- refactored Rbm

- added myStatus with realtime update of reconstruction
- DeepStack: added up/down passes for multilayer Stacks

src/rbm/stack_deep.py

@@ -16,10 +16,27 @@ class StackDeep(Stack):
 
 		return _batch
 
-	def train(self, batch: np.ndarray):
+	def train(self, batch: np.ndarray, status=Status()):
 		_batch = np.matrix.copy(batch)
 		for index, layer in enumerate(self.layers):
 			print(f"Train layer {index}")
 			_batch = self.batch_from(batch, index)
-			layer.train(_batch, cd_func=cd_jens, status=Status())
+			layer.train(_batch, cd_func=cd_jens, status=status)
 
+
+	def pass_up(self, visible: np.ndarray, from_layer_id: int = 0):
+		h = np.matrix.copy(visible)
+		for layer in self.layers[from_layer_id:]:
+			h = layer.gibbs_v_to_h(h)
+		return h
+
+	def pass_down(self, hidden: np.ndarray, from_layer_id: int = 0):
+		v = np.matrix.copy(hidden)
+		for layer in list(reversed(self.layers))[from_layer_id:]:
+			v = layer.gibbs_h_to_v(v)
+		return v
+
+	def pass_down_up(self, visible: np.ndarray, from_layer_id: int = 0):
+		h = self.pass_up(visible, from_layer_id)
+		v = self.pass_down(h)
+		return v