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

Patterns That Have Been Found:

IDPattern SizeNumberFoundDetailsProjectsCommitsNodeTypes
1434locations[inplace_abn, catalyst, pytorch2keras]3[ArrayInitializer, MethodInvocation, NumberLiteral]
4033locations[TensorFlow-World, MuGo]2[FieldAccess, MethodInvocation, PyTupleExpression]
7933locations[jieba, PyTorch-YOLOv3]2[IfStatement, MethodInvocation]
13133locations[ParameterImportance, pythainlp]2[BooleanLiteral, MethodInvocation]
14633locations[PyTorch-GAN, pytorch-maml-rl]2[ArrayAccess, Assignment, MethodInvocation]
16233locations[tensornets, CapsNet-Keras]2[ArrayInitializer, Assignment, MethodInvocation]
20533locations[librosa, openml-python]2[Assignment, MethodInvocation]
22033locations[fastMRI, dask-image]2[AssertStatement, FieldAccess, MethodInvocation]
22133locations[cesium, ffn]2[ArrayAccess, MethodInvocation, StringLiteral]
24333locations[scikit-learn]1[FieldAccess, MethodInvocation]
24933locations[kaggle-code, BayesianOptimization]2[ArrayInitializer, Assignment, MethodInvocation]
26333locations[mozregression, conceptnet5]2[FieldAccess, MethodInvocation, PyTupleExpression]
27334locations[dipy, scikit-learn, brian2]3[InfixExpression, MethodInvocation]
28233locations[cve-search, nilmtk]2[IfStatement, MethodInvocation]
30933locations[THUMT, tgen]2[FieldAccess, MethodInvocation]
32433locations[se3cnn, dgl]2[Assignment, MethodInvocation]
32833locations[keras-tcn, chaco]2[Assignment, MethodInvocation]
33734locations[transferlearning, wavenet_vocoder, thinc]3[Assignment, MethodInvocation]
35033locations[raster-functions]2[MethodInvocation, StringLiteral]
35833locations[lifelines, nilmtk]2[CatchClause, MethodInvocation, TryStatement]
36739locations[freesound]1[Assignment, MethodInvocation]
38933locations[code2vec, memcnn]2[FieldAccess, MethodInvocation]
39733locations[scikit-learn, dask-image]2[ArrayAccess, Assignment, MethodInvocation]
41033locations[QuCumber, uTensor]2[ArrayInitializer, Assignment, MethodInvocation]
45333locations[TensorFlowOnSpark, spotlight]2[FieldAccess, IfStatement, MethodInvocation]
46433locations[pytorch-CycleGAN-and-pix2pix]1[FieldAccess, IfStatement, MethodInvocation]
46633locations[DaNet-Tensorflow, tensornets]2[Assignment, MethodInvocation]
46733locations[w3af, magpie]2[FieldAccess, MethodInvocation]
55633locations[python-paillier, librosa]2[Assignment, MethodInvocation]
55733locations[insightface, DeepCreamPy]2[MethodInvocation, StringLiteral]
55933locations[kymatio]1[IfStatement, MethodInvocation, PyTupleExpression]
61733locations[Seq2seqChatbots, coala-bears]2[MethodInvocation, StringLiteral]
62434locations[mir_eval, categorical-encoding, 3DUnetCNN]3[Assignment, MethodInvocation]
66433locations[imgclsmob, thinc]2[ArrayAccess, MethodInvocation, StringLiteral]
67035locations[nilearn]1[MethodInvocation]
68333locations[geomstats]1[Assignment, MethodInvocation, PyTupleExpression]
68433locations[scikit-learn, inaSpeechSegmenter]2[Assignment, MethodInvocation]
69334locations[spotlight]1[MethodInvocation]
70433locations[hub, scikit-bio]2[MethodInvocation, PyComparator, PySetComprehension]
71033locations[scikit-learn, librosa]2[Assignment, MethodInvocation, PyTupleExpression]
78536locations[recipy, minigo, oddt, mmdetection, code2vec]5[AssertStatement, IfStatement, PyInExpression]
80433locations[raster-functions, HiCExplorer]2[MethodInvocation, StringLiteral]
84834locations[mlxtend, w3af, muse-lsl]3[InfixExpression, MethodInvocation]
85633locations[PyTorch-NLP, neurosynth]2[MethodInvocation, PyTupleExpression, StringLiteral]
86533locations[NNEF-Tools, tf-encrypted]2[Assignment, IfStatement, MethodInvocation]
87035locations[pytoune, ranking]4[IfStatement, InfixExpression, MethodInvocation]
89433locations[neurodsp, hyperspy]2[Assignment, MethodInvocation]
89833locations[nilearn]1[FieldAccess, MethodInvocation, PyTupleExpression]
