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Extended tests for file system, model trainig, running time in simult…
…aneous asynchronous codebox sessions. 1. Added 'os.listdir(os.getcwd()' test in general_test.py which remote CodeBox fails(and that's also the current cause of the failure of remote CodeBox in parametric_test.py). 2. Added two more comprehensive test cases in parametric_test.py. Currently, only the local CodeBox(with num_sample=1 as expected) can pass. 3. Small changes in the install functions of LocalBox to fix the problem that the package to import and to install may be different (e.g. import sklearn from scikit-learn package). 4. Small changes in CodeBoxFile of schema.py to load file content from path. Things to expect from the CodeBox backend developer: a. Pass all unit tests. b. In the parametric_test.py, the time taken to run 10 samples should be around the same as 2 samples for the remote CodeBox test cases (line 61, 62 parametric_test.py). Partially tested: Passed unit tests with local CodeBox, num_sample=1.
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TV,Radio,Newspaper,Sales | ||
230.1,37.8,69.2,22.1 | ||
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151.5,41.3,58.5,16.5 | ||
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120.2,19.6,11.6,13.2 | ||
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199.8,2.6,21.2,15.6 | ||
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214.7,24,4,17.4 | ||
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204.1,32.9,46,19 | ||
195.4,47.7,52.9,22.4 | ||
67.8,36.6,114,12.5 | ||
281.4,39.6,55.8,24.4 | ||
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147.3,23.9,19.1,14.6 | ||
218.4,27.7,53.4,18 | ||
237.4,5.1,23.5,17.5 | ||
13.2,15.9,49.6,5.6 | ||
228.3,16.9,26.2,20.5 | ||
62.3,12.6,18.3,9.7 | ||
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240.1,16.7,22.9,20.9 | ||
248.8,27.1,22.9,18.9 | ||
70.6,16,40.8,10.5 | ||
292.9,28.3,43.2,21.4 | ||
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290.7,4.1,8.5,17.8 | ||
266.9,43.8,5,25.4 | ||
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228,37.7,32,21.5 | ||
202.5,22.3,31.6,16.6 | ||
177,33.4,38.7,17.1 | ||
293.6,27.7,1.8,20.7 | ||
206.9,8.4,26.4,17.9 | ||
25.1,25.7,43.3,8.5 | ||
