An Empirical Study of Frequent Code Edit Patterns In Machine Learning Systems

Patterns That Have Been Found:

IDPattern SizeNumberFoundDetailsProjectsCommitsNodeTypes
634locations[sru]2[MethodInvocation]
3334locations[OpenNMT-py, ray, gluon-cv]3[MethodInvocation, SimpleName]
3634locations[chainercv]2[MethodInvocation, SimpleName]
8233locations[keras-vis, catalyst]2[MethodInvocation, ReturnStatement]
8433locations[luminoth, NiftyNet]2[MethodInvocation, SimpleName]
10333locations[streamlit, NiftyNet]2[PyYieldReturnStatement, SimpleName]
11734locations[GPflow]2[MethodInvocation]
13035locations[tflearn, sonnet, luminoth]4[MethodInvocation]
14333locations[bert-as-service]2[MethodInvocation]
15437locations[gluon-cv]1[MethodInvocation]
16033locations[texar, NiftyNet]2[MethodInvocation, SimpleName]
169320locations[gluon-cv]1[MethodInvocation]
19933locations[ray]2[MethodInvocation]
24733locations[OpenNMT-py]2[MethodInvocation]
25333locations[sru, ray]2[MethodInvocation]
26333locations[sru, MatchZoo]2[MethodInvocation, SimpleName]
29033locations[sonnet, NiftyNet]2[MethodInvocation, SimpleName]
30733locations[nn-wtf, tensorlayer]1[MethodInvocation]
31933locations[coach]1[MethodInvocation, SimpleName]
36433locations[chainercv, gluon-cv]2[MethodInvocation, SimpleName]
36633locations[keras]1[MethodInvocation, SimpleName]
37833locations[gluon-nlp, d2l-zh]2[MethodInvocation]
39334locations[sonnet, d2l-zh, gluon-cv]3[MethodInvocation, SimpleName]
42833locations[OpenNMT-py, ray]2[MethodInvocation]
43233locations[DeepPavlov]2[MethodInvocation, SimpleName]
443locations[tensorlayer]0[FieldAccess, MethodInvocation, SimpleName]
1043locations[DeepLabCut, DeepPavlov]1[MethodInvocation, StringLiteral]
1644locations[keras, autokeras, gluon-cv]4[MethodInvocation, ReturnStatement, SimpleName]
2244locations[OpenSeq2Seq, DeepLabCut]2[FieldAccess, IfStatement, MethodInvocation]
3543locations[ludwig, deepvariant]2[IfStatement, MethodInvocation, SimpleName]
5244locations[OpenNMT-py]3[IfStatement, MethodInvocation, SimpleName]
5743locations[deepchem, ray]1[MethodInvocation, SimpleName]
5943locations[ray]2[IfStatement, MethodInvocation, SimpleName]
6246locations[ray]3[MethodInvocation, SimpleName]
7345locations[nlp-architect, auto_ml, OpenNMT-py]3[MethodInvocation, SimpleName]
8344locations[NiftyNet]1[ArrayAccess, MethodInvocation]
9043locations[DeepLabCut, NiftyNet, gluon-cv]2[IfStatement, MethodInvocation, SimpleName]
9246locations[tflearn, GPflow, keras, chainercv]3[MethodInvocation, SimpleName, ThrowStatement]
10943locations[ray, autokeras, NiftyNet]2[MethodInvocation, ReturnStatement, SimpleName]
11043locations[auto_ml, autokeras]2[MethodInvocation, SimpleName]
11243locations[labelme, DeepCreamPy]1[MethodInvocation]
11543locations[GPflow]1[MethodInvocation, SimpleName]
13244locations[streamlit]3[MethodInvocation, SimpleName]
13946locations[tensorlayer]1[FieldAccess, MethodInvocation, SimpleName]
15544locations[chainercv]2[FieldAccess, MethodInvocation, SimpleName]
16143locations[ray]1[MethodInvocation, SimpleName]
16444locations[PyTorch-NLP, labelImg, autokeras]3[IfStatement, MethodInvocation, SimpleName]
16643locations[texar]1[MethodInvocation, SimpleName]
19043locations[OpenNMT-py, ray, autokeras]2[IfStatement, MethodInvocation, SimpleName]
20243locations[nni, ray]1[MethodInvocation, SimpleName]
20843locations[bert-as-service]2[IfStatement, MethodInvocation, SimpleName]
20943locations[waifu2x-chainer, nni, ssd_keras]2[InfixExpression, MethodInvocation, SimpleName]
21143locations[autokeras]2[ArrayInitializer, MethodInvocation, SimpleName]
21444locations[DeepVideoAnalytics]2[ArrayInitializer, MethodInvocation, SimpleName]
