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

Patterns That Have Been Found:

IDPattern SizeNumberFoundDetailsProjectsCommitsNodeTypes
4233locations[bert-as-service, NiftyNet]1[ArrayAccess, MethodInvocation, StringLiteral]
4733locations[bert-as-service, texar, autokeras]2[ArrayInitializer, Assignment, MethodInvocation]
7833locations[keras, ray]2[MethodInvocation, StringLiteral]
10233locations[keras, NiftyNet]2[IfStatement, InfixExpression, MethodInvocation]
11933locations[DeepLabCut, ray, NiftyNet]2[Assignment, MethodInvocation, ThrowStatement]
13134locations[streamlit, ray]3[PyYieldReturnStatement, TryStatement]
13333locations[nlp-architect, DeepPavlov]2[MethodInvocation, StringLiteral]
13833locations[labelme]2[Assignment, MethodInvocation]
14133locations[keras, autokeras]1[ArrayAccess, FieldAccess, MethodInvocation]
15434locations[DeepPavlov]2[Assignment, MethodInvocation]
15834locations[keras, ray, DeepPavlov]3[IfStatement, MethodInvocation]
16835locations[keras]4[Assignment, MethodInvocation]
18433locations[nni]2[MethodInvocation, StringLiteral]
18533locations[sru, OpenNMT-py, spotlight]2[Assignment, MethodInvocation, PyTupleExpression]
18833locations[nlp-architect, keras, DeepPavlov]2[Assignment, MethodInvocation]
19433locations[ray, tensorlayer]2[ArrayAccess, Assignment, MethodInvocation]
19834locations[catalyst, waifu2x-chainer, d2l-zh, autokeras]3[Assignment, MethodInvocation, PyTupleExpression]
21333locations[DeepCTR, keras, MatchZoo]2[ArrayInitializer, Assignment, MethodInvocation]
22434locations[GPflow, texar]3[ArrayAccess, Assignment, MethodInvocation]
25333locations[GPflow, keras]2[FieldAccess, MethodInvocation, ReturnStatement]
27533locations[streamlit, GPflow, gluon-nlp]2[FieldAccess, MethodInvocation]
27733locations[keras]2[ArrayInitializer, Assignment, MethodInvocation]
28235locations[GPflow]3[MethodInvocation, PyWithStatement]
31333locations[coach, DeepPavlov]2[FieldAccess, IfStatement, MethodInvocation]
31634locations[keras]1[AssertStatement, Assignment, MethodInvocation]
34433locations[GPflow, ray]2[Assignment, MethodInvocation]
37834locations[streamlit, GPflow, MatchZoo]3[Assignment, MethodInvocation]
39133locations[keras, autokeras]2[Assignment, IfStatement, MethodInvocation]
40333locations[DeepCTR, catalyst, DeepPavlov]2[ArrayAccess, Assignment, MethodInvocation]
42333locations[nni, gluon-nlp, ray]2[Assignment, MethodInvocation]
42733locations[nni, waifu2x-chainer, ssd_keras]2[InfixExpression, MethodInvocation]
42933locations[PySyft, autokeras, DeepPavlov]2[Assignment, IfStatement, MethodInvocation]
43733locations[ray, autokeras, DeepPavlov]2[Assignment, MethodInvocation, ReturnStatement]
46933locations[OpenNMT-py, MatchZoo]2[Assignment, EnhancedForStatement, MethodInvocation]
47633locations[keras, tensorlayer, DeepPavlov]2[Assignment, MethodInvocation, SuperConstructorInvocation]
48533locations[DeepVideoAnalytics]1[MethodInvocation, StringLiteral]
49734locations[PyTorch-NLP, ray]3[Assignment, EnhancedForStatement, MethodInvocation]
50633locations[DeepCTR, pytorch-lightning, ranking]2[MethodInvocation, ReturnStatement]
50733locations[ludwig, OpenNMT-py, texar]2[ArrayAccess, Assignment, MethodInvocation]
51333locations[catalyst, OpenNMT-py, spotlight]2[Assignment, MethodInvocation]
54833locations[GPflow, keras]2[Assignment, MethodInvocation]
55233locations[GPflow]2[MethodInvocation]
55733locations[PySyft, porcupine]2[Assignment, MethodInvocation]
610325locations[sonnet, deepvariant, streamlit, GPflow, NiftyNet]10[MethodInvocation, PyWithStatement]