175.1,22.5,31.5,16.1 | ||
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239.9,41.5,18.5,23.2 | ||
227.2,15.8,49.9,19.8 | ||
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199.8,3.1,34.6,16.4 | ||
100.4,9.6,3.6,10.7 | ||
216.4,41.7,39.6,22.6 | ||
182.6,46.2,58.7,21.2 | ||
262.7,28.8,15.9,20.2 | ||
198.9,49.4,60,23.7 | ||
7.3,28.1,41.4,5.5 | ||
136.2,19.2,16.6,13.2 | ||
210.8,49.6,37.7,23.8 | ||
210.7,29.5,9.3,18.4 | ||
53.5,2,21.4,8.1 | ||
261.3,42.7,54.7,24.2 | ||
239.3,15.5,27.3,20.7 | ||
102.7,29.6,8.4,14 | ||
131.1,42.8,28.9,16 | ||
69,9.3,0.9,11.3 | ||
31.5,24.6,2.2,11 | ||
139.3,14.5,10.2,13.4 | ||
237.4,27.5,11,18.9 | ||
216.8,43.9,27.2,22.3 | ||
199.1,30.6,38.7,18.3 | ||
109.8,14.3,31.7,12.4 | ||
26.8,33,19.3,8.8 | ||
129.4,5.7,31.3,11 | ||
213.4,24.6,13.1,17 | ||
16.9,43.7,89.4,8.7 | ||
27.5,1.6,20.7,6.9 | ||
120.5,28.5,14.2,14.2 | ||
5.4,29.9,9.4,5.3 | ||
116,7.7,23.1,11 | ||
76.4,26.7,22.3,11.8 | ||
239.8,4.1,36.9,17.3 | ||
75.3,20.3,32.5,11.3 | ||
68.4,44.5,35.6,13.6 | ||
213.5,43,33.8,21.7 | ||
193.2,18.4,65.7,20.2 | ||
76.3,27.5,16,12 | ||
110.7,40.6,63.2,16 | ||
88.3,25.5,73.4,12.9 | ||
109.8,47.8,51.4,16.7 | ||
134.3,4.9,9.3,14 | ||
28.6,1.5,33,7.3 | ||
217.7,33.5,59,19.4 | ||
250.9,36.5,72.3,22.2 | ||
107.4,14,10.9,11.5 | ||
163.3,31.6,52.9,16.9 | ||
197.6,3.5,5.9,16.7 | ||
184.9,21,22,20.5 | ||
289.7,42.3,51.2,25.4 | ||
135.2,41.7,45.9,17.2 | ||
222.4,4.3,49.8,16.7 | ||
296.4,36.3,100.9,23.8 | ||
280.2,10.1,21.4,19.8 | ||
187.9,17.2,17.9,19.7 | ||
238.2,34.3,5.3,20.7 | ||
137.9,46.4,59,15 | ||
25,11,29.7,7.2 | ||
90.4,0.3,23.2,12 | ||
13.1,0.4,25.6,5.3 | ||
255.4,26.9,5.5,19.8 | ||
225.8,8.2,56.5,18.4 | ||
241.7,38,23.2,21.8 | ||
175.7,15.4,2.4,17.1 | ||
209.6,20.6,10.7,20.9 | ||
78.2,46.8,34.5,14.6 | ||
75.1,35,52.7,12.6 | ||
139.2,14.3,25.6,12.2 | ||
76.4,0.8,14.8,9.4 | ||
125.7,36.9,79.2,15.9 | ||
19.4,16,22.3,6.6 | ||
141.3,26.8,46.2,15.5 | ||
18.8,21.7,50.4,7 | ||
224,2.4,15.6,16.6 | ||
123.1,34.6,12.4,15.2 | ||
229.5,32.3,74.2,19.7 | ||
87.2,11.8,25.9,10.6 | ||
7.8,38.9,50.6,6.6 | ||
80.2,0,9.2,11.9 | ||
220.3,49,3.2,24.7 | ||
59.6,12,43.1,9.7 | ||
0.7,39.6,8.7,1.6 | ||
265.2,2.9,43,17.7 | ||
8.4,27.2,2.1,5.7 | ||
219.8,33.5,45.1,19.6 | ||
36.9,38.6,65.6,10.8 | ||
48.3,47,8.5,11.6 | ||
25.6,39,9.3,9.5 | ||
