fix _resize_token_embeddings will set lm head size to 0 when enabled deepspeed zero3 (#26024)

src/transformers/modeling_utils.py

@@ -1437,10 +1437,20 @@ class PreTrainedModel(nn.Module, ModuleUtilsMixin, GenerationMixin, PushToHubMix
             add_hook_to_module(new_embeddings, hook)
         self.set_input_embeddings(new_embeddings)
 
+        # Update new_num_tokens with the actual size of new_embeddings
+        if pad_to_multiple_of is not None:
+            if is_deepspeed_zero3_enabled():
+                import deepspeed
+
+                with deepspeed.zero.GatheredParameters(new_embeddings.weight, modifier_rank=None):
+                    new_num_tokens = new_embeddings.weight.shape[0]
+            else:
+                new_num_tokens = new_embeddings.weight.shape[0]
+
         # if word embeddings are not tied, make sure that lm head is resized as well
         if self.get_output_embeddings() is not None and not self.config.tie_word_embeddings:
             old_lm_head = self.get_output_embeddings()
-            new_lm_head = self._get_resized_lm_head(old_lm_head, new_embeddings.weight.shape[0])
+            new_lm_head = self._get_resized_lm_head(old_lm_head, new_num_tokens)
             if hasattr(old_lm_head, "_hf_hook"):
                 hook = old_lm_head._hf_hook
                 add_hook_to_module(new_lm_head, hook)