

In [6]:

    
population = Population(10)
x = np.linspace(0.01,math.pi,100)
y = np.sin(x)#2*x+3
data = {"x":x,"y":y}
plt.plot(x,y)
plt.show()
population.evolve(data,generations=300)
for specimen in population.population:
    print(specimen.error(data))
    specimen.draw()
    specimen.plot_with_data(data,x_range=[0.01,math.pi])
specimen = population.best_specimen(data)
lib[specimen.graph[specimen.find_output_node()]["lib_id"]]
print(specimen.variable_position)
print(specimen.values)
print(specimen.error(data))
specimen.draw()
specimen.plot_with_data(data,x_range=[0.01,math.pi])









    












    



0-th year, population size = 5
1-th year, population size = 5
2-th year, population size = 5
3-th year, population size = 6
4-th year, population size = 6






    



/Users/david/Documents/GitHub/Long-Term-Memory-AI/functions.py:183: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.
  if parameters == None:






    



5-th year, population size = 6
6-th year, population size = 6
7-th year, population size = 6
8-th year, population size = 6
9-th year, population size = 6
10-th year, population size = 6
11-th year, population size = 6
12-th year, population size = 6
13-th year, population size = 7
14-th year, population size = 7
15-th year, population size = 7
16-th year, population size = 7
17-th year, population size = 7
18-th year, population size = 7
19-th year, population size = 7
20-th year, population size = 8
21-th year, population size = 8
22-th year, population size = 8
23-th year, population size = 8
24-th year, population size = 8
25-th year, population size = 8
26-th year, population size = 8
27-th year, population size = 8
28-th year, population size = 8
29-th year, population size = 8
30-th year, population size = 8
31-th year, population size = 8
32-th year, population size = 8
33-th year, population size = 8
34-th year, population size = 8
35-th year, population size = 8
36-th year, population size = 9
37-th year, population size = 9
38-th year, population size = 9
39-th year, population size = 9
40-th year, population size = 9
41-th year, population size = 9
42-th year, population size = 9
43-th year, population size = 9
44-th year, population size = 9
45-th year, population size = 9
46-th year, population size = 9
47-th year, population size = 9
48-th year, population size = 9
49-th year, population size = 9
50-th year, population size = 9
51-th year, population size = 9
52-th year, population size = 9
53-th year, population size = 9
54-th year, population size = 9
55-th year, population size = 9
56-th year, population size = 9
57-th year, population size = 9
58-th year, population size = 9
59-th year, population size = 9
60-th year, population size = 9
61-th year, population size = 9
62-th year, population size = 10
63-th year, population size = 10
64-th year, population size = 10
65-th year, population size = 10
66-th year, population size = 10
67-th year, population size = 10
68-th year, population size = 10
69-th year, population size = 10
70-th year, population size = 10
71-th year, population size = 10
72-th year, population size = 10
73-th year, population size = 10
74-th year, population size = 10
75-th year, population size = 10
76-th year, population size = 10
77-th year, population size = 10
78-th year, population size = 10
79-th year, population size = 10
80-th year, population size = 10
81-th year, population size = 11
82-th year, population size = 11
83-th year, population size = 11
84-th year, population size = 11
85-th year, population size = 11
86-th year, population size = 11
87-th year, population size = 11
88-th year, population size = 11
89-th year, population size = 11
90-th year, population size = 11
91-th year, population size = 11
92-th year, population size = 11
93-th year, population size = 11
94-th year, population size = 11
95-th year, population size = 11
96-th year, population size = 11
97-th year, population size = 11
98-th year, population size = 11
99-th year, population size = 11
100-th year, population size = 11
101-th year, population size = 11
102-th year, population size = 11
103-th year, population size = 11
104-th year, population size = 11
105-th year, population size = 11
106-th year, population size = 11
107-th year, population size = 11
108-th year, population size = 11
109-th year, population size = 11
110-th year, population size = 11
111-th year, population size = 11
112-th year, population size = 11
113-th year, population size = 11
114-th year, population size = 11
115-th year, population size = 11
116-th year, population size = 11
117-th year, population size = 11
118-th year, population size = 11
119-th year, population size = 11
120-th year, population size = 11
121-th year, population size = 11
122-th year, population size = 11
123-th year, population size = 11
124-th year, population size = 11
125-th year, population size = 11
126-th year, population size = 11
127-th year, population size = 11
128-th year, population size = 11
129-th year, population size = 11
130-th year, population size = 11
131-th year, population size = 12
132-th year, population size = 12
133-th year, population size = 12
134-th year, population size = 12
135-th year, population size = 12
136-th year, population size = 12
137-th year, population size = 12
138-th year, population size = 12
139-th year, population size = 12
140-th year, population size = 12
141-th year, population size = 13
142-th year, population size = 13
143-th year, population size = 13
144-th year, population size = 13
145-th year, population size = 13
146-th year, population size = 13
147-th year, population size = 13
148-th year, population size = 13
149-th year, population size = 13
150-th year, population size = 13
151-th year, population size = 13
152-th year, population size = 13
153-th year, population size = 13
154-th year, population size = 13
155-th year, population size = 13
156-th year, population size = 13
157-th year, population size = 13
