cleanup
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12
sample.py
12
sample.py
@ -1,10 +1,7 @@
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import sys
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import pickle
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import gym
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import numpy as np
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from matplotlib import pyplot as plt
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from matplotlib.animation import FuncAnimation
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from time import sleep
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# numpy precision for printing
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np.set_printoptions(precision=3, suppress=True)
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@ -25,7 +22,7 @@ data = []
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for lam in samples:
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breakpoints = []
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score = 0
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O = []
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obs = []
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for n in range(max_steps):
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ax.cla()
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# action = env.action_space.sample()
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@ -33,8 +30,8 @@ for lam in samples:
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# action = 1 if observation[0] - observation[3] < 0 else 0
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observation, reward, done, info = env.step(action)
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score += reward
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O.append(observation.tolist())
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o = np.array(O)
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obs.append(observation.tolist())
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o = np.array(obs)
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var = np.var(o[-int(score) :, :], axis=0)
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for q in range(4):
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lines = np.hstack([o[:, q], np.zeros(max_steps - n)])
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@ -59,9 +56,8 @@ for lam in samples:
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fig.show()
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fig.canvas.flush_events()
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env.render()
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# sleep(0.01)
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data.append({"lam": lam, "obs": O, "break": breakpoints})
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data.append({"lam": lam, "obs": obs, "break": breakpoints})
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pickle.dump(data, open("data.pkl", "wb")) # dump data frequently
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stop = input("Press any key to close.")
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