|
@@ -1,6 +1,8 @@
|
|
#!/usr/bin/env python3
|
|
#!/usr/bin/env python3
|
|
|
|
|
|
from collections import defaultdict
|
|
from collections import defaultdict
|
|
|
|
+from io import BytesIO
|
|
|
|
+from base64 import b64encode
|
|
import numpy as np
|
|
import numpy as np
|
|
import matplotlib.pyplot as plt
|
|
import matplotlib.pyplot as plt
|
|
from markdown import Markdown
|
|
from markdown import Markdown
|
|
@@ -11,7 +13,7 @@ from filval.histogram_utils import (hist, hist2d, hist_bin_centers, hist_fit,
|
|
__all__ = ['Plot',
|
|
__all__ = ['Plot',
|
|
'decl_plot',
|
|
'decl_plot',
|
|
'grid_plot',
|
|
'grid_plot',
|
|
- 'save_plots',
|
|
|
|
|
|
+ 'render_plots',
|
|
'hist_plot',
|
|
'hist_plot',
|
|
'hist2d_plot']
|
|
'hist2d_plot']
|
|
|
|
|
|
@@ -149,15 +151,25 @@ def grid_plot(subplots):
|
|
return argdicts, docs
|
|
return argdicts, docs
|
|
|
|
|
|
|
|
|
|
-def save_plots(plots, exts=['png'], scale=1.0):
|
|
|
|
|
|
+def render_plots(plots, exts=['png'], scale=1.0, to_disk=True):
|
|
for plot in plots:
|
|
for plot in plots:
|
|
print(f'Building plot {plot.name}')
|
|
print(f'Building plot {plot.name}')
|
|
- with lp.figure(plot.name, directory='output/figures',
|
|
|
|
- exts=exts,
|
|
|
|
- size=(scale*10, scale*10)):
|
|
|
|
- argdicts, docs = grid_plot(plot.subplots)
|
|
|
|
- plot.argdicts = argdicts
|
|
|
|
- plot.docs = docs
|
|
|
|
|
|
+ plot.data = None
|
|
|
|
+ if to_disk:
|
|
|
|
+ with lp.figure(plot.name, directory='output/figures',
|
|
|
|
+ exts=exts,
|
|
|
|
+ size=(scale*10, scale*10)):
|
|
|
|
+ argdicts, docs = grid_plot(plot.subplots)
|
|
|
|
+ else:
|
|
|
|
+ out = BytesIO()
|
|
|
|
+ with lp.mem_figure(out,
|
|
|
|
+ ext=exts[0],
|
|
|
|
+ size=(scale*10, scale*10)):
|
|
|
|
+ argdicts, docs = grid_plot(plot.subplots)
|
|
|
|
+ out.seek(0)
|
|
|
|
+ plot.data = b64encode(out.read()).decode()
|
|
|
|
+ plot.argdicts = argdicts
|
|
|
|
+ plot.docs = docs
|
|
|
|
|
|
|
|
|
|
def add_decorations(axes, luminosity, energy):
|
|
def add_decorations(axes, luminosity, energy):
|
|
@@ -253,10 +265,9 @@ def hist2d_plot(h, *args, axes=None, **kwargs):
|
|
# axes.colorbar() TODO: Re-enable this
|
|
# axes.colorbar() TODO: Re-enable this
|
|
|
|
|
|
|
|
|
|
-class StackHist:
|
|
|
|
-
|
|
|
|
|
|
+def hist_plot_stack(hists):
|
|
def __init__(self, title=""):
|
|
def __init__(self, title=""):
|
|
- raise NotImplementedError("need to fix to not use to_bin_list")
|
|
|
|
|
|
+ # raise NotImplementedError("need to fix to not use to_bin_list")
|
|
self.title = title
|
|
self.title = title
|
|
self.xlabel = ""
|
|
self.xlabel = ""
|
|
self.ylabel = ""
|
|
self.ylabel = ""
|
|
@@ -269,17 +280,17 @@ class StackHist:
|
|
self.signal_stack = True
|
|
self.signal_stack = True
|
|
self.data = None
|
|
self.data = None
|
|
|
|
|
|
- def add_mc_background(self, th1, label, lumi=None, plot_color=''):
|
|
|
|
- self.backgrounds.append((label, lumi, hist(th1), plot_color))
|
|
|
|
|
|