273.7,28.9,59.7,20.8 | ||
43,25.9,20.5,9.6 | ||
184.9,43.9,1.7,20.7 | ||
73.4,17,12.9,10.9 | ||
193.7,35.4,75.6,19.2 | ||
220.5,33.2,37.9,20.1 | ||
104.6,5.7,34.4,10.4 | ||
96.2,14.8,38.9,12.3 | ||
140.3,1.9,9,10.3 | ||
240.1,7.3,8.7,18.2 | ||
243.2,49,44.3,25.4 | ||
38,40.3,11.9,10.9 | ||
44.7,25.8,20.6,10.1 | ||
280.7,13.9,37,16.1 | ||
121,8.4,48.7,11.6 | ||
197.6,23.3,14.2,16.6 | ||
171.3,39.7,37.7,16 | ||
187.8,21.1,9.5,20.6 | ||
4.1,11.6,5.7,3.2 | ||
93.9,43.5,50.5,15.3 | ||
149.8,1.3,24.3,10.1 | ||
11.7,36.9,45.2,7.3 | ||
131.7,18.4,34.6,12.9 | ||
172.5,18.1,30.7,16.4 | ||
85.7,35.8,49.3,13.3 | ||
188.4,18.1,25.6,19.9 | ||
163.5,36.8,7.4,18 | ||
117.2,14.7,5.4,11.9 | ||
234.5,3.4,84.8,16.9 | ||
17.9,37.6,21.6,8 | ||
206.8,5.2,19.4,17.2 | ||
215.4,23.6,57.6,17.1 | ||
284.3,10.6,6.4,20 | ||
50,11.6,18.4,8.4 | ||
164.5,20.9,47.4,17.5 | ||
19.6,20.1,17,7.6 | ||
168.4,7.1,12.8,16.7 | ||
222.4,3.4,13.1,16.5 | ||
276.9,48.9,41.8,27 | ||
248.4,30.2,20.3,20.2 | ||
170.2,7.8,35.2,16.7 | ||
276.7,2.3,23.7,16.8 | ||
165.6,10,17.6,17.6 | ||
156.6,2.6,8.3,15.5 | ||
218.5,5.4,27.4,17.2 | ||
56.2,5.7,29.7,8.7 | ||
287.6,43,71.8,26.2 | ||
253.8,21.3,30,17.6 | ||
205,45.1,19.6,22.6 | ||
139.5,2.1,26.6,10.3 | ||
191.1,28.7,18.2,17.3 | ||
286,13.9,3.7,20.9 | ||
18.7,12.1,23.4,6.7 | ||
39.5,41.1,5.8,10.8 | ||
75.5,10.8,6,11.9 | ||
17.2,4.1,31.6,5.9 | ||
166.8,42,3.6,19.6 | ||
149.7,35.6,6,17.3 | ||
38.2,3.7,13.8,7.6 | ||
94.2,4.9,8.1,14 | ||
177,9.3,6.4,14.8 | ||
283.6,42,66.2,25.5 | ||
232.1,8.6,8.7,18.4 |
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SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species | ||
5.1,3.5,1.4,0.2,Iris-setosa | ||
4.9,3,1.4,0.2,Iris-setosa | ||
4.7,3.2,1.3,0.2,Iris-setosa | ||
4.6,3.1,1.5,0.2,Iris-setosa | ||
5,3.6,1.4,0.2,Iris-setosa | ||
5.4,3.9,1.7,0.4,Iris-setosa | ||
4.6,3.4,1.4,0.3,Iris-setosa | ||
5,3.4,1.5,0.2,Iris-setosa | ||
4.4,2.9,1.4,0.2,Iris-setosa | ||
4.9,3.1,1.5,0.1,Iris-setosa | ||
5.4,3.7,1.5,0.2,Iris-setosa | ||
4.8,3.4,1.6,0.2,Iris-setosa | ||
4.8,3,1.4,0.1,Iris-setosa | ||
4.3,3,1.1,0.1,Iris-setosa | ||
5.8,4,1.2,0.2,Iris-setosa | ||
5.7,4.4,1.5,0.4,Iris-setosa | ||
5.4,3.9,1.3,0.4,Iris-setosa | ||
5.1,3.5,1.4,0.3,Iris-setosa | ||
5.7,3.8,1.7,0.3,Iris-setosa | ||
5.1,3.8,1.5,0.3,Iris-setosa | ||
