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

Patterns That Have Been Found:

IDPattern SizeNumberFoundDetailsProjectsCommitsNodeTypes
1433locations[3DUnetCNN]1[MethodInvocation]
4033locations[ilastik, FlowNetPytorch]2[MethodInvocation, SimpleName]
4835locations[DeepLabCut, imutils, neurodsp]3[MethodInvocation]
5833locations[OpenNMT-tf]1[MethodInvocation, SimpleName]
6433locations[models, yarll]2[MethodInvocation]
7633locations[django-imagekit]1[MethodInvocation, SimpleName]
13333locations[plantcv, snorkel]2[MethodInvocation, SimpleName]
13833locations[django-imagekit, superintendent]2[MethodInvocation]
14033locations[freesound]1[MethodInvocation, StringLiteral]
17934locations[PyTorch-GAN, TTS, crnn.pytorch]3[MethodInvocation, SimpleName]
19433locations[Skater, QUANTAXIS]2[MethodInvocation]
20433locations[GPy, django-imagekit]2[MethodInvocation, SimpleName]
22233locations[healthcare]2[MethodInvocation, SimpleName]
23133locations[Shift-Net_pytorch, thinc]2[MethodInvocation, SimpleName]
24133locations[MuGo, yarll]2[MethodInvocation, SimpleName]
27133locations[yellowbrick, AIF360]2[MethodInvocation, SimpleName]
29533locations[3DUnetCNN, chaco]2[MethodInvocation, SimpleName]
33433locations[wavenet_vocoder, recurrent-visual-attention]2[MethodInvocation]
34033locations[image-similarity-clustering, ldsc]2[MethodInvocation]
36033locations[dit, optuna]2[MethodInvocation, SimpleName]
40133locations[DeepRec, TensorFlow-World]2[MethodInvocation]
40433locations[python-docs-samples, brian2]2[MethodInvocation]
41733locations[w3af]1[MethodInvocation, SimpleName]
42333locations[dragonn, pb_bss]2[MethodInvocation, SimpleName]
42433locations[3DUnetCNN, trectools]2[MethodInvocation, SimpleName]
43233locations[DeepRec, invesalius3]2[MethodInvocation]
46533locations[MuGo, tutorials]2[MethodInvocation]
49433locations[]0[MethodInvocation, NumberLiteral]
50234locations[iss-rnns, dynamic-training-bench, npfl114]3[MethodInvocation, SimpleName]
51633locations[liegroups, tensornets]2[MethodInvocation, SimpleName]
54934locations[dipy, deeplift, 3DUnetCNN]3[MethodInvocation, SimpleName]
57933locations[piecewise_linear_fit_py, pytorch_fnet]2[MethodInvocation]
64434locations[librosa]1[MethodInvocation, SimpleName]
66833locations[s2cnn, coala-bears]2[MethodInvocation, StringLiteral]
71033locations[django-imagekit]2[MethodInvocation]
71333locations[faster-rcnn.pytorch, pytorch-AdaIN]2[MethodInvocation]
78433locations[pgmpy]2[MethodInvocation]
79833locations[nonconformist]1[MethodInvocation, SimpleName]
80633locations[dynamic-training-bench, healthcare]2[MethodInvocation, SimpleName]
80733locations[osmnx]1[BooleanLiteral, MethodInvocation]
1543locations[sklearn-pandas]2[MethodInvocation, SimpleName]
4743locations[django-debug-toolbar]1[FieldAccess, MethodInvocation, SimpleName]
6543locations[yellowbrick]2[MethodInvocation, SimpleName]
6943locations[konlpy]1[MethodInvocation, ReturnStatement, SimpleName]
8046locations[]0[MethodInvocation, SimpleName]
9743locations[dipy]2[MethodInvocation, SimpleName]
10944locations[python-docs-samples]1[MethodInvocation, SimpleName]
11944locations[oddt]1[MethodInvocation, SimpleName]
15446locations[mimic3-benchmarks]1[MethodInvocation, SimpleName]
16044locations[spaCy, Shift-Net_pytorch, scripts]3[MethodInvocation, SimpleName]
16343locations[Reinforcement-learning-with-tensorflow, texar]2[MethodInvocation, PyWithStatement, SimpleName]
17643locations[3DUnetCNN, colorization-pytorch]2[MethodInvocation, SimpleName]
19243locations[OpenKE]1[IfStatement, MethodInvocation, SimpleName]
