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[SYSTEMDS-3887] Improve Scuro DAGs #2597

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christinadionysio opened 6:13am on August 26, 2026 wanted to merge 5040 Δ into apache/systemds main from
improve_rep_dags

Pull request #2597 quality checks

Code files and functions touched by this pull request are analyzed below.

Quality targets

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Target name Target value This PR
Maximum Diff Delta per PR 500 5040
Maximum comment count per PR 10 0
Pull request maximum business days between activity 3 14
Pull request maximum business days open 5 18

Coupled files

Are there any files from this commit that are always committed alongside another file? This often suggests that there exists code coupling to potentially remove. Read more about code coupling

Committed together % Code file
Coupled code file 		Commits in PR with both
100 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/mfcc.py 		2
100 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/swin_video_transformer.py 		1
100 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/x3d.py 		1
100 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/resnet.py 		1
100 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/swin_video_transformer.py 		1
100 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/wav2vec.py 		1
100 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/vgg.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/representations/bert.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/representations/resnet.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/dataloader/base_loader.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/representations/swin_video_transformer.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/representations/wav2vec.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/representations/x3d.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/representations/clip.py 		1
100 src/main/python/systemds/scuro/representations/image_bind.py
src/main/python/systemds/scuro/representations/vgg.py 		1
100 src/main/python/systemds/scuro/drsearch/representation_dag.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		3
100 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
100 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
100 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/drsearch/node_executor.py 		1
100 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/drsearch/node_scheduler.py 		1
100 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/representations/vgg.py 		1
100 src/main/python/systemds/scuro/representations/hadamard.py
src/main/python/systemds/scuro/representations/concatenation.py 		1
100 src/main/python/systemds/scuro/representations/hadamard.py
src/main/python/systemds/scuro/representations/sum.py 		1
100 src/main/python/systemds/scuro/drsearch/multimodal_optimizer.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
100 src/main/python/systemds/scuro/drsearch/multimodal_optimizer.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		1
100 src/main/python/systemds/scuro/drsearch/multimodal_optimizer.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
100 src/main/python/systemds/scuro/drsearch/multimodal_optimizer.py
src/main/python/systemds/scuro/representations/timeseries_representations.py 		1
100 src/main/python/systemds/scuro/representations/clip.py
src/main/python/systemds/scuro/representations/bert.py 		2
100 src/main/python/systemds/scuro/models/model.py
src/main/python/systemds/scuro/modality/modality.py 		1
100 src/main/python/systemds/scuro/representations/average.py
src/main/python/systemds/scuro/representations/concatenation.py 		1
100 src/main/python/systemds/scuro/representations/average.py
src/main/python/systemds/scuro/representations/sum.py 		1
100 src/main/python/systemds/scuro/representations/fusion.py
src/main/python/systemds/scuro/representations/bert.py 		1
100 src/main/python/systemds/scuro/representations/sum.py
src/main/python/systemds/scuro/representations/concatenation.py 		1
100 src/main/python/systemds/scuro/representations/utils.py
src/main/python/systemds/scuro/representations/bert.py 		2
100 src/main/python/systemds/scuro/representations/bow.py
src/main/python/systemds/scuro/representations/tfidf.py 		2
100 src/main/python/systemds/scuro/representations/glove.py
src/main/python/systemds/scuro/representations/bert.py 		1
100 src/main/python/systemds/scuro/representations/glove.py
src/main/python/systemds/scuro/representations/bow.py 		1
100 src/main/python/systemds/scuro/representations/glove.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
100 src/main/python/systemds/scuro/modality/joined.py
src/main/python/tests/scuro/data_generator.py 		1
100 src/main/python/systemds/scuro/modality/joined.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
100 src/main/python/systemds/scuro/drsearch/operator_registry.py
src/main/python/systemds/scuro/drsearch/hyperparameter_tuner.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/representations/bert.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/representations/resnet.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/representations/bow.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/representations/mfcc.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/representations/swin_video_transformer.py 		1
100 src/main/python/systemds/scuro/representations/optical_flow.py
src/main/python/systemds/scuro/representations/x3d.py 		1
100 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/bert.py 		1
100 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/resnet.py 		1
100 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/wav2vec.py 		1
100 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/x3d.py 		1
100 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/clip.py 		1
100 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/vgg.py 		1
100 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/bert.py 		2
100 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/resnet.py 		1