63033locations[sonnet, keras, ray]2[IfStatement, InfixExpression, MethodInvocation]
63333locations[anago, OpenNMT-py, keras]2[Assignment, MethodInvocation, PyComparator]
66033locations[catalyst, keras, NiftyNet]2[IfStatement, MethodInvocation]
68133locations[textgenrnn, nni, ray]2[Assignment, IfStatement, MethodInvocation]
69533locations[GPflow, luminoth, keras]2[MethodInvocation, NumberLiteral]
73033locations[ludwig, OpenNMT-py, texar]2[Assignment, MethodInvocation]
74833locations[ludwig, NiftyNet]2[Assignment, MethodInvocation, PyTupleExpression]
76333locations[keras, gluon-nlp, NiftyNet]2[AssertStatement, Assignment, MethodInvocation]
77733locations[bert-as-service, ray, NiftyNet]2[Assignment, IfStatement, MethodInvocation]
77933locations[ludwig, NiftyNet]2[ArrayAccess, Assignment, MethodInvocation]
80734locations[nlp-architect, nni, PySyft, ray]3[AssertStatement, IfStatement, PyInExpression]
81033locations[chainercv, gluon-cv, DeepPavlov]2[Assignment, EnhancedForStatement, MethodInvocation]
81433locations[keras]1[MethodInvocation, PyTupleExpression, StringLiteral]
82333locations[keras, spotlight]2[FieldAccess, MethodInvocation, PyTupleExpression]
87133locations[nlp-architect, gluon-nlp]2[MethodInvocation, PyInExpression, StringLiteral]
87233locations[GPflow]1[ArrayAccess, MethodInvocation, PyTupleExpression]
87434locations[chainercv, DeepPavlov, NiftyNet]2[Assignment, MethodInvocation]
87739locations[auto_ml, deepvariant, OpenNMT-py, chainercv, luminoth, NiftyNet]6[MethodInvocation]
88433locations[tangent, NiftyNet, gluon-cv]2[Assignment, MethodInvocation, TryStatement]
88533locations[deepchem, nni, DeepPavlov]2[Assignment, MethodInvocation]
94833locations[keras, ray, autokeras]2[IfStatement, MethodInvocation, WhileStatement]
95034locations[pytorch-lightning, talos, OpenNMT-py, keras]3[MethodInvocation, PyInExpression, StringLiteral]
98633locations[tflearn]2[Assignment, MethodInvocation]
100733locations[ray]1[Assignment, MethodInvocation]
101133locations[keras, ray]2[Assignment, MethodInvocation, ReturnStatement]
102133locations[OpenSeq2Seq, keras]2[Assignment, MethodInvocation]
105133locations[bert-as-service, streamlit, NiftyNet]2[Assignment, BreakStatement, ContinueStatement]
105533locations[keras, gluon-nlp]2[Assignment, MethodInvocation]
107833locations[auto_ml, keras, autokeras]2[MethodInvocation, PyTupleExpression]
108336locations[sru, OpenNMT-py]4[MethodInvocation]
110333locations[ludwig, allennlp, NiftyNet]2[MethodInvocation, StringLiteral]
111438locations[OpenNMT-py, luminoth, NiftyNet]5[MethodInvocation]
115333locations[auto_ml, OpenNMT-py, luminoth]2[Assignment, MethodInvocation, ReturnStatement]
115634locations[spotlight]1[MethodInvocation]
118433locations[PyTorch-NLP, DeepVideoAnalytics, gluon-cv]2[FieldAccess, IfStatement, MethodInvocation]
119235locations[deepvariant, coach, NiftyNet]4[Assignment, MethodInvocation]
120333locations[keras, DeepPavlov]2[InfixExpression, MethodInvocation]
120433locations[DeepVideoAnalytics, ray]2[MethodInvocation, ReturnStatement]
120633locations[nlp-architect, DeepPavlov]1[Assignment, MethodInvocation]
120836locations[streamlit, autokeras]5[MethodInvocation, NumberLiteral]
121733locations[ludwig, OpenSeq2Seq, autokeras]2[IfStatement, InfixExpression, MethodInvocation]
122333locations[deepchem, gluon-cv]2[ArrayAccess, FieldAccess, MethodInvocation]
123033locations[keras, autokeras]2[FieldAccess, MethodInvocation, PyTupleExpression]
