2021-05-03 08:37:31 +02:00

130 lines
3.8 KiB
Python

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'])