Alkaid: A Library for Kernel Accelerator Implemented on Device

alkaid is a lightweight compiler for generating low-latency static-dataflow kernels for FPGAs. It traces quantized arithmetic into ALIR, applies distributed-arithmetic optimization through CMVM where useful, and emits RTL or HLS projects.

The supported code generation targets are:

RTL: Verilog and VHDL 2008, with optional pipelining.
HLS: Vitis HLS, HLSlib, and oneAPI-style C++.
XLS: experimental Verilog generation and JIT execution through xls-python.

Models can be described with the NumPy-like symbolic tracing API, loaded from serialized ALIR JSON/JSON.GZ, or converted through plugins. The package includes top-level keras, torch, and alkaid example tracer plugins; Keras and Torch support can also be extended with second-level alkaid_keras and alkaid_torch entry points.

Installation

pip install alkaid

Binary wheels are published for Linux x86_64 and macOS ARM64. Building from source requires Python 3.10 or newer, NumPy, meson-python, and a C++20 compiler with OpenMP support.

pip install --no-build-isolation -e '.[tests]'

Use pip install 'alkaid[docs]' for documentation dependencies. Install xls-python when using the XLS backend outside the test extra.

CLI

alkaid convert model.keras /tmp/rtl_output --flavor verilog --latency-cutoff 5
alkaid convert model.json.gz /tmp/hls_output --flavor vitis
alkaid report /tmp/rtl_output --sort-by comb_metric

See the documentation for tracing, plugin, ALIR, and backend details.

License

LGPLv3. See the LICENSE file for details.

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- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: alkaid-0.8.0.post1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
- Subject digest: 82564585c457f8a2872b97f51170f2acf716b60d42aa6894c0fea401dd17108f
- Sigstore transparency entry: 2339227966
- Sigstore integration time: Aug 4, 2026
Source repository:
- Permalink: calad0i/alkaid@f112ac1a39f3e68385179fe77df5ba98b502a475
- Branch / Tag: refs/tags/v0.8.0post1
- Owner: https://github.com/calad0i
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: python-publish.yml@f112ac1a39f3e68385179fe77df5ba98b502a475
- Trigger Event: release

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Details for the file alkaid-0.8.0.post1-cp310-cp310-macosx_15_0_arm64.whl.

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Download URL: alkaid-0.8.0.post1-cp310-cp310-macosx_15_0_arm64.whl
Upload date: Aug 4, 2026
Size: 930.0 kB
Tags: CPython 3.10, macOS 15.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

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The following attestation bundles were made for alkaid-0.8.0.post1-cp310-cp310-macosx_15_0_arm64.whl:

Publisher: python-publish.yml on calad0i/alkaid

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: alkaid-0.8.0.post1-cp310-cp310-macosx_15_0_arm64.whl
- Subject digest: b8b1985139d16cb7a5bcaecd40b4ed4fec4b496399dc0c464014f364d79c1b04
- Sigstore transparency entry: 2339228004
- Sigstore integration time: Aug 4, 2026
Source repository:
- Permalink: calad0i/alkaid@f112ac1a39f3e68385179fe77df5ba98b502a475
- Branch / Tag: refs/tags/v0.8.0post1
- Owner: https://github.com/calad0i
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: python-publish.yml@f112ac1a39f3e68385179fe77df5ba98b502a475
- Trigger Event: release

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This release

0.8.0.post1

Aug 4, 2026

0.7.1

May 21, 2026

0.7.0

May 5, 2026

0.0.1a0 pre-release

Jan 16, 2026

alkaid 0.8.0.post1

Alkaid: A Library for Kernel Accelerator Implemented on Device

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