import os from experiment import Experiment # noinspection PyUnresolvedReferences from soup import Soup from typing import List from collections import defaultdict from argparse import ArgumentParser import numpy as np import plotly as pl import plotly.graph_objs as go import colorlover as cl import dill def build_args(): arg_parser = ArgumentParser() arg_parser.add_argument('-i', '--in_file', nargs=1, type=str) arg_parser.add_argument('-o', '--out_file', nargs='?', default='out', type=str) return arg_parser.parse_args() def plot_box(exp: Experiment, filename='histogram_plot'): # catagorical ryb = cl.scales['10']['div']['RdYlBu'] data = [] for d in range(exp.depth): names = ['D 10e-{}'.format(d)] * exp.trials data.extend(names) trace_list = [] vergence_box = go.Box( y=exp.ys, x=data, name='Time to Vergence', boxpoints=False, showlegend=True, marker=dict( color=ryb[3] ), ) fixpoint_box = go.Box( y=exp.zs, x=data, name='Time as Fixpoint', boxpoints=False, showlegend=True, marker=dict( color=ryb[-1] ), ) trace_list.extend([vergence_box, fixpoint_box]) layout = dict(title='{}'.format('Known Fixpoint Variation'), titlefont=dict(size=30), legend=dict( orientation="h", x=.1, y=-0.1, font=dict( size=20, color='black' ), ), boxmode='group', boxgap=0, # barmode='group', bargap=0, xaxis=dict(showgrid=False, zeroline=True, tickangle=0, showticklabels=True), yaxis=dict( title='Steps', zeroline=False, titlefont=dict( size=30 ) ), # height=400, width=400, margin=dict(t=50) ) fig = go.Figure(data=trace_list, layout=layout) pl.offline.plot(fig, auto_open=True, filename=filename) pass def search_and_apply(absolut_file_or_folder, plotting_function, files_to_look_for=[]): if os.path.isdir(absolut_file_or_folder): for sub_file_or_folder in os.scandir(absolut_file_or_folder): search_and_apply(sub_file_or_folder.path, plotting_function, files_to_look_for=files_to_look_for) elif absolut_file_or_folder.endswith('.dill'): file_or_folder = os.path.split(absolut_file_or_folder)[-1] if file_or_folder in files_to_look_for and not os.path.exists('{}.html'.format(file_or_folder[:-5])): print('Apply Plotting function "{func}" on file "{file}"'.format(func=plotting_function.__name__, file=absolut_file_or_folder) ) with open(absolut_file_or_folder, 'rb') as in_f: exp = dill.load(in_f) try: plotting_function(exp, filename='{}.html'.format(absolut_file_or_folder[:-5])) except AttributeError: pass else: pass # This was not a file i should look for. else: # This was either another FilyType or Plot.html alerady exists. pass if __name__ == '__main__': args = build_args() in_file = args.in_file[0] out_file = args.out_file search_and_apply(in_file, plot_box, files_to_look_for=['experiment.dill']) # , 'all_names.dill', 'all_notable_nets.dill'])