Replaced --synthesis_sampling with --deterministic_synthesis.

[mygpt.git] / mygpt.py

diff --git a/mygpt.py b/mygpt.py
index 954f4f0..ebc9a83 100755 (executable)
--- a/mygpt.py
+++ b/mygpt.py
@@ -124,12 +124,19 @@ class MyGPT(nn.Module):
 
         self.readout = nn.Linear(in_features = dim_model, out_features = vocabulary_size)
 
+        with torch.no_grad():
+            for m in self.modules():
+                if isinstance(m, nn.Embedding):
+                    m.weight.normal_(mean = 0, std = 2e-2)
+                elif isinstance(m, nn.LayerNorm):
+                    m.bias.zero_()
+                    m.weight.fill_(1.0)
+
     def forward(self, x):
-        x = F.pad(x, (1, 0))
+        x = F.pad(x, (1, -1))
         x = self.embedding(x)
         x = self.trunk(x)
         x = self.readout(x)
-        x = F.pad(x, (0, 0, 0, -1))
         return x
 
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