22546locations[GPflow]1[MethodInvocation, SimpleName]
24343locations[texar, NiftyNet]2[ArrayAccess, MethodInvocation]
25143locations[catalyst, ray]2[MethodInvocation, SimpleName]
26143locations[OpenSeq2Seq, luminoth]2[IfStatement, MethodInvocation, SimpleName]
28044locations[ludwig, coach, DeepPavlov, NiftyNet]3[IfStatement, MethodInvocation, SimpleName]
29444locations[sru, streamlit]2[MethodInvocation, SimpleName]
31044locations[bert-as-service, ray]2[IfStatement, MethodInvocation, SimpleName]
33946locations[autokeras]1[MethodInvocation, SimpleName]
34444locations[pytorch-lightning, chainercv, PySyft, gluon-nlp]3[IfStatement, SimpleName, ThrowStatement]
34943locations[keras, ranking, gluon-nlp]2[MethodInvocation, SimpleName]
36244locations[ray]3[InfixExpression, MethodInvocation, SimpleName]
37544locations[PySyft]1[MethodInvocation, SimpleName]
39043locations[bert-as-service]1[MethodInvocation, SimpleName]
39147locations[auto_ml, nn-wtf, OpenNMT-py, nni, ray]5[MethodInvocation, SimpleName]
40645locations[chainercv, tensorpack]3[MethodInvocation, SimpleName]
42748locations[pytorch-lightning, streamlit, waifu2x-chainer, chainercv, gluon-nlp, ray, autokeras]7[IfStatement, MethodInvocation, SimpleName]
43043locations[nni, gluon-nlp, tensorlayer]2[IfStatement, MethodInvocation, SimpleName]
43145locations[ray, DeepPavlov]3[IfStatement, MethodInvocation, SimpleName]
43843locations[bert-as-service]2[MethodInvocation, SimpleName]
2153locations[GPflow]2[MethodInvocation, SimpleName]
2653locations[chainercv]0[MethodInvocation, SimpleName]
6453locations[ray]0[MethodInvocation, SimpleName]
8854locations[deepvariant]1[MethodInvocation, SimpleName]
11453locations[NiftyNet]2[ArrayAccess, MethodInvocation, SimpleName, StringLiteral]
13853locations[DeepCTR, GPflow, DeepPavlov]2[MethodInvocation, SimpleName]
14453locations[tflearn, luminoth, autokeras]2[InfixExpression, MethodInvocation, SimpleName]
14953locations[ray]0[MethodInvocation, SimpleName]
15253locations[sru, OpenNMT-py]2[InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
23053locations[bert-as-service]1[IfStatement, MethodInvocation, PyInExpression, SimpleName]
24253locations[bert-as-service, nni]2[IfStatement, MethodInvocation, PyInExpression, SimpleName]
29253locations[keras]1[MethodInvocation, PyTupleExpression, SimpleName]
35153locations[ray]1[FieldAccess, IfStatement, MethodInvocation, SimpleName]
35454locations[catalyst, OpenNMT-py, gluon-nlp]3[IfStatement, MethodInvocation, SimpleName]
35853locations[ludwig, DeepLabCut]2[IfStatement, MethodInvocation, PyInExpression, SimpleName]
39653locations[deepvariant]0[MethodInvocation, SimpleName]
363locations[OpenSeq2Seq, waifu2x-chainer, DeepVideoAnalytics]2[MethodInvocation, SimpleName]
763locations[streamlit, ray]1[EnhancedForStatement, MethodInvocation, SimpleName]
863locations[pwnagotchi, chainercv, d2l-zh]2[MethodInvocation, SimpleName]
2563locations[auto_ml, pwnagotchi, chainercv]2[InfixExpression, PyNotInExpression, SimpleName]
10064locations[OpenNMT-py, chainercv]3[MethodInvocation, SimpleName]
11163locations[ray, imgaug]2[MethodInvocation, SimpleName]
14663locations[texar]1[MethodInvocation, SimpleName]
16764locations[chainercv]1[FieldAccess, MethodInvocation, SimpleName]
17264locations[streamlit]1[MethodInvocation, PyWithStatement, SimpleName]
17863locations[coach, DeepPavlov]2[IfStatement, InfixExpression, MethodInvocation, SimpleName]
19165locations[chainercv, keras]3[MethodInvocation, SimpleName]
19565locations[pytorch-lightning]1[FieldAccess, MethodInvocation]
20163locations[autokeras]1[MethodInvocation, SimpleName]