90735locations[PHATE, pyRiemann, scikit-learn]4[ArrayInitializer, Assignment, MethodInvocation]
90933locations[scikit-optimize, memcnn]2[MethodInvocation, StringLiteral]
91433locations[snape]2[ArrayAccess, MethodInvocation, StringLiteral]
92833locations[catalyst, mord]2[Assignment, MethodInvocation]
93039locations[liegroups, pytorch-a2c-ppo-acktr, openrec, PyTorch-Mini-Tutorials, waveglow, Deep-Reinforcement-Learning-Hands-On, QuCumber, yarll]8[ArrayAccess, MethodInvocation, NumberLiteral]
94133locations[zamia-speech, mesh]2[ArrayAccess, MethodInvocation, StringLiteral]
95233locations[superintendent, dragonn]2[MethodInvocation, NumberLiteral]
96134locations[hardnet, pyprob, Shift-Net_pytorch]3[Assignment, EnhancedForStatement, MethodInvocation]
96433locations[nilmtk, skll]2[ArrayInitializer, Assignment, MethodInvocation]
96533locations[dragonn, audio]2[ArrayInitializer, BooleanLiteral, MethodInvocation]
100233locations[python-paillier]2[Assignment, EnhancedForStatement, MethodInvocation]
101136locations[Deep-Reinforcement-Learning-Hands-On, doccano]4[Assignment, MethodInvocation]
101633locations[dirty_cat]1[FieldAccess, MethodInvocation, PyTupleExpression]
103533locations[GPy, CapsNet-Keras]2[FieldAccess, MethodInvocation, PyTupleExpression]
104233locations[transferlearning, thinc]2[ArrayAccess, FieldAccess, MethodInvocation]
104334locations[opt_einsum, nilmtk, ml-on-gcp]3[ArrayInitializer, Assignment, MethodInvocation]
108733locations[grand-challenge.org]1[InfixExpression, MethodInvocation, ReturnStatement]
110133locations[imbalanced-learn]1[ArrayInitializer, MethodInvocation]
111833locations[yellowbrick, dirty_cat]2[Assignment, MethodInvocation, PyTupleExpression]
112133locations[TTS]1[Assignment, MethodInvocation]
112233locations[pants, graphbrain]2[Assignment, MethodInvocation, PyWithStatement]
117933locations[DRIT]2[Assignment, MethodInvocation]
118235locations[pytoune, Deep-Reinforcement-Learning-Hands-On, scikit-video, Lexos]4[Assignment, MethodInvocation]
118833locations[Deep-Reinforcement-Learning-Hands-On, loglizer]2[Assignment, MethodInvocation]
119433locations[pytorch-a2c-ppo-acktr, thinc]2[Assignment, MethodInvocation, ReturnStatement]
122033locations[GPflow, ffmpeg-python]2[ClassInstanceCreation, IfStatement, MethodInvocation]
123834locations[colorization-pytorch, 3D-ResNets-PyTorch]3[Assignment, MethodInvocation]
125233locations[librosa]2[ArrayAccess, MethodInvocation, StringLiteral]
126433locations[yellowbrick, nilmtk]2[CatchClause, MethodInvocation, TryStatement]
132233locations[pgmpy, kmodes]2[ArrayAccess, MethodInvocation]
132433locations[pgmpy]2[Assignment, MethodInvocation]
132933locations[librosa]2[Assignment, EnhancedForStatement, MethodInvocation]
137133locations[wavenet_vocoder, deepvoice3_pytorch]2[InfixExpression, MethodInvocation]
137633locations[pythainlp, cellranger]2[MethodInvocation, StringLiteral]
139333locations[yellowbrick, mindsdb]2[CatchClause, MethodInvocation, TryStatement]
140233locations[serenata-de-amor, tensorpack]2[AssertStatement, Assignment, MethodInvocation]
142433locations[scikit-image, librosa]2[Assignment, MethodInvocation]
143233locations[DeOldify, invesalius3]2[Assignment, MethodInvocation, ReturnStatement]
143734locations[SNIPER, nilearn, simple_rl]3[FieldAccess, MethodInvocation, PyTupleExpression]
144733locations[torchsample, gym]2[FieldAccess, IfStatement, MethodInvocation]
146133locations[django-debug-toolbar, DrQA]2[Assignment, MethodInvocation, PyNotInExpression]
149233locations[tgen]2[ArrayInitializer, MethodInvocation]
151534locations[dipy, tfdeploy, tgen]3[ArrayInitializer, Assignment, MethodInvocation]
151733locations[torchsample, robosat]2[ArrayAccess, MethodInvocation]
152933locations[EvoloPy, pytorch-maml-rl]2[Assignment, MethodInvocation, PyTupleExpression]
153334locations[EvoloPy, TTS-Cube, CapsNet-Keras]3[ArrayAccess, Assignment, MethodInvocation]
