def make_plots(self, open_plot=True):
'''
Summary:
Makes plots for the current experiment.
'''
if self.is_markov_game:
agent_name_ls = [agent_name for agent_name in self.agents.keys()]
else:
agent_name_ls = [a.get_name() for a in self.agents]
if self.experiment_name_prefix != "":
plot_file_name = self.experiment_name_prefix + str(self.mdp)
else:
plot_file_name = ""
chart_utils.make_plots(self.exp_directory, agent_name_ls,
episodic=self.is_episodic,
plot_file_name=plot_file_name,
cumulative=self.cumulative_plot,
track_disc_reward=self.track_disc_reward,
open_plot=open_plot)
if self.track_success:
chart_utils.make_plots(os.path.join(self.exp_directory, "success"), agent_name_ls,
episodic=True,
plot_file_name="success_rate",
cumulative=False,
track_disc_reward=False,
open_plot=open_plot,
new_title="Success Rate",
new_x_label="Episode Number",
new_y_label="Avg. Success %")
def make_plots(self, open_plot=True):
'''
Summary:
Makes plots for the current experiment.
'''
if self.is_markov_game:
agent_name_ls = [agent_name for agent_name in self.agents.keys()]
else:
agent_name_ls = [a.get_name() for a in self.agents]
if self.experiment_name_prefix != "":
plot_file_name = self.experiment_name_prefix + str(self.mdp)
else:
plot_file_name = ""
chart_utils.make_plots(self.exp_directory,
agent_name_ls,
episodic=self.is_episodic,
plot_file_name=plot_file_name,
cumulative=self.cumulative_plot,
track_disc_reward=self.track_disc_reward,
open_plot=open_plot)
if self.track_success:
print(os.path.join("success", self.exp_directory))
chart_utils.make_plots(os.path.join(self.exp_directory, "success"),
agent_name_ls,
episodic=True,
plot_file_name="success_rate",
cumulative=False,
track_disc_reward=False,
open_plot=open_plot,
new_title="Success Rate",
new_x_label="Episode Number",
new_y_label="Avg. Success %")
def make_beta_val_plot(all_policies, results_dir, is_agent_in_control=False):
'''
Args:
all_policies (list)
results_dir (str)
'''
beta_range_file = file(os.path.join(results_dir, "beta_range.csv"), "r")
beta_range = [
float(beta) for beta in beta_range_file.read().split(",") if beta != ""
]
print beta_range
# Set title and axes.
chart_utils.CUSTOM_TITLE = "DIBS: Value vs. $\\beta$"
if is_agent_in_control:
chart_utils.CUSTOM_TITLE = "AC-" + chart_utils.CUSTOM_TITLE
chart_utils.X_AXIS_LABEL = "$\\beta$"
chart_utils.Y_AXIS_LABEL = "$V^{\\pi}$"
chart_utils.X_AXIS_START_VAL = beta_range[0]
chart_utils.X_AXIS_INCREMENT = beta_range[1] - beta_range[0]
chart_utils.Y_AXIS_END_VAL = None
# Val Plot.
chart_utils.make_plots(experiment_dir=results_dir,
experiment_agents=all_policies,
plot_file_name="results_new3",
cumulative=False,
episodic=False,
track_disc_reward=False)
def make_plots(self):
'''
Summary:
Makes plots for the current experiment.
'''
chart_utils.make_plots(self.exp_directory,
self.agents,
episodic=self.is_episodic)
def make_plots(self, open_plot=True):
'''
Summary:
Makes plots for the current experiment.
'''
chart_utils.make_plots(self.exp_directory,
self.agents,
episodic=self.is_episodic,
cumulative=self.cumulative_plot,
is_rec_disc_reward=self.is_rec_disc_reward,
open_plot=open_plot)
def make_plots(self, open_plot=True):
'''
Summary:
Makes plots for the current experiment.
'''
if self.is_markov_game:
agent_name_ls = [agent_name for agent_name in self.agents.keys()]
else:
agent_name_ls = [a.get_name() for a in self.agents]
chart_utils.make_plots(self.exp_directory,
agent_name_ls,
episodic=self.is_episodic,
cumulative=self.cumulative_plot,
is_rec_disc_reward=self.is_rec_disc_reward,
open_plot=open_plot)
def make_plots(self, open_plot=True):
'''
Summary:
Makes plots for the current experiment.
'''
if self.is_markov_game:
agent_name_ls = [agent_name for agent_name in self.agents.keys()]
else:
agent_name_ls = [a.get_name() for a in self.agents]
if self.experiment_name_prefix != "":
plot_file_name = self.experiment_name_prefix + str(self.mdp)
else:
plot_file_name = ""
chart_utils.make_plots(self.exp_directory,
agent_name_ls,
episodic=self.is_episodic,
plot_file_name=plot_file_name,
cumulative=self.cumulative_plot,
track_disc_reward=self.track_disc_reward,
open_plot=open_plot)