20463locations[anago, streamlit, DeepVideoAnalytics]3[MethodInvocation, SimpleName]
21263locations[chainercv]1[MethodInvocation, SimpleName]
22763locations[DeepVideoAnalytics]1[ArrayAccess, MethodInvocation]
24664locations[OpenSeq2Seq, chainercv, ray]2[IfStatement, MethodInvocation, SimpleName]
24863locations[DeepPavlov]1[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
27263locations[ray, coach]2[MethodInvocation, SimpleName]
27463locations[chainercv]1[ArrayAccess, BooleanLiteral, MethodInvocation, NumberLiteral, SimpleName]
27565locations[waifu2x-chainer, NiftyNet]3[MethodInvocation, SimpleName]
28563locations[labelme]2[IfStatement, MethodInvocation, SimpleName]
28863locations[chainercv, gluon-nlp, ray]2[MethodInvocation, SimpleName]
32563locations[PySyft]1[MethodInvocation, SimpleName]
33363locations[OpenSeq2Seq]2[InfixExpression, MethodInvocation, SimpleName]
34564locations[chainercv]1[MethodInvocation, SimpleName]
34663locations[catalyst]1[MethodInvocation, SimpleName]
35564locations[waifu2x-chainer]1[MethodInvocation, PyWithStatement, SimpleName]
38563locations[autokeras, tensorlayer]2[MethodInvocation, ReturnStatement, SimpleName]
40164locations[NiftyNet]0[ArrayAccess, MethodInvocation, NumberLiteral, SimpleName]
40263locations[autokeras]1[MethodInvocation, SimpleName, StringLiteral]
411611locations[OpenSeq2Seq, DeepLabCut, bert-as-service, nni, keras, DeepVideoAnalytics, ray, tensorlayer]10[IfStatement, PyInExpression, SimpleName]
42463locations[luminoth]0[MethodInvocation, PyWithStatement, SimpleName]
43963locations[catalyst, NiftyNet]1[MethodInvocation, SimpleName]
3873locations[texar]1[ArrayAccess, MethodInvocation, SimpleName, StringLiteral]
4773locations[NiftyNet]1[ArrayAccess, MethodInvocation, NumberLiteral, SimpleName]
5675locations[ray]4[MethodInvocation, SimpleName]
9673locations[GPflow]2[BooleanLiteral, MethodInvocation, SimpleName]
12175locations[texar]2[FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
17074locations[luminoth]1[FieldAccess, IfStatement, MethodInvocation, SimpleName]
20376locations[DeepPavlov]2[ArrayAccess, MethodInvocation, SimpleName, StringLiteral]
24573locations[anago, sonnet]2[MethodInvocation, SimpleName]
28373locations[tensorlayer]0[FieldAccess, MethodInvocation, SimpleName]
28975locations[OpenSeq2Seq, chainercv, NiftyNet]5[MethodInvocation, SimpleName]
29673locations[autokeras]1[MethodInvocation, SimpleName]
30374locations[nni]0[IfStatement, InfixExpression, MethodInvocation, SimpleName]
36573locations[keras, DeepPavlov]2[MethodInvocation, SimpleName]
37973locations[anago]1[MethodInvocation, PyTupleExpression, SimpleName]
38073locations[streamlit]2[InfixExpression, MethodInvocation, ReturnStatement, SimpleName]
41573locations[sru]0[FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
42373locations[sonnet]1[MethodInvocation, SimpleName]
584locations[ray]1[MethodInvocation, SimpleName]
1884locations[bert-as-service, allennlp, NiftyNet]3[MethodInvocation, SimpleName]
4183locations[NiftyNet]2[FieldAccess, MethodInvocation, SimpleName]
75810locations[sru]3[MethodInvocation, SimpleName]
15083locations[GPflow]2[InfixExpression, MethodInvocation, SimpleName]
15685locations[autokeras]1[MethodInvocation, SimpleName, StringLiteral]
17386locations[ml-agents]1[MethodInvocation, SimpleName]
22983locations[bert-as-service, d2l-zh, ray]2[InfixExpression, MethodInvocation, SimpleName]
25488locations[chainercv, imgaug]3[FieldAccess, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
25684locations[deepvariant, MatchZoo, chainercv]3[MethodInvocation, SimpleName]
25983locations[OpenSeq2Seq, autokeras]1[InfixExpression, MethodInvocation, PrefixExpression, SimpleName]