20943locations[uis-rnn]1[MethodInvocation, SimpleName]
24945locations[grand-challenge.org]1[MethodInvocation, PyWithStatement, SimpleName]
25143locations[QuCumber]1[InfixExpression, MethodInvocation, SimpleName]
26944locations[porcupine, scikit-video]2[MethodInvocation, SimpleName]
28445locations[pyinstaller, w3af]4[MethodInvocation, SimpleName]
30243locations[models]1[MethodInvocation, SimpleName]
34346locations[umap, opt_einsum]2[MethodInvocation]
35443locations[scikit-optimize, arsenal]2[ArrayAccess, MethodInvocation, SimpleName]
35543locations[pytorch-maml-rl]1[FieldAccess, MethodInvocation, SimpleName]
35943locations[ilastik]2[IfStatement, MethodInvocation, SimpleName]
39243locations[bootstrap.pytorch, examples]2[IfStatement, MethodInvocation, SimpleName]
39844locations[healthcare]2[MethodInvocation, PyWithStatement, SimpleName]
41543locations[pyinstaller]1[InfixExpression, MethodInvocation, SimpleName]
43543locations[dipy]1[MethodInvocation, SimpleName]
43848locations[ANTsPy]1[MethodInvocation, ReturnStatement, SimpleName]
44143locations[spaCy, stanza]2[MethodInvocation, SimpleName]
45143locations[DeOldify, uis-rnn]2[MethodInvocation, SimpleName]
45243locations[Emotion-detection, proSR]2[FieldAccess, MethodInvocation, SimpleName]
45443locations[examples, Deep-Reinforcement-Learning-Hands-On]2[MethodInvocation, SimpleName]
46347locations[mimic3-benchmarks, opt_einsum, django-debug-toolbar, deep-belief-network, dit]5[MethodInvocation, SimpleName]
48343locations[dipy, invesalius3]2[MethodInvocation, SimpleName]
48446locations[mlxtend, 3DUnetCNN, SUAVE]4[IfStatement, MethodInvocation, SimpleName]
53443locations[pants]2[MethodInvocation, SimpleName]
54043locations[pyinstaller, cesium]2[MethodInvocation]
54343locations[librosa]1[MethodInvocation, SimpleName]
55043locations[Facebook-Messenger-Bot, pycorrector]2[MethodInvocation, SimpleName]
55143locations[SUAVE]1[ArrayAccess, MethodInvocation]
55846locations[tfdeploy]1[MethodInvocation, PyTupleExpression, SimpleName]
56643locations[Keras-GAN]1[MethodInvocation, SimpleName]
57343locations[dynamic-training-bench, snorkel]2[MethodInvocation, SimpleName]
57746locations[PyTorchZeroToAll, dgl, pytorch_geometric]3[MethodInvocation, SimpleName]
58243locations[python-docs-samples]1[MethodInvocation, NumberLiteral]
58744locations[]0[MethodInvocation, SimpleName]
58843locations[invesalius3]1[InfixExpression, MethodInvocation, SimpleName]
59543locations[dipy]1[MethodInvocation, SimpleName]
61143locations[invesalius3]2[MethodInvocation]
63143locations[ristretto]1[MethodInvocation, ReturnStatement, SimpleName]
641410locations[congress-legislators]1[MethodInvocation, SimpleName]
65144locations[wavenet_vocoder]2[MethodInvocation, SimpleName]
65845locations[neural-style, bootstrap.pytorch, kws, pixyz]4[IfStatement, MethodInvocation, SimpleName]
68043locations[Perceptron, raster-functions]2[MethodInvocation, PrefixExpression, SimpleName]
68743locations[pytorch-AdaIN]1[MethodInvocation, SimpleName]
72043locations[mlxtend, 3DUnetCNN]2[IfStatement, MethodInvocation, SimpleName]
72343locations[dipy]1[FieldAccess, IfStatement, MethodInvocation]
72644locations[medpy]1[MethodInvocation, SimpleName, ThrowStatement]
73943locations[python-docs-samples]2[MethodInvocation, SimpleName]
76543locations[w3af]1[MethodInvocation, SimpleName]
76743locations[arviz]1[IfStatement, MethodInvocation, SimpleName]
769411locations[TTS]1[MethodInvocation, SimpleName]
77345locations[PyTorch-GAN]2[MethodInvocation, NumberLiteral]
78844locations[magenta, memcnn]3[MethodInvocation, PyWithStatement, SimpleName]
