[V0 Deprecation] Remove V0 Sequence class & Sampler (#25332)

Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai>

tests/models/multimodal/generation/test_granite_speech.py

@@ -7,8 +7,8 @@ from typing import Optional
 import pytest
 from transformers import AutoModelForSpeechSeq2Seq
 
+from vllm.logprobs import SampleLogprobs
 from vllm.lora.request import LoRARequest
-from vllm.sequence import SampleLogprobs
 
 from ....conftest import (AudioTestAssets, HfRunner, PromptAudioInput,
                           VllmRunner)

tests/models/multimodal/generation/test_phi4mm.py

@@ -12,10 +12,10 @@ from huggingface_hub import snapshot_download
 from transformers import AutoTokenizer
 
 from vllm.assets.image import ImageAsset
+from vllm.logprobs import SampleLogprobs
 from vllm.lora.request import LoRARequest
 from vllm.multimodal.image import convert_image_mode, rescale_image_size
 from vllm.platforms import current_platform
-from vllm.sequence import SampleLogprobs
 
 from ....conftest import (IMAGE_ASSETS, HfRunner, PromptAudioInput,
                           PromptImageInput, VllmRunner)

tests/models/multimodal/generation/test_pixtral.py

@@ -13,8 +13,8 @@ from mistral_common.tokens.tokenizers.multimodal import image_from_chunk
 from transformers import AutoProcessor
 
 from vllm import SamplingParams, TextPrompt, TokensPrompt
+from vllm.logprobs import Logprob, SampleLogprobs
 from vllm.multimodal import MultiModalDataBuiltins
-from vllm.sequence import Logprob, SampleLogprobs
 
 from ....utils import VLLM_PATH, large_gpu_test
 from ...utils import check_logprobs_close

tests/models/multimodal/generation/vlm_utils/model_utils.py

@@ -19,7 +19,7 @@ from transformers import (AutoConfig, AutoTokenizer, BatchFeature,
                           GenerationConfig, GenerationMixin)
 from transformers.video_utils import VideoMetadata
 
-from vllm.sequence import SampleLogprobs
+from vllm.logprobs import SampleLogprobs
 from vllm.utils import is_list_of
 
 from .....conftest import HfRunner, ImageAsset, ImageTestAssets

tests/models/multimodal/generation/vlm_utils/types.py

@@ -12,7 +12,7 @@ from transformers import AutoModelForCausalLM
 from transformers.models.auto.auto_factory import _BaseAutoModelClass
 
 from vllm.config import RunnerOption
-from vllm.sequence import SampleLogprobs
+from vllm.logprobs import SampleLogprobs
 from vllm.transformers_utils.tokenizer import AnyTokenizer
 
 from .....conftest import (AUDIO_ASSETS, IMAGE_ASSETS, HfRunner, ImageAsset,