Pre-release

This release is a pre-release and may not be stable for production use.

Kikita Wake Word Runtime for Python

Typed Python binding for validating, inspecting, producing, and running .kww model bundles through the shared Rust core.

pip install --pre kikita-wake-word-runtime

from kikita_wake_word_runtime import open_bundle

with open_bundle("model.kww") as bundle:
    print(bundle.manifest.bundle_id)

Forge and other trusted producer applications create bundles through the same package:

from kikita_wake_word_runtime import write_bundle

write_bundle(
    "model.kww",
    manifest,
    {
        "mel": mel_path,
        "embedding": embedding_path,
        "classifier": classifier_path,
    },
)

The writer validates sizes and SHA-256 values, writes a deterministic archive, reopens it through the secure loader, and atomically publishes the completed .kww.

from kikita_wake_word_runtime import WakeWordModel

model = WakeWordModel.from_bundle("model.kww")
stream = model.create_stream(source_sample_rate_hz=48_000)

for result in stream.process_pcm_s16le(discord_pcm):
    if result.detected:
        print(result.candidate_score, result.verifier_score, result.score)

WakeWordModel shares immutable ONNX sessions. Create one WakeWordStream per ordered mono PCM source. Input buffers are copied. Call finish() at end of a finite source or reset() before reusing stream state. A model may serve multiple streams concurrently; calls on one mutable stream must remain ordered and must not run concurrently.

Candidate-only and embedded ONNX verifier bundles run offline. An external verifier dependency is accepted by the manifest parser but model loading fails closed until that exact dependency is supplied through a future resolver API.

The wheel contains the Rust core and statically linked ONNX Runtime. End users need Python 3.11 or newer and a supported prebuilt platform, not Rust or a separate onnxruntime package.

Supported by the first alpha: Windows x64, manylinux_2_28 x64, and Apple Silicon macOS. See the repository for the .kww specification, compatibility matrix, security policy, and release notes.

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kikita_wake_word_runtime-0.1.0a5-cp311-abi3-win_amd64.whl (7.6 MB view details)

Uploaded Sep 4, 2026 CPython 3.11+Windows x86-64

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Uploaded Sep 4, 2026 CPython 3.11+macOS 11.0+ ARM64

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- Branch / Tag: refs/tags/v0.1.0-alpha.5
- Owner: https://github.com/kikita-labs
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kikita-wake-word-runtime 0.1.0a5

Kikita Wake Word Runtime for Python

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