78945locations[QuCumber]1[MethodInvocation, SimpleName]
79043locations[w3af]1[MethodInvocation, SimpleName]
79543locations[pb_bss]1[ArrayAccess, MethodInvocation, SimpleName]
80243locations[pymanopt, pynndescent]2[MethodInvocation, SimpleName]
81344locations[nilearn]1[BooleanLiteral, MethodInvocation, StringLiteral]
81544locations[fast-style-transfer]1[MethodInvocation, SimpleName]
81845locations[Shift-Net_pytorch, colorization-pytorch]2[MethodInvocation, SimpleName, ThrowStatement]
82343locations[spaCy]2[MethodInvocation, SimpleName]
653locations[raster-functions]2[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
1153locations[DeepLabCut]1[MethodInvocation, StringLiteral]
3153locations[scikit-image, foolbox, pybullet-gym]3[MethodInvocation, SimpleName]
7054locations[pyntcloud]1[MethodInvocation, SimpleName]
7153locations[]0[AssertStatement, IfStatement, MethodInvocation, SimpleName]
8753locations[scikit-optimize]2[MethodInvocation, SimpleName]
12353locations[nilmtk]1[MethodInvocation, SimpleName, StringLiteral]
13053locations[pymanopt, pixyz]2[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
13953locations[]0[EnhancedForStatement, MethodInvocation, SimpleName]
15653locations[PyPortfolioOpt]1[MethodInvocation, SimpleName]
16154locations[project-template, GPflowOpt]2[InfixExpression, MethodInvocation, SimpleName]
17153locations[scanpy]1[MethodInvocation, SimpleName]
173517locations[Deep-Reinforcement-Learning-Hands-On, DRIT, pytorch-cnn-visualizations]3[ArrayAccess, MethodInvocation, NumberLiteral, SimpleName]
18053locations[GPy]1[InfixExpression, MethodInvocation, SimpleName]
23454locations[categorical-encoding, biotite, kmodes]3[InfixExpression, MethodInvocation, SimpleName]
24054locations[thinc]1[BooleanLiteral, InfixExpression, MethodInvocation, SimpleName]
25353locations[librosa]2[MethodInvocation, SimpleName]
34453locations[]0[MethodInvocation, SimpleName]
36953locations[models]1[MethodInvocation, SimpleName]
37653locations[]0[MethodInvocation, SimpleName]
43353locations[mir_eval]1[MethodInvocation, SimpleName]
47456locations[end-to-end-negotiator]2[MethodInvocation, NumberLiteral, SimpleName]
47753locations[django-debug-toolbar]2[InfixExpression, MethodInvocation, SimpleName]
49353locations[]0[MethodInvocation, SimpleName]
53153locations[basenji, Keras-GAN]2[ArrayInitializer, MethodInvocation, SimpleName]
55654locations[dipy, scikit-learn, brian2]3[InfixExpression, MethodInvocation, SimpleName]
56153locations[]0[BooleanLiteral, MethodInvocation, SimpleName]
61853locations[PyTorch-NLP, cesium]2[IfStatement, MethodInvocation, SimpleName]
71853locations[wavenet_vocoder, Reinforcement-learning-with-tensorflow]2[InfixExpression, MethodInvocation, SimpleName]
73853locations[spaCy, pgmpy]2[IfStatement, SimpleName, ThrowStatement]
74153locations[dipy]1[FieldAccess, MethodInvocation, SimpleName]
75553locations[GyoiThon]1[ArrayAccess, MethodInvocation, NumberLiteral, SimpleName]
76055locations[Perceptron]1[BooleanLiteral, InfixExpression, MethodInvocation, SimpleName]
80554locations[EvoloPy, hyperopt-sklearn, nonconformist]3[InfixExpression, MethodInvocation, SimpleName]
3464locations[nilmtk, conceptnet5]3[MethodInvocation, ReturnStatement, SimpleName]
3566locations[]0[FieldAccess, IfStatement, MethodInvocation]
4263locations[keras-tcn]1[FieldAccess, MethodInvocation, SimpleName]
10464locations[MuGo, pgmpy, lingpy]3[MethodInvocation, SimpleName]
10563locations[thinc]1[MethodInvocation, SimpleName]
12763locations[pyAudioAnalysis, pytorch-maml-rl]2[MethodInvocation, SimpleName]
