Speed Viterbi - Rust 实现的 Viterbi 解码

这是一个使用 Rust 和 PyO3 实现的高性能 Viterbi 解码库，用于语音识别中的对齐任务。

构建

前置要求

  • Rust (最新稳定版)
  • Python 3.8+
  • maturin (用于构建 Python 扩展)

安装 maturin

pip install maturin

或者使用 cargo:

cargo install maturin

构建和安装

在 speed-viterbi 目录下运行:

# 开发模式安装（推荐用于开发）
maturin develop

# 或者发布模式安装
maturin develop --release

使用方法

import numpy as np
import speed_viterbi

# 准备数据
B = 2      # 批次大小
T_max = 20 # 最大时间步长
V = 10     # 词汇表大小
U_max = 15 # 最大序列长度

log_probs_batch = np.random.randn(B, T_max, V).astype(np.float32)
y_batch = np.random.randint(0, V, (B, U_max)).astype(np.int64)
T_batch = np.random.randint(5, T_max + 1, (B,)).astype(np.int64)
U_batch = np.random.randint(3, U_max + 1, (B,)).astype(np.int64)

# 执行 Viterbi 解码
alignments = speed_viterbi.viterbi_decoding(
    log_probs_batch,
    y_batch,
    T_batch,
    U_batch
)

# 或者获取性能统计
result = speed_viterbi.viterbi_decoding(
    log_probs_batch,
    y_batch,
    T_batch,
    U_batch,
    return_timings=True
)
alignments = result["alignments"]
timings = result["timings"]

API

viterbi_decoding

执行 Viterbi 解码算法。

参数:

  • log_probs_batch: numpy array, shape (B, T_max, V), 对数概率矩阵
  • y_batch: numpy array, shape (B, U_max), token IDs（包括 blank）
  • t_batch: numpy array, shape (B,), 每个样本的实际时间步长
  • u_batch: numpy array, shape (B,), 每个样本的实际序列长度
  • padding_value: float, 可选, 默认 -3.4e38, padding 值
  • return_timings: bool, 可选, 默认 False, 是否返回性能统计

返回:

  • 如果 return_timings=False: 返回对齐结果列表 List[List[int]]
  • 如果 return_timings=True: 返回字典，包含 alignments 和 timings

测试

运行测试脚本:

python test_viterbi.py

性能

Rust 实现相比纯 Python/PyTorch 实现应该具有更好的性能，特别是在大规模数据处理时。

实现细节

  • 使用 ndarray 进行高效的数组操作
  • 使用 PyO3 提供 Python 绑定
  • 支持 NumPy 数组作为输入，无需数据转换开销

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for kilerd from gravatar.com kilerd

Metadata

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for kilerd from gravatar.com kilerd

