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a/src/machine_learning/neural_network/learning.py +++ b/src/machine_learning/neural_network/learning.py @@ -8,7 +8,7 @@ import os temp_path = os.path.abspath('../../..') DIR = 'images\learning' - +torch.autograd.set_detect_anomaly(True) img_dir = os.path.join(temp_path, DIR) annonation_file = os.path.abspath('annotations.csv') @@ -19,17 +19,16 @@ dataset = ImageDataset(annonation_file, img_dir) trainset, testset = random_split(dataset, [1031, 200]) -batch_size = 64 +batch_size = 50 # Create data loaders. -train_dataloader = DataLoader(trainset, shuffle=True) -test_dataloader = DataLoader(testset, shuffle=True) - +train_dataloader = DataLoader(trainset, batch_size=batch_size, shuffle=True) +test_dataloader = DataLoader(testset, batch_size=batch_size, shuffle=True) +print(len(train_dataloader)) device = "cuda" if torch.cuda.is_available() else "cpu" print("Using {} device".format(device)) model = NeuralNetwork().to(device) -print(model) loss_fn = nn.CrossEntropyLoss() optimizer = torch.optim.SGD(model.parameters(), lr=1e-3) @@ -49,7 +48,7 @@ def train(dataloader, model, loss_fn, optimizer): loss.backward() optimizer.step() - if batch % 100 == 0: + if batch % 5 == 0: loss, current = loss.item(), batch * len(X) print(f"loss: {loss:>7f} [{current:>5d}/{size:>5d}]") diff --git a/src/machine_learning/neural_network/net.py b/src/machine_learning/neural_network/net.py index 1fe18c8..40d6b15 100644 --- a/src/machine_learning/neural_network/net.py +++ b/src/machine_learning/neural_network/net.py @@ -6,7 +6,7 @@ class NeuralNetwork(nn.Module): super(NeuralNetwork, self).__init__() self.flatten = nn.Flatten() self.linear_relu_stack = nn.Sequential( - nn.Linear(256*256*3, 2048), + nn.Linear(100*100*3, 2048), nn.ReLU(), nn.Linear(2048, 1024), nn.ReLU(),