27884locations[autokeras]2[MethodInvocation, SimpleName]
28784locations[chainercv, ray, NiftyNet]3[MethodInvocation, SimpleName, StringLiteral]
30883locations[GPflow]1[MethodInvocation, SimpleName]
36984locations[deepvariant, chainercv, luminoth, NiftyNet]3[MethodInvocation, SimpleName]
41883locations[GPflow, luminoth]1[InfixExpression, MethodInvocation, SimpleName]
43683locations[chainercv, DeepPavlov]1[IfStatement, InfixExpression, MethodInvocation, SimpleName]
293locations[spotlight]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
994locations[imgaug]1[BooleanLiteral, InfixExpression, MethodInvocation, SimpleName]
1993locations[gluon-nlp]0[MethodInvocation, SimpleName, StringLiteral]
10293locations[GPflow]1[InfixExpression, MethodInvocation, SimpleName]
10593locations[tensorlayer]1[FieldAccess, MethodInvocation]
30293locations[GPflow, texar, NiftyNet]2[IfStatement, MethodInvocation, SimpleName]
42193locations[chainercv]2[ArrayInitializer, MethodInvocation, SimpleName, StringLiteral]
11103locations[OpenNMT-py]1[MethodInvocation, SimpleName]
12103locations[ludwig]1[FieldAccess, MethodInvocation, SimpleName]
53106locations[streamlit]1[FieldAccess, MethodInvocation, SimpleName]
65103locations[OpenNMT-py, waifu2x-chainer, luminoth]2[MethodInvocation, SimpleName]
67103locations[catalyst, luminoth]1[MethodInvocation, SimpleName]
941014locations[imgaug]0[InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
101104locations[gluon-cv]1[ArrayInitializer, MethodInvocation, SimpleName]
128104locations[bert-as-service, nni, autokeras]3[IfStatement, ReturnStatement, SimpleName]
147103locations[nlp-architect, DeepPavlov]2[IfStatement, InfixExpression, MethodInvocation, SimpleName]
179103locations[OpenNMT-py, chainercv]1[MethodInvocation, SimpleName]
187103locations[DeepLabCut, ray, coach]2[FieldAccess, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
231103locations[nni]0[MethodInvocation, SimpleName, StringLiteral]
238103locations[streamlit]2[EnhancedForStatement, FieldAccess, MethodInvocation, SimpleName]
268104locations[OpenNMT-py, GPflow, NiftyNet]3[MethodInvocation, SimpleName]
298104locations[texar]1[FieldAccess, InfixExpression, MethodInvocation, SimpleName]
320103locations[OpenNMT-py, chainercv]2[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
359103locations[pwnagotchi]1[BooleanLiteral, MethodInvocation, SimpleName, StringLiteral]
395103locations[allennlp, spotlight]1[MethodInvocation, SimpleName]
409103locations[ml-agents, PySyft]1[MethodInvocation, SimpleName]
419105locations[nni, chainercv, coach, NiftyNet]4[MethodInvocation, SimpleName]
425104locations[d2l-zh]1[MethodInvocation, SimpleName]
76113locations[catalyst]0[MethodInvocation, SimpleName, StringLiteral]
174113locations[tflearn]1[ArrayInitializer, CatchClause, MethodInvocation, SimpleName, TryStatement]
180114locations[tensorlayer]1[MethodInvocation, NumberLiteral, SimpleName]
183113locations[OpenSeq2Seq]1[IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
197113locations[gluon-nlp]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName, StringLiteral]
249114locations[ssd_keras]1[FieldAccess, MethodInvocation, SimpleName]
262113locations[chainercv]0[FieldAccess, MethodInvocation, SimpleName]
266114locations[OpenSeq2Seq]1[ArrayAccess, FieldAccess, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
284114locations[chainercv]1[ArrayAccess, IfStatement, MethodInvocation, SimpleName]
315113locations[MatchZoo]1[ArrayAccess, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
413113locations[catalyst]0[IfStatement, InfixExpression, MethodInvocation, SimpleName]
