From 90037bf25422471dc90f04e7540b142dc27072e9 Mon Sep 17 00:00:00 2001
From: Schneider Leo <leo.schneider@etu.ec-lyon.fr>
Date: Mon, 10 Mar 2025 16:06:13 +0100
Subject: [PATCH] model cuda loading

---
 .../Enterobacter asburiae/ENTASB11_AER.png      | Bin 17343 -> 0 bytes
 .../Enterobacter asburiae/ENTASB11_ANA.png      | Bin 33253 -> 0 bytes
 .../Enterobacter asburiae/ENTASB6_AER.png       | Bin 13797 -> 0 bytes
 .../Enterobacter asburiae/ENTASB6_ANA.png       | Bin 18321 -> 0 bytes
 .../Enterobacter asburiae/ENTASB7_AER.png       | Bin 16025 -> 0 bytes
 .../Enterobacter asburiae/ENTASB7_ANA.png       | Bin 17788 -> 0 bytes
 .../Enterobacter asburiae/ENTASB8_AER.png       | Bin 37503 -> 0 bytes
 .../Enterobacter asburiae/ENTASB8_ANA.png       | Bin 12188 -> 0 bytes
 .../Enterobacter asburiae/ENTASB9_AER.png       | Bin 70486 -> 0 bytes
 .../Enterobacter asburiae/ENTASB9_ANA.png       | Bin 19239 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC13_AER.png   | Bin 58777 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC13_ANA.png   | Bin 60900 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC1_AER.png    | Bin 38220 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC1_ANA.png    | Bin 29038 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC3_AER.png    | Bin 20114 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC3_ANA.png    | Bin 22020 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC4_AER.png    | Bin 65110 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC4_ANA.png    | Bin 27275 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC7_AER.png    | Bin 27314 -> 0 bytes
 .../Klebsiella michiganensis/KLEMIC7_ANA.png    | Bin 39311 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY18_AER.png         | Bin 45526 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY18_ANA.png         | Bin 19399 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY23_AER.png         | Bin 70479 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY23_ANA.png         | Bin 48502 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY31_AER.png         | Bin 27810 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY31_ANA.png         | Bin 36931 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY32_AER.png         | Bin 25449 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY32_ANA.png         | Bin 17560 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY36_AER.png         | Bin 21548 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY36_ANA.png         | Bin 33177 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY37_AER.png         | Bin 24799 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY37_ANA.png         | Bin 17993 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY42_AER.png         | Bin 22654 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY42_ANA.png         | Bin 14105 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY7_AER.png          | Bin 52309 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY7_ANA.png          | Bin 43227 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY8_AER.png          | Bin 24447 -> 0 bytes
 .../Klebsiella oxytoca/KLEOXY8_ANA.png          | Bin 38641 -> 0 bytes
 image_processing/build_dataset.py               |  16 +++++++++-------
 main.py                                         |  10 +++++-----
 40 files changed, 14 insertions(+), 12 deletions(-)
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB11_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB11_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB6_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB6_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB7_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB7_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB8_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB8_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB9_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB9_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC13_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC13_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC1_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC1_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC3_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC3_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC4_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC4_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC7_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella michiganensis/KLEMIC7_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY18_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY18_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY23_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY23_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY31_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY31_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY32_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY32_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY36_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY36_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY37_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY37_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY42_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY42_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY7_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY7_ANA.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY8_AER.png
 delete mode 100644 data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY8_ANA.png

diff --git a/data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB11_AER.png b/data/processed_data/png_image/data_training/Enterobacter asburiae/ENTASB11_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY18_AER.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY18_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY23_AER.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY23_AER.png
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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY36_AER.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY36_AER.png
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GIT binary patch
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HcmV?d00001

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diff --git a/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY37_ANA.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY37_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/KLEOXY8_ANA.png b/data/processed_data/png_image/data_training/Klebsiella oxytoca/KLEOXY8_ANA.png
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diff --git a/image_processing/build_dataset.py b/image_processing/build_dataset.py
index 6f7c4f7..1123acd 100644
--- a/image_processing/build_dataset.py
+++ b/image_processing/build_dataset.py
@@ -38,7 +38,7 @@ def create_antibio_dataset(path='../data/label_raw/230804_strain_peptides_antibi
         l = split_before_number(s)
         species = l[0]
         nb = l[1]
-        return '{}-{}-{}_100vW_100SPD.mzML'.format(species,nb,analyse)
+        return '{}-{}-{}-d200.mzML'.format(species,nb,analyse)
 
     df['path_ana'] = df['sample_name'].map(lambda x: create_fname(x,analyse='ANA'))
     df['path_aer'] = df['sample_name'].map(lambda x: create_fname(x, analyse='AER'))
@@ -64,14 +64,16 @@ def create_dataset():
             name = label[label['path_aer'] == path.split("/")[-1]]['sample_name'].values[0]
             analyse = 'AER'
         if species is not None:
-            directory_path = '../data/processed_data/{}'.format(species)
-            if not os.path.isdir(directory_path):
-                os.makedirs(directory_path)
+            directory_path_png = '../data/processed_data/png_image/{}'.format(species)
+            directory_path_npy = '../data/processed_data/npy_image/{}'.format(species)
+            if not os.path.isdir(directory_path_png):
+                os.makedirs(directory_path_png)
+            if not os.path.isdir(directory_path_npy):
+                os.makedirs(directory_path_npy)
             mat = build_image_ms1(path, 1)
-            mpimg.imsave(directory_path + "/" + name + '_' + analyse + '.png', mat)
-            np.save(directory_path + "/" + name + '_' + analyse + '.npy', mat)
+            mpimg.imsave(directory_path_png + "/" + name + '_' + analyse + '.png', mat)
+            np.save(directory_path_npy + "/" + name + '_' + analyse + '.npy', mat)
 
 
-#TODO : train val test split
 if __name__ =='__main__' :
     create_dataset()
\ No newline at end of file
diff --git a/main.py b/main.py
index cd8556e..ba90ffa 100644
--- a/main.py
+++ b/main.py
@@ -59,7 +59,10 @@ def test(model, data_test, loss_function, epoch):
     return losses,acc
 
 def run(args):
-    model = Classification_model(n_class=9)
+    data_train, data_test = load_data(base_dir=args.dataset_dir, batch_size=args.batch_size)
+    model = Classification_model(n_class=len(data_train.dataset.dataset.classes))
+    if args.pretrain_path is not None :
+        load_model(model,args.pretrain_path)
     if torch.cuda.is_available():
         model = model.cuda()
     best_acc = 0
@@ -67,9 +70,6 @@ def run(args):
     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)
 
@@ -121,7 +121,7 @@ def make_prediction(model, data):
                          columns=[i for i in classes])
     plt.figure(figsize=(12, 7))
     sn.heatmap(df_cm, annot=True)
-    plt.savefig('output.png')
+    plt.savefig('confusion_matrix.png')
 
 
 def save_model(model, path):
-- 
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