158533locations[scipy-lecture-notes, SimpleHTR]2[ArrayAccess, MethodInvocation, StringLiteral]
160534locations[librosa, Lexos]3[MethodInvocation, ReturnStatement]
162433locations[Keras-GAN, TextRecognitionDataGenerator]2[Assignment, MethodInvocation, PyTupleExpression]
162733locations[dragonn, neurodsp]2[MethodInvocation, NumberLiteral, PyTupleExpression]
163535locations[kraken, GPy, snape, Lexos]4[ClassInstanceCreation, ThrowStatement]
166233locations[attention-is-all-you-need-pytorch, conv-emotion]2[Assignment, MethodInvocation]
167233locations[catalyst, nilmtk]2[Assignment, MethodInvocation]
171234locations[liegroups, mlxtend, SUAVE]3[ArrayInitializer, MethodInvocation]
174034locations[SPFlow, ptan, Deep-Reinforcement-Learning-Hands-On]3[MethodInvocation]
174833locations[pyinstaller, visdial-challenge-starter-pytorch]2[MethodInvocation, StringLiteral]
175033locations[trectools, pro_gan_pytorch]2[Assignment, MethodInvocation]
177433locations[proSR, tgen]2[FieldAccess, MethodInvocation]
181033locations[hyperopt-sklearn, bindsnet]2[ArrayAccess, Assignment, MethodInvocation]
181834locations[pgmpy, scikit-bio, python-docs-samples]3[ArrayAccess, MethodInvocation]
184633locations[uSpeech, hyperopt-sklearn]2[ArrayInitializer, Assignment, MethodInvocation]
185833locations[PyTorch-GAN, magpie]2[Assignment, MethodInvocation]
187833locations[pyhawkes, vmaf]2[Assignment, MethodInvocation]
187934locations[TensorFlowOnSpark, auto-sklearn, pycorrector]3[MethodInvocation, StringLiteral, WhileStatement]
188133locations[pycox, mlxtend]2[Assignment, MethodInvocation]
188333locations[inplace_abn]1[ArrayAccess, InfixExpression, MethodInvocation]
191533locations[attention-is-all-you-need-pytorch, geomstats]2[Assignment, MethodInvocation]
192733locations[tutorials, dynamic-training-bench]2[IfStatement, MethodInvocation, StringLiteral]
193333locations[dask-image, calamari]2[Assignment, MethodInvocation, PyTupleExpression]
195134locations[tslearn, waveglow, librosa]3[ArrayAccess, Assignment, MethodInvocation]
196733locations[pyinstaller, pytorch_fnet]2[ArrayInitializer, FieldAccess, MethodInvocation]
201134locations[pdpipe, caffe]2[Assignment, EnhancedForStatement, MethodInvocation]
201633locations[dipy, coala-bears]2[InfixExpression, MethodInvocation, PyNotInExpression]
202333locations[pymanopt]2[MethodInvocation, ReturnStatement]
203834locations[MLAlgorithms, ANTsPy, hmmlearn]3[Assignment, MethodInvocation]
206433locations[mmdetection, mozregression]2[FieldAccess, MethodInvocation, PyTupleExpression]
206733locations[oddt, GPflow]2[Assignment, MethodInvocation]
207233locations[scripts]2[ArrayAccess, MethodInvocation, StringLiteral]
207333locations[QuCumber, neurodsp]2[Assignment, MethodInvocation, PyTupleExpression]
208434locations[cesium, categorical-encoding]3[ArrayInitializer, Assignment, MethodInvocation]
208935locations[dask-image, tpu, PyTorch-YOLOv3, dhSegment]4[Assignment, IfStatement, MethodInvocation]
209734locations[tf-cpn]1[MethodInvocation, StringLiteral]
212133locations[attention-is-all-you-need-pytorch, tutorials]2[FieldAccess, MethodInvocation, SuperConstructorInvocation]
214534locations[spark-deep-learning, SUAVE]3[Assignment, MethodInvocation, PyTupleExpression]
215233locations[dask-image, entity2rec]2[FieldAccess, MethodInvocation, PyTupleExpression]
215334locations[mglearn, neurodsp]3[MethodInvocation, PyTupleExpression, StringLiteral]
217933locations[attention-is-all-you-need-pytorch, dit]2[InfixExpression, MethodInvocation, PyTupleExpression]
219233locations[machine_learning_security, biotite]2[Assignment, MethodInvocation]
220634locations[MAgent, duecredit, Super-SloMo]3[Assignment, MethodInvocation]
221233locations[nilearn]2[Assignment, EnhancedForStatement, MethodInvocation]
224633locations[nalaf]2[InfixExpression, MethodInvocation]
224733locations[PyTorch-YOLOv3, pytorch-cnn-visualizations]2[Assignment, MethodInvocation, PyTupleExpression]
