Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

151 add new model #157

Merged
merged 2 commits into from
Feb 16, 2024
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
2 changes: 1 addition & 1 deletion classifier/train.py
Original file line number Diff line number Diff line change
Expand Up @@ -104,7 +104,7 @@ def main() -> int:
shutil.copy(Path("./classifier/model.py"), model_dir / "frozen_model.py")

with open(model_dir / "detail", "w+") as file:
file.writelines(info_file)
file.write("\n".join(info_file))

with open(model_dir / "__init__.py", "w+") as file:
file.write("from .frozen_model import transformer, NNModel as FrozenNeuralNetworkModel")
Expand Down
1 change: 1 addition & 0 deletions models/thearyadev-initial-15-02-2024/__init__.py
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
from .frozen_model import transformer, NNModel as FrozenNeuralNetworkModel
40 changes: 40 additions & 0 deletions models/thearyadev-initial-15-02-2024/classes
Original file line number Diff line number Diff line change
@@ -0,0 +1,40 @@
0
1
10
11
12
13
14
15
16
17
18
19
2
20
21
22
23
24
25
26
27
28
29
3
30
31
32
33
34
35
36
37
38
39
4
40
6
7
8
9
12 changes: 12 additions & 0 deletions models/thearyadev-initial-15-02-2024/detail
Original file line number Diff line number Diff line change
@@ -0,0 +1,12 @@
Model Name: thearyadev-initial-15-02-2024
Class Size: 250
Epoch 1: Validation Loss: 0.0213, Accuracy: 1.00
Epoch 2: Validation Loss: 0.0083, Accuracy: 1.00
Epoch 3: Validation Loss: 0.0045, Accuracy: 1.00
Epoch 4: Validation Loss: 0.0027, Accuracy: 1.00
Epoch 5: Validation Loss: 0.0019, Accuracy: 1.00
Epoch 6: Validation Loss: 0.0013, Accuracy: 1.00
Epoch 7: Validation Loss: 0.0010, Accuracy: 1.00
Epoch 8: Validation Loss: 0.0007, Accuracy: 1.00
Epoch 9: Validation Loss: 0.0006, Accuracy: 1.00
Epoch 10: Validation Loss: 0.0005, Accuracy: 1.00
28 changes: 28 additions & 0 deletions models/thearyadev-initial-15-02-2024/frozen_model.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,28 @@
"""this module is written with the help of chatgpt"""
import torchvision.transforms as transforms # type: ignore
import torch.nn as nn
import torch.nn.functional as F

transformer = transforms.Compose([
transforms.ToTensor(),
transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
])

class NNModel(nn.Module):
def __init__(self, num_classes: int) -> None:
super(NNModel, self).__init__()
self.conv1 = nn.Conv2d(3, 6, 5)
self.pool = nn.MaxPool2d(2, 2)
self.conv2 = nn.Conv2d(6, 16, 5)
self.fc1 = nn.Linear(16 * 8 * 22, 120)
self.fc2 = nn.Linear(120, 84)
self.fc3 = nn.Linear(84, num_classes)

def forward(self, x):
x = self.pool(F.relu(self.conv1(x)))
x = self.pool(F.relu(self.conv2(x)))
x = x.view(-1, 16 * 8 * 22)
x = F.relu(self.fc1(x))
x = F.relu(self.fc2(x))
x = self.fc3(x)
return x
Binary file added models/thearyadev-initial-15-02-2024/model.pth
Binary file not shown.
Loading