100 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/representations/bert.py 		1
100 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/representations/swin_video_transformer.py 		1
100 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/representations/x3d.py 		1
100 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/representations/clip.py 		1
100 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/representations/vgg.py 		1
100 src/main/python/systemds/scuro/utils/memory_utility.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
100 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
100 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		1
100 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/representations/clip.py 		1
100 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/dataloader/image_loader.py 		1
100 src/main/python/systemds/scuro/drsearch/dag_group_executor.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		1
100 src/main/python/systemds/scuro/drsearch/dag_group_executor.py
src/main/python/systemds/scuro/drsearch/node_executor.py 		1
100 src/main/python/systemds/scuro/drsearch/worker_pool.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
100 src/main/python/systemds/scuro/drsearch/worker_pool.py
src/main/python/systemds/scuro/representations/image_bind.py 		1
100 src/main/python/systemds/scuro/drsearch/worker_pool.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
100 src/main/python/systemds/scuro/drsearch/worker_pool.py
src/main/python/systemds/scuro/drsearch/modality_shared_memory.py 		1
100 src/main/python/systemds/scuro/drsearch/worker_pool.py
src/main/python/systemds/scuro/drsearch/node_executor.py 		1
100 src/main/python/systemds/scuro/drsearch/worker_pool.py
src/main/python/systemds/scuro/drsearch/node_scheduler.py 		1
100 src/main/python/systemds/scuro/drsearch/worker_pool.py
src/main/python/systemds/scuro/utils/memory_utility.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/bert.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/resnet.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/swin_video_transformer.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/wav2vec.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/x3d.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/image_bind.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/clip.py 		1
100 src/main/python/systemds/scuro/representations/openface.py
src/main/python/systemds/scuro/representations/vgg.py 		1
100 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/representations/color_histogram.py 		1
100 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/representations/resnet.py 		1
100 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/representations/swin_video_transformer.py 		1
100 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/representations/resnet.py 		1
100 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/representations/x3d.py 		1
100 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/representations/bert.py 		1
100 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/representations/clip.py 		1
96 src/main/python/systemds/scuro/representations/bow.py
src/main/python/systemds/scuro/representations/bert.py 		2
96 src/main/python/systemds/scuro/representations/word2vec.py
src/main/python/systemds/scuro/representations/tfidf.py 		2
94 src/main/python/systemds/scuro/representations/glove.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
92 src/main/python/systemds/scuro/representations/concatenation.py
src/main/python/systemds/scuro/representations/sum.py 		1
92 src/main/python/systemds/scuro/representations/tfidf.py
src/main/python/systemds/scuro/representations/bow.py 		2
90 src/main/python/systemds/scuro/representations/mfcc.py
src/main/python/systemds/scuro/representations/mel_spectrogram.py 		1
90 src/main/python/systemds/scuro/modality/joined.py
src/main/python/systemds/scuro/representations/resnet.py 		1
90 src/main/python/systemds/scuro/modality/joined.py
src/main/python/systemds/scuro/representations/mel_spectrogram.py 		1
90 src/main/python/systemds/scuro/modality/joined.py
src/main/python/systemds/scuro/modality/modality.py 		1
89 src/main/python/systemds/scuro/representations/tfidf.py
src/main/python/systemds/scuro/representations/word2vec.py 		2
88 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/bert.py 		1
88 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
88 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/clip.py 		2
88 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/image_bind.py 		1
88 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/clip.py 		1
88 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/word2vec.py 		2
88 src/main/python/systemds/scuro/dataloader/base_loader.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
88 src/main/python/systemds/scuro/representations/word2vec.py
src/main/python/systemds/scuro/representations/bert.py 		2
88 src/main/python/systemds/scuro/representations/bow.py
src/main/python/systemds/scuro/representations/word2vec.py 		2
88 src/main/python/systemds/scuro/__init__.py
src/main/python/systemds/scuro/representations/bert.py 		1
88 src/main/python/systemds/scuro/__init__.py
src/main/python/systemds/scuro/modality/modality.py 		1
87 src/main/python/systemds/scuro/representations/text_context_with_indices.py
src/main/python/systemds/scuro/representations/window_aggregation.py 		1
87 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/representations/image_bind.py 		1
87 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		1
87 src/main/python/systemds/scuro/representations/text_context_with_indices.py
src/main/python/systemds/scuro/representations/clip.py 		1
87 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/representations/wav2vec.py 		1
87 src/main/python/systemds/scuro/representations/vgg.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
87 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
87 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/color_histogram.py 		1
85 src/main/python/systemds/scuro/drsearch/operator_registry.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		1
