Lif_Live_Setreward.py

# -*- coding: utf-8 -*-
import libs.lif as lf

key = "question"
value = self.context['question']

theta = self.get_theta(all_float=False, key=key, value=value)
Lif = lf.Lif(theta, x0=self.context['x0'], A=self.context['A'], T=150, gamma=.06, omega=1.0, lifversion=1)
Lif.update(self.action["t"],self.action["x"], self.reward)
self.set_theta(Lif, key=key, value=value)

import time
self.log_data({
    "type" : "setreward",
    "t" : self.action["t"],
    "x" : self.action["x"],
    "y" : self.reward,
    "x0" : theta['x0'],
    "QID" : self.context['QID'],
    "A" : self.context['A'],
    "time" : int(time.time()),
    "context" : self.context,
    "q" : self.context['question']
})

Lif_Live_Getaction.py

# -*- coding: utf-8 -*-
import libs.lif as lf

key = "question"
value = self.context['question']

theta = self.get_theta(all_float=False, key=key, value=value)
Lif = lf.Lif(theta, x0=self.context['x0'], A=self.context['A'], T=150, gamma=.06, omega=1.0, lifversion=1)
suggestion = Lif.suggest()

suggested_x = suggestion["x"]
if suggestion["x"] < 0:
    suggested_x = 0

self.action["x"] = suggested_x
self.action["t"] = suggestion["t"]

self.set_theta(Lif, key=key, value=value)

import time
self.log_data({
    "type" : "getadvice",
    "t" : suggestion["t"],
    "x" : suggested_x,
    "A" : self.context['A'],
    "QID" : self.context['QID'],
    "time" : int(time.time()),
    "context" : self.context,
    "q" : self.context['question']
})