Introduction

Kaldi-compatible online fbank feature extractor without external dependencies.

Tested on the following architectures and operating systems:

  • Linux
  • macOS
  • Windows
  • Android
  • x86
  • arm
  • aarch64

Usage

See the following CMake-based speech recognition (i.e., text-to-speech) projects for its usage:

They use kaldi-native-fbank to compute fbank features for real-time speech recognition.

Python APIs

First, please install kaldi-native-fbank by

git clone https://github.com/csukuangfj/kaldi-native-fbank
cd kaldi-native-fbank
python3 setup.py install

or use

pip install kaldi-native-fbank

To check that you have installed kaldi-native-fbank successfully, please use

python3 -c "import kaldi_native_fbank; print(kaldi_native_fbank.__version__)"

which should print the version you have installed.

Please refer to

for usages.

For easier reference, we post the above file below:

#!/usr/bin/env python3

import sys

try:
    import kaldifeat
except:
    print("Please install kaldifeat first")
    sys.exit(0)

import kaldi_native_fbank as knf
import torch


def main():
    sampling_rate = 16000
    samples = torch.randn(16000 * 10)

    opts = kaldifeat.FbankOptions()
    opts.frame_opts.dither = 0
    opts.mel_opts.num_bins = 80
    opts.frame_opts.snip_edges = False
    opts.mel_opts.debug_mel = False

    online_fbank = kaldifeat.OnlineFbank(opts)

    online_fbank.accept_waveform(sampling_rate, samples)

    opts = knf.FbankOptions()
    opts.frame_opts.dither = 0
    opts.mel_opts.num_bins = 80
    opts.frame_opts.snip_edges = False
    opts.mel_opts.debug_mel = False

    fbank = knf.OnlineFbank(opts)
    fbank.accept_waveform(sampling_rate, samples.tolist())

    assert online_fbank.num_frames_ready == fbank.num_frames_ready
    for i in range(fbank.num_frames_ready):
        f1 = online_fbank.get_frame(i)
        f2 = torch.from_numpy(fbank.get_frame(i))
        assert torch.allclose(f1, f2, atol=1e-3), (i, (f1 - f2).abs().max())


if __name__ == "__main__":
    torch.manual_seed(20220825)
    main()
    print("success")

Project links

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 csukuangfj from gravatar.com csukuangfj

Credits

Author: Fangjun Kuang

License

Apache-2.0

Requires

Python >=3.8.0

Classifiers

Metadata

Project links

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 csukuangfj from gravatar.com csukuangfj

Credits

Author: Fangjun Kuang

License

Apache-2.0

Requires

Python >=3.8.0

Classifiers

Release files for kaldi-native-fbank 1.22.4

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

Source distribution (sdist)

Source distribution for kaldi-native-fbank 1.22.4
File Size Uploaded Provenance
kaldi_native_fbank-1.22.4.tar.gz 72.0 kB Without provenance Details

Built distributions (wheels)