85 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
85 src/main/python/tests/scuro/test_operator_registry.py
src/main/python/tests/scuro/test_unimodal_optimizer.py 		1
85 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		1
84 src/main/python/systemds/scuro/representations/word2vec.py
src/main/python/systemds/scuro/representations/bow.py 		2
84 src/main/python/systemds/scuro/drsearch/node_scheduler.py
src/main/python/systemds/scuro/drsearch/node_executor.py 		1
83 src/main/python/tests/scuro/test_window_operations.py
src/main/python/tests/scuro/test_unimodal_representations.py 		1
83 src/main/python/systemds/scuro/representations/fusion.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
83 src/main/python/systemds/scuro/representations/fusion.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
83 src/main/python/systemds/scuro/representations/fusion.py
src/main/python/systemds/scuro/representations/bow.py 		1
83 src/main/python/systemds/scuro/representations/fusion.py
src/main/python/systemds/scuro/representations/average.py 		1
82 src/main/python/systemds/scuro/representations/tfidf.py
src/main/python/systemds/scuro/representations/bert.py 		2
82 src/main/python/systemds/scuro/dataloader/base_loader.py
src/main/python/systemds/scuro/representations/resnet.py 		1
81 src/main/python/systemds/scuro/representations/mel_spectrogram.py
src/main/python/systemds/scuro/representations/resnet.py 		1
81 src/main/python/systemds/scuro/representations/mfcc.py
src/main/python/systemds/scuro/representations/wav2vec.py 		2
81 src/main/python/systemds/scuro/representations/mfcc.py
src/main/python/systemds/scuro/representations/window_aggregation.py 		2
81 src/main/python/systemds/scuro/modality/unimodal_modality.py
src/main/python/systemds/scuro/modality/modality.py 		2
80 src/main/python/systemds/scuro/modality/joined.py
src/main/python/systemds/scuro/dataloader/base_loader.py 		1
80 src/main/python/systemds/scuro/modality/joined.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
80 src/main/python/systemds/scuro/modality/joined.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
80 src/main/python/systemds/scuro/modality/joined.py
src/main/python/systemds/scuro/representations/bow.py 		1
80 src/main/python/systemds/scuro/modality/modality.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		2
80 src/main/python/systemds/scuro/representations/hadamard.py
src/main/python/systemds/scuro/representations/timeseries_representations.py 		1
80 src/main/python/systemds/scuro/representations/hadamard.py
src/main/python/systemds/scuro/representations/mlp_averaging.py 		1
80 src/main/python/systemds/scuro/representations/hadamard.py
src/main/python/systemds/scuro/representations/window_aggregation.py 		1
80 src/main/python/systemds/scuro/representations/hadamard.py
src/main/python/systemds/scuro/representations/aggregate.py 		1
80 src/main/python/systemds/scuro/utils/checkpointing.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		1
80 src/main/python/systemds/scuro/representations/sum.py
src/main/python/systemds/scuro/representations/average.py 		1
78 src/main/python/systemds/scuro/representations/clip.py
src/main/python/systemds/scuro/representations/vgg.py 		1
78 src/main/python/systemds/scuro/representations/clip.py
src/main/python/systemds/scuro/representations/resnet.py 		1
77 src/main/python/systemds/scuro/representations/bert.py
src/main/python/systemds/scuro/representations/bow.py 		2
77 src/main/python/systemds/scuro/__init__.py
src/main/python/tests/scuro/data_generator.py 		1
77 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/glove.py 		1
77 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/vgg.py 		1
77 src/main/python/systemds/scuro/representations/wav2vec.py
src/main/python/systemds/scuro/representations/mel_spectrogram.py 		1
77 src/main/python/systemds/scuro/representations/x3d.py
src/main/python/systemds/scuro/representations/color_histogram.py 		1
76 src/main/python/systemds/scuro/dataloader/base_loader.py
src/main/python/systemds/scuro/modality/modality.py 		1
76 src/main/python/systemds/scuro/modality/unimodal_modality.py
src/main/python/systemds/scuro/representations/resnet.py 		1
76 src/main/python/systemds/scuro/representations/aggregate.py
src/main/python/systemds/scuro/representations/bert.py 		1
76 src/main/python/systemds/scuro/representations/aggregate.py
src/main/python/systemds/scuro/representations/bow.py 		1
76 src/main/python/systemds/scuro/representations/aggregate.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
76 src/main/python/tests/scuro/test_unimodal_representations.py
src/main/python/tests/scuro/test_window_operations.py 		1
76 src/main/python/systemds/scuro/representations/mel_spectrogram.py
src/main/python/systemds/scuro/representations/bert.py 		1
76 src/main/python/systemds/scuro/representations/concatenation.py
src/main/python/systemds/scuro/representations/average.py 		1
75 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/tests/scuro/data_generator.py 		1
75 src/main/python/systemds/scuro/representations/text_context_with_indices.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
75 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/representations/color_histogram.py 		1
75 src/main/python/systemds/scuro/representations/text_context_with_indices.py
src/main/python/systemds/scuro/representations/glove.py 		1
75 src/main/python/systemds/scuro/representations/text_context_with_indices.py
src/main/python/systemds/scuro/representations/bow.py 		1
75 src/main/python/systemds/scuro/modality/modality.py
src/main/python/systemds/scuro/representations/resnet.py 		1
75 src/main/python/systemds/scuro/representations/text_context_with_indices.py
src/main/python/systemds/scuro/representations/bert.py 		1
75 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/representations/vgg.py 		1
75 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/representations/resnet.py 		1
75 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/drsearch/node_executor.py 		1
75 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
