[Core] Rename input data types (#8688)

tests/multimodal/test_processor_kwargs.py

@@ -5,7 +5,7 @@ from unittest.mock import patch
 import pytest
 import torch
 
-from vllm.inputs import InputContext, LLMInputs
+from vllm.inputs import DecoderOnlyInputs, InputContext, token_inputs
 from vllm.inputs.registry import InputRegistry
 from vllm.multimodal import MultiModalRegistry
 from vllm.sequence import VLLM_TOKEN_ID_ARRAY_TYPE, SequenceData
@@ -31,7 +31,7 @@ def use_processor_mock():
     """Patches the internal model input processor with an override callable."""
 
     def custom_processor(ctx: InputContext,
-                         llm_inputs: LLMInputs,
+                         inputs: DecoderOnlyInputs,
                          *,
                          num_crops=DEFAULT_NUM_CROPS):
         # For testing purposes, we don't worry about the llm inputs / return
@@ -84,7 +84,7 @@ def test_default_processor_is_a_noop():
     dummy_registry = InputRegistry()
     ctx = build_model_context(DUMMY_MODEL_ID)
     processor = dummy_registry.create_input_processor(ctx.model_config)
-    proc_inputs = LLMInputs(prompt_token_ids=[], prompt="")
+    proc_inputs = token_inputs(prompt_token_ids=[], prompt="")
     proc_outputs = processor(inputs=proc_inputs)
     assert proc_inputs is proc_outputs
 
@@ -125,9 +125,9 @@ def test_input_processor_kwargs(use_processor_mock, init_num_crops,
     ctx = build_model_context(DUMMY_MODEL_ID, mm_processor_kwargs=init_kwargs)
     processor = dummy_registry.create_input_processor(ctx.model_config)
     num_crops_val = processor(
-        LLMInputs(prompt_token_ids=[],
-                  prompt="",
-                  mm_processor_kwargs=inference_kwargs))
+        token_inputs(prompt_token_ids=[],
+                     prompt="",
+                     mm_processor_kwargs=inference_kwargs))
     assert num_crops_val == expected_seq_count
 
 
@@ -154,9 +154,9 @@ def test_processor_with_sad_kwarg_overrides(use_processor_mock,
     processor = dummy_registry.create_input_processor(ctx.model_config)
     # Should filter out the inference time kwargs
     num_crops_val = processor(
-        LLMInputs(prompt_token_ids=[],
-                  prompt="",
-                  mm_processor_kwargs=mm_processor_kwargs))
+        token_inputs(prompt_token_ids=[],
+                     prompt="",
+                     mm_processor_kwargs=mm_processor_kwargs))
     assert num_crops_val == DEFAULT_NUM_CROPS