Make the model smaller

The previous one was too slow

chatbot_constructor.py

@@ -78,10 +78,10 @@ def train(message: str = "", regularization: float = 0.0001, dropout: float = 0.
         conv3_flatten_layer = Flatten()(conv3_layer)
         concat1_layer = Concatenate()([flatten_layer, attn_flatten_layer, conv1_flatten_layer, conv2_flatten_layer, conv3_flatten_layer])
         dropout2_layer = Dropout(dropout)(concat1_layer)
-        dense1_layer = Dense(2048, activation="linear", kernel_regularizer=L1(regularization))(dropout2_layer)
+        dense1_layer = Dense(1024, activation="linear", kernel_regularizer=L1(regularization))(dropout2_layer)
         prelu1_layer = PReLU(alpha_constraint=ValueConstraint())(dense1_layer)
         dropout3_layer = Dropout(dropout)(prelu1_layer)
-        dense2_layer = Dense(1024, activation="relu", kernel_regularizer=L1(regularization))(dropout3_layer)
+        dense2_layer = Dense(512, activation="relu", kernel_regularizer=L1(regularization))(dropout3_layer)
         dropout4_layer = Dropout(dropout)(dense2_layer)
         dense3_layer = Dense(512, activation="relu", kernel_regularizer=L1(regularization))(dropout4_layer)
         dropout5_layer = Dropout(dropout)(dense3_layer)