75 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/drsearch/task.py 		1
75 src/main/python/systemds/scuro/representations/resnet.py
src/main/python/systemds/scuro/representations/bert.py 		1
75 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/drsearch/worker_pool.py 		1
75 src/main/python/systemds/scuro/drsearch/modality_shared_memory.py
src/main/python/systemds/scuro/utils/memory_utility.py 		1
75 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/representations/resnet.py 		1
75 src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py
src/main/python/systemds/scuro/dataloader/base_loader.py 		1
75 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
75 src/main/python/systemds/scuro/representations/swin_video_transformer.py
src/main/python/systemds/scuro/representations/image_bind.py 		1
75 src/main/python/systemds/scuro/representations/text_context_with_indices.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
75 src/main/python/systemds/scuro/representations/text_context_with_indices.py
src/main/python/systemds/scuro/representations/mlp_averaging.py 		1
74 src/main/python/systemds/scuro/representations/bert.py
src/main/python/systemds/scuro/representations/tfidf.py 		2
74 src/main/python/systemds/scuro/representations/bert.py
src/main/python/systemds/scuro/representations/word2vec.py 		2
73 src/main/python/systemds/scuro/representations/word2vec.py
src/main/python/systemds/scuro/representations/glove.py 		1
72 src/main/python/systemds/scuro/dataloader/video_loader.py
src/main/python/systemds/scuro/representations/resnet.py 		1
72 src/main/python/systemds/scuro/dataloader/video_loader.py
src/main/python/systemds/scuro/dataloader/base_loader.py 		1
72 src/main/python/systemds/scuro/representations/mfcc.py
src/main/python/systemds/scuro/representations/tfidf.py 		2
72 src/main/python/systemds/scuro/representations/mlp_averaging.py
src/main/python/systemds/scuro/representations/bert.py 		1
72 src/main/python/systemds/scuro/representations/mlp_averaging.py
src/main/python/systemds/scuro/representations/window_aggregation.py 		1
72 src/main/python/systemds/scuro/representations/mlp_averaging.py
src/main/python/systemds/scuro/representations/clip.py 		1
72 src/main/python/systemds/scuro/representations/mfcc.py
src/main/python/systemds/scuro/representations/bert.py 		2
72 src/main/python/systemds/scuro/representations/mfcc.py
src/main/python/systemds/scuro/representations/bow.py 		2
72 src/main/python/systemds/scuro/representations/bow.py
src/main/python/systemds/scuro/representations/resnet.py 		1
71 src/main/python/systemds/scuro/drsearch/task.py
src/main/python/systemds/scuro/representations/mel_spectrogram.py 		1
71 src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		3
71 src/main/python/systemds/scuro/dataloader/image_loader.py
src/main/python/systemds/scuro/representations/clip.py 		1
71 src/main/python/systemds/scuro/representations/clip.py
src/main/python/systemds/scuro/representations/glove.py 		1
71 src/main/python/systemds/scuro/drsearch/operator_registry.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
71 src/main/python/tests/scuro/test_operator_registry.py
src/main/python/systemds/scuro/representations/bert.py 		2
71 src/main/python/tests/scuro/test_operator_registry.py
src/main/python/tests/scuro/data_generator.py 		1
71 src/main/python/systemds/scuro/drsearch/operator_registry.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
71 src/main/python/systemds/scuro/representations/clip.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		1
71 src/main/python/systemds/scuro/drsearch/task.py
src/main/python/systemds/scuro/representations/bert.py 		1
71 src/main/python/systemds/scuro/drsearch/task.py
src/main/python/systemds/scuro/representations/resnet.py 		1
71 src/main/python/systemds/scuro/utils/memory_utility.py
src/main/python/systemds/scuro/drsearch/node_scheduler.py 		1
71 src/main/python/systemds/scuro/drsearch/task.py
src/main/python/systemds/scuro/representations/bow.py 		1
71 src/main/python/systemds/scuro/utils/memory_utility.py
src/main/python/systemds/scuro/drsearch/representation_dag.py 		1
71 src/main/python/systemds/scuro/drsearch/task.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
71 src/main/python/systemds/scuro/drsearch/task.py
src/main/python/systemds/scuro/modality/unimodal_modality.py 		1
71 src/main/python/systemds/scuro/drsearch/task.py
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py 		2
71 src/main/python/systemds/scuro/representations/mel_spectrogram.py
src/main/python/systemds/scuro/representations/bow.py 		1
71 src/main/python/systemds/scuro/representations/mel_spectrogram.py
src/main/python/systemds/scuro/representations/tfidf.py 		1
71 src/main/python/tests/scuro/test_operator_registry.py
src/main/python/systemds/scuro/representations/bow.py 		2
71 src/main/python/systemds/scuro/drsearch/task.py
src/main/python/systemds/scuro/drsearch/node_executor.py 		1
71 src/main/python/systemds/scuro/representations/color_histogram.py
src/main/python/systemds/scuro/representations/word2vec.py 		1
71 src/main/python/systemds/scuro/representations/bert.py
src/main/python/systemds/scuro/representations/resnet.py 		1
71 src/main/python/systemds/scuro/dataloader/image_loader.py
src/main/python/systemds/scuro/dataloader/video_loader.py 		1
71 src/main/python/tests/scuro/test_operator_registry.py
src/main/python/systemds/scuro/representations/tfidf.py 		2
71 src/main/python/tests/scuro/test_operator_registry.py
src/main/python/systemds/scuro/representations/word2vec.py 		2
71 src/main/python/tests/scuro/test_operator_registry.py
src/main/python/tests/scuro/test_window_operations.py 		1
71 src/main/python/systemds/scuro/modality/unimodal_modality.py
src/main/python/systemds/scuro/dataloader/base_loader.py 		1
71 src/main/python/systemds/scuro/dataloader/image_loader.py
src/main/python/systemds/scuro/representations/bert.py 		1
70 src/main/python/systemds/scuro/representations/sum.py
src/main/python/systemds/scuro/representations/bert.py 		1
70 src/main/python/systemds/scuro/dataloader/base_loader.py
src/main/python/systemds/scuro/dataloader/video_loader.py 		1

