Class: Charty::Backends::Pyplot

Inherits:
Object
  • Object
show all
Defined in:
lib/charty/backends/pyplot.rb

Class Method Summary collapse

Instance Method Summary collapse

Constructor Details

#initializePyplot

Returns a new instance of Pyplot.



14
15
16
# File 'lib/charty/backends/pyplot.rb', line 14

def initialize
  @pyplot = ::Matplotlib::Pyplot
end

Class Method Details

.activate_iruby_integrationObject



18
19
20
21
# File 'lib/charty/backends/pyplot.rb', line 18

def self.activate_iruby_integration
  require 'matplotlib/iruby'
  ::Matplotlib::IRuby.activate
end

.prepareObject



9
10
11
# File 'lib/charty/backends/pyplot.rb', line 9

def prepare
  require 'matplotlib/pyplot'
end

Instance Method Details

#bar(bar_pos, values, color: nil, width:, align: :center, orient: :v) ⇒ Object



168
169
170
171
172
173
174
175
176
177
178
# File 'lib/charty/backends/pyplot.rb', line 168

def bar(bar_pos, values, color: nil, width: 0.8r, align: :center, orient: :v)
  bar_pos = Array(bar_pos)
  values = Array(values)
  color = Array(color).map(&:to_hex_string)
  width = Float(width)
  if orient == :v
    @pyplot.bar(bar_pos, values, width: width, color: color, align: align)
  else
    @pyplot.barh(bar_pos, values, width: width, color: color, align: align)
  end
end

#begin_figureObject

NEW PLOTTING API ====



164
165
166
# File 'lib/charty/backends/pyplot.rb', line 164

def begin_figure
  # do nothing
end

#box_plot(plot_data, positions, color:, gray:, width:, flier_size: 5, whisker: 1.5, notch: false) ⇒ Object



180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
# File 'lib/charty/backends/pyplot.rb', line 180

def box_plot(plot_data, positions, color:, gray:,
             width: 0.8r, flier_size: 5, whisker: 1.5, notch: false)
  color = Array(color).map(&:to_hex_string)
  gray = gray.to_hex_string
  width = Float(width)
  flier_size = Float(flier_size)
  whisker = Float(whisker)
  plot_data.each_with_index do |group_data, i|
    next if group_data.nil? || group_data.empty?

    artist_dict = @pyplot.boxplot(group_data, vert: :v,
                                  patch_artist: true,
                                  positions: [i],
                                  widths: width,
                                  whis: whisker, )

    artist_dict["boxes"].each do |box|
      box.update({facecolor: color[i], zorder: 0.9, edgecolor: gray}, {})
    end
    artist_dict["whiskers"].each do |whisker|
      whisker.update({color: gray, linestyle: "-"}, {})
    end
    artist_dict["caps"].each do |cap|
      cap.update({color: gray}, {})
    end
    artist_dict["medians"].each do |median|
      median.update({color: gray}, {})
    end
    artist_dict["fliers"].each do |flier|
      flier.update({
        markerfacecolor: gray,
        marker: "d",
        markeredgecolor: gray,
        markersize: flier_size
      }, {})
    end
  end
end

#disable_xaxis_gridObject



239
240
241
# File 'lib/charty/backends/pyplot.rb', line 239

def disable_xaxis_grid
  @pyplot.gca.xaxis.grid(false)
end

#label(x, y) ⇒ Object



23
24
# File 'lib/charty/backends/pyplot.rb', line 23

def label(x, y)
end

#plot(ax, context, subplot: false) ⇒ Object



59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
# File 'lib/charty/backends/pyplot.rb', line 59

def plot(ax, context, subplot: false)
  # TODO: Since it is not required, research and change conditions.
  # case
  # when @pyplot.respond_to?(:xlim)
  #   @pyplot.xlim(context.range_x.begin, context.range_x.end)
  #   @pyplot.ylim(context.range_y.begin, context.range_y.end)
  # when @pyplot.respond_to?(:set_xlim)
  #   @pyplot.set_xlim(context.range_x.begin, context.range_x.end)
  #   @pyplot.set_ylim(context.range_y.begin, context.range_y.end)
  # end

  ax.title(context.title) if context.title
  if !subplot
    ax.xlabel(context.xlabel) if context.xlabel
    ax.ylabel(context.ylabel) if context.ylabel
  end