226034locations[attention-is-all-you-need-pytorch, eo-learn, torch-rl]3[MethodInvocation, StringLiteral]
228133locations[hyperopt-sklearn]1[ArrayInitializer, MethodInvocation, StringLiteral]
228633locations[nilearn, eo-learn]2[IfStatement, MethodInvocation, NumberLiteral]
229036locations[pdpipe]1[MethodInvocation]
235433locations[pyinstaller]2[Assignment, IfStatement, MethodInvocation]
236433locations[GPflow, lingpy]2[ArrayInitializer, IfStatement, MethodInvocation]
236733locations[lingpy, label-maker]2[ArrayAccess, FieldAccess, MethodInvocation]
236933locations[TTS-Cube]2[Assignment, MethodInvocation]
238736locations[HDLTex, robotreviewer, dit, grand-challenge.org, Python]5[Assignment, MethodInvocation]
242134locations[fast-style-transfer, faster-rcnn.pytorch, pytorch-AdaIN]3[EnhancedForStatement, FieldAccess, MethodInvocation]
242733locations[tfdeploy, thinc]2[Assignment, MethodInvocation]
242933locations[hyperopt-sklearn, zamia-speech]2[IfStatement, MethodInvocation]
243933locations[django-imagekit, pytorch-cnn-visualizations]2[ArrayAccess, Assignment, MethodInvocation]
244233locations[pytorch-a2c-ppo-acktr, Deep-Reinforcement-Learning-Hands-On]2[InfixExpression, MethodInvocation]
245033locations[transferlearning, uis-rnn]2[MethodInvocation, StringLiteral]
246134locations[nussl, GPy, tpot]3[Assignment, MethodInvocation]
249033locations[snorkel, code2vec]2[Assignment, EnhancedForStatement, MethodInvocation]
249433locations[plantcv, deepo]2[IfStatement, MethodInvocation, ReturnStatement]
251034locations[pgmpy, pdpipe, atlas]3[ArrayAccess, FieldAccess, MethodInvocation]
251633locations[mlxtend, label-maker]2[Assignment, MethodInvocation]
251933locations[attention-is-all-you-need-pytorch, gym]2[FieldAccess, IfStatement, MethodInvocation]
252734locations[RMG-Py, dask-image, OpenNMT-tf]3[Assignment, MethodInvocation, PyTupleExpression]
254333locations[spotlight]2[Assignment, MethodInvocation]
257633locations[pgmpy]2[ArrayAccess, MethodInvocation, NumberLiteral]
259333locations[nsgt, DaNet-Tensorflow]2[MethodInvocation, PyYieldReturnStatement]
259635locations[dask-image, chaco, neurodsp, spotlight]4[Assignment, MethodInvocation, PyTupleExpression]
261035locations[models, yellowbrick, tensornets, dit]4[AssertStatement, Assignment, MethodInvocation]
261933locations[qb, NetworkML]2[Assignment, MethodInvocation, PyTupleExpression]
263936locations[tfdeploy]1[MethodInvocation, PyTupleExpression]
265633locations[livelossplot, django-debug-toolbar]2[Assignment, MethodInvocation]
266333locations[PyTorch-YOLOv3, kymatio]2[MethodInvocation, PyComparator, PyListComprehension]
267033locations[softlearning, ranking]2[Assignment, IfStatement, MethodInvocation]
267633locations[pdpipe, Reinforcement-learning-with-tensorflow]2[Assignment, IfStatement, MethodInvocation]
269733locations[rankeval, neurodsp]2[ArrayInitializer, FieldAccess, MethodInvocation]
270033locations[talos, TensorFlowOnSpark]2[FieldAccess, MethodInvocation]
274833locations[scikit-image, dask-image]2[ArrayAccess, FieldAccess, MethodInvocation]
275633locations[se3cnn, nilmtk]2[Assignment, IfStatement, MethodInvocation]
275933locations[dragonn, keras-gat]2[Assignment, MethodInvocation]
276234locations[QuCumber, FlowNetPytorch, BasicSR]3[Assignment, MethodInvocation]
276634locations[catalyst, se3cnn]2[ArrayInitializer, Assignment, MethodInvocation]
278434locations[DenseNet, libact, conceptnet5]3[ArrayInitializer, Assignment, MethodInvocation]
280733locations[3DUnetCNN, python-docs-samples]2[Assignment, MethodInvocation]
281533locations[BasicSR]1[MethodInvocation]
282033locations[tfdeploy]1[MethodInvocation]
282533locations[scikit-optimize, conceptnet5]2[ArrayAccess, Assignment, MethodInvocation]
283433locations[magpie]1[Assignment, MethodInvocation]
283833locations[DRIT]1[ArrayInitializer, MethodInvocation]
285833locations[FlowNetPytorch, image-super-resolution]2[ArrayAccess, MethodInvocation]
