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lines changed Original file line number Diff line number Diff line change 2626from concurrent .futures import ProcessPoolExecutor , as_completed
2727from pathlib import Path
2828
29- from tqdm import tqdm
30-
3129from src .opt .opt_dbg import run_pipeline_dbg
3230from src .opt .opt_greedy import run_pipeline_greedy
31+ from tqdm import tqdm
3332
3433BASE_DIR = Path (__file__ ).resolve ().parents [2 ]
3534
Original file line number Diff line number Diff line change 1818"""
1919
2020
21- import re
2221import json
23- import pandas as pd
24- import numpy as np
25- import preprocessing as prep
22+ import re
2623from math import log2
2724from pathlib import Path
25+
26+ import joblib
27+ import matplotlib .pyplot as plt
28+ import numpy as np
29+ import pandas as pd
30+ import preprocessing as prep
31+ import seaborn as sns
2832from sklearn .ensemble import RandomForestClassifier
29- from sklearn .model_selection import train_test_split
3033from sklearn .metrics import (
31- precision_recall_curve ,
32- f1_score ,
3334 average_precision_score ,
35+ f1_score ,
36+ precision_recall_curve ,
3437)
35- import matplotlib .pyplot as plt
36- import joblib
37- import seaborn as sns
38+ from sklearn .model_selection import train_test_split
3839
3940# side meaning where the protease cleaves
4041# residues meaning which amino acids it cleaves after (C-side) or before (N-side
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