+ def add_mc_background(self, h, label, lumi=None, plot_color=''):
|
|
|
|
+ self.backgrounds.append((label, lumi, h, plot_color))
|
|
|
|
|
|
- def set_mc_signal(self, th1, label, lumi=None, stack=True, scale=1, plot_color=''):
|
|
|
|
- self.signal = (label, lumi, hist(th1), plot_color)
|
|
|
|
|
|
+ def set_mc_signal(self, h, label, lumi=None, stack=True, scale=1, plot_color=''):
|
|
|
|
+ self.signal = (label, lumi, h, plot_color)
|
|
self.signal_stack = stack
|
|
self.signal_stack = stack
|
|
self.signal_scale = scale
|
|
self.signal_scale = scale
|
|
|
|
|
|
- def set_data(self, th1, lumi=None, plot_color=''):
|
|
|
|
- self.data = ('data', lumi, hist(th1), plot_color)
|
|
|
|
- self.luminosity = lumi
|
|
|
|
|
|
+ # def set_data(self, th1, lumi=None, plot_color=''):
|
|
|
|
+ # self.data = ('data', lumi, hist(th1), plot_color)
|
|
|
|
+ # self.luminosity = lumi
|
|
|
|
|
|
def _verify_binning_match(self):
|
|
def _verify_binning_match(self):
|
|
bins_count = [len(bins) for _, _, bins, _ in self.backgrounds]
|
|
bins_count = [len(bins) for _, _, bins, _ in self.backgrounds]
|
|
@@ -302,22 +313,24 @@ class StackHist:
|
|
plt.close(fig)
|
|
plt.close(fig)
|
|
plt.ion()
|
|
plt.ion()
|
|
|
|
|
|
- def do_draw(self, axes):
|
|
|
|
- self.axeses = [axes]
|
|
|
|
|
|
+ def draw(self, ax=None):
|
|
|
|
+ if ax is None:
|
|
|
|
+ ax = plt.gca()
|
|
|
|
+ self.axeses = [ax]
|
|
self._verify_binning_match()
|
|
self._verify_binning_match()
|
|
bottoms = [0]*self.n_bins
|
|
bottoms = [0]*self.n_bins
|
|
|
|
|
|
if self.logx:
|
|
if self.logx:
|
|
- axes.set_xscale('log')
|
|
|
|
|
|
+ ax.set_xscale('log')
|
|
if self.logy:
|
|
if self.logy:
|
|
- axes.set_yscale('log')
|
|
|
|
|
|
+ ax.set_yscale('log')
|
|
|
|
|
|
- def draw_bar(label, lumi, bins, plot_color, scale=1, stack=True, **kwargs):
|
|
|
|
|
|
+ def draw_bar(label, lumi, hist, plot_color, scale=1, stack=True, **kwargs):
|
|
if stack:
|
|
if stack:
|
|
lefts = []
|
|
lefts = []
|
|
widths = []
|
|
widths = []
|
|
heights = []
|
|
heights = []
|
|
- for left, right, content in bins:
|
|
|
|
|
|
+ for left, right, content in zip(hist[2][:-1], hist[2][1:], hist[0])
|
|
lefts.append(left)
|
|
lefts.append(left)
|
|
widths.append(right-left)
|
|
widths.append(right-left)
|
|
if lumi is not None:
|
|
if lumi is not None:
|
|
@@ -325,13 +338,14 @@ class StackHist:
|
|
content *= scale
|
|
content *= scale
|
|
heights.append(content)
|
|
heights.append(content)
|
|
|
|
|
|
- axes.bar(lefts, heights, widths, bottoms, label=label, color=plot_color, **kwargs)
|
|
|
|
- for i, (_, _, content) in enumerate(bins):
|
|
|
|
|
|
+ ax.bar(lefts, heights, widths, bottoms, label=label, color=plot_color, **kwargs)
|
|
|
|
+ for i, content in enumerate(hist[0]):
|
|
if lumi is not None:
|
|
if lumi is not None:
|
|
content *= self.luminosity/lumi
|
|
content *= self.luminosity/lumi
|
|
content *= scale
|
|
content *= scale
|
|
bottoms[i] += content
|
|
bottoms[i] += content
