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:
- https://github.com/k2-fsa/sherpa-ncnn
- Specifically, please have a look at https://github.com/k2-fsa/sherpa-ncnn/blob/master/sherpa-ncnn/csrc/features.h
- https://github.com/k2-fsa/sherpa-onnx
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
- https://github.com/csukuangfj/kaldi-native-fbank/blob/master/kaldi-native-fbank/python/tests/test_online_fbank.py
- https://github.com/csukuangfj/kaldi-native-fbank/blob/master/kaldi-native-fbank/python/tests/test_online_mfcc.py
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")
1 maintainer
Metadata
1 maintainer
Release files for kaldi-native-fbank 1.22.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| kaldi-native-fbank-1.22.3.tar.gz | 71.0 kB | Details |
Built distributions (wheels)
Total release size: 11.5 MB
Release files / kaldi-native-fbank-1.22.3.tar.gz
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| Download URL | kaldi_native_fbank-1.22.3-cp314-cp314-win32.whl |
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No |
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twine/5.0.0 CPython/3.13.7
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Release files / kaldi_native_fbank-1.22.3-cp310-cp310-win_amd64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp310-cp310-win_amd64.whl |
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| Size | 302.7 kB |
| Tags | CPython 3.10 Windows x86-64 |
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No |
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twine/5.0.0 CPython/3.10.11
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Release files / kaldi_native_fbank-1.22.3-cp310-cp310-win32.whl
| Download URL | kaldi_native_fbank-1.22.3-cp310-cp310-win32.whl |
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| Size | 272.3 kB |
| Tags | CPython 3.10 Windows x86-32 |
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No |
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twine/5.0.0 CPython/3.9.13
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Release files / kaldi_native_fbank-1.22.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl |
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| Size | 320.0 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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No |
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twine/5.0.0 CPython/3.12.3
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Release files / kaldi_native_fbank-1.22.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl |
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| Size | 297.0 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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No |
| Uploaded via |
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Release files / kaldi_native_fbank-1.22.3-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp310-cp310-macosx_11_0_arm64.whl |
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| Size | 227.9 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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No |
| Uploaded via |
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Release files / kaldi_native_fbank-1.22.3-cp310-cp310-macosx_10_15_x86_64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp310-cp310-macosx_10_15_x86_64.whl |
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| Size | 244.5 kB |
| Tags | CPython 3.10 macOS 10.15+ x86-64 |
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No |
| Uploaded via |
twine/5.0.0 CPython/3.13.7
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Release files / kaldi_native_fbank-1.22.3-cp39-cp39-win_amd64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp39-cp39-win_amd64.whl |
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| Size | 319.9 kB |
| Tags | CPython 3.9 Windows x86-64 |
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No |
| Uploaded via |
twine/5.0.0 CPython/3.9.13
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Release files / kaldi_native_fbank-1.22.3-cp39-cp39-win32.whl
| Download URL | kaldi_native_fbank-1.22.3-cp39-cp39-win32.whl |
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| Size | 272.2 kB |
| Tags | CPython 3.9 Windows x86-32 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.9.13
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Release files / kaldi_native_fbank-1.22.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl |
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| Size | 320.3 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.12.3
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Release files / kaldi_native_fbank-1.22.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl |
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| Size | 297.3 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.12.3
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Release files / kaldi_native_fbank-1.22.3-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp39-cp39-macosx_11_0_arm64.whl |
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| Size | 228.0 kB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.13.7
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Release files / kaldi_native_fbank-1.22.3-cp39-cp39-macosx_10_15_x86_64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp39-cp39-macosx_10_15_x86_64.whl |
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| Size | 244.6 kB |
| Tags | CPython 3.9 macOS 10.15+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.13.7
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Release files / kaldi_native_fbank-1.22.3-cp38-cp38-win_amd64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 302.5 kB |
| Tags | CPython 3.8 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.8.10
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Release files / kaldi_native_fbank-1.22.3-cp38-cp38-win32.whl
| Download URL | kaldi_native_fbank-1.22.3-cp38-cp38-win32.whl |
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| Size | 272.2 kB |
| Tags | CPython 3.8 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.9.13
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Release files / kaldi_native_fbank-1.22.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.whl |
|---|---|
| Size | 319.8 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.12.3
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Release files / kaldi_native_fbank-1.22.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.whl |
|---|---|
| Size | 296.9 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.12.3
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Release files / kaldi_native_fbank-1.22.3-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp38-cp38-macosx_11_0_arm64.whl |
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| Size | 227.6 kB |
| Tags | CPython 3.8 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.13.7
|
Release files / kaldi_native_fbank-1.22.3-cp38-cp38-macosx_10_15_x86_64.whl
| Download URL | kaldi_native_fbank-1.22.3-cp38-cp38-macosx_10_15_x86_64.whl |
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| Size | 244.2 kB |
| Tags | CPython 3.8 macOS 10.15+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.0.0 CPython/3.13.7
|