131233locations[sonnet, GPflow]1[IfStatement, InfixExpression, MethodInvocation]
132133locations[ray, NiftyNet]2[MethodInvocation, PyInExpression, ThrowStatement]
133534locations[imgaug]2[MethodInvocation, StringLiteral]
134933locations[DeepLabCut, nni, texar]2[ArrayAccess, MethodInvocation, StringLiteral]
137533locations[luminoth, NiftyNet]2[ArrayAccess, MethodInvocation, StringLiteral]
138733locations[gluon-nlp, DeepPavlov, gluon-cv]2[MethodInvocation, StringLiteral]
140033locations[chainercv, gluon-nlp]2[Assignment, MethodInvocation]
140136locations[ray]1[AssertStatement, MethodInvocation]
140435locations[keras]2[AssertStatement, MethodInvocation, StringLiteral]
141033locations[texar, NiftyNet]2[Assignment, MethodInvocation]
141634locations[bert-as-service, nni, tensorpack, NiftyNet]3[MethodInvocation, StringLiteral]
144033locations[DeepCTR, nni]2[ArrayInitializer, MethodInvocation]
148333locations[coach]2[IfStatement, MethodInvocation, StringLiteral]
152233locations[sru, OpenNMT-py]2[MethodInvocation, PyTupleExpression]
153535locations[keras]1[Assignment, MethodInvocation]
153733locations[autokeras, imgaug]1[ArrayAccess, MethodInvocation]
153833locations[OpenNMT-py]1[Assignment, IfStatement, MethodInvocation]
154833locations[ray]2[ArrayAccess, MethodInvocation, StringLiteral]
157634locations[keras, gluon-cv]3[Assignment, MethodInvocation, ThrowStatement]
159233locations[sonnet, OpenSeq2Seq, ray]2[IfStatement, MethodInvocation, PyTupleExpression]
159333locations[keras, DeepPavlov]2[Assignment, EnhancedForStatement, MethodInvocation]
159833locations[sonnet, tensorlayer]2[Assignment, MethodInvocation, PyTupleExpression]
160435locations[bert-as-service, GPflow, texar, NiftyNet]4[ArrayInitializer, Assignment, MethodInvocation]
161833locations[keras, gluon-nlp, gluon-cv]2[ArrayAccess, Assignment, MethodInvocation]
162333locations[nni, DeepVideoAnalytics, coach]2[Assignment, EnhancedForStatement, MethodInvocation]
163533locations[chainercv, texar, gluon-nlp]2[MethodInvocation, StringLiteral]
164933locations[GPflow, keras, coach]2[ArrayInitializer, Assignment, MethodInvocation]
165833locations[streamlit]2[FieldAccess, IfStatement, MethodInvocation]
165934locations[waifu2x-chainer, chainercv, NiftyNet]3[Assignment, MethodInvocation]
166133locations[DeepPavlov]1[Assignment, MethodInvocation]
167134locations[OpenNMT-py]3[ArrayAccess, MethodInvocation, NumberLiteral]
168734locations[keras, NiftyNet]3[MethodInvocation, ReturnStatement]
169337locations[OpenNMT-py, imgaug, NiftyNet]3[Assignment, MethodInvocation]
169633locations[streamlit, nni, ray]2[Assignment, MethodInvocation]
170533locations[auto_ml, ray, NiftyNet]2[Assignment, MethodInvocation]
170833locations[ray, DeepPavlov]2[ArrayAccess, Assignment, MethodInvocation]
172633locations[ray]2[Assignment, EnhancedForStatement, MethodInvocation]
172733locations[PySyft, ray]1[ArrayAccess, FieldAccess, MethodInvocation]
173533locations[streamlit, luminoth, keras]2[ArrayInitializer, MethodInvocation, StringLiteral]
173734locations[keras]2[IfStatement, MethodInvocation, StringLiteral]
175733locations[allennlp, keras, ray]2[MethodInvocation, PyNotInExpression, StringLiteral]
176933locations[autokeras]2[MethodInvocation, PyTupleExpression, ReturnStatement]
177333locations[OpenNMT-py, allennlp, spotlight]2[Assignment, MethodInvocation]
178133locations[nni, ray]2[FieldAccess, MethodInvocation, PyTupleExpression]
180033locations[OpenNMT-py]2[MethodInvocation]
182135locations[OpenNMT-py, chainercv, keras, coach]3[Assignment, MethodInvocation]
