Update modeling_hymba.py

modeling_hymba.py

@@ -1714,76 +1714,6 @@ class HymbaBlock(nn.Module):
     
                     if ssm_state is not None and cache_params is not None:
                         cache_params.ssm_states[self.layer_idx].copy_(ssm_state)
-            # if use_precomputed_states and self.layer_idx==31:
-            # # except Exception as e:
-            #     print("\n\n\n\n")
-            #     # print(e)
-            #     print(f"use_precomputed_states {use_precomputed_states}; {index} {self.D}, {time_proj_bias} ")
-            #     print(f"{self.D[index]} ")
-            #     # cache_params.ssm_states[self.layer_idx],
-            #     #         hidden_states[..., 0],
-            #     #         discrete_time_step[..., 0],
-            #     #         A,
-            #     #         B[:, 0],
-            #     #         C[:, 0],
-            #     #         self.D[index],
-            #     #         gate[..., 0],
-            #     #         time_proj_bias,
-            #     print("=== Variable Values ===")
-            #     try:
-            #         print(f"cache_params.ssm_states[{self.layer_idx}]: {cache_params.ssm_states[self.layer_idx]}")
-            #         print(f"{cache_params.ssm_states[self.layer_idx].shape}")
-            #     except Exception as e:
-            #         print(f"Error accessing cache_params.ssm_states[{self.layer_idx}]: {e}")
-            
-            #     try:
-            #         print(f"hidden_states[..., 0]: {hidden_states[..., 0]}")
-            #         print(f"hidden_states[..., 0] shape: {hidden_states[..., 0].shape}")
-            #     except Exception as e:
-            #         print(f"Error accessing hidden_states[..., 0]: {e}")
-            
-            #     try:
-            #         print(f"discrete_time_step[..., 0]: {discrete_time_step[..., 0]}")
-            #         print(f"discrete_time_step[..., 0].shape: {discrete_time_step[..., 0].shape}")
-            #     except Exception as e:
-            #         print(f"Error accessing discrete_time_step[..., 0]: {e}")
-            
-            #     try:
-            #         print(f"A: {A}")
-            #         print(f"A.shape: {A.shape}")
-            #     except Exception as e:
-            #         print(f"Error accessing A: {e}")
-            
-            #     try:
-            #         print(f"B[:, 0]: {B[:, 0].shape}")
-            #         print(f"B[:, 0].shape: {B[:, 0].shape}")
-            #     except Exception as e:
-            #         print(f"Error accessing B[:, 0]: {e}")
-            
-            #     try:
-            #         print(f"C[:, 0]: {C[:, 0]}")
-            #         print(f"C[:, 0].shape: {C[:, 0].shape}")
-            #     except Exception as e:
-            #         print(f"Error accessing C[:, 0]: {e}")
-            
-            #     try:
-            #         print(f"D[index]: {self.D[index]}")
-            #         print(f"D[index].shape: {self.D[index].shape}")
-            #     except Exception as e:
-            #         print(f"Error accessing D[{index}]: {e}")
-            
-            #     try:
-            #         print(f"gate[..., 0]: {gate[..., 0]}")
-            #         print(f"gate[..., 0].shape: {gate[..., 0].shape}")
-            #     except Exception as e:
-            #         print(f"Error accessing gate[..., 0]: {e}")
-            
-            #     try:
-            #         print(f"time_proj_bias: {time_proj_bias}")
-            #     except Exception as e:
-            #         print(f"Error accessing time_proj_bias: {e}")
-
-            #     print("\n\n\n\n")
                     
             scan_outputs = scan_outputs.transpose(1, 2)