_destination_simulate(
subtours,
persons_merged,
destination_sample,
want_logsums,
model_settings,
skim_dict,
destination_size_terms,
chunk_size, trace_hh_id):
chunk_size, trace_label):
"""
atwork_subtour_destination model on atwork_subtour_destination_sample
annotated with mode_choice logsum to select a destination from sample alternatives
"""

trace_label = 'atwork_subtour_destination_simulate'

model_settings = config.read_model_settings('atwork_subtour_destination.yaml')
model_spec = simulate.read_model_spec(file_name='atwork_subtour_destination.csv')

# interaction_sample_simulate insists choosers appear in same order as alts
Expand All @@ -167,7 +163,7 @@ def atwork_subtour_destination_simulate(
chooser_columns = model_settings['SIMULATE_CHOOSER_COLUMNS']
choosers = choosers[chooser_columns]

alt_dest_col_name = model_settings["ALT_DEST_COL_NAME"]
alt_dest_col_name = model_settings['ALT_DEST_COL_NAME']
chooser_col_name = 'workplace_taz'

# alternatives are pre-sampled and annotated with logsums and pick_count
Expand Down Expand Up @@ -200,12 +196,18 @@ def atwork_subtour_destination_simulate(
alternatives,
spec=model_spec,
choice_column=alt_dest_col_name,
want_logsums=want_logsums,
skims=skims,
locals_d=locals_d,
chunk_size=chunk_size,
trace_label=trace_label,
trace_choice_name='workplace_location')

if not want_logsums:
# for consistency, always return a dataframe with canonical column name
assert isinstance(choices, pd.Series)
choices = choices.to_frame('choice')

return choices


Expand All @@ -218,6 +220,16 @@ def atwork_subtour_destination(
land_use, size_terms,
chunk_size, trace_hh_id):

trace_label = 'atwork_subtour_destination'
model_settings = config.read_model_settings('atwork_subtour_destination.yaml')

destination_column_name = 'destination'
logsum_column_name = model_settings.get('DEST_CHOICE_LOGSUM_COLUMN_NAME')
want_logsums = logsum_column_name is not None

sample_table_name = model_settings.get('DEST_CHOICE_SAMPLE_TABLE_NAME')
want_sample_table = sample_table_name is not None

persons_merged = persons_merged.to_frame()

tours = tours.to_frame()
Expand All @@ -233,34 +245,55 @@ def atwork_subtour_destination(

destination_size_terms = tour_destination_size_terms(land_use, size_terms, 'atwork')

destination_sample = atwork_subtour_destination_sample(
destination_sample_df = atwork_subtour_destination_sample(
subtours,
persons_merged,
model_settings,
skim_dict,
destination_size_terms,
chunk_size, trace_hh_id)
chunk_size,
tracing.extend_trace_label(trace_label, 'sample'))

destination_sample = atwork_subtour_destination_logsums(
destination_sample_df = atwork_subtour_destination_logsums(
persons_merged,
destination_sample,
destination_sample_df,
model_settings,
skim_dict, skim_stack,
chunk_size, trace_hh_id)
chunk_size, trace_hh_id,
tracing.extend_trace_label(trace_label, 'logsums'))

choices = atwork_subtour_destination_simulate(
choices_df = atwork_subtour_destination_simulate(
subtours,
persons_merged,
destination_sample,
destination_sample_df,
want_logsums,
model_settings,
skim_dict,
destination_size_terms,
chunk_size, trace_hh_id)
chunk_size,
tracing.extend_trace_label(trace_label, 'simulate'))

subtours['destination'] = choices
subtours[destination_column_name] = choices_df['choice']
assign_in_place(tours, subtours[[destination_column_name]])

assign_in_place(tours, subtours[['destination']])
if want_logsums:
subtours[logsum_column_name] = choices_df['logsum']
assign_in_place(tours, subtours[[logsum_column_name]])

pipeline.replace_table("tours", tours)

tracing.print_summary('subtour destination', subtours.destination, describe=True)
if want_sample_table:
# FIXME - sample_table
assert len(destination_sample_df.index.unique()) == len(choices_df)
destination_sample_df.set_index(model_settings['ALT_DEST_COL_NAME'],
append=True, inplace=True)

print(destination_sample_df)
pipeline.extend_table(sample_table_name, destination_sample_df)

tracing.print_summary(destination_column_name,
subtours[destination_column_name],
describe=True)

if trace_hh_id:
tracing.trace_df(tours,
Expand Down
11 changes: 8 additions & 3 deletions activitysim/abm/models/atwork_subtour_mode_choice.py
Original file line number Diff line number Diff line change
Expand Up @@ -38,6 +38,9 @@ def atwork_subtour_mode_choice(

model_settings = config.read_model_settings('tour_mode_choice.yaml')

logsum_column_name = model_settings.get('MODE_CHOICE_LOGSUM_COLUMN_NAME')
mode_column_name = 'tour_mode' # FIXME - should be passed in?

spec = tour_mode_choice_spec(model_settings)

tours = tours.to_frame()
Expand Down Expand Up @@ -84,21 +87,23 @@ def atwork_subtour_mode_choice(
choices = run_tour_mode_choice_simulate(
subtours_merged,
spec, tour_purpose='atwork', model_settings=model_settings,
mode_column_name=mode_column_name,
logsum_column_name=logsum_column_name,
skims=skims,
constants=constants,
nest_spec=nest_spec,
chunk_size=chunk_size,
trace_label=trace_label,
trace_choice_name='tour_mode_choice')

tracing.print_summary('%s choices' % trace_label, choices, value_counts=True)
tracing.print_summary('%s choices' % trace_label, choices[mode_column_name], value_counts=True)

assign_in_place(tours, choices.to_frame('tour_mode'))
assign_in_place(tours, choices)
pipeline.replace_table("tours", tours)

if trace_hh_id:
tracing.trace_df(tours[tours.tour_category == 'atwork'],
label=tracing.extend_trace_label(trace_label, 'tour_mode'),
label=tracing.extend_trace_label(trace_label, mode_column_name),
slicer='tour_id',
index_label='tour_id')

Expand Down
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