182433locations[sru, keras]2[AssertStatement, Assignment, MethodInvocation]
182734locations[gluon-nlp, gluon-cv]3[Assignment, MethodInvocation]
183733locations[anago, OpenNMT-py, DeepCreamPy]2[MethodInvocation, PyTupleExpression, StringLiteral]
185933locations[OpenNMT-py, keras, gluon-nlp]2[Assignment, MethodInvocation]
186233locations[keras, elephas]2[Assignment, MethodInvocation]
186433locations[streamlit]2[AssertStatement, MethodInvocation, StringLiteral]
186733locations[autokeras]2[ArrayInitializer, Assignment, MethodInvocation]
186833locations[DeepVideoAnalytics, autokeras]2[Assignment, MethodInvocation]
187434locations[nlp-architect]1[FieldAccess, MethodInvocation]
189733locations[catalyst, OpenNMT-py]2[Assignment, MethodInvocation]
191533locations[nni, DeepPavlov]2[IfStatement, MethodInvocation]
194733locations[auto_ml, OpenSeq2Seq]2[Assignment, MethodInvocation]
195133locations[texar, tensorlayer]2[MethodInvocation, PyWithStatement]
196834locations[keras-vis]2[ArrayInitializer, Assignment, MethodInvocation]
197233locations[luminoth, keras]2[MethodInvocation, NumberLiteral, PyTupleExpression]
199933locations[GPflow]1[MethodInvocation, PyWithStatement]
200633locations[nni, tensorlayer]2[BreakStatement, FieldAccess, MethodInvocation]
203133locations[ray]2[FieldAccess, MethodInvocation, ReturnStatement]
203834locations[DeepCTR, autokeras, gluon-cv]3[Assignment, MethodInvocation, PyTupleExpression]
204534locations[ludwig, OpenNMT-py]3[ArrayAccess, MethodInvocation, StringLiteral]
204633locations[keras, DeepPavlov]2[ArrayInitializer, Assignment, MethodInvocation]
207234locations[PyTorch-NLP, nni]3[MethodInvocation, ReturnStatement]
207634locations[OpenNMT-py, chainercv, luminoth]3[Assignment, IfStatement, MethodInvocation]
209033locations[OpenNMT-py]2[Assignment, MethodInvocation]
209533locations[ludwig, keras]2[ArrayAccess, MethodInvocation, StringLiteral]
212233locations[keras, tensorlayer]1[IfStatement, MethodInvocation, PyTupleExpression]
214233locations[texar, NiftyNet]2[ArrayInitializer, Assignment, MethodInvocation]
215333locations[waifu2x-chainer, NiftyNet]2[Assignment, IfStatement, MethodInvocation]
215633locations[bert-as-service, nni, ray]2[Assignment, MethodInvocation, ReturnStatement]
215933locations[pytorch-lightning, ludwig, sonnet]2[MethodInvocation, ReturnStatement]
216234locations[catalyst, keras, NiftyNet]3[InfixExpression, MethodInvocation]
217833locations[PyTorch-NLP, keras, ray]2[EnhancedForStatement, MethodInvocation, PyListComprehension]
218234locations[DeepVideoAnalytics]3[ArrayInitializer, MethodInvocation]
219235locations[keras]1[Assignment, MethodInvocation]
220834locations[chainercv]1[Assignment, MethodInvocation]
221034locations[streamlit]3[EnhancedForStatement, MethodInvocation, StringLiteral]
225134locations[ludwig, OpenNMT-py, streamlit, tensorlayer]3[Assignment, EnhancedForStatement, MethodInvocation]
226233locations[autokeras]1[MethodInvocation]
226633locations[nni, gluon-nlp]2[Assignment, MethodInvocation, PyTupleExpression]
226733locations[bert-as-service, keras, DeepPavlov]2[IfStatement, MethodInvocation, PyWithStatement]
226833locations[OpenNMT-py, keras, NiftyNet]2[Assignment, IfStatement, MethodInvocation]
227333locations[keras, BerryNet, tensorlayer]2[MethodInvocation, ThrowStatement]
227434locations[ray]1[MethodInvocation]
227733locations[texar, ray, NiftyNet]2[CatchClause, MethodInvocation, TryStatement]
228633locations[keras, ray]2[FieldAccess, IfStatement, MethodInvocation]
