added model
Browse files
model.py
ADDED
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import torch
|
2 |
+
import torch.nn as nn
|
3 |
+
from huggingface_hub import PyTorchModelHubMixin
|
4 |
+
|
5 |
+
|
6 |
+
class MyModel(
|
7 |
+
nn.Module,
|
8 |
+
PyTorchModelHubMixin,
|
9 |
+
# optionally, you can add metadata which gets pushed to the model card
|
10 |
+
repo_url="https://huggingface.co/Robzy/random-genre",
|
11 |
+
pipeline_tag="text-to-image",
|
12 |
+
license="mit",
|
13 |
+
):
|
14 |
+
def __init__(self, num_channels: int, hidden_size: int, num_classes: int):
|
15 |
+
super().__init__()
|
16 |
+
self.param = nn.Parameter(torch.rand(num_channels, hidden_size))
|
17 |
+
self.linear = nn.Linear(hidden_size, num_classes)
|
18 |
+
|
19 |
+
def forward(self, x):
|
20 |
+
return self.linear(x + self.param)
|
21 |
+
|
22 |
+
# create model
|
23 |
+
config = {"num_channels": 3, "hidden_size": 32, "num_classes": 10}
|
24 |
+
model = MyModel(**config)
|
25 |
+
|
26 |
+
# Save the model locally
|
27 |
+
model_save_path = "trial-model"
|
28 |
+
model.save_pretrained(model_save_path)
|
29 |
+
model.push_to_hub("Robzy/random-genre")
|