remove unnecessary states when dp rank>0

fmoe/megatron.py

@@ -262,9 +262,6 @@ def save_checkpoint(iteration, model, optimizer, lr_scheduler, expert_dp_comm='n
 
     # Arguments, iteration, and model.
     state_dict = {}
-    state_dict['args'] = args
-    state_dict['checkpoint_version'] = 3.0
-    state_dict['iteration'] = iteration
     state_dict['model'] = model.state_dict_for_save_checkpoint(
         keep_vars=(mpu.get_data_parallel_rank() > 0))
 
@@ -298,18 +295,7 @@ def save_checkpoint(iteration, model, optimizer, lr_scheduler, expert_dp_comm='n
                         # since it has been saved by data parallel rank 0
                         state_dict['optimizer']['state'].pop(index)
                     index += 1
-
-        if lr_scheduler is not None:
-            state_dict['lr_scheduler'] = lr_scheduler.state_dict()
-
-    # RNG states.
-    if not args.no_save_rng:
-        state_dict['random_rng_state'] = random.getstate()
-        state_dict['np_rng_state'] = np.random.get_state()
-        state_dict['torch_rng_state'] = torch.get_rng_state()
-        state_dict['cuda_rng_state'] = torch.cuda.get_rng_state()
-        state_dict['rng_tracker_states'] \
-            = mpu.get_cuda_rng_tracker().get_states()
+            state_dict['optimizer'].pop('param_groups')
 
     # Save.
     checkpoint_name = get_fmoe_checkpoint_name(args.save, iteration)