working generators + model tests
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@ -1,2 +1,3 @@
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from consts import *
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from helpers import *
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from helpers import *
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from metrics import *
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@ -2,10 +2,10 @@ import pandas as pd
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FEATURES ='../data/train_features'
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LABELS = '../data/train_labels'
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JPG_IMAGES = '../images'
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RGB_DIR = "rgb"
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FC_DIR = "fc"
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MASK_DIR = "mask"
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METADATA = pd.read_csv('../data/train_metadata.csv')
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RGB_DIR = "rgb/img"
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FC_DIR = "fc/img"
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MASK_DIR = "mask/img"
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# METADATA = pd.read_csv('../data/train_metadata.csv')
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BATCH = 8
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IMG_SIZE = (512,512)
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import tensorflow as tf
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from metrics import IOU
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from src.metrics import IOU
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class jaccard_loss(tf.keras.losses.Loss):
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@ -25,6 +25,5 @@ if __name__ == "__main__":
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if(not os.path.exists(os.path.join(dp, d +'.jpeg')) or not os.path.exists(os.path.join(fc, d +'.jpeg')) or not os.path.exists(os.path.join(mk, d +'.jpeg'))):
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convert_tif_to_jpg(os.path.join(FEATURES, d), os.path.join(LABELS, d + ".tif"), dp, fc, mk)
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elif(sys.argv[1] == '--show'):
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img_names = [random.choice(os.listdir(dp)) for _ in range(3)]
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plot_image_grid(img_names)
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