426116locations[keras]1[IfStatement, MethodInvocation, ReturnStatement, SimpleName]
50123locations[tensorlayer]1[FieldAccess, MethodInvocation, SimpleName]
71123locations[OpenNMT-py]2[MethodInvocation, SimpleName]
165123locations[OpenSeq2Seq, GPflow]2[FieldAccess, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
175123locations[imgaug]1[AssertStatement, EnhancedForStatement, FieldAccess, MethodInvocation, SimpleName]
206123locations[spotlight]1[MethodInvocation, SimpleName]
234123locations[nlp-architect]0[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
237124locations[sru]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
295123locations[labelme]1[IfStatement, InfixExpression, MethodInvocation, PyTupleExpression, SimpleName]
322124locations[OpenSeq2Seq]1[ArrayAccess, MethodInvocation, PrefixExpression, SimpleName]
326123locations[GPflow]1[ArrayInitializer, EnhancedForStatement, MethodInvocation, PyTupleExpression, SimpleName]
335123locations[spotlight]1[MethodInvocation, SimpleName]
341123locations[spotlight]1[MethodInvocation, SimpleName]
350123locations[ludwig]2[FieldAccess, IfStatement, MethodInvocation, SimpleName]
394125locations[ray]1[FieldAccess, IfStatement, MethodInvocation, NumberLiteral, SimpleName, StringLiteral]
397123locations[catalyst]2[MethodInvocation, SimpleName]
72133locations[gluon-nlp]0[MethodInvocation, SimpleName]
85133locations[waifu2x-chainer]1[MethodInvocation, PyWithStatement, ReturnStatement, SimpleName]
153133locations[tensorlayer]1[BooleanLiteral, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
293133locations[texar]1[FieldAccess, IfStatement, MethodInvocation, PyTupleExpression, ReturnStatement, SimpleName]
318133locations[DeepCTR]1[FieldAccess, MethodInvocation, PyDictComprehension, PyListComprehension, SimpleName]
334133locations[OpenSeq2Seq]3[ClassInstanceCreation, MethodInvocation, NumberLiteral, SimpleName, StringLiteral]
43143locations[texar]0[MethodInvocation, SimpleName]
46144locations[chainercv]1[InfixExpression, MethodInvocation, SimpleName]
97144locations[OpenNMT-py]1[InfixExpression, MethodInvocation, SimpleName]
98145locations[texar, tensorlayer, NiftyNet]4[MethodInvocation, SimpleName]
137144locations[NiftyNet]1[FieldAccess, IfStatement, MethodInvocation, PyListComprehension, SimpleName]
210144locations[ml-agents, gluon-nlp, ray]3[MethodInvocation, SimpleName]
232143locations[texar]1[InfixExpression, MethodInvocation, SimpleName]
236144locations[tensorlayer]1[BooleanLiteral, EnhancedForStatement, FieldAccess, IfStatement, MethodInvocation, SimpleName, StringLiteral]
279143locations[streamlit]2[ArrayAccess, FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
336143locations[ludwig, textgenrnn, chainercv]2[MethodInvocation, SimpleName]
372143locations[ray]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
376143locations[bert-as-service, chainercv]2[MethodInvocation, SimpleName]
417143locations[autokeras]1[ArrayAccess, FieldAccess, MethodInvocation, SimpleName]
116153locations[gluon-cv]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
129153locations[ray]1[ArrayAccess, BooleanLiteral, FieldAccess, MethodInvocation, SimpleName, StringLiteral]
222153locations[sonnet]0[ArrayInitializer, MethodInvocation, PyWithStatement, SimpleName]
329153locations[NiftyNet]1[InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
342153locations[texar]1[FieldAccess, InfixExpression, MethodInvocation, SimpleName]
412153locations[nni]1[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral, SimpleName]
420153locations[autokeras]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