286733locations[scikit-learn, librosa]2[Assignment, MethodInvocation]
286933locations[GPy, SUAVE]2[MethodInvocation, PyWithStatement, TryStatement]
287133locations[mahotas, scikit-learn]2[Assignment, MethodInvocation, PyTupleExpression]
289433locations[nilearn]1[MethodInvocation, NumberLiteral]
292133locations[mahotas, librosa]2[IfStatement, MethodInvocation, ReturnStatement]
292533locations[kymatio, DCRNN]2[Assignment, MethodInvocation]
293333locations[DRIT]2[Assignment, MethodInvocation]
293733locations[mahotas, FlowNetPytorch]2[MethodInvocation, ReturnStatement]
294533locations[tensornets, pytorch_geometric]2[ArrayAccess, FieldAccess, MethodInvocation]
298333locations[torchsample, LeNet-5]2[Assignment, MethodInvocation]
302636locations[congress-legislators]1[MethodInvocation]
305333locations[theanolm, brian2]2[IfStatement, MethodInvocation, PyInExpression]
305933locations[eo-learn, tgen]2[Assignment, IfStatement, MethodInvocation]
306433locations[logger, kur]2[MethodInvocation, StringLiteral]
309434locations[kymatio]2[ArrayAccess, MethodInvocation, NumberLiteral]
310234locations[mahotas]1[MethodInvocation, StringLiteral]
315334locations[nussl, SUAVE, thinc]3[MethodInvocation, PyTupleExpression]
315633locations[TTS-Cube]2[ArrayAccess, MethodInvocation, StringLiteral]
3173312locations[mahotas, nilearn, SRGAN, freesound, pyroomacoustics, rlkit, crnn.pytorch, tpot, faster-rcnn.pytorch, chaco]11[Assignment, MethodInvocation]
320733locations[3D-ResNets-PyTorch, pytorch_geometric]2[IfStatement, MethodInvocation]
323533locations[pgmpy, oddt]2[ArrayInitializer, Assignment, MethodInvocation]
324134locations[models, MLBox]2[Assignment, MethodInvocation]
324333locations[nussl, pycm]2[IfStatement, InfixExpression, MethodInvocation]
324833locations[GPy, spotlight]2[Assignment, MethodInvocation, PyTupleExpression]
325533locations[sentiment-discovery, brian2]2[Assignment, MethodInvocation]
325734locations[nalaf]2[InfixExpression, MethodInvocation]
328633locations[Python]2[Assignment, MethodInvocation]
333534locations[GoPiGo3, Python]2[MethodInvocation, StringLiteral]
334333locations[colorization-pytorch, ann-benchmarks]2[Assignment, MethodInvocation, PyComparator]
338833locations[PyTorch-YOLOv3, LM-LSTM-CRF]2[EnhancedForStatement, MethodInvocation, NumberLiteral]
340733locations[catalyst, se3cnn]2[EnhancedForStatement, MethodInvocation, NumberLiteral]
341533locations[dask-image, nilmtk]2[CatchClause, MethodInvocation, TryStatement]
342434locations[django-imagekit, pythia, pycorrector]3[ArrayAccess, MethodInvocation, StringLiteral]
343733locations[mahotas]2[ArrayAccess, MethodInvocation, StringLiteral]
343933locations[machine_learning_security, torch-rl]2[IfStatement, InfixExpression, MethodInvocation]
348033locations[pytorch-a2c-ppo-acktr, PyTorch-Mini-Tutorials]2[Assignment, MethodInvocation]
350033locations[serenata-de-amor, snorkel]2[MethodInvocation, ReturnStatement]
351434locations[neuron, QUANTAXIS]2[ArrayInitializer, Assignment, MethodInvocation]
352634locations[kymatio, PyTorch-YOLOv3, recurrent-visual-attention]3[ArrayAccess, Assignment, MethodInvocation]
353533locations[hub]1[Assignment, MethodInvocation]
354633locations[nlg-eval]1[MethodInvocation]
354834locations[kymatio, spotlight]2[Assignment, MethodInvocation, PyTupleExpression]
358533locations[spotlight]1[MethodInvocation]
360633locations[pymc3, thinc]2[InfixExpression, MethodInvocation]
362034locations[dirty_cat, AIF360]2[Assignment, MethodInvocation]
362733locations[npfl114, Python]2[FieldAccess, MethodInvocation]
364633locations[GyoiThon, mozregression]2[Assignment, MethodInvocation]
365133locations[pmdarima, imbalanced-learn]2[BooleanLiteral, MethodInvocation, PyTupleExpression]
366133locations[celer, enet-keras]2[CatchClause, MethodInvocation, TryStatement]
366533locations[oddt]2[Assignment, IfStatement, MethodInvocation]
