From 6ba6c9c84f9932e6ef9d9f7a9562b2c78f10d9d6 Mon Sep 17 00:00:00 2001
From: Schneider Leo <leo.schneider@etu.ec-lyon.fr>
Date: Mon, 10 Mar 2025 12:52:04 +0100
Subject: [PATCH] image construction and label

---
 config/config.py                              |  11 ++--
 .../Citrobacter braakii/CITBRA5_AER.png       | Bin 0 -> 48415 bytes
 .../Citrobacter braakii/CITBRA5_ANA.png       | Bin 0 -> 34824 bytes
 .../Citrobacter cronae/CITCRO1_AER.png        | Bin 0 -> 38456 bytes
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 .../Citrobacter cronae/CITCRO2_AER.png        | Bin 0 -> 39305 bytes
 .../Citrobacter cronae/CITCRO2_ANA.png        | Bin 0 -> 21834 bytes
 .../Citrobacter koseri/CITKOS13_AER.png       | Bin 0 -> 19109 bytes
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 .../Citrobacter portucalensis/CITPOR3_AER.png | Bin 0 -> 24142 bytes
 .../Citrobacter portucalensis/CITPOR3_ANA.png | Bin 0 -> 25396 bytes
 .../Citrobacter portucalensis/CITPOR4_AER.png | Bin 0 -> 29509 bytes
 .../Citrobacter portucalensis/CITPOR4_ANA.png | Bin 0 -> 12113 bytes
 .../Enterobacter chengduensis/ENTCHE1_AER.png | Bin 0 -> 13287 bytes
 .../Enterobacter chengduensis/ENTCHE1_ANA.png | Bin 0 -> 19537 bytes
 .../Enterobacter chengduensis/ENTCHE2_AER.png | Bin 0 -> 21961 bytes
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 .../ENTCLO88_AER.png                          | Bin 0 -> 36483 bytes
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 .../ENTHOR36_AER.png                          | Bin 0 -> 33026 bytes
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 .../Enterobacter kobei/ENTKOB2_AER.png        | Bin 0 -> 36377 bytes
 .../Enterobacter kobei/ENTKOB2_ANA.png        | Bin 0 -> 37354 bytes
 .../Enterobacter kobei/ENTKOB3_ANA.png        | Bin 0 -> 17407 bytes
 .../Enterobacter roggenkampii/ENTROG7_ANA.png | Bin 0 -> 13642 bytes
 .../Escherichia coli/ESCCOL283_AER.png        | Bin 0 -> 43303 bytes
 .../Escherichia coli/ESCCOL283_ANA.png        | Bin 0 -> 34962 bytes
 .../Escherichia coli/ESCCOL284_AER.png        | Bin 0 -> 18756 bytes
 .../Escherichia coli/ESCCOL284_ANA.png        | Bin 0 -> 13054 bytes
 .../data_other/Hafnia alvei/HAFALV13_AER.png  | Bin 0 -> 15184 bytes
 .../data_other/Hafnia alvei/HAFALV13_ANA.png  | Bin 0 -> 18486 bytes
 .../Klebsiella aerogenes/KLEAER17_AER.png     | Bin 0 -> 36178 bytes
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 .../Klebsiella aerogenes/KLEAER9_ANA.png      | Bin 0 -> 28164 bytes
 .../KLEQUA3_AER.png                           | Bin 0 -> 25091 bytes
 .../KLEQUA3_ANA.png                           | Bin 0 -> 29738 bytes
 .../KLEQUA11_AER.png                          | Bin 0 -> 20181 bytes
 .../KLEQUA11_ANA.png                          | Bin 0 -> 23230 bytes
 .../KLEQUA5_AER.png                           | Bin 0 -> 46012 bytes
 .../KLEQUA5_ANA.png                           | Bin 0 -> 56467 bytes
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 .../KLEQUA9_AER.png                           | Bin 0 -> 11996 bytes
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 .../Klebsiella variicola/KLEVAR5_AER.png      | Bin 0 -> 27988 bytes
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 .../Klebsiella variicola/KLEVAR9_AER.png      | Bin 0 -> 52599 bytes
 .../Klebsiella variicola/KLEVAR9_ANA.png      | Bin 0 -> 31336 bytes
 .../MORMOG19_AER.png                          | Bin 0 -> 16063 bytes
 .../MORMOG19_ANA.png                          | Bin 0 -> 14784 bytes
 .../MORMOG26_AER.png                          | Bin 0 -> 25429 bytes
 .../MORMOG26_ANA.png                          | Bin 0 -> 29244 bytes
 .../Morganella morganii/MORMOG11_AER.png      | Bin 0 -> 19358 bytes
 .../Morganella morganii/MORMOG11_ANA.png      | Bin 0 -> 16925 bytes
 .../Morganella morganii/MORMOG13_AER.png      | Bin 0 -> 42246 bytes
 .../Morganella morganii/MORMOG13_ANA.png      | Bin 0 -> 29640 bytes
 .../Providencia stuartii/PRVSTU1_AER.png      | Bin 0 -> 19008 bytes
 .../Providencia stuartii/PRVSTU1_ANA.png      | Bin 0 -> 18379 bytes
 .../RAOORN10_AER.png                          | Bin 0 -> 20658 bytes
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 .../RAOORN13_AER.png                          | Bin 0 -> 15946 bytes
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 .../RAOORN8_AER.png                           | Bin 0 -> 25613 bytes
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 .../Salmonella enterica/SALENT3_AER.png       | Bin 0 -> 32678 bytes
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 .../Serratia marcescens/SERMAR14_AER.png      | Bin 0 -> 41909 bytes
 .../Serratia marcescens/SERMAR14_ANA.png      | Bin 0 -> 34069 bytes
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 .../Citrobacter freundii/CITFRE17_AER.png     | Bin 0 -> 61531 bytes
 .../Citrobacter freundii/CITFRE17_ANA.png     | Bin 0 -> 56094 bytes
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 .../Citrobacter freundii/CITFRE27_AER.png     | Bin 0 -> 18276 bytes
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 .../Enterobacter asburiae/ENTASB11_AER.png    | Bin 0 -> 17343 bytes
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 .../ENTHOR10_AER.png                          | Bin 0 -> 46515 bytes
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 .../ENTHOR11_AER.png                          | Bin 0 -> 20945 bytes
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 .../ENTHOR25_AER.png                          | Bin 0 -> 25091 bytes
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 .../ENTHOR9_AER.png                           | Bin 0 -> 41410 bytes
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 dataset/dataset.py                            |   6 +-
 main.py                                       |  58 ++++++++++++------
 models/model.py                               |   9 +--
 516 files changed, 52 insertions(+), 32 deletions(-)
