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Adding index files for evaluation datasets
Previosly these files were stored in another repository. It is better to host them here to have a better correspondance between benchmark versions and dataset index files.
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| # Performance evaluation datasets | ||
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| This folder contains the index files for performance evaluation runs. Files udner this folder were previosly stored in https://github.com/eembc/energyrunner/tree/main/datasets | ||
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| # File Specifics | ||
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| | Model | Source | Dimensions | Min Accuracy | File Format | # Stimuli | | ||
| | ----- | -------- | ---------- | ------------- | ---------------------- | --------- | | ||
| | vww01 | COCO2014/val2017 | 96x96 | 80% | U8C3, RGB, where [0]=ulc and [9215]=lrc | 500 true, 500 false| | ||
| | ic01 | CIFAR-10 | 32x32 | 85% | U8C3, RGB, where [0]=ulc and [1024]=lrc; this is different from original CiFAR-10 array which is 1024R, 1024G, 1024B | 200, 10 classes | | ||
| | ad01 | ToyADMOS/car | n/a | AUC: 0.85 | Spectrogram, 5 slices, 128 freq. bins, FP32LE | 108 anomaly, 140 normal | | ||
| | kws01 | Speech Commands v2 | n/a | 90% | Spectrogram, 49 frames x 10 MFCCs as INT8 | 1000 features, 12 classes | | ||
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| # Ground Truth Format | ||
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| For everything but anomaly detection, the y_labels.csv file format is: | ||
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| ``` | ||
| input file name,total number of classes,predicted class number | ||
| ``` | ||
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| For anomaly datection, the y_labels.csv file format specifies a sliding window for the input file | ||
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| ``` | ||
| input file name,total number of classes,predicted classes,window width (bytes),stride (bytes) | ||
| ``` | ||
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| Where number of classes is always 2 (anomaly, normal), and 0=normal, 1=anomaly. | ||
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| For each entry, the corresponding file must exist in the same directory as the ground-truths file. Copy those files from the dataset to the folder. For example, if you are using the image classification model, `ic01`, do this after completing training: | ||
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| ``` Bash | ||
| % cd tiny/v0.5/training/image_classification | ||
| % mkdir -p ~/eembc/runner/benchmarks/ulp-mlperf/datasets/ic01/ | ||
| % cp y_labels.c !$ | ||
| % cp perf_dataset/* !$ | ||
| ``` | ||
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| Each model has it's own method for constructing the input files. Please refer to the [`training`](https://github.com/mlcommons/tiny/tree/master/benchmark/training) folder in the tiny repo the model you are interested in, the README's will explain more. |
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| normal_id_01_00000003_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000013_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000023_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000033_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000043_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000053_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000063_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000073_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000083_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000093_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000103_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000113_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000123_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000133_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000143_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000153_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000163_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000173_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000183_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000193_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000203_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000213_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000223_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000233_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000243_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000253_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000263_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000273_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000283_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000293_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000303_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000313_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000323_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000333_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_01_00000343_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000003_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000013_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000023_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000033_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000043_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000053_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000063_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000073_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000083_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000093_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000103_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000113_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000123_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000133_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000143_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000153_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000163_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000173_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000183_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000193_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000203_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000213_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000223_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000233_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000243_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000253_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000263_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000273_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000283_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000293_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000303_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000313_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000323_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000333_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_02_00000343_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000003_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000013_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000023_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000033_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000043_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000053_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000063_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000073_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000083_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000093_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000103_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000113_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000123_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000133_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000143_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000153_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000163_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000173_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000183_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000193_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000203_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000213_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000223_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000233_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000243_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000253_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000263_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000273_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000283_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000293_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000303_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000313_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000323_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000333_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_03_00000343_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000003_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000013_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000023_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000033_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000043_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000053_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000063_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000073_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000083_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000093_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000103_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000113_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000123_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000133_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000143_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000153_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000163_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000173_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000183_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000193_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000203_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000213_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000223_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000233_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000243_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000253_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000263_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000273_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000283_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000293_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000303_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000313_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000323_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000333_hist_librosa.bin,2,0,2560,512 | ||
| normal_id_04_00000343_hist_librosa.bin,2,0,2560,512 | ||
| anomaly_id_01_00000003_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000013_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000023_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000033_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000043_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000053_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000063_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000073_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000083_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000093_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000103_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000113_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000123_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000133_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000143_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000153_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000163_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000173_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000183_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000193_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000203_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000213_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000223_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000233_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000243_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000253_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_01_00000263_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000003_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000013_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000023_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000033_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000043_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000053_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000063_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000073_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000083_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000093_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000103_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000113_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000123_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000133_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000143_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000153_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000163_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000173_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000183_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000193_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000203_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000213_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000223_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000233_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000243_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000253_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_02_00000263_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000003_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000013_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000023_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000033_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000043_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000053_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000063_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000073_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000083_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000093_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000103_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000113_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000123_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000133_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000143_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000153_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000163_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000173_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000183_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000193_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000203_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000213_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000223_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000233_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000243_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000253_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_03_00000263_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000003_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000013_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000023_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000033_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000043_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000053_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000063_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000073_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000083_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000093_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000103_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000113_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000123_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000133_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000143_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000153_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000163_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000173_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000183_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000193_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000203_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000213_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000223_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000233_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000243_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000253_hist_librosa.bin,2,1,2560,512 | ||
| anomaly_id_04_00000263_hist_librosa.bin,2,1,2560,512 |
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