[Bugfix] Fix Tensor Parallelism Padding Consistency in Granite Models (#20843)

Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>

vllm/model_executor/models/granite.py

@@ -273,6 +273,10 @@ class GraniteModel(nn.Module):
                 self.vocab_size,
                 config.hidden_size,
                 org_num_embeddings=config.vocab_size,
+                padding_size=DEFAULT_VOCAB_PADDING_SIZE
+                # We need bigger padding if using lora for kernel
+                # compatibility
+                if not lora_config else lora_config.lora_vocab_padding_size,
                 quant_config=quant_config,
             )
         else: