Ward Hifz on-device model mirror

This is a public distribution mirror used by the free, non-commercial Ward Quran memorization mode. The model artifacts are unchanged copies from Muno459/fastconformer-quran-streaming, upstream revision efc199437ac74ded89f4cbccfd5d3ec4c7949c15.

Attribution and license

Model copyright ? 2026 Muno459 / Quran-Lab. Credit: Muno459 / Quran-Lab, fastconformer-quran.

The artifacts are distributed under the Quran-Lab No-Profit License v1.0 (NPL-1.0). See LICENSE. The model may not be used for profit, paid features, subscriptions, advertising, or revenue-generating services.

Files used by Ward

  • model_streaming_with_encoder.q8.onnx
  • tokenizer.model
  • streaming_global_cmvn.npz

Ward downloads these files once, verifies their pinned SHA-256 hashes, and runs recognition locally. Recitation audio is not uploaded.

No authorship or endorsement by Muno459 / Quran-Lab is implied beyond the original model attribution above.

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