Biggest files changes in pull request

Estimated line counts are shown. Values may change once change summary has finished building.

Path View whole file Lines removed Lines added Final line count
src/main/python/systemds/scuro/representations/window_aggregation.py BeforeAfter 94 351 ---
src/main/python/systemds/scuro/drsearch/unimodal_optimizer.py BeforeAfter 31 267 ---
src/main/python/systemds/scuro/representations/image_bind.py BeforeAfter 47 285 ---
src/main/python/systemds/scuro/drsearch/node_scheduler.py BeforeAfter 15 138 ---
src/main/python/systemds/scuro/drsearch/node_executor.py BeforeAfter 16 109 ---
src/main/python/systemds/scuro/drsearch/worker_pool.py BeforeAfter 7 124 ---
src/main/python/systemds/scuro/drsearch/representation_dag.py BeforeAfter 36 98 ---
src/main/python/systemds/scuro/modality/unimodal_modality.py BeforeAfter 25 105 ---
src/main/python/systemds/scuro/dataloader/video_loader.py BeforeAfter 40 122 ---
src/main/python/systemds/scuro/representations/x3d.py BeforeAfter 66 175 ---
src/main/python/systemds/scuro/representations/clip.py BeforeAfter 94 157 ---
src/main/python/systemds/scuro/modality/modality.py BeforeAfter 39 99 ---
src/main/python/systemds/scuro/representations/vgg.py BeforeAfter 73 72 ---
src/main/python/systemds/scuro/dataloader/base_loader.py BeforeAfter 10 47 ---
src/main/python/systemds/scuro/representations/resnet.py BeforeAfter 58 66 ---
src/main/python/tests/scuro/test_window_representation_batching.py BeforeAfter 0 141 ---
src/main/python/tests/scuro/test_unimodal_optimizer.py BeforeAfter 0 226 ---
src/main/python/systemds/scuro/representations/bert.py BeforeAfter 55 107 ---
src/main/python/tests/scuro/test_neural_encoder_batching.py BeforeAfter 0 156 ---
src/main/python/systemds/scuro/modality/joined.py BeforeAfter 0 52 ---
src/main/python/systemds/scuro/representations/swin_video_transformer.py BeforeAfter 36 53 ---
src/main/python/systemds/scuro/drsearch/hyperparameter_tuner.py BeforeAfter 0 36 ---
src/main/python/systemds/scuro/representations/wav2vec.py BeforeAfter 21 112 ---
src/main/python/systemds/scuro/representations/aggregated_representation.py BeforeAfter 2 17 ---
src/main/python/systemds/scuro/dataloader/image_loader.py BeforeAfter 11 34 ---
src/main/python/tests/scuro/data_generator.py BeforeAfter 0 37 ---
src/main/python/tests/scuro/test_modality_pad.py BeforeAfter 0 105 ---
src/main/python/systemds/scuro/drsearch/operator_registry.py BeforeAfter 1 18 ---
src/main/python/systemds/scuro/representations/aggregate.py BeforeAfter 0 28 ---
src/main/python/tests/scuro/test_lazy_visual_loading.py BeforeAfter 0 177 ---
src/main/python/systemds/scuro/drsearch/task.py BeforeAfter 1 135 ---
src/main/python/systemds/scuro/__init__.py BeforeAfter 0 63 ---
src/main/python/systemds/scuro/drsearch/multimodal_optimizer.py BeforeAfter 2 0 ---
src/main/python/systemds/scuro/utils/memory_utility.py BeforeAfter 0 20 ---
src/main/python/systemds/scuro/representations/mfcc.py BeforeAfter 1 4 ---
src/main/python/systemds/scuro/representations/optical_flow.py BeforeAfter 0 4 ---
src/main/python/systemds/scuro/representations/word2vec.py BeforeAfter 1 3 ---
