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Signed-off-by: wangli <[email protected]>
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vllm_ascend/worker/npu_input_batch.py

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# Adapted from vllm-project/vllm/vllm/worker/gpu_input_batch.py
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#
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from dataclasses import dataclass
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from typing import Optional, cast
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import numpy as np
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import torch
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from typing_extensions import deprecated
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from vllm.lora.request import LoRARequest
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from vllm.multimodal.inputs import (MultiModalFeatureSpec,
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MultiModalKwargsItem,
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MultiModalKwargsItems, PlaceholderRange)
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from vllm.pooling_params import PoolingParams
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from vllm.sampling_params import SamplingParams, SamplingType
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from vllm.sampling_params import SamplingType
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from vllm.utils import length_from_prompt_token_ids_or_embeds
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from vllm.utils.collection_utils import swap_dict_values
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from vllm.v1.outputs import LogprobsTensors

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