#Parallel(n_jobs=num_cores)(delayed(run_yearly_grid_search_models)(incremental_year) for incremental_year in incremental_years)
for incremental_year in range(2, 3):
print(incremental_year)
models_processor.exhaustive_grid_search_models(interval = 15
, min_no_of_steps = 10
, max_no_of_steps = 500
, no_of_steps_interval = 10
, min_window_size = 5
, max_window_size = 80
, window_size_interval = 5
, interpolation_method = 'linear'
, train_start = (datetime.datetime.strptime('2007-01-01', '%Y-%m-%d').date() + relativedelta(years=incremental_year)).strftime("%Y-%m-%d")
, train_end = (datetime.datetime.strptime('2007-12-31', '%Y-%m-%d').date() + relativedelta(years=incremental_year)).strftime("%Y-%m-%d")
, valid_start = (datetime.datetime.strptime('2008-01-01', '%Y-%m-%d').date() + relativedelta(years=incremental_year)).strftime("%Y-%m-%d")
, valid_end = (datetime.datetime.strptime('2008-12-31', '%Y-%m-%d').date() + relativedelta(years=incremental_year)).strftime("%Y-%m-%d")
, test_start = (datetime.datetime.strptime('2009-01-01', '%Y-%m-%d').date() + relativedelta(years=incremental_year)).strftime("%Y-%m-%d")
, test_end = (datetime.datetime.strptime('2009-12-31', '%Y-%m-%d').date() + relativedelta(years=incremental_year)).strftime("%Y-%m-%d")
, dimensions = 3)
#models_processor.exhaustive_grid_search_models(interval = 30
# , min_no_of_steps = 5
# , max_no_of_steps = 30