366633locations[dragonn, 3DUnetCNN]2[FieldAccess, MethodInvocation, ReturnStatement]
369333locations[tf_unet, conceptnet5]2[ArrayAccess, FieldAccess, MethodInvocation]
370733locations[uis-rnn, THUMT]2[MethodInvocation, StringLiteral]
372533locations[librosa, hyperspy]2[ArrayAccess, InfixExpression, MethodInvocation]
373233locations[thinc, skll]2[Assignment, EnhancedForStatement, MethodInvocation]
374133locations[fancyimpute, DRIT]2[Assignment, MethodInvocation]
374433locations[tfdeploy]1[ArrayAccess, MethodInvocation, NumberLiteral]
375733locations[pgmpy, dask-image]2[ArrayAccess, Assignment, MethodInvocation]
377533locations[Perceptron, snake]2[Assignment, MethodInvocation, PyTupleExpression]
379633locations[torchsample, pytorch-i-revnet]2[Assignment, MethodInvocation, ReturnStatement]
379933locations[pySCENIC, SfmLearner-Pytorch]2[Assignment, MethodInvocation, PyComparator]
381133locations[sonnet, pliers]2[Assignment, MethodInvocation, PyWithStatement]
381333locations[Deep-Reinforcement-Learning-Hands-On, FlowNetPytorch]2[ArrayInitializer, Assignment, MethodInvocation]
381833locations[librosa, kmodes]2[ArrayInitializer, Assignment, MethodInvocation]
382134locations[colorization-pytorch, nnabla-examples]2[InfixExpression, MethodInvocation]
384033locations[pyhawkes, Keras-GAN]2[MethodInvocation, PyTupleExpression]
384134locations[medpy]1[MethodInvocation, ThrowStatement]
384933locations[SUAVE, kymatio]2[Assignment, MethodInvocation]
395633locations[Shift-Net_pytorch]2[Assignment, MethodInvocation, PyTupleExpression]
396533locations[nmt-chatbot, cve-search]2[Assignment, MethodInvocation]
397633locations[TensorFlowOnSpark, django-debug-toolbar]2[MethodInvocation, StringLiteral]
399133locations[GyoiThon]2[ArrayAccess, Assignment, MethodInvocation]
399733locations[deeplift, ilastik]2[IfStatement, MethodInvocation, ThrowStatement]
399933locations[nussl, liegroups]2[Assignment, MethodInvocation]
400533locations[pytorch_fnet, inaSpeechSegmenter]2[Assignment, IfStatement, MethodInvocation]
401135locations[scikit-image, cesium, pynndescent]4[ArrayAccess, Assignment, MethodInvocation]
403633locations[Deep-Reinforcement-Learning-Hands-On, ann-benchmarks]2[ArrayAccess, FieldAccess, MethodInvocation]
405134locations[pytorch-a2c-ppo-acktr, MMdnn, BasicSR]3[ArrayAccess, MethodInvocation, NumberLiteral]
409433locations[iss-rnns, yarll]2[IfStatement, MethodInvocation]
409635locations[unrestricted-adversarial-examples, SUAVE, simple_rl, neurodsp]4[FieldAccess, IfStatement, MethodInvocation]
411933locations[imbalanced-learn]1[ArrayInitializer, MethodInvocation]
414335locations[mindsdb]2[MethodInvocation]
417033locations[models, SUAVE]2[Assignment, MethodInvocation, PyTupleExpression]
418235locations[Deep-Reinforcement-Learning-Hands-On, kepler-mapper, dask-image, pliers]4[Assignment, MethodInvocation]
419034locations[DeepCreamPy, pysc2-examples, Python]3[ContinueStatement, MethodInvocation, StringLiteral]
419533locations[imbalanced-learn, dit]2[Assignment, IfStatement, MethodInvocation]
421533locations[pyprob, Shift-Net_pytorch]2[Assignment, MethodInvocation]
422833locations[mir_eval, pb_bss]2[CatchClause, MethodInvocation, TryStatement]
423033locations[PyTorch-GAN, ai-chatbot-framework]2[Assignment, MethodInvocation, PyTupleExpression]
423234locations[foolbox, SfmLearner-Pytorch, garage]3[Assignment, MethodInvocation]
424333locations[PyTorchZeroToAll, Pointnet2_PyTorch]2[Assignment, MethodInvocation]
424633locations[oddt, hmmlearn]2[Assignment, EnhancedForStatement, MethodInvocation]
425136locations[finetune, keras-rcnn, privacy]4[InfixExpression, MethodInvocation]
426733locations[PyTorch-GAN, keras-frcnn]2[Assignment, MethodInvocation]
428333locations[pytorch-a2c-ppo-acktr, inaSpeechSegmenter]2[InfixExpression, MethodInvocation, WhileStatement]
429333locations[RecQ, tgen]2[Assignment, IfStatement, MethodInvocation]