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter braakii/CITBRA5_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter braakii/CITBRA5_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter cronae/CITCRO1_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter cronae/CITCRO1_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter cronae/CITCRO2_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter cronae/CITCRO2_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS13_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS13_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS18_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS18_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS21_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS21_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR3_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR3_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR4_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR4_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter chengduensis/ENTCHE1_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter chengduensis/ENTCHE1_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter chengduensis/ENTCHE2_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter chengduensis/ENTCHE2_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter cloacae cloacae/ENTCLO88_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter cloacae cloacae/ENTCLO88_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter cloacae cloacae/ENTCLOCO22_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter cloacae cloacae/ENTCLOCO22_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter hormaechei hormaechei/ENTHOR31_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter hormaechei hormaechei/ENTHOR31_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter hormaechei oharae/ENTHOR32_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter hormaechei oharae/ENTHOR32_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter hormaechei oharae/ENTHOR36_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter hormaechei oharae/ENTHOR36_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter kobei/ENTKOB2_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter kobei/ENTKOB2_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter kobei/ENTKOB3_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Enterobacter roggenkampii/ENTROG7_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Escherichia coli/ESCCOL283_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Escherichia coli/ESCCOL283_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Escherichia coli/ESCCOL284_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Escherichia coli/ESCCOL284_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Hafnia alvei/HAFALV13_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Hafnia alvei/HAFALV13_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER17_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER17_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER18_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER18_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER24_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER24_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER25_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER25_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER26_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER26_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER5_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER5_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER9_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER9_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae quasipneumoniae/KLEQUA3_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae quasipneumoniae/KLEQUA3_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA11_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA11_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA5_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA5_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA8_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA8_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA9_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA9_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella variicola/KLEVAR5_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella variicola/KLEVAR5_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella variicola/KLEVAR9_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Klebsiella variicola/KLEVAR9_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG19_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG19_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG26_AER.png
 create mode 100644 data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG26_ANA.png
 create mode 100644 data/processed_data/png_image/data_other/Morganella morganii/MORMOG11_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE100_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE113_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE114_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE115_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE125_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE133_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE142_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE143_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE148_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE151_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Proteus mirabilis/PRTMIR14_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Proteus mirabilis/PRTMIR23_AER.png
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 create mode 100644 data/processed_data/png_image/data_training/Proteus mirabilis/PRTMIR28_AER.png
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diff --git a/config/config.py b/config/config.py
index 8559a35..bad9ecb 100644
--- a/config/config.py
+++ b/config/config.py
@@ -4,16 +4,15 @@ import argparse
 def load_args():
     parser = argparse.ArgumentParser()
 