12963locations[dit]1[MethodInvocation, SimpleName]
16463locations[yellowbrick, pynndescent]2[MethodInvocation, ReturnStatement, SimpleName]
16563locations[mahotas]1[MethodInvocation, SimpleName]
17468locations[s-vae-pytorch, pyntcloud, ENAS-pytorch, rlkit, TTS-Cube, recurrent-visual-attention]7[MethodInvocation, SimpleName]
18463locations[mahotas]1[MethodInvocation, SimpleName]
21563locations[scikit-optimize]1[MethodInvocation, ReturnStatement, SimpleName]
21663locations[MMdnn]1[MethodInvocation, SimpleName]
23863locations[talos, libact]2[InfixExpression, MethodInvocation, SimpleName]
23963locations[classification_models, mtcnn]2[MethodInvocation, SimpleName]
26565locations[jieba, oddt, sumy, conceptnet5]4[MethodInvocation, SimpleName]
26665locations[mlxtend, w3af, PyTorch-YOLOv3]3[MethodInvocation, SimpleName]
27364locations[]0[MethodInvocation, SimpleName]
28664locations[tf_unet, text_classification]3[MethodInvocation, SimpleName]
29163locations[acl-anthology]2[MethodInvocation, SimpleName]
29463locations[pyjanitor, tensorpack]2[IfStatement, InfixExpression, MethodInvocation, SimpleName]
31663locations[pgmpy]2[IfStatement, MethodInvocation, SimpleName]
32263locations[palladium]1[MethodInvocation, PyWithStatement, SimpleName]
36165locations[raster-vision]1[MethodInvocation, SimpleName]
37863locations[mlxtend]1[IfStatement, MethodInvocation, SimpleName]
40963locations[3D-ResNets-PyTorch]2[MethodInvocation, SimpleName]
41163locations[PHATE, kmodes]2[InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
41263locations[nnabla-examples]1[MethodInvocation, SimpleName]
41363locations[PyTorchZeroToAll, seq2seq]2[MethodInvocation, SimpleName]
42663locations[keras-activations]1[MethodInvocation, SimpleName]
44963locations[keras-vis]1[ArrayInitializer, MethodInvocation, SimpleName]
46463locations[snorkel, zamia-speech]2[IfStatement, MethodInvocation, SimpleName]
47964locations[colorization-pytorch, pytorch-CycleGAN-and-pix2pix]1[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral, SimpleName]
49563locations[tutorials]2[FieldAccess, MethodInvocation]
50464locations[categorical-encoding, nilmtk]3[MethodInvocation, SimpleName]
51163locations[pandastable]1[MethodInvocation, SimpleName]
52263locations[finmarketpy]1[MethodInvocation, SimpleName]
54463locations[rlkit]1[MethodInvocation, ReturnStatement, SimpleName]
55563locations[examples]1[MethodInvocation, SimpleName]
56563locations[librosa]2[MethodInvocation, SimpleName]
57564locations[mahotas, scikit-learn, statsmodels]3[MethodInvocation, SimpleName]
59664locations[dynamic-training-bench, snorkel]2[MethodInvocation, SimpleName]
60564locations[audio, kapre]2[MethodInvocation, SimpleName]
60664locations[chaco]1[MethodInvocation, PyWithStatement, SimpleName]
62063locations[BasicSR]1[FieldAccess, IfStatement, MethodInvocation, SimpleName]
64763locations[]0[MethodInvocation, PyListComprehension, SimpleName]
66663locations[]0[FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
67463locations[pymanopt]2[MethodInvocation, ReturnStatement, SimpleName]
68863locations[pyntcloud]2[ArrayAccess, MethodInvocation, SimpleName]
69463locations[honk, pytorch-template]2[FieldAccess, MethodInvocation, SimpleName, StringLiteral]
72463locations[simple_rl, dython]2[InfixExpression, MethodInvocation, SimpleName]
74963locations[w3af]1[MethodInvocation, SimpleName]
75063locations[]0[ArrayInitializer, MethodInvocation, SimpleName]
75465locations[classification_models, DeOldify, pytorch-cnn-visualizations, PyTorch-YOLOv3]4[MethodInvocation, SimpleName]