5.4,3.4,1.7,0.2,Iris-setosa | ||
5.1,3.7,1.5,0.4,Iris-setosa | ||
4.6,3.6,1,0.2,Iris-setosa | ||
5.1,3.3,1.7,0.5,Iris-setosa | ||
4.8,3.4,1.9,0.2,Iris-setosa | ||
5,3,1.6,0.2,Iris-setosa | ||
5,3.4,1.6,0.4,Iris-setosa | ||
5.2,3.5,1.5,0.2,Iris-setosa | ||
5.2,3.4,1.4,0.2,Iris-setosa | ||
4.7,3.2,1.6,0.2,Iris-setosa | ||
4.8,3.1,1.6,0.2,Iris-setosa | ||
5.4,3.4,1.5,0.4,Iris-setosa | ||
5.2,4.1,1.5,0.1,Iris-setosa | ||
5.5,4.2,1.4,0.2,Iris-setosa | ||
4.9,3.1,1.5,0.1,Iris-setosa | ||
5,3.2,1.2,0.2,Iris-setosa | ||
5.5,3.5,1.3,0.2,Iris-setosa | ||
4.9,3.1,1.5,0.1,Iris-setosa | ||
4.4,3,1.3,0.2,Iris-setosa | ||
5.1,3.4,1.5,0.2,Iris-setosa | ||
5,3.5,1.3,0.3,Iris-setosa | ||
4.5,2.3,1.3,0.3,Iris-setosa | ||
4.4,3.2,1.3,0.2,Iris-setosa | ||
5,3.5,1.6,0.6,Iris-setosa | ||
5.1,3.8,1.9,0.4,Iris-setosa | ||
4.8,3,1.4,0.3,Iris-setosa | ||
5.1,3.8,1.6,0.2,Iris-setosa | ||
4.6,3.2,1.4,0.2,Iris-setosa | ||
5.3,3.7,1.5,0.2,Iris-setosa | ||
5,3.3,1.4,0.2,Iris-setosa | ||
7,3.2,4.7,1.4,Iris-versicolor | ||
6.4,3.2,4.5,1.5,Iris-versicolor | ||
6.9,3.1,4.9,1.5,Iris-versicolor | ||
5.5,2.3,4,1.3,Iris-versicolor | ||
6.5,2.8,4.6,1.5,Iris-versicolor | ||
5.7,2.8,4.5,1.3,Iris-versicolor | ||
6.3,3.3,4.7,1.6,Iris-versicolor | ||
4.9,2.4,3.3,1,Iris-versicolor | ||
6.6,2.9,4.6,1.3,Iris-versicolor | ||
5.2,2.7,3.9,1.4,Iris-versicolor | ||
5,2,3.5,1,Iris-versicolor | ||
5.9,3,4.2,1.5,Iris-versicolor | ||
6,2.2,4,1,Iris-versicolor | ||
6.1,2.9,4.7,1.4,Iris-versicolor | ||
5.6,2.9,3.6,1.3,Iris-versicolor | ||
6.7,3.1,4.4,1.4,Iris-versicolor | ||
5.6,3,4.5,1.5,Iris-versicolor | ||
5.8,2.7,4.1,1,Iris-versicolor | ||
6.2,2.2,4.5,1.5,Iris-versicolor | ||
5.6,2.5,3.9,1.1,Iris-versicolor | ||
5.9,3.2,4.8,1.8,Iris-versicolor | ||
6.1,2.8,4,1.3,Iris-versicolor | ||
6.3,2.5,4.9,1.5,Iris-versicolor | ||
6.1,2.8,4.7,1.2,Iris-versicolor | ||
6.4,2.9,4.3,1.3,Iris-versicolor | ||
6.6,3,4.4,1.4,Iris-versicolor | ||
6.8,2.8,4.8,1.4,Iris-versicolor | ||
6.7,3,5,1.7,Iris-versicolor | ||
6,2.9,4.5,1.5,Iris-versicolor | ||
5.7,2.6,3.5,1,Iris-versicolor | ||
5.5,2.4,3.8,1.1,Iris-versicolor | ||
5.5,2.4,3.7,1,Iris-versicolor | ||
5.8,2.7,3.9,1.2,Iris-versicolor | ||
6,2.7,5.1,1.6,Iris-versicolor | ||
5.4,3,4.5,1.5,Iris-versicolor | ||
6,3.4,4.5,1.6,Iris-versicolor | ||
6.7,3.1,4.7,1.5,Iris-versicolor | ||