-    parser.add_argument('--epochs', type=int, default=100)
+    parser.add_argument('--epoches', type=int, default=100)
     parser.add_argument('--save_inter', type=int, default=50)
     parser.add_argument('--eval_inter', type=int, default=1)
     parser.add_argument('--lr', type=float, default=0.001)
-    parser.add_argument('--batch_size', type=int, default=2048)
-    parser.add_argument('--model', type=str, default='prosit_transformer')
-    parser.add_argument('--wandb', type=str, default=None)
-    parser.add_argument('--dataset_dir', type=str, default='data/processed_data/npy_image/data_training')
+    parser.add_argument('--batch_size', type=int, default=64)
+    parser.add_argument('--dataset_dir', type=str, default='data/processed_data/png_image/data_training')
     parser.add_argument('--output', type=str, default='output/out.csv')
-    parser.add_argument('--norm_first', action=argparse.BooleanOptionalAction)
+    parser.add_argument('--save_path', type=str, default='output/best_model.pt')
+    parser.add_argument('--pretrain_path', type=str, default=None)
     args = parser.parse_args()
 
     return args
diff --git a/data/processed_data/png_image/data_other/Citrobacter braakii/CITBRA5_AER.png b/data/processed_data/png_image/data_other/Citrobacter braakii/CITBRA5_AER.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS18_ANA.png b/data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS18_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS21_AER.png b/data/processed_data/png_image/data_other/Citrobacter koseri/CITKOS21_AER.png
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diff --git a/data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR3_ANA.png b/data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR3_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR4_AER.png b/data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR4_AER.png
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diff --git a/data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR4_ANA.png b/data/processed_data/png_image/data_other/Citrobacter portucalensis/CITPOR4_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Enterobacter cloacae cloacae/ENTCLO88_AER.png b/data/processed_data/png_image/data_other/Enterobacter cloacae cloacae/ENTCLO88_AER.png
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diff --git a/data/processed_data/png_image/data_other/Enterobacter cloacae cloacae/ENTCLOCO22_AER.png b/data/processed_data/png_image/data_other/Enterobacter cloacae cloacae/ENTCLOCO22_AER.png
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diff --git a/data/processed_data/png_image/data_other/Enterobacter hormaechei hormaechei/ENTHOR31_AER.png b/data/processed_data/png_image/data_other/Enterobacter hormaechei hormaechei/ENTHOR31_AER.png
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diff --git a/data/processed_data/png_image/data_other/Enterobacter hormaechei hormaechei/ENTHOR31_ANA.png b/data/processed_data/png_image/data_other/Enterobacter hormaechei hormaechei/ENTHOR31_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Enterobacter hormaechei oharae/ENTHOR32_ANA.png b/data/processed_data/png_image/data_other/Enterobacter hormaechei oharae/ENTHOR32_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Enterobacter hormaechei oharae/ENTHOR36_AER.png b/data/processed_data/png_image/data_other/Enterobacter hormaechei oharae/ENTHOR36_AER.png
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diff --git a/data/processed_data/png_image/data_other/Enterobacter roggenkampii/ENTROG7_ANA.png b/data/processed_data/png_image/data_other/Enterobacter roggenkampii/ENTROG7_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Hafnia alvei/HAFALV13_ANA.png b/data/processed_data/png_image/data_other/Hafnia alvei/HAFALV13_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER17_ANA.png b/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER17_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER25_ANA.png b/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER25_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER26_ANA.png b/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER26_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER5_AER.png b/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER5_AER.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER5_ANA.png b/data/processed_data/png_image/data_other/Klebsiella aerogenes/KLEAER5_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA11_AER.png b/data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA11_AER.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA11_ANA.png b/data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA11_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA5_ANA.png b/data/processed_data/png_image/data_other/Klebsiella quasipneumoniae similipneumoniae/KLEQUA5_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Klebsiella variicola/KLEVAR5_ANA.png b/data/processed_data/png_image/data_other/Klebsiella variicola/KLEVAR5_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG19_ANA.png b/data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG19_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG26_AER.png b/data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG26_AER.png
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diff --git a/data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG26_ANA.png b/data/processed_data/png_image/data_other/Morganella morganii morganii/MORMOG26_ANA.png
new file mode 100644
index 0000000000000000000000000000000000000000..f565c578c145afb022e75b3c23645eee8f1ff158
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diff --git a/data/processed_data/png_image/data_other/Morganella morganii/MORMOG11_ANA.png b/data/processed_data/png_image/data_other/Morganella morganii/MORMOG11_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_other/Morganella morganii/MORMOG13_ANA.png b/data/processed_data/png_image/data_other/Morganella morganii/MORMOG13_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_other/Providencia stuartii/PRVSTU1_AER.png b/data/processed_data/png_image/data_other/Providencia stuartii/PRVSTU1_AER.png
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diff --git a/data/processed_data/png_image/data_other/Providencia stuartii/PRVSTU1_ANA.png b/data/processed_data/png_image/data_other/Providencia stuartii/PRVSTU1_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN11_ANA.png b/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN11_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN12_AER.png b/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN12_AER.png
new file mode 100644
index 0000000000000000000000000000000000000000..9fae75d070d8667a5da30d758c9278d0787f3027
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diff --git a/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN12_ANA.png b/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN12_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN13_AER.png b/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN13_AER.png
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diff --git a/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN13_ANA.png b/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN13_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN8_AER.png b/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN8_AER.png
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diff --git a/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN8_ANA.png b/data/processed_data/png_image/data_other/Raoultella ornithinolytica/RAOORN8_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_other/Salmonella enterica enterica/SALENT1_AER.png b/data/processed_data/png_image/data_other/Salmonella enterica enterica/SALENT1_AER.png
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diff --git a/data/processed_data/png_image/data_other/Salmonella enterica enterica/SALENT1_ANA.png b/data/processed_data/png_image/data_other/Salmonella enterica enterica/SALENT1_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Salmonella enterica enterica/SALENT7_ANA.png b/data/processed_data/png_image/data_other/Salmonella enterica enterica/SALENT7_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Salmonella enterica/SALENT5_AER.png b/data/processed_data/png_image/data_other/Salmonella enterica/SALENT5_AER.png
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diff --git a/data/processed_data/png_image/data_other/Serratia marcescens/SERMAR14_AER.png b/data/processed_data/png_image/data_other/Serratia marcescens/SERMAR14_AER.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_other/Serratia marcescens/SERMAR15_AER.png b/data/processed_data/png_image/data_other/Serratia marcescens/SERMAR15_AER.png
new file mode 100644
index 0000000000000000000000000000000000000000..13732086f8025083397af5c3dbce9b02faae4ee5
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diff --git a/data/processed_data/png_image/data_other/Serratia marcescens/SERMAR15_ANA.png b/data/processed_data/png_image/data_other/Serratia marcescens/SERMAR15_ANA.png
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diff --git a/data/processed_data/png_image/data_other/Serratia marcescens/SERMAR7_AER.png b/data/processed_data/png_image/data_other/Serratia marcescens/SERMAR7_AER.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE19_AER.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE19_AER.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE26_ANA.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE26_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE37_AER.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE37_AER.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE65_ANA.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE65_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE67_ANA.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE67_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE68_ANA.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE68_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE73_ANA.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE73_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE74_ANA.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE74_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE75_ANA.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE75_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE77_ANA.png b/data/processed_data/png_image/data_training/Citrobacter freundii/CITFRE77_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR11_AER.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR11_AER.