Skip to main content

AMEVA-Runtime (Python)

PyPI Python License

Next-Gen Unified On-Device Hardware Orchestration & 6-Modality AI Acceleration Runtime (with BitNet 1.58-bit Vulkan Compute) for Mobile & Edge

Installation

pip install ameva-runtime

Quickstart

import ameva_runtime as ameva
from ameva_runtime import vulkan

# Inspect hardware
profile = ameva.detect_hardware()
print(f"Target: {profile.soc_name} | {profile.gpu_vendor}")

# Run diagnostics
doc = vulkan.Doctor()
report = doc.run_self_test()
print(f"Passed: {report.passed_stages}/{report.total_stages}")

Empirical Benchmarks

  • Galaxy S25 (Adreno 830):
    • BitNet 1.58-bit LLM: 17.558 t/s (12.58x speedup), Prompt Eval 205.9 ms.
    • Qwen2.5-0.5B LLM: 35.80 t/s (25/25 VRAM layers).
    • Whisper STT: 4,401 ms, TTS: RTF 0.264x (medium) / 0.993x (high-fp16).
  • Galaxy A35 (Mali-G68 MP5):
    • BitNet 1.58-bit LLM: 3.471 t/s (5.94x speedup), Prompt Eval 1,552.8 ms.
    • Qwen2.5-0.5B LLM: 4.44 t/s (+26.9% vs NEON).
    • Whisper STT: 360.60s (2.26x speedup), TTS: RTF 1.146x.

Documentation

License

Apache-2.0 License. Copyright (c) 2026 Eunho Kim (@uno-km).

Release files for ameva-runtime 2.7.1

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

Source distribution (sdist)

Source distribution for ameva-runtime 2.7.1
File Size Uploaded
ameva_runtime-2.7.1.tar.gz 85.2 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for ameva-runtime 2.7.1
File Interpreter ABI Platform
ameva_runtime-2.7.1-py3-none-any.whl Python 3 none any Details

Total release size: 180.1 kB

Release files / ameva_runtime-2.7.1.tar.gz

Download URL ameva_runtime-2.7.1.tar.gz
Size 85.2 kB
Tags Source
SHA-256 checksum
How to use checksums
f84d6ba17f383d42b62806c3623a7f0199fde294c5bcecd384107344bb821dfb
BLAKE2b-256 checksum
How to use checksums
bd6bdca7f2a8cffa2a96d75a0a090ecdcad94a337a67c671a0477151876cf76f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.12.0

Release files / ameva_runtime-2.7.1-py3-none-any.whl

Download URL ameva_runtime-2.7.1-py3-none-any.whl
Size 94.9 kB
Tags Python 3
SHA-256 checksum
How to use checksums
d821f5a37d1279fc1d8e0ea29e39114f846ea42cd682983c47ba9ae9ab87ae64
BLAKE2b-256 checksum
How to use checksums
0fc5780da7d7e9d6a5b0f6a79ca7f345362ebdcca5a312dea5736354a414b8f4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.12.0

Release history Release notifications | RSS feed

2.7.2

2 release files

This release

2.7.1 This release

2 release files

2.7.0

2 release files

2.6.3

2 release files

2.6.2

2 release files

2.6.1

2 release files

2.6.0

2 release files

2.5.1

2 release files

2.5.0

2 release files

2.4.0

2 release files

2.3.4

2 release files

2.3.3

2 release files

2.3.2

2 release files

2.3.1

2 release files

2.3.0

2 release files

2.2.4

2 release files

2.2.3

2 release files

2.2.2

2 release files

2.2.1

2 release files

2.2.0

2 release files

2.1.0

1 release file

2.0.2

2 release files

2.0.0

2 release files

1.0.1

2 release files

1.0.0

2 release files

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