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bi_150-vllm/vllm/utils/math_utils.py

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Python

# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Math utility functions for vLLM."""
# Approximate value of 1/ln(2), used for log/exp base conversion
# Best FP32 approximation: 1.4426950216 (hex 0x3FB8AA3B)
RCP_LN2 = 1.4426950216
def cdiv(a: int, b: int) -> int:
"""Ceiling division."""
return -(a // -b)
def next_power_of_2(n: int) -> int:
"""The next power of 2 (inclusive)"""
return 1 if n < 1 else 1 << (n - 1).bit_length()
def prev_power_of_2(n: int) -> int:
"""The previous power of 2 (inclusive)"""
return 0 if n <= 0 else 1 << (n.bit_length() - 1)
def round_up(x: int, y: int) -> int:
"""Round up x to the nearest multiple of y."""
return ((x + y - 1) // y) * y
def round_down(x: int, y: int) -> int:
"""Round down x to the nearest multiple of y."""
return (x // y) * y
def largest_power_of_2_divisor(n: int) -> int:
"""Return the largest power-of-2 that divides *n* (isolate lowest set bit)."""
return n & (-n)