# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.sampling_params import SamplingParams
from vllm.triton_utils import tl, triton

_SAMPLING_EPS = 1e-5


def is_spec_decode_unsupported(sampling_params: SamplingParams) -> bool:
    """True if request is incompatible with speculative decoding"""
    return (sampling_params.frequency_penalty != 0.0
            or sampling_params.presence_penalty != 0.0
            or sampling_params.repetition_penalty != 1.0
            or sampling_params.min_p > _SAMPLING_EPS
            or sampling_params.logprobs is not None)


@triton.jit
def prepare_eagle_input_kernel(
    out_ptr,
    cu_query_lens_ptr,
    cu_num_tokens_ptr,
    BLOCK_SIZE: tl.constexpr,
):
    pid = tl.program_id(0)

    # [start_pos, end_pos)
    start_pos = tl.load(cu_num_tokens_ptr + pid)
    end_pos = tl.load(cu_num_tokens_ptr + pid + 1)
    num_tokens = end_pos - start_pos

    index_start = tl.load(cu_query_lens_ptr + pid)

    num_blocks = tl.cdiv(num_tokens, BLOCK_SIZE)
    for i in tl.range(num_blocks):
        offset = i * BLOCK_SIZE + tl.arange(0, BLOCK_SIZE)
        tl.store(
            out_ptr + start_pos + offset,
            index_start + offset,
            mask=offset < num_tokens,
        )