Example #1
0
    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 %")
Example #2
0
    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)
Example #4
0
 def make_plots(self):
     '''
     Summary:
         Makes plots for the current experiment.
     '''
     chart_utils.make_plots(self.exp_directory,
                            self.agents,
                            episodic=self.is_episodic)
Example #5
0
 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)
Example #6
0
    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)