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR13_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR13_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR15_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR15_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR18_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR18_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR21_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR21_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR26_AER.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR26_AER.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR26_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR26_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR29_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR29_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR9_AER.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR9_AER.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR9_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei hoffmannii/ENTHOR9_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR43_AER.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR43_AER.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR43_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR43_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR44_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR44_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR46_AER.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR46_AER.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR46_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR46_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR52_AER.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR52_AER.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR55_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR55_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR64_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR64_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR65_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR65_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR66_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR66_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR67_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei steigerwaltii/ENTHOR67_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR72_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR72_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR74_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR74_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR76_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR76_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR80_AER.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR80_AER.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR86_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR86_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR87_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR87_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR89_ANA.png b/data/processed_data/png_image/data_training/Enterobacter hormaechei xiangfangensis/ENTHOR89_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC1_ANA.png b/data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC1_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC3_ANA.png b/data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC3_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC7_AER.png b/data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC7_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC7_ANA.png b/data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC7_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY18_ANA.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY18_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY23_ANA.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY23_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY36_ANA.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY36_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY42_ANA.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY42_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY7_AER.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY7_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY8_ANA.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY8_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE100_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE100_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE105_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE105_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE109_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE109_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE113_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE113_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE115_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE115_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE119_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE119_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE125_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE125_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE127_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE127_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE133_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE133_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE133_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE133_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE135_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE135_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE137_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE137_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE139_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE139_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE141_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE141_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE147_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE147_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE148_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE148_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE151_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE151_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE156_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE156_AER.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE157_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE157_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE158_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE158_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE160_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE160_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE162_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE162_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE163_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE163_AER.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE164_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE164_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE166_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE166_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE170_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE170_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE175_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE175_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE176_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE176_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE178_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE178_AER.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE179_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE179_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE33_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE33_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE38_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE38_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE42_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE42_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE44_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE44_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE45_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE45_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE46_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE46_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE47_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE47_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE50_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE50_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE50_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE50_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE53_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE53_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE58_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE58_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE60_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE60_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE61_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE61_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE81_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE81_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE89_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE89_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE91_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE91_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE92_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE92_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE92_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE92_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE93_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE93_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE95_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE95_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE98_AER.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE98_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE99_ANA.png b/data/processed_data/png_image/data_training/Klebsiella pneumoniae/KLEPNE99_ANA.png
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diff --git a/data/processed_data/png_image/data_training/Proteus mirabilis/PRTMIR30_ANA.png b/data/processed_data/png_image/data_training/Proteus mirabilis/PRTMIR30_ANA.png
new file mode 100644
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diff --git a/data/processed_data/png_image/data_training/Proteus mirabilis/PRTMIR53_AER.png b/data/processed_data/png_image/data_training/Proteus mirabilis/PRTMIR53_AER.png
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literal 0
HcmV?d00001

