[DOC] fix doc typos (vllm-project#19600)

Signed-off-by: Di Liu <liu-di@sjtu.edu.cn>
Signed-off-by: Yang Wang <elainewy@meta.com>

Author: diliu0349

vllm/model_executor/layers/vocab_parallel_embedding.py

@@ -176,17 +176,17 @@ class VocabParallelEmbedding(torch.nn.Module):
     Therefore, the tensor format looks like the following:
     TP1, rank 0 (no sharding):
                             |< --------BASE-------- >|< -BASE PADDING-- >|< -----LORA------ >|< -LORA PADDING-- >|
-    corresponding token_id: |  0  |  1  | ... | 1009 |  -1  | ... |  -1  | 1010 | ... | 1015 |  -1  | ... |  -1  |
+    corresponding token_id: |  0  |  1  | ... | 1009 |  -1  | ... |  -1  | 1010 | ... | 1025 |  -1  | ... |  -1  |
                      index: |  0  |  1  | ... | 1009 | 1010 | ... | 1023 | 1024 | ... | 1039 | 1040 | ... | 1087 |
 
     TP2, rank 0:
                             |< --------------------BASE--------------------- >|< -----LORA------ >|< -LORA PADDING- >|
-    corresponding token_id: |  0  |  1  |  2  | ... | 497  | 498 | ...  | 511 | 1000 | ... | 1015 |  -1  | ... |  -1 |
-                     index: |  0  |  1  |  2  | ... | 497  | 498 | ...  | 511 | 512  | ... | 527  |  520 | ... | 543 |
+    corresponding token_id: |  0  |  1  |  2  | ... | 497  | 498 | ...  | 511 | 1010 | ... | 1025 |  -1  | ... |  -1 |
+                     index: |  0  |  1  |  2  | ... | 497  | 498 | ...  | 511 | 512  | ... | 527  |  528 | ... | 543 |
     TP2, rank 1:
                             |< -----------BASE----------- >|< -BASE PADDING- >|< -----------LORA PADDING----------- >|
     corresponding token_id: | 512 | 513 | 514 | ... | 1009 | -1  | ...  | -1  |  -1  | ... |  -1  | -1  | ... |   -1 |
-                     index: |  0  |  1  |  2  | ... | 497  | 498 | ...  | 511 | 512  | ... | 519  | 520 | ... |  543 |
+                     index: |  0  |  1  |  2  | ... | 497  | 498 | ...  | 511 | 512  | ... | 527  | 528 | ... |  543 |
 
     Args:
         num_embeddings: vocabulary size.