  palette = Charty::Palette.default
  colors = palette.colors.map {|c| c.to_rgb.to_hex_string }.cycle
  case context.method
  when :bar
    context.series.each do |data|
      ax.bar(data.xs.to_a.map(&:to_s), data.ys.to_a, label: data.label,
             color: colors.next)
    end
    ax.legend()
  when :barh
    context.series.each do |data|
      ax.barh(data.xs.to_a.map(&:to_s), data.ys.to_a, color: colors.next)
    end
  when :box_plot
    min_l = palette.colors.map {|c| c.to_rgb.to_hsl.l }.min
    lum = min_l*0.6
    gray = Colors::RGB.new(lum, lum, lum).to_hex_string
    draw_box_plot(context, subplot, colors, gray)
  when :bubble
    context.series.each do |data|
      ax.scatter(data.xs.to_a, data.ys.to_a, s: data.zs.to_a, alpha: 0.5,
                 color: colors.next, label: data.label)
    end
    ax.legend()
  when :curve
    context.series.each do |data|
      ax.plot(data.xs.to_a, data.ys.to_a, color: colors.next)
    end
  when :scatter
    context.series.each do |data|
      ax.scatter(data.xs.to_a, data.ys.to_a, label: data.label,
                 color: colors.next)
    end
    ax.legend()
  when :error_bar
    context.series.each do |data|
      ax.errorbar(
        data.xs.to_a,
        data.ys.to_a,
        data.xerr,
        data.yerr,
        label: data.label,
        color: colors.next
      )
    end
    ax.legend()
  when :hist
    data = Array(context.data)
    ax.hist(data, color: colors.take(data.length), alpha: 0.4)
  end
end

#render(context, filename) ⇒ Object



41
42
43
44
45
46
47
48
# File 'lib/charty/backends/pyplot.rb', line 41

def render(context, filename)
  plot(@pyplot, context)
  if filename
    FileUtils.mkdir_p(File.dirname(filename))
    @pyplot.savefig(filename)
  end
  @pyplot.show
end

#render_layout(layout) ⇒ Object



30
31
32
33
34
35
36
37
38
39
# File 'lib/charty/backends/pyplot.rb', line 30

def render_layout(layout)
  _fig, axes = @pyplot.subplots(nrows: layout.num_rows, ncols: layout.num_cols)
  layout.rows.each_with_index do |row, y|
    row.each_with_index do |cel, x|
      ax = layout.num_rows > 1 ? axes[y][x] : axes[x]
      plot(ax, cel, subplot: true)
    end
  end
  @pyplot.show
end

#save(context, filename, finish: true) ⇒ Object



50
51
52
53
54
55
56
57
# File 'lib/charty/backends/pyplot.rb', line 50

def save(context, filename, finish: true)
  plot(context)
  if filename
    FileUtils.mkdir_p(File.dirname(filename))
    @pyplot.savefig(filename)
  end
  @pyplot.clf if finish
end

#series=(series) ⇒ Object



26
27
28
# File 'lib/charty/backends/pyplot.rb', line 26

def series=(series)
  @series = series
end

#set_xlabel(label) ⇒ Object



219
220
221
# File 'lib/charty/backends/pyplot.rb', line 219

def set_xlabel(label)
  @pyplot.gca.set_xlabel(String(label))
end

#set_xlim(min, max) ⇒ Object



235
236
237
# File 'lib/charty/backends/pyplot.rb', line 235

def set_xlim(min, max)
  @pyplot.gca.set_xlim(Float(min), Float(max))
end

#set_xtick_labels(labels) ⇒ Object



231
232
233
# File 'lib/charty/backends/pyplot.rb', line 231

def set_xtick_labels(labels)
  @pyplot.gca.set_xticklabels(Array(labels).map(&method(:String)))
end

#set_xticks(values) ⇒ Object



227
228
229
# File 'lib/charty/backends/pyplot.rb', line 227

def set_xticks(values)
  @pyplot.gca.set_xticks(Array(values))
end

#set_ylabel(label) ⇒ Object



223
224
225
# File 'lib/charty/backends/pyplot.rb', line 223

def set_ylabel(label)
  @pyplot.gca.set_ylabel(String(label))
end

#showObject



243
244
245
# File 'lib/charty/backends/pyplot.rb', line 243

def show
  @pyplot.show
end