431933locations[Keras-GAN, tgen]2[ArrayInitializer, Assignment, MethodInvocation]
434333locations[google-research]1[Assignment, MethodInvocation]
437533locations[keras-tcn, magpie]2[Assignment, MethodInvocation]
437633locations[thinc, smart_importer]2[IfStatement, MethodInvocation, PyInExpression]
438235locations[SPFlow, ilastik, calamari, einops]4[AssertStatement, Assignment, ReturnStatement]
440034locations[scikit-optimize]2[Assignment, MethodInvocation]
440633locations[keras-vis, nilmtk]2[Assignment, MethodInvocation]
446633locations[pyinstaller, pyntcloud]2[Assignment, MethodInvocation]
452234locations[kraken, hypertools, language-resources]3[ArrayAccess, MethodInvocation, NumberLiteral]
456133locations[examples, gym]2[EnhancedForStatement, IfStatement, MethodInvocation]
458833locations[senet.pytorch, python-docs-samples]2[Assignment, MethodInvocation]
461033locations[dragonn, DeepLabCut]2[IfStatement, InfixExpression, MethodInvocation]
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531743locations[GPy, musegan]2[InfixExpression, MethodInvocation]
532244locations[scikit-image, nilearn, pyod]3[ArrayAccess, Assignment, MethodInvocation, PyTupleExpression]
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547843locations[pyroomacoustics, librosa]2[ArrayAccess, MethodInvocation, StringLiteral]
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548143locations[snorkel, tgen]2[ArrayAccess, Assignment, MethodInvocation]
550443locations[scikit-image, dipy]2[FieldAccess, MethodInvocation, PyTupleExpression]
552343locations[pb_bss, sigopt-sklearn]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
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568643locations[GPy, neurodsp]2[ArrayInitializer, MethodInvocation, NumberLiteral, PyTupleExpression]
569043locations[pandas, kmodes]2[ArrayAccess, MethodInvocation]
569943locations[OSMDeepOD, django-debug-toolbar]2[EnhancedForStatement, MethodInvocation]
572644locations[invesalius3, tpot]3[Assignment, MethodInvocation, StringLiteral]
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574743locations[ann-benchmarks, chaco]2[MethodInvocation, StringLiteral]
574843locations[calamari]1[ArrayAccess, FieldAccess, MethodInvocation, StringLiteral]
575243locations[ilastik]2[ArrayInitializer, MethodInvocation, SimpleName]
579143locations[kraken]2[MethodInvocation, StringLiteral, ThrowStatement]
579243locations[pyroomacoustics, librosa]2[ArrayAccess, MethodInvocation]
583843locations[categorical-encoding, loglizer]2[Assignment, MethodInvocation, PyTupleExpression]
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587243locations[simple_rl, django-debug-toolbar]2[Assignment, IfStatement, MethodInvocation]
587443locations[MMdnn, kubeflow]2[ArrayAccess, Assignment, MethodInvocation]
587844locations[SRGAN, Pytorch-UNet]3[FieldAccess, MethodInvocation, ReturnStatement]
590543locations[talos, soynlp]2[IfStatement, MethodInvocation, PyTupleExpression, SimpleName]
591543locations[mlxtend]1[BooleanLiteral, MethodInvocation, NumberLiteral]
593343locations[seglearn]1[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
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526763locations[nussl, pro_gan_pytorch]2[Assignment, MethodInvocation, NumberLiteral]
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542663locations[scikit-optimize, pytorch-cnn-visualizations]2[Assignment, IfStatement, MethodInvocation, NumberLiteral, SimpleName]
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562463locations[ENAS-pytorch, tensorly]2[Assignment, IfStatement, InfixExpression, MethodInvocation]
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566563locations[Python]2[Assignment, FieldAccess, MethodInvocation, StringLiteral]
566863locations[scanpy]2[FieldAccess, MethodInvocation, PyTupleExpression, StringLiteral]
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592963locations[scikit-image, libact, DESlib]3[Assignment, MethodInvocation, PyTupleExpression]
