Python save_figure Beispiele

Beispiel #1

Datei: plot_trials.py Projekt: parthchadha/metarl

    "Meta4": './Results/CarMixed2/combine/Aug17_12-34-416129',
    "rerun0": agents[0],
    "rerun1": agents[1]
}
paths = {
    "mixed": sys.argv[1],  #for slide left
    "slide only": "./Results/CarSlideTurn/combine/Aug21_01-11-478424",
    "turn only": "./Results/CarSlideTurn/combine/Aug21_01-09-255914"
}

paths = {
    "mixed": sys.argv[1],  #for slide left
    "slide only": "./Results/CarSlideTurn/combine/Aug21_01-25-746419",
    "turn only": "./Results/CarSlideTurn/combine/Aug21_01-38-448884"
}

paths = {
    "mixed": sys.argv[1],  #for mixed
    # "random_local": "./Results/CarSlideTurn/combine/Aug21_09-22-664025",
    # "turn only": ""
}
# paths = {"temp": "./GeneratedAgents/RCCarSlide/Aug19_05-26-824448"}
# paths = { #"QLearning": "./Results/Gridworld/Agent0/Aug03_10-47-459778/",
# 		 "2 agents": "./Results/Mixed2/combine/Aug04_02-24-597933",
# 		 "3 agents": "./Results/Mixed3/combine/Aug04_02-11-618909",
# 		 "4 agents": "./Results/Mixed4/combine/Aug04_02-21-237975"}

merger = MultiExperimentTrials(paths)
fig = merger.plot_avg_sem("learning_episode", "avg_return")
save_figure(fig, "tmp/test2.pdf")

Beispiel #2

Datei: plot_result.py Projekt: zhexiaozhe/rlpy

import rlpy.Tools.results as rt

paths = {
    "RBFs": "./Results/Tutorial/InfTrackCartPole/RBFs",
    "Tabular": "./Results/Tutorial/InfTrackCartPole/Tabular"
}

merger = rt.MultiExperimentResults(paths)
fig = merger.plot_avg_sem("learning_steps", "return")
rt.save_figure(fig, "./Results/Tutorial/plot.pdf")

Beispiel #3

Datei: plot_result.py Projekt: okkhoy/rlpy

from __future__ import unicode_literals
from __future__ import print_function
from __future__ import division
from __future__ import absolute_import
from future import standard_library
standard_library.install_aliases()
import rlpy.Tools.results as rt

paths = {"RBFs": "./Results/Tutorial/InfTrackCartPole/RBFs",
         "Tabular": "./Results/Tutorial/InfTrackCartPole/Tabular"}

merger = rt.MultiExperimentResults(paths)
fig = merger.plot_avg_sem("learning_steps", "return")
rt.save_figure(fig, "./Results/Tutorial/plot.pdf")

Beispiel #4

Datei: plot.py Projekt: tunnelshade/nightfury

import rlpy.Tools.results as rt

paths = {"Tabular": "./results/ITab",
		"RBF": "./results/RBF"}

merger = rt.MultiExperimentResults(paths)
fig = merger.plot_avg_sem("learning_steps", "return")
rt.save_figure(fig, "plot.pdf")

Beispiel #5

Datei: plot_batches.py Projekt: Santara/RL-experiments

import rlpy.Tools.results as rt

paths = {
    "Control": "./Results/Experiments/GridWorld/ControlSegment",
    "Segmented Reward": "./Results/Experiments/GridWorld/RewardSegment"
}

merger = rt.MultiExperimentResults(paths)
fig = merger.plot_avg_sem("learning_steps", "return")
rt.save_figure(fig, "./Results/Experiments/GridWorld/plot.png")

Beispiel #6

Datei: batch_experiments.py Projekt: parthchadha/metarl

from rlpy.Tools.run import run
import rlpy.Tools.results as rt
import os
import sys

if __name__ == '__main__':
    experiment_name = sys.argv[1]

    experiment_dir = os.path.expanduser("~/work/clipper/models/rl/")
    result_dir = "./Results/" + experiment_name + "/"

    run(experiment_dir + experiment_name + "Experiment.py",
        result_dir,
        ids=range(6),
        parallelization="joblib")

    paths = {experiment_name: result_dir}

    merger = rt.MultiExperimentResults(paths)
    fig = merger.plot_avg_sem("learning_steps", "return")
    rt.save_figure(fig, result_dir + "plot.pdf")

Beispiel #7

# 		}

agents = [
    './Results/Car/Agent1Post/Aug16_08-24-086841',
    './Results/Car/Agent1Post/Aug16_08-33-831932'
]

paths = {
    "Meta0": './Results/CarMixed2/combine/Aug17_12-06-345773',
    # "Meta1": "./Results/CarMixed2/combine/Aug16_04-59-246235/",
    # "Meta2": "./Results/CarMixed2/combine/Aug16_05-05-251391/",
    "Meta4": './Results/CarMixed2/combine/Aug17_12-34-416129',
    "rerun0": agents[0],
    "rerun1": agents[1]
}

# paths = {"egreed": "/home/jarvis/work/clipper/models/rl/Results/CarSlide/combine/Aug19_01-45-210261/"}
paths = {"mixed": sys.argv[1]}

# paths = { #"QLearning": "./Results/Gridworld/Agent0/Aug03_10-47-459778/",
# 		 "2 agents": "./Results/Mixed2/combine/Aug04_02-24-597933",
# 		 "3 agents": "./Results/Mixed3/combine/Aug04_02-11-618909",
# 		 "4 agents": "./Results/Mixed4/combine/Aug04_02-21-237975"}

merger = rt.MultiExperimentResults(paths)
fig = merger.plot_avg_sem("learning_episode", "return")
text = "These experiments used the following: " + "\n" + "\n ".join(
    paths.values()) + "\n\n2 trained agents and X Noop agents were used."
fig.text(.1, -0.5, text)
rt.save_figure(fig, "tmp/test.pdf")