228833locations[auto_ml, gluon-nlp, tensorpack]2[AssertStatement, Assignment, MethodInvocation]
229036locations[keras, NiftyNet]4[MethodInvocation]
232433locations[nlp-architect, luminoth, DeepPavlov]2[ArrayAccess, MethodInvocation, NumberLiteral]
234933locations[pytorch-lightning]2[MethodInvocation, ThrowStatement]
236233locations[keras, autokeras]2[AssertStatement, FieldAccess, MethodInvocation]
237833locations[tensorlayer]2[Assignment, MethodInvocation]
238033locations[tensorlayer, NiftyNet]2[InfixExpression, MethodInvocation]
238434locations[PySyft, keras, coach]2[MethodInvocation, StringLiteral]
240033locations[luminoth, gluon-nlp, coach]2[MethodInvocation, StringLiteral]
240533locations[luminoth, autokeras]2[ArrayAccess, MethodInvocation, StringLiteral]
241533locations[DeepCTR]2[ArrayAccess, Assignment, MethodInvocation]
241833locations[GPflow, keras]2[ArrayInitializer, Assignment, MethodInvocation]
242733locations[chainercv, gluon-nlp]2[ArrayAccess, InfixExpression, MethodInvocation]
243733locations[DeepPavlov]2[ArrayAccess, MethodInvocation, StringLiteral]
244733locations[GPflow]2[Assignment, MethodInvocation]
248333locations[keras, autokeras, tensorlayer]2[ArrayInitializer, FieldAccess, MethodInvocation]
250834locations[keras]2[IfStatement, MethodInvocation]
251736locations[OpenNMT-py, chainercv, gluon-cv]3[MethodInvocation]
253933locations[bert-as-service, ray, autokeras]2[Assignment, MethodInvocation]
254033locations[nlp-architect, DeepPavlov]2[EnhancedForStatement, MethodInvocation, PyWithStatement]
254434locations[keras]1[FieldAccess, MethodInvocation]
257933locations[OpenSeq2Seq, gluon-nlp, ray]2[MethodInvocation, PrefixExpression, SuperConstructorInvocation]
260733locations[keras, autokeras, NiftyNet]2[ArrayAccess, MethodInvocation, NumberLiteral]
261834locations[auto_ml, nn-wtf, chainercv, keras]3[ArrayAccess, MethodInvocation, NumberLiteral]
262333locations[GPflow, nni, gluon-nlp]2[ArrayInitializer, MethodInvocation, NumberLiteral]
262533locations[nni, NiftyNet]2[MethodInvocation, ReturnStatement]
262633locations[keras]2[FieldAccess, MethodInvocation, PyTupleExpression]
263834locations[catalyst, keras, PySyft]3[ArrayInitializer, MethodInvocation, StringLiteral]
265434locations[streamlit, allennlp, ray]3[ClassInstanceCreation, ThrowStatement]
265933locations[nlp-architect, anago, streamlit]2[MethodInvocation, StringLiteral]
266833locations[ray]2[AssertStatement, MethodInvocation]
269333locations[GPflow, keras, autokeras]2[MethodInvocation, ReturnStatement]
269934locations[GPflow]2[ArrayAccess, MethodInvocation, PyTupleExpression]
271233locations[chainercv]2[Assignment, IfStatement, MethodInvocation]
271333locations[chainercv]2[Assignment, EnhancedForStatement, MethodInvocation]
277134locations[chainercv, ray]3[Assignment, MethodInvocation]
281636locations[GPflow]1[MethodInvocation, PyTupleExpression]
284933locations[PySyft, texar, autokeras]2[ArrayAccess, Assignment, MethodInvocation]
285733locations[nlp-architect, tensorlayer]2[CatchClause, MethodInvocation, TryStatement]
288633locations[NiftyNet]2[ArrayAccess, MethodInvocation, NumberLiteral]
288733locations[streamlit]2[MethodInvocation, PyYieldReturnStatement, StringLiteral]
289033locations[anago, NiftyNet, DeepPavlov]2[MethodInvocation, StringLiteral]
289233locations[PyTorch-NLP, chainercv, spotlight]2[MethodInvocation, ReturnStatement]
292433locations[ray]2[ArrayAccess, FieldAccess, MethodInvocation]
292634locations[GPflow, nni, keras]3[Assignment, MethodInvocation, ReturnStatement]
