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_bars(names_bars_tuple, filename='histogram_plot'): # catagorical ryb = cl.scales['10']['div']['RdYlBu'] names, bars = names_bars_tuple situations = list(bars[0].keys()) names = ['Weightwise', 'Aggregating', 'Recurrent'] # [name.split(' ')[0] for name in names] data_dict = {} for idx, name in enumerate(names): data_dict[name] = bars[idx] data = [] for idx, situation in enumerate(situations): bar = go.Bar( y=[data_dict[name][situation] for name in names], # x=[key for key in data_dict[name].keys()], x=names, name=situation, showlegend=True, ) data.append(bar) layout = dict(xaxis=dict(title="Networks", titlefont=dict(size=20)), barmode='stack', # height=400, width=400, # margin=dict(l=20, r=20, t=20, b=20) legend=dict(orientation="h", x=0.05) ) fig = go.Figure(data=data, 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: bars = dill.load(in_f) names_dill_location = os.path.join(*os.path.split(absolut_file_or_folder)[:-1], 'all_names.dill') with open(names_dill_location, 'rb') as in_f: names = dill.load(in_f) plotting_function((names, bars), filename='{}.html'.format(absolut_file_or_folder[:-5])) 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_bars, files_to_look_for=['all_counters.dill']) # , 'all_names.dill', 'all_notable_nets.dill'])