1163locations[bert-as-service, OpenNMT-py]2[MethodInvocation, SimpleName, StringLiteral]
27163locations[DeepVideoAnalytics]2[ArrayAccess, EnhancedForStatement, FieldAccess, MethodInvocation, SimpleName]
40163locations[keras]1[EnhancedForStatement, IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
45163locations[GPflow]0[MethodInvocation, PyTupleExpression, SimpleName]
48163locations[autokeras]1[FieldAccess, IfStatement, MethodInvocation, SimpleName]
63164locations[allennlp]1[FieldAccess, MethodInvocation, SimpleName]
216166locations[luminoth]1[ArrayAccess, ContinueStatement, FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
221164locations[imgaug]1[MethodInvocation, SimpleName, StringLiteral]
367163locations[texar]1[MethodInvocation, SimpleName]
381164locations[DeepCTR]3[ArrayAccess, EnhancedForStatement, IfStatement, MethodInvocation, PyDictComprehension, SimpleName]
408164locations[catalyst, allennlp, keras, gluon-cv]3[IfStatement, PyTupleExpression, SimpleName]
74183locations[OpenSeq2Seq]2[MethodInvocation, SimpleName]
131184locations[chainercv, NiftyNet]3[MethodInvocation, SimpleName]
177183locations[keras]1[MethodInvocation, PyTupleExpression, SimpleName]
181183locations[NiftyNet]1[ArrayInitializer, EnhancedForStatement, FieldAccess, MethodInvocation, SimpleName, StringLiteral]
182184locations[gluon-nlp]1[EnhancedForStatement, InfixExpression, MethodInvocation, PyWithStatement, SimpleName, StringLiteral]
271184locations[auto_ml]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
328183locations[DeepCTR]1[ArrayAccess, EnhancedForStatement, IfStatement, MethodInvocation, SimpleName]
343184locations[deepchem]2[FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
414183locations[OpenSeq2Seq]1[FieldAccess, MethodInvocation, NumberLiteral, SimpleName]
108193locations[OpenSeq2Seq, ray]1[ArrayInitializer, MethodInvocation, NumberLiteral, SimpleName, StringLiteral]
60203locations[GPflow]1[ArrayInitializer, InfixExpression, MethodInvocation, SimpleName]
148203locations[nlp-architect]1[BooleanLiteral, CatchClause, FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral, ThrowStatement, TryStatement]
220204locations[tensorlayer]1[FieldAccess, MethodInvocation, SimpleName]
233204locations[OpenNMT-py, sru]2[MethodInvocation, SimpleName]
273203locations[luminoth, NiftyNet]2[MethodInvocation, SimpleName]
357204locations[chainercv]1[FieldAccess, MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName]
127213locations[gluon-cv]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
240215locations[chainercv]1[FieldAccess, IfStatement, MethodInvocation, PyWithStatement, SimpleName, StringLiteral]
15223locations[imgaug]1[ArrayAccess, InfixExpression, SimpleName]
107224locations[imgaug]3[MethodInvocation, SimpleName]
133223locations[catalyst]1[MethodInvocation, NumberLiteral, SimpleName]
224223locations[textgenrnn, OpenNMT-py]2[MethodInvocation, SimpleName]
338224locations[chainercv]1[MethodInvocation, SimpleName]
145233locations[chainercv]1[ArrayAccess, MethodInvocation, SimpleName]
281233locations[ray]1[FieldAccess, MethodInvocation, SimpleName]
361234locations[ml-agents]1[EnhancedForStatement, FieldAccess, IfStatement, MethodInvocation, PyListComprehension, SimpleName]
433233locations[waifu2x-chainer]1[FieldAccess, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
113248locations[sru]2[MethodInvocation, SimpleName]
239247locations[sonnet, chainercv]2[MethodInvocation, SimpleName]
405243locations[OpenNMT-py]1[ArrayAccess, FieldAccess, MethodInvocation, SimpleName]
78254locations[gluon-cv]1[ArrayInitializer, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName, StringLiteral, ThrowStatement]