292833locations[talos, DeepLabCut]2[ArrayAccess, MethodInvocation, SimpleName]
295438locations[streamlit, ray, autokeras, elephas, NiftyNet]7[AssertStatement, MethodInvocation, StringLiteral]
295533locations[auto_ml, GPflow, ray]2[ArrayInitializer, MethodInvocation, StringLiteral]
295733locations[OpenNMT-py, keras]2[Assignment, MethodInvocation, PyTupleExpression]
297233locations[anago, gluon-nlp, texar]2[BreakStatement, IfStatement, MethodInvocation]
297333locations[streamlit, porcupine]1[Assignment, MethodInvocation]
298534locations[bert-as-service]3[FieldAccess, MethodInvocation]
299833locations[tflearn, OpenSeq2Seq, keras]2[ArrayAccess, MethodInvocation, NumberLiteral]
301634locations[streamlit]3[MethodInvocation, NumberLiteral]
302133locations[ray]1[ArrayAccess, Assignment, MethodInvocation]
309333locations[chainercv]2[ArrayAccess, MethodInvocation, StringLiteral]
309434locations[sonnet]1[ArrayInitializer, MethodInvocation]
309535locations[chainercv]3[Assignment, MethodInvocation]
311634locations[OpenNMT-py, chainercv, DeepCreamPy, NiftyNet]3[Assignment, ContinueStatement]
311835locations[keras, NiftyNet]1[MethodInvocation]
312033locations[labelme, OpenNMT-py, nni]2[ArrayInitializer, Assignment, MethodInvocation]
313235locations[bert-as-service, OpenSeq2Seq, texar, imgaug]3[ArrayAccess, Assignment, MethodInvocation]
315333locations[gluon-nlp, NiftyNet]2[FieldAccess, MethodInvocation]
323134locations[OpenSeq2Seq, deepvariant, streamlit, porcupine]3[FieldAccess, MethodInvocation, ThrowStatement]
325234locations[autokeras]2[MethodInvocation]
325833locations[GPflow, texar]2[MethodInvocation, ReturnStatement]
326035locations[bert-as-service, streamlit, tensorlayer, imgaug]3[ArrayInitializer, Assignment, MethodInvocation]
327136locations[catalyst, sonnet, ray, NiftyNet]5[Assignment, MethodInvocation]
329536locations[deepchem]1[AssertStatement, FieldAccess, MethodInvocation]
332633locations[GPflow, PySyft, autokeras]2[Assignment, IfStatement, MethodInvocation]
335433locations[OpenNMT-py, sru]2[MethodInvocation]
336033locations[OpenNMT-py, ray, autokeras]2[Assignment, MethodInvocation, ReturnStatement]
336835locations[GPflow]1[MethodInvocation, PyTupleExpression]
337833locations[keras]2[ArrayAccess, FieldAccess, MethodInvocation]
338233locations[keras, chainercv, NiftyNet]2[AssertStatement, Assignment, MethodInvocation]
338434locations[OpenNMT-py]3[Assignment, IfStatement, MethodInvocation]
339033locations[GPflow, keras]2[ArrayAccess, Assignment, MethodInvocation]
339634locations[PyTorch-NLP, DeepLabCut, OpenNMT-py, spotlight]3[ArrayAccess, Assignment, MethodInvocation]
340034locations[imgaug]2[AssertStatement, MethodInvocation, StringLiteral]
340133locations[nni, chainercv, gluon-cv]2[AssertStatement, InfixExpression, MethodInvocation]
342533locations[keras]2[MethodInvocation, ReturnStatement]
343834locations[imgaug]2[AssertStatement, MethodInvocation, StringLiteral]
346234locations[nni, keras, MatchZoo, imgaug]3[AssertStatement, MethodInvocation, StringLiteral]
346334locations[imgaug]2[AssertStatement, MethodInvocation, StringLiteral]
352735locations[keras, texar, NiftyNet]3[Assignment, MethodInvocation]
357133locations[OpenNMT-py, gluon-nlp, autokeras]2[Assignment, MethodInvocation, ReturnStatement]
358533locations[chainercv, autokeras, gluon-cv]2[Assignment, EnhancedForStatement, MethodInvocation]
365133locations[OpenNMT-py, gluon-cv]2[FieldAccess, IfStatement, MethodInvocation]