diff --git a/dataset/dataset.py b/dataset/dataset.py
index 2f710c6..435b204 100644
--- a/dataset/dataset.py
+++ b/dataset/dataset.py
@@ -27,12 +27,14 @@ class Random_shift_rt():
 
 
 def load_data(base_dir, batch_size, shuffle=True, transform=None):
-    if transform is not None :
+    if transform is None :
         transform = transforms.Compose(
-            [transforms.ToTensor(),
+            [transforms.Grayscale(num_output_channels=1),
+             transforms.ToTensor(),
              transforms.Resize((224,224)),
              Log_normalisation(),
              transforms.Normalize(0.5, 0.5)])
+        print('default transform')
     dataset = torchvision.datasets.ImageFolder(root=base_dir, transform=transform)
     generator1 = torch.Generator().manual_seed(42)
     data_train, data_test = random_split(dataset, [0.8, 0.2], generator=generator1)
diff --git a/main.py b/main.py
index 9c30006..f38d050 100644
--- a/main.py
+++ b/main.py
@@ -1,3 +1,5 @@
+import matplotlib.pyplot as plt
+
 from config.config import load_args
 from dataset.dataset import load_data
 import torch
@@ -8,7 +10,7 @@ import torch.optim as optim
 
 
 
-def train(model, data_train, optimizer, loss_function):
+def train(model, data_train, optimizer, loss_function, epoch):
     model.train()
     losses = 0.
     acc = 0.
@@ -16,55 +18,71 @@ def train(model, data_train, optimizer, loss_function):
         param.requires_grad = True
 
     for im, label in data_train:
-        label = label.float()
+        label = label.long()
         if torch.cuda.is_available():
             im, label = im.cuda(), label.cuda()
         pred_logits = model.forward(im)
         pred_class = torch.argmax(pred_logits,dim=1)
-        acc += pred_class==label.float().sum()
+        acc += (pred_class==label).sum().item()
         loss = loss_function(pred_logits,label)
         losses += loss.item()
         optimizer.zero_grad()
         loss.backward()
         optimizer.step()
-    losses = losses/data_train.size()
-    acc = acc/data_train.size()
-    print('loss : ',losses,' acc : ',acc)
+    losses = losses/len(data_train.dataset)
+    acc = acc/len(data_train.dataset)
+    print('Train epoch ',epoch, 'loss : ',losses,' acc : ',acc)
+    return losses, acc
 