596963locations[mushroom, conceptnet5]2[Assignment, MethodInvocation, NumberLiteral, PyComparator, PyListComprehension]
597263locations[dask-image, SUAVE]2[Assignment, FieldAccess, IfStatement, MethodInvocation, PyTupleExpression]
597463locations[lifelines, yellowbrick]2[ArrayAccess, Assignment, InfixExpression, MethodInvocation]
599363locations[HiCExplorer, pycorrector]2[Assignment, IfStatement, InfixExpression, MethodInvocation, NumberLiteral]
600163locations[thinc]2[ArrayAccess, Assignment, MethodInvocation, PyTupleExpression, ReturnStatement]
601463locations[PyTorch-GAN, PyTorch-YOLOv3]2[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
601863locations[scikit-bio, QuCumber]2[Assignment, MethodInvocation, ReturnStatement]
605463locations[liegroups, fast-neural-style]2[ArrayAccess, Assignment, InfixExpression, MethodInvocation]
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610863locations[mord, ristretto]2[Assignment, InfixExpression, MethodInvocation, PyTupleExpression]
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611363locations[PyTorch-GAN, QuCumber]2[Assignment, MethodInvocation, NumberLiteral, PrefixExpression, PyTupleExpression]
611663locations[PyMVPA]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation, StringLiteral]
613363locations[kaggle-code, dirty_cat]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
614763locations[scikit-image, rlkit]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation]
615063locations[dipy, kubeflow]2[ArrayInitializer, Assignment, MethodInvocation, StringLiteral]
617463locations[mahotas, DCRNN]2[Assignment, FieldAccess, MethodInvocation, PyTupleExpression, StringLiteral]
620463locations[pyroomacoustics, categorical-encoding]2[Assignment, IfStatement, MethodInvocation, SimpleName, ThrowStatement]
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622363locations[keras-vis, nilmtk]2[ArrayInitializer, Assignment, IfStatement, MethodInvocation]
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633363locations[tslearn]1[ArrayInitializer, MethodInvocation, StringLiteral]
634263locations[scikit-learn, EmoPy]2[ArrayAccess, Assignment, MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName]
638863locations[colorization-pytorch, BasicSR]2[Assignment, MethodInvocation, SimpleName]
641363locations[librosa]2[Assignment, FieldAccess, MethodInvocation, ReturnStatement]
643363locations[finetune]1[ArrayAccess, Assignment, FieldAccess, MethodInvocation, StringLiteral]
645163locations[clgen, mordecai]2[Assignment, MethodInvocation, PyComparator, PyListComprehension, StringLiteral]
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646564locations[transferlearning]1[FieldAccess, MethodInvocation]
652463locations[liegroups]1[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName]
655164locations[pynndescent, PyTorch-YOLOv3]3[ArrayAccess, Assignment, FieldAccess, MethodInvocation, SimpleName]
658363locations[SPFlow, Cirq]2[Assignment, MethodInvocation, ReturnStatement, StringLiteral, ThrowStatement]
658563locations[QuCumber, dgl]2[ArrayAccess, ArrayInitializer, Assignment, FieldAccess, MethodInvocation]
663563locations[dragonn, scanpy]2[ArrayInitializer, MethodInvocation, NumberLiteral]
669863locations[sumy, cnvkit]2[Assignment, MethodInvocation, ReturnStatement]
671464locations[google-research, edl]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
673964locations[pyinstaller, mordecai, label-maker]3[ArrayAccess, Assignment, CatchClause, StringLiteral, TryStatement]
677963locations[scikit-video, coach]2[Assignment, FieldAccess, MethodInvocation, PyTupleExpression]
679663locations[thinc]2[InfixExpression, MethodInvocation, NumberLiteral]
681163locations[PyTorch-NLP, einops]2[Assignment, IfStatement, MethodInvocation, PyComparator, PyListComprehension]
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