src/main/python/systemds/scuro/representations/representation.py BeforeAfter 0 10 ---
src/main/python/tests/scuro/test_window_operations.py BeforeAfter 0 398 ---
src/main/python/systemds/scuro/representations/mel_spectrogram.py BeforeAfter 1 4 ---
src/main/python/systemds/scuro/representations/color_histogram.py BeforeAfter 0 5 ---
src/main/python/tests/scuro/test_operator_registry.py BeforeAfter 0 19 ---
.github/workflows/python.yml BeforeAfter 0 6 ---
src/main/python/systemds/scuro/representations/utils.py BeforeAfter 0 313 ---
src/main/python/systemds/scuro/representations/tfidf.py BeforeAfter 1 5 ---
src/main/python/systemds/scuro/drsearch/dag_group_executor.py BeforeAfter 0 0 ---
src/main/python/systemds/scuro/representations/bow.py BeforeAfter 2 13 ---
src/main/python/systemds/scuro/drsearch/modality_shared_memory.py BeforeAfter 0 6 ---
src/main/python/systemds/scuro/models/model.py BeforeAfter 0 2 ---
src/main/python/systemds/scuro/representations/timeseries_representations.py BeforeAfter 19 213 ---
src/main/python/systemds/scuro/drsearch/dag_group_scheduler.py BeforeAfter 0 0 ---
src/main/python/tests/iotests/test_io_pandas_systemds.py BeforeAfter 0 0 ---
src/main/python/tests/python_java_data_transfer/test_dense_numpy_matrix.py BeforeAfter 0 0 ---
src/main/python/tests/python_java_data_transfer/test_pandas_frame.py BeforeAfter 0 0 ---
src/main/python/tests/iotests/test_io_csv.py BeforeAfter 0 0 ---
src/main/python/tests/scuro/test_transformer_text_aggregation.py BeforeAfter 0 353 ---
src/main/python/systemds/scuro/representations/average.py BeforeAfter 1 28 ---
src/main/python/systemds/scuro/representations/text_context_with_indices.py BeforeAfter 0 2 ---
src/main/python/systemds/scuro/representations/physiological_representations.py BeforeAfter 0 641 ---
src/main/python/systemds/scuro/representations/openface.py BeforeAfter 0 0 ---
src/main/python/systemds/scuro/representations/glove.py BeforeAfter 0 2 ---
src/main/python/systemds/scuro/representations/tabular_features.py BeforeAfter 0 59 ---
src/main/python/systemds/scuro/representations/fusion.py BeforeAfter 1 69 ---
src/main/python/systemds/scuro/drsearch/ranking.py BeforeAfter 0 126 ---
src/main/python/tests/scuro/test_unimodal_representations.py BeforeAfter 0 0 ---
src/main/python/systemds/scuro/representations/physiological_window.py BeforeAfter 0 260 ---
src/main/python/systemds/scuro/representations/mlp_averaging.py BeforeAfter 4 10 ---
src/main/python/systemds/scuro/utils/checkpointing.py BeforeAfter 0 0 ---
src/main/python/systemds/scuro/dataloader/tabular_loader.py BeforeAfter 0 78 ---
src/main/python/systemds/scuro/drsearch/test_set_evaluation.py BeforeAfter 0 121 ---
src/main/python/systemds/scuro/dataloader/timeseries_loader.py BeforeAfter 0 2 ---
src/main/python/systemds/scuro/representations/sum.py BeforeAfter 20 17 ---
src/main/python/systemds/scuro/representations/hadamard.py BeforeAfter 18 17 ---
src/main/python/systemds/scuro/representations/concatenation.py BeforeAfter 26 85 ---
src/main/python/tests/scuro/test_chunked_leaf_execution.py BeforeAfter 0 352 ---

