Upload apex-master/tests/distributed/synced_batchnorm/test_batchnorm1d.py with huggingface_hub
Browse files
apex-master/tests/distributed/synced_batchnorm/test_batchnorm1d.py
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import torch
|
| 2 |
+
import apex
|
| 3 |
+
|
| 4 |
+
model = apex.parallel.SyncBatchNorm(4).cuda()
|
| 5 |
+
model.weight.data.uniform_()
|
| 6 |
+
model.bias.data.uniform_()
|
| 7 |
+
data = torch.rand((8,4)).cuda()
|
| 8 |
+
|
| 9 |
+
model_ref = torch.nn.BatchNorm1d(4).cuda()
|
| 10 |
+
model_ref.load_state_dict(model.state_dict())
|
| 11 |
+
data_ref = data.clone()
|
| 12 |
+
|
| 13 |
+
output = model(data)
|
| 14 |
+
output_ref = model_ref(data_ref)
|
| 15 |
+
|
| 16 |
+
assert(output.allclose(output_ref))
|
| 17 |
+
assert(model.running_mean.allclose(model_ref.running_mean))
|
| 18 |
+
assert(model.running_var.allclose(model_ref.running_var))
|