[pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Author: pre-commit-ci[bot]

neural_network/real_time_encoder_transformer.py

@@ -108,10 +108,18 @@ def __init__(self, d_model: int, n_head: int, seed: int | None = None) -> None:
         self.n_head = n_head
         self.d_k = d_model // n_head
         self.rng = np.random.default_rng(seed)
-        self.w_q = self.rng.standard_normal((d_model, d_model)) * math.sqrt(2.0 / d_model)
-        self.w_k = self.rng.standard_normal((d_model, d_model)) * math.sqrt(2.0 / d_model)
-        self.w_v = self.rng.standard_normal((d_model, d_model)) * math.sqrt(2.0 / d_model)
-        self.w_o = self.rng.standard_normal((d_model, d_model)) * math.sqrt(2.0 / d_model)
+        self.w_q = self.rng.standard_normal((d_model, d_model)) * math.sqrt(
+            2.0 / d_model
+        )
+        self.w_k = self.rng.standard_normal((d_model, d_model)) * math.sqrt(
+            2.0 / d_model
+        )
+        self.w_v = self.rng.standard_normal((d_model, d_model)) * math.sqrt(
+            2.0 / d_model
+        )
+        self.w_o = self.rng.standard_normal((d_model, d_model)) * math.sqrt(
+            2.0 / d_model
+        )
 
     def forward(
         self,