77163locations[fast-neural-style]2[MethodInvocation, SimpleName]
77463locations[text-to-image]2[MethodInvocation, SimpleName]
80364locations[plantcv, deep_sort_yolov3]2[MethodInvocation, SimpleName]
80863locations[mozregression]1[IfStatement, MethodInvocation, SimpleName, StringLiteral]
2073locations[plotnine]1[MethodInvocation, PyWithStatement, SimpleName]
4373locations[SentEval]1[FieldAccess, MethodInvocation, SimpleName]
7773locations[pytorch-retinanet]1[MethodInvocation, SimpleName, ThrowStatement]
9174locations[models, finetune, dynamic-training-bench]3[MethodInvocation, SimpleName]
11077locations[Perceptron]1[BooleanLiteral, InfixExpression, MethodInvocation, PrefixExpression, SimpleName]
13175locations[thinc]2[IfStatement, MethodInvocation, SimpleName, StringLiteral]
19574locations[kmodes]1[InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
24373locations[invesalius3]1[MethodInvocation, SimpleName]
24673locations[SUAVE]1[MethodInvocation, SimpleName]
28573locations[pySCENIC]1[MethodInvocation, SimpleName]
30073locations[SRGAN, pytorch_geometric]2[MethodInvocation, SimpleName]
31073locations[librosa]2[ArrayAccess, MethodInvocation, SimpleName]
32673locations[pytorch-CycleGAN-and-pix2pix]1[IfStatement, MethodInvocation, SimpleName, StringLiteral]
37173locations[faster-rcnn.pytorch]1[MethodInvocation, SimpleName]
37273locations[]0[MethodInvocation, SimpleName, StringLiteral]
42074locations[invesalius3]1[FieldAccess, MethodInvocation, SimpleName]
44673locations[mahotas]1[MethodInvocation, PyWithStatement, SimpleName]
50974locations[]0[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
52575locations[PyTorch-GAN]2[ArrayInitializer, MethodInvocation, SimpleName]
61477locations[acoular, finmarketpy]5[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
61576locations[hardnet]1[MethodInvocation, PyTupleExpression, SimpleName]
63873locations[django-debug-toolbar, conceptnet5]2[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
65373locations[PyTorch-YOLOv3, memcnn]2[MethodInvocation, SimpleName]
67773locations[dit]1[MethodInvocation, SimpleName]
68274locations[pyglmnet]1[InfixExpression, MethodInvocation, SimpleName]
69374locations[pycox, colorization-pytorch]2[MethodInvocation, SimpleName]
71274locations[colorization-pytorch]1[MethodInvocation, SimpleName]
72273locations[pyinstaller, scripts]2[IfStatement, MethodInvocation, SimpleName]
73076locations[pyntcloud, 3DUnetCNN]2[ClassInstanceCreation, SimpleName]
76273locations[uis-rnn, PyTorch-YOLOv3]2[IfStatement, MethodInvocation, SimpleName]
77674locations[mahotas]1[MethodInvocation, PyWithStatement, SimpleName]
80973locations[snorkel, raster-vision]2[IfStatement, InfixExpression, MethodInvocation, SimpleName]
81073locations[3D-ResNets-PyTorch]1[IfStatement, InfixExpression, MethodInvocation, SimpleName]
81273locations[stanza]2[IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
3083locations[inplace_abn, examples]2[MethodInvocation, SimpleName]
5083locations[scripts]2[InfixExpression, MethodInvocation, SimpleName]
8883locations[Rainbow, mushroom]2[MethodInvocation, SimpleName]
9683locations[musegan]1[InfixExpression, MethodInvocation, SimpleName]
10183locations[pySCENIC]1[BooleanLiteral, MethodInvocation, SimpleName]
11483locations[BasicSR]1[MethodInvocation, SimpleName]
12883locations[]0[MethodInvocation, SimpleName]
19086locations[mlxtend, hyperopt-sklearn]3[InfixExpression, MethodInvocation, SimpleName]
20683locations[thinc]1[MethodInvocation, SimpleName]
22885locations[pytorch-a2c-ppo-acktr, trackpy, tensornets]3[AssertStatement, IfStatement, InfixExpression, SimpleName]