Table of built distributions (wheels) for kaldi-native-fbank 1.22.4
File
kaldi_native_fbank-1.22.4-cp315-cp315-win_arm64.whl 455.0 kB Without provenance CPython 3.15 CPython 3.15 Windows ARM64 Details
kaldi_native_fbank-1.22.4-cp315-cp315-win_amd64.whl 468.6 kB Without provenance CPython 3.15 CPython 3.15 Windows x86-64 Details
kaldi_native_fbank-1.22.4-cp315-cp315-win32.whl 412.9 kB Without provenance CPython 3.15 CPython 3.15 Windows x86-32 Details
kaldi_native_fbank-1.22.4-cp315-cp315-manylinux_2_34_armv7l.manylinux_2_35_armv7l.whl 238.1 kB Without provenance CPython 3.15 CPython 3.15 Linux glibc 2.34+ ARMv7l, Linux glibc 2.35+ ARMv7l Details
kaldi_native_fbank-1.22.4-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 322.2 kB Without provenance CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-64 Details
kaldi_native_fbank-1.22.4-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 301.3 kB Without provenance CPython 3.15 CPython 3.15 Linux glibc 2.17+ ARM64 Details
kaldi_native_fbank-1.22.4-cp315-cp315-macosx_11_0_arm64.whl 229.3 kB Without provenance CPython 3.15 CPython 3.15 macOS 11.0+ ARM64 Details
kaldi_native_fbank-1.22.4-cp315-cp315-macosx_10_15_x86_64.whl 246.9 kB Without provenance CPython 3.15 CPython 3.15 macOS 10.15+ x86-64 Details
kaldi_native_fbank-1.22.4-cp314-cp314-win_arm64.whl 455.0 kB Without provenance CPython 3.14 CPython 3.14 Windows ARM64 Details
kaldi_native_fbank-1.22.4-cp314-cp314-win_amd64.whl 468.6 kB Without provenance CPython 3.14 CPython 3.14 Windows x86-64 Details
kaldi_native_fbank-1.22.4-cp314-cp314-win32.whl 412.9 kB Without provenance CPython 3.14 CPython 3.14 Windows x86-32 Details
kaldi_native_fbank-1.22.4-cp314-cp314-manylinux_2_34_armv7l.manylinux_2_35_armv7l.whl 238.1 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.35+ ARMv7l, Linux glibc 2.34+ ARMv7l Details
kaldi_native_fbank-1.22.4-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 322.2 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
kaldi_native_fbank-1.22.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 301.3 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
kaldi_native_fbank-1.22.4-cp314-cp314-macosx_11_0_arm64.whl 229.3 kB Without provenance CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
kaldi_native_fbank-1.22.4-cp314-cp314-macosx_10_15_x86_64.whl 246.9 kB Without provenance CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details
kaldi_native_fbank-1.22.4-cp313-cp313-win_arm64.whl 443.7 kB Without provenance CPython 3.13 CPython 3.13 Windows ARM64 Details
kaldi_native_fbank-1.22.4-cp313-cp313-win_amd64.whl 459.3 kB Without provenance CPython 3.13 CPython 3.13 Windows x86-64 Details
kaldi_native_fbank-1.22.4-cp313-cp313-win32.whl 404.2 kB Without provenance CPython 3.13 CPython 3.13 Windows x86-32 Details
kaldi_native_fbank-1.22.4-cp313-cp313-manylinux_2_34_armv7l.manylinux_2_35_armv7l.whl 238.6 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.35+ ARMv7l, Linux glibc 2.34+ ARMv7l Details
kaldi_native_fbank-1.22.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 322.0 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
kaldi_native_fbank-1.22.4-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 300.3 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
kaldi_native_fbank-1.22.4-cp313-cp313-macosx_11_0_arm64.whl 228.8 kB Without provenance CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
kaldi_native_fbank-1.22.4-cp313-cp313-macosx_10_15_x86_64.whl 246.8 kB Without provenance CPython 3.13 CPython 3.13 macOS 10.15+ x86-64 Details
kaldi_native_fbank-1.22.4-cp312-cp312-win_arm64.whl 443.7 kB Without provenance CPython 3.12 CPython 3.12 Windows ARM64 Details
kaldi_native_fbank-1.22.4-cp312-cp312-win_amd64.whl 459.1 kB Without provenance CPython 3.12 CPython 3.12 Windows x86-64 Details
kaldi_native_fbank-1.22.4-cp312-cp312-win32.whl 404.2 kB Without provenance CPython 3.12 CPython 3.12 Windows x86-32 Details
kaldi_native_fbank-1.22.4-cp312-cp312-manylinux_2_34_armv7l.manylinux_2_35_armv7l.whl 238.9 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.35+ ARMv7l, Linux glibc 2.34+ ARMv7l Details
kaldi_native_fbank-1.22.4-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 321.4 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
kaldi_native_fbank-1.22.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 299.0 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
kaldi_native_fbank-1.22.4-cp312-cp312-macosx_11_0_arm64.whl 228.7 kB Without provenance CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
kaldi_native_fbank-1.22.4-cp312-cp312-macosx_10_15_x86_64.whl 246.8 kB Without provenance CPython 3.12 CPython 3.12 macOS 10.15+ x86-64 Details
kaldi_native_fbank-1.22.4-cp311-cp311-win_arm64.whl 450.2 kB Without provenance CPython 3.11 CPython 3.11 Windows ARM64 Details
kaldi_native_fbank-1.22.4-cp311-cp311-win_amd64.whl 455.7 kB Without provenance CPython 3.11 CPython 3.11 Windows x86-64 Details
kaldi_native_fbank-1.22.4-cp311-cp311-win32.whl 404.8 kB Without provenance CPython 3.11 CPython 3.11 Windows x86-32 Details
kaldi_native_fbank-1.22.4-cp311-cp311-manylinux_2_34_armv7l.manylinux_2_35_armv7l.whl 238.1 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.34+ ARMv7l, Linux glibc 2.35+ ARMv7l Details
kaldi_native_fbank-1.22.4-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 322.3 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
kaldi_native_fbank-1.22.4-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 299.3 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