|
|
else:
|
|
else:
|
|
|
|
+ raise NotImplementedError('only supports stacks')
|
|
xs = [bins[0][0] - (bins[0][1]-bins[0][0])/2]
|
|
xs = [bins[0][0] - (bins[0][1]-bins[0][0])/2]
|
|
ys = [0]
|
|
ys = [0]
|
|
for left, right, content in bins:
|
|
for left, right, content in bins:
|
|
@@ -345,13 +359,13 @@ class StackHist:
|
|
ys.append(content)
|
|
ys.append(content)
|
|
xs.append(bins[-1][0] + (bins[-1][1]-bins[-1][0])/2)
|
|
xs.append(bins[-1][0] + (bins[-1][1]-bins[-1][0])/2)
|
|
ys.append(0)
|
|
ys.append(0)
|
|
- axes.plot(xs, ys, label=label, color=plot_color, **kwargs)
|
|
|
|
|
|
+ ax.plot(xs, ys, label=label, color=plot_color, **kwargs)
|
|
|
|
|
|
if self.signal is not None and self.signal_stack:
|
|
if self.signal is not None and self.signal_stack:
|
|
- label, lumi, bins, plot_color = self.signal
|
|
|
|
|
|
+ label, lumi, hist, plot_color = self.signal
|
|
if self.signal_scale != 1:
|
|
if self.signal_scale != 1:
|
|
label = r"{}$\times{:d}$".format(label, self.signal_scale)
|
|
label = r"{}$\times{:d}$".format(label, self.signal_scale)
|
|
- draw_bar(label, lumi, bins, plot_color, scale=self.signal_scale, hatch='/')
|
|
|
|
|
|
+ draw_bar(label, lumi, hist, plot_color, scale=self.signal_scale, hatch='/')
|
|
|
|
|
|
for background in self.backgrounds:
|
|
for background in self.backgrounds:
|
|
draw_bar(*background)
|
|
draw_bar(*background)
|
|
@@ -363,24 +377,16 @@ class StackHist:
|
|
label = r"{}$\times{:d}$".format(label, self.signal_scale)
|
|
label = r"{}$\times{:d}$".format(label, self.signal_scale)
|
|
draw_bar(label, lumi, bins, plot_color, scale=self.signal_scale, stack=False)
|
|
draw_bar(label, lumi, bins, plot_color, scale=self.signal_scale, stack=False)
|
|
|
|
|
|
- axes.set_title(self.title)
|
|
|
|
- axes.set_xlabel(self.xlabel)
|
|
|
|
- axes.set_ylabel(self.ylabel)
|
|
|
|
- axes.set_xlim(*self.xlim)
|
|
|
|
- # axes.set_ylim(*self.ylim)
|
|
|
|
|
|
+ ax.set_title(self.title)
|
|
|
|
+ ax.set_xlabel(self.xlabel)
|
|
|
|
+ ax.set_ylabel(self.ylabel)
|
|
|
|
+ ax.set_xlim(*self.xlim)
|
|
if self.logy:
|
|
if self.logy:
|
|
- axes.set_ylim(None, np.exp(np.log(max(bottoms))*1.4))
|
|
|
|
|
|
+ ax.set_ylim(None, np.exp(np.log(max(bottoms))*1.4))
|
|
else:
|
|
else:
|
|
- axes.set_ylim(None, max(bottoms)*1.2)
|
|
|
|
- axes.legend(frameon=True, ncol=2)
|
|
|
|
- add_decorations(axes, self.luminosity, self.energy)
|
|
|
|
-
|
|
|
|
- def draw(self, axes, save=False, filename=None, **kwargs):
|
|
|
|
- self.do_draw(axes, **kwargs)
|
|
|
|
- if save:
|
|
|
|
- if filename is None:
|
|
|
|
- filename = "".join(c for c in self.title if c.isalnum() or c in (' ._+-'))+".png"
|
|
|
|
- self.save(filename, **kwargs)
|
|
|
|
|
|
+ ax.set_ylim(None, max(bottoms)*1.2)
|
|
|
|
+ ax.legend(frameon=True, ncol=2)
|
|
|
|
+ add_decorations(ax, self.luminosity, self.energy)
|
|
|
|
|
|
|
|
|
|
class StackHistWithSignificance(StackHist):
|
|
class StackHistWithSignificance(StackHist):
|