26888locations[mir_eval]1[ArrayAccess, MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName]
27883locations[Seq2seqChatbots]2[MethodInvocation, SimpleName]
27984locations[SRGAN]1[ArrayInitializer, MethodInvocation, SimpleName]
30184locations[liegroups]1[MethodInvocation, SimpleName, StringLiteral]
34286locations[Deep-Reinforcement-Learning-Hands-On]2[MethodInvocation, SimpleName]
35683locations[thinc, CapsNet-Keras]2[MethodInvocation, ReturnStatement, SimpleName]
37784locations[audio, django-debug-toolbar, conceptnet5]3[IfStatement, InfixExpression, PyInExpression, ReturnStatement, SimpleName]
46183locations[pyroomacoustics, librosa]2[ArrayAccess, MethodInvocation, SimpleName]
47283locations[]0[MethodInvocation, PyTupleExpression, PyYieldReturnStatement, SimpleName]
47385locations[cve-search]1[FieldAccess, MethodInvocation, SimpleName, StringLiteral]
47883locations[scripts, astroML]2[IfStatement, MethodInvocation, PrefixExpression, SimpleName]
51383locations[osmnx, pgmpy]2[MethodInvocation, SimpleName]
51483locations[zamia-speech]1[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
52187locations[NetworkML]1[MethodInvocation, SimpleName]
52883locations[imutils, hyperdash-sdk-py]2[BooleanLiteral, FieldAccess, MethodInvocation, SimpleName]
57183locations[plotnine, django-debug-toolbar]2[IfStatement, MethodInvocation, SimpleName]
57483locations[pdpipe]1[BooleanLiteral, MethodInvocation, SimpleName]
60883locations[Shift-Net_pytorch]1[FieldAccess, IfStatement, MethodInvocation, SimpleName]
60983locations[memcnn]1[MethodInvocation, PyTupleExpression, SimpleName]
62783locations[]0[MethodInvocation, SimpleName]
63285locations[mindsdb]2[MethodInvocation, SimpleName]
65983locations[umap]1[MethodInvocation, PyWithStatement, SimpleName]
68484locations[]0[MethodInvocation, SimpleName]
69183locations[ptan]1[FieldAccess, MethodInvocation, SimpleName]
69683locations[PerceptualSimilarity]1[ArrayAccess, MethodInvocation, NumberLiteral, SimpleName]
71684locations[nilmtk]1[FieldAccess, MethodInvocation, SimpleName]
74283locations[healthcare]1[MethodInvocation, SimpleName]
77583locations[]0[MethodInvocation, PyWithStatement, SimpleName]
193locations[PerceptualSimilarity, HiCExplorer]2[MethodInvocation, SimpleName, StringLiteral]
793locations[]0[MethodInvocation, PyTupleExpression, SimpleName, StringLiteral]
2894locations[SRGAN, PyTorchZeroToAll, memcnn]3[MethodInvocation, SimpleName]
3893locations[doccano]1[FieldAccess, MethodInvocation, SimpleName, StringLiteral]
5994locations[Deep-Reinforcement-Learning-Hands-On]1[FieldAccess, IfStatement, MethodInvocation, SimpleName]
7393locations[DeepBach]2[ArrayAccess, MethodInvocation, SimpleName, StringLiteral]
9593locations[tensorlayer]1[FieldAccess, MethodInvocation]
12493locations[PyTorch-GAN, pyntcloud]3[MethodInvocation, SimpleName]
13293locations[tfdeploy]1[MethodInvocation, SimpleName]
15093locations[EmoPy]1[IfStatement, MethodInvocation, SimpleName]
23794locations[mpc.pytorch]1[MethodInvocation, SimpleName]
28093locations[librosa]1[MethodInvocation, SimpleName]
34793locations[]0[FieldAccess, MethodInvocation, SimpleName]
40794locations[nilearn]1[ArrayAccess, FieldAccess, MethodInvocation, PrefixExpression, SimpleName, StringLiteral]
43694locations[Deep-Learning-Papers-Reading-Roadmap, ATM, Sentence-VAE]3[FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
46293locations[machine_learning_security]2[IfStatement, MethodInvocation, SimpleName, StringLiteral]