366833locations[DeepLabCut, DeepPavlov]2[Assignment, MethodInvocation]
367133locations[keras, coach, DeepPavlov]2[Assignment, MethodInvocation]
368033locations[sru, keras]2[Assignment, MethodInvocation, PyWithStatement]
368333locations[streamlit, ray]2[IfStatement, MethodInvocation, StringLiteral]
370233locations[OpenNMT-py]1[FieldAccess, MethodInvocation]
370934locations[DeepLabCut, gluon-cv, NiftyNet]3[IfStatement, MethodInvocation]
371133locations[auto_ml, keras]2[Assignment, MethodInvocation, PyTupleExpression]
373334locations[deepvariant, DeepVideoAnalytics, ray]3[Assignment, MethodInvocation, PyWithStatement]
375833locations[keras]2[ArrayAccess, MethodInvocation, NumberLiteral]
375933locations[auto_ml, nni, gluon-nlp]2[Assignment, MethodInvocation, PyTupleExpression]
376733locations[gluon-nlp, ray, gluon-cv]2[IfStatement, MethodInvocation, ThrowStatement]
378133locations[DeepLabCut, luminoth, gluon-cv]2[ArrayAccess, Assignment, MethodInvocation]
378633locations[pwnagotchi, NiftyNet]2[Assignment, EnhancedForStatement, MethodInvocation]
379933locations[ludwig, MatchZoo, ray]2[ArrayInitializer, MethodInvocation, PyNotInExpression]
382633locations[ray, autokeras, gluon-cv]2[Assignment, MethodInvocation]
385333locations[nni]2[MethodInvocation, NumberLiteral]
386734locations[nlp-architect, ray, NiftyNet]2[Assignment, MethodInvocation, PyTupleExpression]
387233locations[GPflow, ray]2[ArrayAccess, ClassInstanceCreation, FieldAccess]
388633locations[keras, texar, ranking]2[ArrayInitializer, Assignment, MethodInvocation]
390134locations[textgenrnn, nni, keras, ray]3[ArrayInitializer, MethodInvocation, StringLiteral]
392936locations[gluon-nlp, ray, BerryNet, NiftyNet, gluon-cv]5[Assignment, MethodInvocation, PyTupleExpression]
394434locations[MatchZoo, keras, PySyft, ray]3[Assignment, MethodInvocation]
396133locations[sonnet, keras, texar]2[Assignment, MethodInvocation]
397133locations[gluon-nlp]2[Assignment, MethodInvocation]
398234locations[auto_ml, streamlit]3[Assignment, EnhancedForStatement, MethodInvocation]
398835locations[bert-as-service, streamlit, DeepPavlov]4[MethodInvocation, StringLiteral]
399134locations[GPflow, keras]3[ArrayInitializer, FieldAccess, MethodInvocation]
401333locations[chainercv]1[Assignment, MethodInvocation]
4024312locations[PyTorch-NLP]1[ArrayInitializer, Assignment, MethodInvocation]
404133locations[autokeras]2[ArrayInitializer, MethodInvocation]
404234locations[keras, ray, tensorlayer]3[MethodInvocation, ThrowStatement]
405734locations[bert-as-service, DeepVideoAnalytics, ray]3[FieldAccess, MethodInvocation]
406433locations[anago, nni, ray]2[Assignment, MethodInvocation]
407035locations[GPflow]4[Assignment, MethodInvocation]
408833locations[gluon-nlp, ray, DeepPavlov]2[MethodInvocation, ReturnStatement]
4089314locations[DeepCTR, pytorch-lightning, deepvariant, streamlit, nni, GPflow, keras, chainercv, MatchZoo, gluon-nlp, ray]12[MethodInvocation]
409134locations[PySyft, keras, ray]3[ArrayAccess, FieldAccess, MethodInvocation]
412833locations[nni, autokeras]1[FieldAccess, IfStatement, MethodInvocation]
412933locations[coach]1[Assignment, MethodInvocation]
413534locations[pytorch-lightning, labelImg, porcupine, coach]3[FieldAccess, IfStatement, MethodInvocation]
419433locations[PyTorch-NLP, streamlit]2[FieldAccess, MethodInvocation, ReturnStatement]
420233locations[streamlit]2[MethodInvocation, PyYieldReturnStatement]
420633locations[OpenNMT-py]2[ArrayAccess, MethodInvocation, NumberLiteral]
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