158-th year, population size = 13
159-th year, population size = 13
160-th year, population size = 13
161-th year, population size = 13
162-th year, population size = 13
163-th year, population size = 13
164-th year, population size = 13
165-th year, population size = 13
166-th year, population size = 13
167-th year, population size = 13
168-th year, population size = 13
169-th year, population size = 13
170-th year, population size = 13
171-th year, population size = 15
172-th year, population size = 15
173-th year, population size = 15
174-th year, population size = 15
175-th year, population size = 15
176-th year, population size = 15
177-th year, population size = 15
178-th year, population size = 15
179-th year, population size = 15
180-th year, population size = 15
181-th year, population size = 15
182-th year, population size = 15
183-th year, population size = 15
184-th year, population size = 15
185-th year, population size = 15
186-th year, population size = 15
187-th year, population size = 15
188-th year, population size = 15
189-th year, population size = 15
190-th year, population size = 15
191-th year, population size = 15
192-th year, population size = 15
193-th year, population size = 15
194-th year, population size = 15
195-th year, population size = 15
196-th year, population size = 15
197-th year, population size = 15
198-th year, population size = 15
199-th year, population size = 15
200-th year, population size = 15
201-th year, population size = 15
202-th year, population size = 15
203-th year, population size = 15
204-th year, population size = 15
205-th year, population size = 15
206-th year, population size = 15
207-th year, population size = 15
208-th year, population size = 15
209-th year, population size = 15
210-th year, population size = 15
211-th year, population size = 16
212-th year, population size = 16
213-th year, population size = 16
214-th year, population size = 16
215-th year, population size = 16
216-th year, population size = 16
217-th year, population size = 16
218-th year, population size = 16
219-th year, population size = 16
220-th year, population size = 16
221-th year, population size = 16
222-th year, population size = 16
223-th year, population size = 16
224-th year, population size = 16
225-th year, population size = 16
226-th year, population size = 16
227-th year, population size = 16
228-th year, population size = 16
229-th year, population size = 16
230-th year, population size = 16
231-th year, population size = 16
232-th year, population size = 16
233-th year, population size = 16
234-th year, population size = 16
235-th year, population size = 16
236-th year, population size = 16
237-th year, population size = 16
238-th year, population size = 16
239-th year, population size = 16
240-th year, population size = 16
241-th year, population size = 16
242-th year, population size = 16
243-th year, population size = 16
244-th year, population size = 16
245-th year, population size = 16
246-th year, population size = 16
247-th year, population size = 16
248-th year, population size = 16
249-th year, population size = 16
250-th year, population size = 16
251-th year, population size = 15
252-th year, population size = 15
253-th year, population size = 15
254-th year, population size = 15
255-th year, population size = 15
256-th year, population size = 15
257-th year, population size = 15
258-th year, population size = 15
259-th year, population size = 15
260-th year, population size = 15
261-th year, population size = 15
262-th year, population size = 15
263-th year, population size = 16
264-th year, population size = 16
265-th year, population size = 16
266-th year, population size = 16
267-th year, population size = 16
268-th year, population size = 16
269-th year, population size = 16
270-th year, population size = 17
271-th year, population size = 17
272-th year, population size = 17
273-th year, population size = 17
274-th year, population size = 17
275-th year, population size = 17
276-th year, population size = 17
277-th year, population size = 17
278-th year, population size = 17
279-th year, population size = 17
280-th year, population size = 17
281-th year, population size = 17
282-th year, population size = 17
283-th year, population size = 17
284-th year, population size = 17
285-th year, population size = 17
286-th year, population size = 17
287-th year, population size = 17
288-th year, population size = 17
289-th year, population size = 17
290-th year, population size = 17
291-th year, population size = 17
292-th year, population size = 17
293-th year, population size = 17
294-th year, population size = 17
295-th year, population size = 17
296-th year, population size = 17
297-th year, population size = 17
298-th year, population size = 17
299-th year, population size = 17
182.730709435






    



/Users/david/anaconda/lib/python3.6/site-packages/networkx/drawing/nx_pylab.py:126: MatplotlibDeprecationWarning: pyplot.hold is deprecated.
    Future behavior will be consistent with the long-time default:
    plot commands add elements without first clearing the
    Axes and/or Figure.
  b = plt.ishold()
/Users/david/anaconda/lib/python3.6/site-packages/networkx/drawing/nx_pylab.py:138: MatplotlibDeprecationWarning: pyplot.hold is deprecated.
    Future behavior will be consistent with the long-time default:
    plot commands add elements without first clearing the
    Axes and/or Figure.
  plt.hold(b)
/Users/david/anaconda/lib/python3.6/site-packages/matplotlib/__init__.py:917: UserWarning: axes.hold is deprecated. Please remove it from your matplotlibrc and/or style files.
  warnings.warn(self.msg_depr_set % key)
/Users/david/anaconda/lib/python3.6/site-packages/matplotlib/rcsetup.py:152: UserWarning: axes.hold is deprecated, will be removed in 3.0
  warnings.warn("axes.hold is deprecated, will be removed in 3.0")






    












    












    



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