more style changes

Author: SagiPolaczek

graph_script.py

@@ -1,4 +1,3 @@
-from cProfile import label
 import matplotlib.pyplot as plt
 
 
@@ -240,4 +239,5 @@ def plot_all_vs_all():
 
 if __name__ == "__main__":
     # plot_w1_vs_w100()
-    plot_all_vs_all()
+    # plot_all_vs_all()
+    print("DONE!")

higgs_preprocessing.py

@@ -1,39 +1,8 @@
-from sklearn.datasets import load_iris
-import os
-from zipfile import ZipFile
-from fuse.utils.file_io.file_io import create_dir, read_dataframe
-import wget
-from typing import Hashable, Optional, Sequence, List, Tuple
-import torch
-from scipy.io import arff
+from typing import List
 import pandas as pd
-import numpy as np
 
-from fuse.data import DatasetDefault
-from fuse.data.ops.ops_cast import OpToTensor, OpToNumpy, OpToInt
-from fuse.data.utils.sample import get_sample_id
-from fuse.data.pipelines.pipeline_default import PipelineDefault
-from fuse.data.ops.op_base import OpBase
-from fuse.data.datasets.caching.samples_cacher import SamplesCacher
-from fuse.data.ops.ops_aug_common import OpSample
-from fuse.data.ops.ops_read import OpReadDataframe
-from fuse.data.ops.ops_common import OpLambda, OpOverrideNaN
-from fuseimg.data.ops.color import OpToRange, OpNormalizeAgainstSelf
-from fuse.data.ops.ops_debug import OpPrintKeys, OpPrintKeysContent, OpPrintShapes, OpPrintTypes
-from fuseimg.data.ops.ops_debug import OpVis2DImage
-
-from fuse.utils import NDict
-
-from fuseimg.data.ops.image_loader import OpLoadImage
-from fuseimg.data.ops.aug.color import OpAugColor, OpAugGaussian
-from fuseimg.data.ops.aug.geometry import OpResizeTo, OpAugAffine2D
-from fuse.utils.rand.param_sampler import Uniform, RandInt, RandBool
 from sklearn.feature_selection import SelectKBest, mutual_info_classif
 
-from ops.ops_sagi import *
-from ops.ops_shaked import *
-import skimage
-
 
 def feature_selection(data: pd.DataFrame, k: int) -> List[str]:
     X = data.drop("0", axis=1)