49294locations[npfl114]2[FieldAccess, IfStatement, MethodInvocation, SimpleName]
57294locations[colorization-pytorch, pytorch-CycleGAN-and-pix2pix]1[FieldAccess, MethodInvocation, SimpleName]
655911locations[finmarketpy]1[MethodInvocation, SimpleName]
77793locations[wavenet_vocoder, Deep-Reinforcement-Learning-Hands-On]2[ArrayAccess, MethodInvocation, NumberLiteral, SimpleName]
22104locations[softlearning, keras]2[MethodInvocation, SimpleName]
57103locations[nilmtk, neurodsp]2[MethodInvocation, SimpleName]
62106locations[cnn_lstm_ctc_ocr, freesound, grand-challenge.org, NewsBlur]5[MethodInvocation, SimpleName]
68103locations[gensim]1[BooleanLiteral, MethodInvocation, SimpleName, StringLiteral]
74103locations[]0[MethodInvocation, PrefixExpression, SimpleName]
79104locations[paysage]1[FieldAccess, MethodInvocation, SimpleName]
99103locations[mlxtend]2[IfStatement, InfixExpression, MethodInvocation, SimpleName]
152104locations[cesium, pytorch-value-iteration-networks, nilmtk]3[MethodInvocation, SimpleName]
247103locations[conv-emotion, google-research]2[MethodInvocation, SimpleName]
275104locations[snorkel, grand-challenge.org, NewsBlur]3[MethodInvocation, SimpleName]
289104locations[pytorch-cifar]2[MethodInvocation, SimpleName]
297105locations[nalaf]2[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
346103locations[ANTsPy]1[MethodInvocation, NumberLiteral, SimpleName]
394103locations[tgen, vowpal_porpoise]2[ArrayInitializer, MethodInvocation, SimpleName, StringLiteral]
428103locations[bootstrap.pytorch, Seq2seqChatbots]2[FieldAccess, InfixExpression, MethodInvocation, PyNotInExpression, SimpleName]
448106locations[nalaf]2[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
458103locations[pyinstaller]1[MethodInvocation, PyWithStatement, SimpleName]
489104locations[mlxtend]2[ArrayAccess, FieldAccess, MethodInvocation, SimpleName]
532103locations[nussl, deepspeech.pytorch]2[MethodInvocation, SimpleName]
603103locations[neural-style, grand-challenge.org]2[IfStatement, InfixExpression, MethodInvocation, SimpleName]
624103locations[deer]2[IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
630108locations[tutorials]1[IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
675103locations[scikit-image, DaNet-Tensorflow]2[MethodInvocation, SimpleName]
699106locations[pro_gan_pytorch]1[InfixExpression, MethodInvocation, SimpleName]
700104locations[text-to-image, pymanopt, pysc2-examples]3[MethodInvocation, SimpleName]
702103locations[mlxtend]1[IfStatement, MethodInvocation, PrefixExpression, SimpleName, StringLiteral, ThrowStatement]
705104locations[finetune, GPflow]2[InfixExpression, MethodInvocation, SimpleName]
757107locations[tfdeploy]1[FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
759103locations[scikit-optimize]1[MethodInvocation, ReturnStatement, SimpleName]
786104locations[semi-auto-image-annotation-tool, nilmtk, image-super-resolution]3[MethodInvocation, PyListComprehension, SimpleName]
787103locations[AlphaPose]1[IfStatement, MethodInvocation, PyGenerator, SimpleName]
824103locations[chaco]1[MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName]
5113locations[models]1[FieldAccess, IfStatement, MethodInvocation, SimpleName]
26113locations[]0[FieldAccess, InfixExpression, MethodInvocation, SimpleName]
66114locations[torchgeometry]1[ArrayInitializer, MethodInvocation, SimpleName]
147114locations[TTS-Cube]2[FieldAccess, MethodInvocation, PyTupleExpression, SimpleName]
202113locations[librosa]1[ArrayAccess, MethodInvocation, SimpleName, StringLiteral]
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