313254locations[GPflow]1[ArrayAccess, MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName, StringLiteral]
13263locations[bert-as-service]2[MethodInvocation, SimpleName]
140263locations[imgaug]1[ArrayInitializer, MethodInvocation, SimpleName]
321265locations[DeepCTR]1[MethodInvocation, NumberLiteral, SimpleName]
126273locations[sonnet]2[FieldAccess, MethodInvocation, PyWithStatement, SimpleName]
162273locations[NiftyNet]3[FieldAccess, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
314273locations[OpenSeq2Seq]1[ArrayAccess, FieldAccess, IfStatement, MethodInvocation, PyComparator, PyListComprehension, SimpleName, StringLiteral]
792810locations[NiftyNet]2[ArrayInitializer, SimpleName]
300283locations[OpenNMT-py]1[FieldAccess, InfixExpression, MethodInvocation, SimpleName]
61296locations[sonnet]1[ArrayInitializer, FieldAccess, MethodInvocation, SimpleName]
184293locations[NiftyNet]2[ArrayInitializer, EnhancedForStatement, FieldAccess, IfStatement, MethodInvocation, SimpleName]
141313locations[keras]1[ArrayAccess, IfStatement, InfixExpression, MethodInvocation, PrefixExpression, PyInExpression, ReturnStatement, SimpleName, StringLiteral, ThrowStatement]
370315locations[NiftyNet]1[ArrayAccess, MethodInvocation, NumberLiteral, PrefixExpression, SimpleName]
163323locations[GPflow]0[FieldAccess, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
368324locations[chainercv]2[FieldAccess, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, ReturnStatement, SimpleName]
226333locations[sru]1[ArrayAccess, FieldAccess, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, PrefixExpression, PyTupleExpression, SimpleName]
244333locations[keras-vis]1[ArrayInitializer, EnhancedForStatement, IfStatement, MethodInvocation, NumberLiteral, PyListComprehension, SimpleName]
353334locations[OpenNMT-py]3[FieldAccess, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName]
34344locations[tflearn]1[FieldAccess, InfixExpression, MethodInvocation, PyWithStatement, SimpleName, StringLiteral]
66343locations[nni]0[ArrayInitializer, FieldAccess, IfStatement, MethodInvocation, NumberLiteral, SimpleName]
388363locations[OpenNMT-py]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, PyGenerator, PyTupleExpression, SimpleName]
267373locations[NiftyNet]1[ArrayInitializer, MethodInvocation, NumberLiteral, PrefixExpression, SimpleName]
196383locations[luminoth]2[ArrayAccess, MethodInvocation, SimpleName]
306384locations[sonnet]1[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral, ThrowStatement]
312383locations[sonnet]1[ArrayAccess, FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName, StringLiteral, ThrowStatement]
386383locations[NiftyNet]2[MethodInvocation, SimpleName]
135393locations[MatchZoo]2[BooleanLiteral, FieldAccess, MethodInvocation, NumberLiteral, PrefixExpression, SimpleName]
30424locations[chainercv, imgaug]1[MethodInvocation, SimpleName]
168424locations[tflearn]1[BooleanLiteral, MethodInvocation, SimpleName, StringLiteral]
20443locations[tflearn, texar]2[MethodInvocation, SimpleName]
69483locations[tensorlayer]1[ArrayInitializer, FieldAccess, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
348493locations[chainercv]0[BooleanLiteral, FieldAccess, MethodInvocation, NumberLiteral, SimpleName]
14523locations[NiftyNet]1[ArrayAccess, ArrayInitializer, FieldAccess, MethodInvocation, NumberLiteral, SimpleName]
215524locations[tensorlayer]1[ArrayAccess, EnhancedForStatement, FieldAccess, MethodInvocation, NumberLiteral, SimpleName]
327623locations[imgaug]1[ArrayAccess, MethodInvocation, SimpleName]
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