-def test(model, data_train, loss_function):
-    model.test()
+def test(model, data_test, loss_function, epoch):
+    model.eval()
     losses = 0.
     acc = 0.
     for param in model.parameters():
         param.requires_grad = False
 
-    for im, label in data_train:
-        label = label.float()
+    for im, label in data_test:
+        label = label.long()
         if torch.cuda.is_available():
             im, label = im.cuda(), label.cuda()
         pred_logits = model.forward(im)
         pred_class = torch.argmax(pred_logits,dim=1)
-        acc += pred_class==label.float().sum()
+        acc += (pred_class==label).sum().item()
         loss = loss_function(pred_logits,label)
         losses += loss.item()
-    losses = losses/data_train.size()
-    acc = acc/data_train.size()
-    print('loss : ',losses,' acc : ',acc)
+    losses = losses/len(data_test.dataset)
+    acc = acc/len(data_test.dataset)
+    print('Test epoch ',epoch,'loss : ',losses,' acc : ',acc)
+    return losses,acc
 
 def run(args):
-    model = Classification_model
+    model = Classification_model(n_class=9)
+    best_acc = 0
+    train_acc=[]
+    train_loss=[]
+    val_acc=[]
+    val_loss=[]
     if args.pretrain_path is not None :
         load_model(model,args.pretrain_path)
     data_train, data_test = load_data(base_dir=args.dataset_dir, batch_size=args.batch_size)
     loss_function = nn.CrossEntropyLoss()
     optimizer = optim.SGD(model.parameters(), lr=0.001, momentum=0.9)
 
-    for e in range(args.epoch):
-        train(model,data_train,optimizer,loss_function)
-
+    for e in range(args.epoches):
+        loss, acc = train(model,data_train,optimizer,loss_function,e)
+        train_loss.append(loss)
+        train_acc.append(acc)
         if e%args.eval_inter==0 :
-            test(model,data_test,loss_function)
-    save_model(model,args.save_path)
+            loss, acc = test(model,data_test,loss_function,e)
+            val_loss.append(loss)
+            val_acc.append(acc)
+            if acc > best_acc :
+                save_model(model,args.save_path)
+                best_acc = acc
+    plt.plot(train_acc)
+    plt.plot(val_acc)
+    plt.plot(train_acc)
+    plt.plot(train_acc)
 
 def save_model(model, path):
     torch.save(model.state_dict(), path)
diff --git a/models/model.py b/models/model.py
index 78f0771..f520cf2 100644
--- a/models/model.py
+++ b/models/model.py
@@ -123,7 +123,7 @@ class ResNet(nn.Module):
                              "or a 3-element tuple, got {}".format(replace_stride_with_dilation))
         self.groups = groups
         self.base_width = width_per_group
-        self.conv1 = nn.Conv2d(3, self.inplanes, kernel_size=7, stride=2, padding=3,
+        self.conv1 = nn.Conv2d(1, self.inplanes, kernel_size=7, stride=2, padding=3,
                                bias=False)
         self.bn1 = norm_layer(self.inplanes)
         self.relu = nn.ReLU(inplace=True)
@@ -218,7 +218,7 @@ def resnet18(num_classes=1000,**kwargs):
 
 
 
-def resnet34(,num_classes=1000, **kwargs):
+def resnet34(num_classes=1000, **kwargs):
     r"""ResNet-34 model from
     `"Deep Residual Learning for Image Recognition" <https://arxiv.org/pdf/1512.03385.pdf>`_
 
@@ -229,7 +229,7 @@ def resnet34(,num_classes=1000, **kwargs):
 
 
 
-def resnet50(,num_classes=1000,**kwargs):
+def resnet50(num_classes=1000,**kwargs):
     r"""ResNet-50 model from
     `"Deep Residual Learning for Image Recognition" <https://arxiv.org/pdf/1512.03385.pdf>`_
 
@@ -262,7 +262,8 @@ def resnet152(num_classes=1000,**kwargs):
 
 class Classification_model(nn.Module):
 
-    def __init__(self,n_class):
+    def __init__(self, n_class, *args, **kwargs):
+        super().__init__(*args, **kwargs)
         self.n_class = n_class
         self.im_encoder = resnet18(num_classes=self.n_class)
 
-- 
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