kaldi_native_fbank-1.22.4-cp311-cp311-macosx_11_0_arm64.whl 229.0 kB Without provenance CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
kaldi_native_fbank-1.22.4-cp311-cp311-macosx_10_15_x86_64.whl 243.6 kB Without provenance CPython 3.11 CPython 3.11 macOS 10.15+ x86-64 Details
kaldi_native_fbank-1.22.4-cp310-cp310-win_amd64.whl 454.5 kB Without provenance CPython 3.10 CPython 3.10 Windows x86-64 Details
kaldi_native_fbank-1.22.4-cp310-cp310-win32.whl 403.6 kB Without provenance CPython 3.10 CPython 3.10 Windows x86-32 Details
kaldi_native_fbank-1.22.4-cp310-cp310-manylinux_2_34_armv7l.manylinux_2_35_armv7l.whl 236.5 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.35+ ARMv7l, Linux glibc 2.34+ ARMv7l Details
kaldi_native_fbank-1.22.4-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 320.6 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
kaldi_native_fbank-1.22.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 297.9 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
kaldi_native_fbank-1.22.4-cp310-cp310-macosx_11_0_arm64.whl 227.5 kB Without provenance CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
kaldi_native_fbank-1.22.4-cp310-cp310-macosx_10_15_x86_64.whl 242.0 kB Without provenance CPython 3.10 CPython 3.10 macOS 10.15+ x86-64 Details
kaldi_native_fbank-1.22.4-cp39-cp39-win_amd64.whl 454.3 kB Without provenance CPython 3.9 CPython 3.9 Windows x86-64 Details
kaldi_native_fbank-1.22.4-cp39-cp39-win32.whl 403.8 kB Without provenance CPython 3.9 CPython 3.9 Windows x86-32 Details
kaldi_native_fbank-1.22.4-cp39-cp39-manylinux_2_34_armv7l.manylinux_2_35_armv7l.whl 236.7 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.35+ ARMv7l, Linux glibc 2.34+ ARMv7l Details
kaldi_native_fbank-1.22.4-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 320.9 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
kaldi_native_fbank-1.22.4-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 298.2 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
kaldi_native_fbank-1.22.4-cp39-cp39-macosx_11_0_arm64.whl 227.7 kB Without provenance CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
kaldi_native_fbank-1.22.4-cp39-cp39-macosx_10_15_x86_64.whl 242.0 kB Without provenance CPython 3.9 CPython 3.9 macOS 10.15+ x86-64 Details
kaldi_native_fbank-1.22.4-cp38-cp38-win_amd64.whl 454.2 kB Without provenance CPython 3.8 CPython 3.8 Windows x86-64 Details
kaldi_native_fbank-1.22.4-cp38-cp38-win32.whl 403.4 kB Without provenance CPython 3.8 CPython 3.8 Windows x86-32 Details
kaldi_native_fbank-1.22.4-cp38-cp38-manylinux_2_34_armv7l.manylinux_2_35_armv7l.whl 235.9 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.34+ ARMv7l, Linux glibc 2.35+ ARMv7l Details
kaldi_native_fbank-1.22.4-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 320.5 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
kaldi_native_fbank-1.22.4-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 297.6 kB Without provenance CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARM64 Details
kaldi_native_fbank-1.22.4-cp38-cp38-macosx_11_0_arm64.whl 227.1 kB Without provenance CPython 3.8 CPython 3.8 macOS 11.0+ ARM64 Details
kaldi_native_fbank-1.22.4-cp38-cp38-macosx_10_15_x86_64.whl 241.6 kB Without provenance CPython 3.8 CPython 3.8 macOS 10.15+ x86-64 Details

Total release size: 19.9 MB

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1.22.4 This release

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1.22.3

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1.22.2

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1.22.1

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1.22.0

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1.21.5

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1.21.4

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1.21.3

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1.21.2

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1.21.1

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1.21.0

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1.20.3

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1.20.2

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1.20.1

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1.20.0

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1.19.3

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1.19.2

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1.19.1

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1.19.0

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1.18.7

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1.18.6

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1.18.5

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1.18.4

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1.18.3

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1.18.2

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1.18.1

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1.18.0

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1.17

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1.16

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1.15

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1.14

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1.12

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1.11

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1.10

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1.9

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1.1

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1.0

1 release file No provenance

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