6.3,2.3,4.4,1.3,Iris-versicolor | ||
5.6,3,4.1,1.3,Iris-versicolor | ||
5.5,2.5,4,1.3,Iris-versicolor | ||
5.5,2.6,4.4,1.2,Iris-versicolor | ||
6.1,3,4.6,1.4,Iris-versicolor | ||
5.8,2.6,4,1.2,Iris-versicolor | ||
5,2.3,3.3,1,Iris-versicolor | ||
5.6,2.7,4.2,1.3,Iris-versicolor | ||
5.7,3,4.2,1.2,Iris-versicolor | ||
5.7,2.9,4.2,1.3,Iris-versicolor | ||
6.2,2.9,4.3,1.3,Iris-versicolor | ||
5.1,2.5,3,1.1,Iris-versicolor | ||
5.7,2.8,4.1,1.3,Iris-versicolor | ||
6.3,3.3,6,2.5,Iris-virginica | ||
5.8,2.7,5.1,1.9,Iris-virginica | ||
7.1,3,5.9,2.1,Iris-virginica | ||
6.3,2.9,5.6,1.8,Iris-virginica | ||
6.5,3,5.8,2.2,Iris-virginica | ||
7.6,3,6.6,2.1,Iris-virginica | ||
4.9,2.5,4.5,1.7,Iris-virginica | ||
7.3,2.9,6.3,1.8,Iris-virginica | ||
6.7,2.5,5.8,1.8,Iris-virginica | ||
7.2,3.6,6.1,2.5,Iris-virginica | ||
6.5,3.2,5.1,2,Iris-virginica | ||
6.4,2.7,5.3,1.9,Iris-virginica | ||
6.8,3,5.5,2.1,Iris-virginica | ||
5.7,2.5,5,2,Iris-virginica | ||
5.8,2.8,5.1,2.4,Iris-virginica | ||
6.4,3.2,5.3,2.3,Iris-virginica | ||
6.5,3,5.5,1.8,Iris-virginica | ||
7.7,3.8,6.7,2.2,Iris-virginica | ||
7.7,2.6,6.9,2.3,Iris-virginica | ||
6,2.2,5,1.5,Iris-virginica | ||
6.9,3.2,5.7,2.3,Iris-virginica | ||
5.6,2.8,4.9,2,Iris-virginica | ||
7.7,2.8,6.7,2,Iris-virginica | ||
6.3,2.7,4.9,1.8,Iris-virginica | ||
6.7,3.3,5.7,2.1,Iris-virginica | ||
7.2,3.2,6,1.8,Iris-virginica | ||
6.2,2.8,4.8,1.8,Iris-virginica | ||
6.1,3,4.9,1.8,Iris-virginica | ||
6.4,2.8,5.6,2.1,Iris-virginica | ||
7.2,3,5.8,1.6,Iris-virginica | ||
7.4,2.8,6.1,1.9,Iris-virginica | ||
7.9,3.8,6.4,2,Iris-virginica | ||
6.4,2.8,5.6,2.2,Iris-virginica | ||
6.3,2.8,5.1,1.5,Iris-virginica | ||
6.1,2.6,5.6,1.4,Iris-virginica | ||
7.7,3,6.1,2.3,Iris-virginica | ||
6.3,3.4,5.6,2.4,Iris-virginica | ||
6.4,3.1,5.5,1.8,Iris-virginica | ||
6,3,4.8,1.8,Iris-virginica | ||
6.9,3.1,5.4,2.1,Iris-virginica | ||
6.7,3.1,5.6,2.4,Iris-virginica | ||
6.9,3.1,5.1,2.3,Iris-virginica | ||
5.8,2.7,5.1,1.9,Iris-virginica | ||
6.8,3.2,5.9,2.3,Iris-virginica | ||
6.7,3.3,5.7,2.5,Iris-virginica | ||
6.7,3,5.2,2.3,Iris-virginica | ||
6.3,2.5,5,1.9,Iris-virginica | ||
6.5,3,5.2,2,Iris-virginica | ||
6.2,3.4,5.4,2.3,Iris-virginica | ||
5.9,3,5.1,1.8,Iris-virginica |
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