Release files for speed-viterbi 0.1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for speed-viterbi 0.1.0
File
speed_viterbi-0.1.0-cp312-cp312-win_amd64.whl 170.4 kB Without provenance CPython 3.12 CPython 3.12 Windows x86-64 Details
speed_viterbi-0.1.0-cp312-cp312-win32.whl 157.2 kB Without provenance CPython 3.12 CPython 3.12 Windows x86-32 Details
speed_viterbi-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl 504.8 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
speed_viterbi-0.1.0-cp312-cp312-musllinux_1_2_i686.whl 533.1 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
speed_viterbi-0.1.0-cp312-cp312-musllinux_1_2_armv7l.whl 598.3 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
speed_viterbi-0.1.0-cp312-cp312-musllinux_1_2_aarch64.whl 510.8 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
speed_viterbi-0.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 341.8 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
speed_viterbi-0.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 356.5 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
speed_viterbi-0.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 464.9 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
speed_viterbi-0.1.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 354.1 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
speed_viterbi-0.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 332.0 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
speed_viterbi-0.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 329.8 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
speed_viterbi-0.1.0-cp312-cp312-macosx_11_0_arm64.whl 287.0 kB Without provenance CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
speed_viterbi-0.1.0-cp312-cp312-macosx_10_12_x86_64.whl 295.0 kB Without provenance CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
speed_viterbi-0.1.0-cp311-cp311-win_amd64.whl 169.7 kB Without provenance CPython 3.11 CPython 3.11 Windows x86-64 Details
speed_viterbi-0.1.0-cp311-cp311-win32.whl 156.5 kB Without provenance CPython 3.11 CPython 3.11 Windows x86-32 Details
speed_viterbi-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl 504.3 kB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
speed_viterbi-0.1.0-cp311-cp311-musllinux_1_2_i686.whl 533.3 kB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
speed_viterbi-0.1.0-cp311-cp311-musllinux_1_2_armv7l.whl 597.9 kB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
speed_viterbi-0.1.0-cp311-cp311-musllinux_1_2_aarch64.whl 511.8 kB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
speed_viterbi-0.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 341.7 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
speed_viterbi-0.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 363.4 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
speed_viterbi-0.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 466.6 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
speed_viterbi-0.1.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 354.3 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
speed_viterbi-0.1.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 331.7 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
speed_viterbi-0.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 330.4 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
speed_viterbi-0.1.0-cp311-cp311-macosx_11_0_arm64.whl 287.1 kB Without provenance CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
speed_viterbi-0.1.0-cp311-cp311-macosx_10_12_x86_64.whl 295.4 kB Without provenance CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
speed_viterbi-0.1.0-cp310-cp310-win_amd64.whl 169.7 kB Without provenance CPython 3.10 CPython 3.10 Windows x86-64 Details
speed_viterbi-0.1.0-cp310-cp310-win32.whl 156.5 kB Without provenance CPython 3.10 CPython 3.10 Windows x86-32 Details
speed_viterbi-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl 504.3 kB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
speed_viterbi-0.1.0-cp310-cp310-musllinux_1_2_i686.whl 533.3 kB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
speed_viterbi-0.1.0-cp310-cp310-musllinux_1_2_armv7l.whl 597.9 kB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ ARMv7l Details
speed_viterbi-0.1.0-cp310-cp310-musllinux_1_2_aarch64.whl 511.8 kB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
speed_viterbi-0.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 341.9 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
speed_viterbi-0.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 363.6 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
speed_viterbi-0.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 466.8 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
speed_viterbi-0.1.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 354.5 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details
speed_viterbi-0.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 331.7 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
speed_viterbi-0.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 330.5 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
speed_viterbi-0.1.0-cp310-cp310-macosx_11_0_arm64.whl 287.1 kB Without provenance CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
speed_viterbi-0.1.0-cp310-cp310-macosx_10_12_x86_64.whl 295.6 kB Without provenance CPython 3.10 CPython 3.10 macOS 10.12+ x86-64 Details
speed_viterbi-0.1.0-cp39-cp39-win_amd64.whl 169.7 kB Without provenance CPython 3.9 CPython 3.9 Windows x86-64 Details
speed_viterbi-0.1.0-cp39-cp39-win32.whl 156.8 kB Without provenance CPython 3.9 CPython 3.9 Windows x86-32 Details
speed_viterbi-0.1.0-cp39-cp39-musllinux_1_2_x86_64.whl 504.4 kB Without provenance CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
speed_viterbi-0.1.0-cp39-cp39-musllinux_1_2_i686.whl 533.6 kB Without provenance CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-32 Details
speed_viterbi-0.1.0-cp39-cp39-musllinux_1_2_armv7l.whl 598.4 kB Without provenance CPython 3.9 CPython 3.9 Linux musl 1.2+ ARMv7l Details
speed_viterbi-0.1.0-cp39-cp39-musllinux_1_2_aarch64.whl 511.4 kB Without provenance CPython 3.9 CPython 3.9 Linux musl 1.2+ ARM64 Details
speed_viterbi-0.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 341.5 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
speed_viterbi-0.1.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl 363.0 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ IBM System/390x Details
speed_viterbi-0.1.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 468.0 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ PowerPC 64-le Details
speed_viterbi-0.1.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 355.1 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-32 Details
speed_viterbi-0.1.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 332.2 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARMv7l Details
speed_viterbi-0.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 330.3 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
speed_viterbi-0.1.0-cp39-cp39-macosx_11_0_arm64.whl 287.2 kB Without provenance CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
speed_viterbi-0.1.0-cp39-cp39-macosx_10_12_x86_64.whl 295.4 kB Without provenance CPython 3.9 CPython 3.9 macOS 10.12+ x86-64 Details
speed_viterbi-0.1.0-cp38-cp38-win_amd64.whl 169.6 kB Without provenance CPython 3.8 CPython 3.8 Windows x86-64 Details
speed_viterbi-0.1.0-cp38-cp38-win32.whl 156.4 kB Without provenance CPython 3.8 CPython 3.8 Windows x86-32 Details
speed_viterbi-0.1.0-cp38-cp38-musllinux_1_2_x86_64.whl 504.4 kB Without provenance CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-64 Details
speed_viterbi-0.1.0-cp38-cp38-musllinux_1_2_i686.whl 532.9 kB Without provenance CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-32 Details
speed_viterbi-0.1.0-cp38-cp38-musllinux_1_2_armv7l.whl 598.1 kB Without provenance CPython 3.8 CPython 3.8 Linux musl 1.2+ ARMv7l Details
speed_viterbi-0.1.0-cp38-cp38-musllinux_1_2_aarch64.whl 511.4 kB Without provenance CPython 3.8 CPython 3.8 Linux musl 1.2+ ARM64 Details
speed_viterbi-0.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 341.2 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
speed_viterbi-0.1.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl 362.8 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.17+ IBM System/390x Details
speed_viterbi-0.1.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 468.2 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.17+ PowerPC 64-le Details
speed_viterbi-0.1.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl 354.3 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-32 Details
speed_viterbi-0.1.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 331.9 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARMv7l Details
speed_viterbi-0.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 330.0 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARM64 Details
speed_viterbi-0.1.0-cp38-cp38-macosx_11_0_arm64.whl 287.1 kB Without provenance CPython 3.8 CPython 3.8 macOS 11.0+ ARM64 Details
speed_viterbi-0.1.0-cp38-cp38-macosx_10_12_x86_64.whl 295.2 kB Without provenance CPython 3.8 CPython 3.8 macOS 10.12+ x86-64 Details

Total release size: 26.2 MB

Release files / speed_viterbi-0.1.0-cp312-cp312-win_amd64.whl

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Size 329.8 kB
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Size 287.0 kB
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Size 504.3 kB
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Size 533.3 kB
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Size 597.9 kB
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Size 511.8 kB
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Size 341.7 kB
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Size 363.4 kB
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Size 466.6 kB
Tags CPython 3.11 Linux glibc 2.17+ PowerPC 64-le
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Size 354.3 kB
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Size 331.7 kB
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Size 330.4 kB
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Size 287.1 kB
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Size 295.4 kB
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Size 169.7 kB
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Release files / speed_viterbi-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Size 504.3 kB
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Size 533.3 kB
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Size 597.9 kB
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Size 511.8 kB
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Size 341.9 kB
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Size 363.6 kB
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Size 466.8 kB
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Size 354.5 kB
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Size 331.7 kB
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Size 330.5 kB
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Size 330.0 kB
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Size 287.1 kB
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