️ Biggest functions grown or shrunk by pull request

Which functions had their line count change as part of this pull request?

Estimated line counts are shown. Values may change once change summary has finished building.

Qualified function name View whole function Lines removed Lines added Final line count
UnimodalModality::apply_representations BeforeAfter 10 10 112
UnimodalOptimizer::_build_modality_dag BeforeAfter 12 12 104
UnimodalOptimizer::temporal_context_operators BeforeAfter 3 3 76
Modality::_pad_variable_length_sequences BeforeAfter 19 19 58
_evaluate_dag_worker BeforeAfter 1 1 46
UnimodalOptimizer::_process_modality BeforeAfter 2 2 42
BaseLoader::ImageLoader::get_stats BeforeAfter 4 4 40
UnimodalOptimizer::default_context_operators BeforeAfter 1 1 38
Modality::flatten BeforeAfter 6 6 32
Representation::UnimodalRepresentation::MFCC::compute_feature BeforeAfter 1 1 24
Modality::update_metadata BeforeAfter 4 4 22
Modality::_pad_embedding_matrix BeforeAfter 6 6 21
UnimodalModality::subset BeforeAfter 3 3 18
Hadamard::get_output_stats BeforeAfter 6 6 15
Sum::get_output_stats BeforeAfter 6 6 15
UnimodalModality::context BeforeAfter 2 2 14
Representation::UnimodalRepresentation::BoW::get_output_stats BeforeAfter 1 1 14
BaseLoader::ImageLoader::extract BeforeAfter 4 4 13
Representation::UnimodalRepresentation::MelSpectrogram::compute_feature BeforeAfter 1 1 13
Representation::UnimodalRepresentation::W2V::__init__ BeforeAfter 1 1 12
Representation::UnimodalRepresentation::TfIdf::get_output_stats BeforeAfter 1 1 10
Sum::estimate_peak_memory_bytes BeforeAfter 8 8 9
Hadamard::estimate_peak_memory_bytes BeforeAfter 7 7 9
BaseLoader::ImageLoader::load BeforeAfter 1 1 8
Representation::UnimodalRepresentation::BoW::__init__ BeforeAfter 1 1 7
Modality::_set_attention_mask BeforeAfter 4 4 6
BaseLoader::ImageLoader::_decode_file BeforeAfter 1 1 5
Hadamard::estimate_peak_memory_bytes::stats_payload_bytes 3 3 ---
Sum::estimate_peak_memory_bytes::stats_payload_bytes 3 3 ---
Sum::estimate_peak_memory_bytes 3 3 ---
Hadamard::estimate_peak_memory_bytes 2 2 ---
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