for a in gw.actions:
data.append(gw.phi(s, a))
print(next(find_duplicates(data))) # stop iteration?
if test_rmax:
gw = GridworldGui(nrows=5, ncols=5, endstates=[0], walls=[])
# try:
# raise ValueError # for new trace
# t = pickle.load(open("rmax_trace.pck"))
# except:
# t = gw.trace(100, show = True)
# pickle.dump(t, open("rmax_trace.pck","w"), pickle.HIGHEST_PROTOCOL)
policy0 = np.zeros(gw.nfeatures())
t = []
# TODO - The tolerances for lsqr need to be related to the tolerances for the policy. Otherwise the number of iterations will be far larger than needed.
w0, weights0 = LSPIRmax(t,
0.003,
gw,
policy0,
maxiter=1000,
show=True,
resample_epsilon=0.0,
rmax=1000)
pi = [gw.linear_policy(w0, s) for s in range(gw.nstates)]
gw.set_arrows(pi)
gw.background()
gw.mainloop()
#! /usr/bin/env python """ Author: Jeremy M. Stober Program: TEST_GUI.PY Date: Wednesday, June 6 2012 Description: Code to test gui changes. """ from gridworld.gridworldgui import GridworldGui from lspi import LSPI import numpy as np endstates = [32, 2016, 1024, 1040, 1056, 1072] gw = GridworldGui(nrows=32,ncols=64,endstates=endstates,walls=[]) t = gw.trace(10000) z = np.zeros(gw.nfeatures()) #import pdb #pdb.set_trace() #w = LSPI(t,0.0001,gw,z) print(gw.phi(0,0)) print(gw.phi(0,1)) print(w)
for s in gw.states:
for a in gw.actions:
data.append(gw.phi(s,a))
print find_duplicates(data).next() # stop iteration?
if test_rmax:
gw = GridworldGui(nrows = 5, ncols = 5, endstates = [0], walls = [])
# try:
# raise ValueError # for new trace
# t = pickle.load(open("rmax_trace.pck"))
# except:
# t = gw.trace(100, show = True)
# pickle.dump(t, open("rmax_trace.pck","w"), pickle.HIGHEST_PROTOCOL)
policy0 = np.zeros(gw.nfeatures())
t = []
# TODO - The tolerances for lsqr need to be related to the tolerances for the policy. Otherwise the number of iterations will be far larger than needed.
w0, weights0 = LSPIRmax(t, 0.003, gw, policy0, maxiter = 1000, show = True, resample_epsilon = 0.0, rmax = 1000)
pi = [gw.linear_policy(w0,s) for s in range(gw.nstates)]
gw.set_arrows(pi)
gw.background()
gw.mainloop()
if test_walls:
gw = GridworldGui(nrows=5,ncols=5,endstates= [0], walls=[(1,1),(1,2),(1,3),(2,1),(2,2),(2,3),(3,1),(3,2),(3,3)])
try:
t = pickle.load(open("walls_trace.pck"))
except:
t = gw.trace(1000, show=False)
pickle.dump(t,open("walls_trace.pck","w"),pickle.HIGHEST_PROTOCOL)
#! /usr/bin/env python """ Author: Jeremy M. Stober Program: TEST_GUI.PY Date: Wednesday, June 6 2012 Description: Code to test gui changes. """ from gridworld.gridworldgui import GridworldGui from lspi import LSPI import numpy as np endstates = [32, 2016, 1024, 1040, 1056, 1072] gw = GridworldGui(nrows=32,ncols=64,endstates=endstates,walls=[]) t = gw.trace(10000) z = np.zeros(gw.nfeatures()) #import pdb #pdb.set_trace() #w = LSPI(t,0.0001,gw,z) print gw.phi(0,0) print gw.phi(0,1) print w
