Skip to main content

Micro Features

Get speech features relevant for microWakeWord and microVAD.

Install:

pip install pymicro-features

Example:

from pymicro_features import MicroFrontend

frontend = MicroFrontend()

for i in range(10):
    audio = bytes(160 * 2)  # 10ms @ 16Khz (16-bit mono)
    output = frontend.process_samples(audio)
    print(output)

Metadata

Release files for pymicro-features 2.0.2

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

Source distribution (sdist)

Source distribution for pymicro-features 2.0.2
File Size Uploaded
pymicro_features-2.0.2.tar.gz 54.7 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for pymicro-features 2.0.2
File
pymicro_features-2.0.2-cp39-abi3-win_amd64.whl CPython 3.9 abi3 Windows x86-64 Details
pymicro_features-2.0.2-cp39-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.9 abi3 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
pymicro_features-2.0.2-cp39-abi3-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.9 abi3 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
pymicro_features-2.0.2-cp39-abi3-macosx_10_13_universal2.whl CPython 3.9 abi3 macOS 10.13+ universal2 (ARM64, x86-64) Details

Total release size: 355.8 kB

Release files / pymicro_features-2.0.2.tar.gz

Download URL pymicro_features-2.0.2.tar.gz
Size 54.7 kB
Tags Source
SHA-256 checksum
How to use checksums
0d0bed7843ec78b6ced82d1a2dcddeb4fe5df61b3af80a281d0868c8e279c727
BLAKE2b-256 checksum
How to use checksums
3946328092b4df890385594cf3d3e6015da72d77f63c58d3057276ac2353e891
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2025.

Transparency log

Release files / pymicro_features-2.0.2-cp39-abi3-win_amd64.whl

Download URL pymicro_features-2.0.2-cp39-abi3-win_amd64.whl
Size 22.7 kB
Tags CPython 3.9 Windows x86-64 abi3
SHA-256 checksum
How to use checksums
e76b656ce6a2eab9571657bbecaf17a5c07830306f9b544fbbea16c567bd78fb
BLAKE2b-256 checksum
How to use checksums
e422577100459a7d3e7f5b3c5315c6c546a7980bf711371ca36398f440a1aee4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2025.

Transparency log

Release files / pymicro_features-2.0.2-cp39-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL pymicro_features-2.0.2-cp39-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 119.6 kB
Tags CPython 3.9 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 abi3
SHA-256 checksum
How to use checksums
65a76a7c7851ee0dd6083dda56b835ab9dc6eddeaf11b34461795758de846d0f
BLAKE2b-256 checksum
How to use checksums
aa30a31c5dc56015e55f897d0beb71447f1e10f0062067258856f3735ede133a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2025.

Transparency log

Release files / pymicro_features-2.0.2-cp39-abi3-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL pymicro_features-2.0.2-cp39-abi3-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size 116.4 kB
Tags CPython 3.9 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64 abi3
SHA-256 checksum
How to use checksums
acead36386b42934e620f57d7481177ba461dde247cccef6a846f5831805e6c7
BLAKE2b-256 checksum
How to use checksums
cf34c52065f422c009d99c434fb68918142b815055942fcb57c9533810a22080
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2025.

Transparency log

Release files / pymicro_features-2.0.2-cp39-abi3-macosx_10_13_universal2.whl

Download URL pymicro_features-2.0.2-cp39-abi3-macosx_10_13_universal2.whl
Size 42.4 kB
Tags CPython 3.9 abi3 macOS 10.13+ universal2 (ARM64, x86-64)
SHA-256 checksum
How to use checksums
a8f8b115cf825c44c7a1fddc0af154e2fb0c52f8d1a4597e1f1a113b91ff8324
BLAKE2b-256 checksum
How to use checksums
47b1511149e0ab3b244eedd8ba0d4f5293e2f1558f9e06a5c8724efb265e467b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2025.

Transparency log

Release history Release notifications | RSS feed

This release

2.0.2 This release

5 release files

2.0.1

3 release files

2.0.0

3 release files

1.0.0

1 release file

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page