cadCAD/simulations/validation/config1_test_pipe.py

106 lines
2.1 KiB
Python

from decimal import Decimal
from functools import reduce
import numpy as np
from datetime import timedelta
from cadCAD.configuration.utils.policyAggregation import get_base_value
from cadCAD.configuration import append_configs
from cadCAD.configuration.utils import proc_trigger, bound_norm_random, ep_time_step, config_sim
seeds = {
'z': np.random.RandomState(1),
'a': np.random.RandomState(2),
'b': np.random.RandomState(3),
'c': np.random.RandomState(3)
}
# Policies per Mechanism
def p1m1(_g, step, sL, s):
return {'param1': 1}
def p2m1(_g, step, sL, s):
return {'param2': 2}
# []
def p1m2(_g, step, sL, s):
return {'param1': 2, 'param2': 2}
def p2m2(_g, step, sL, s):
return {'param1': 2, 'param2': 2}
def p1m3(_g, step, sL, s):
return {'param1': 1, 'param2': 2, 'param3': 3}
def p2m3(_g, step, sL, s):
return {'param1': 1, 'param2': 2, 'param3': 3}
def test_pipeline(_g, step, sL, s):
return {'test': 2, 'param2': 2}
# Internal States per Mechanism
def policies(_g, step, sL, s, _input):
y = 'policies'
x = _input
return (y, x)
# Genesis States
genesis_states = {
'policies': {}
}
raw_exogenous_states = {}
env_processes = {}
partial_state_update_block = {
"m1": {
"policies": {
"b1": p1m1,
"b2": p2m1
},
"variables": {
"policies": policies
}
},
"m2": {
"policies": {
"b1": p1m2,
"b2": p2m2
},
"variables": {
"policies": policies
}
},
"m3": {
"policies": {
"b1": p1m3,
"b2": p2m3
},
"variables": {
"policies": policies
}
}
}
sim_config = config_sim(
{
"N": 2,
"T": range(5),
}
)
append_configs(
sim_configs=sim_config,
initial_state=genesis_states,
seeds=seeds,
raw_exogenous_states=raw_exogenous_states,
env_processes=env_processes,
partial_state_update_blocks=partial_state_update_block,
policy_ops=[lambda a, b: a + b] # , lambda y: y + 100, lambda y: y + 300
)