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  ---
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  license: apache-2.0
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- library_name: coreml
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- pipeline_tag: text-generation
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  inference: false
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  tags:
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- - coreml
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- - apple-silicon
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- - macos
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- - neural-engine
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- - speculative-decoding
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- - dflash
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  - doppel
 
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  ---
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- # Doppel speculative-decoding companion
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- This repository is Doppel's distribution channel for an app-specific Core ML
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- conversion of
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- [`z-lab/Qwen3.5-9B-DFlash`](https://huggingface.co/z-lab/Qwen3.5-9B-DFlash).
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- Doppel uses it as a Neural Engine draft companion while its target model
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- performs verification.
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- ## Intended use
 
 
 
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- These artifacts are intended to be downloaded, verified, and invoked by
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- compatible Doppel releases on Apple-silicon Macs running macOS 15 or later.
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- They are an optimization for Doppel's on-device inference path.
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- This is not a standalone language model, text generator, or supported
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- developer API. It omits a standalone vocabulary head and depends on Doppel's
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- exact target model, hidden-state contract, cache lineage, verification logic,
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- and runtime orchestration. Loading the Core ML packages individually does not
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- constitute a valid or supported inference path. For research or general DFlash
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- use, start with the upstream model and project.
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- ## Artifact and integrity notes
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-
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- The source checkpoint is split into app-specific Core ML packages. The
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- repository's `manifest.json` is the authoritative compatibility and artifact
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- inventory; it records the integrity hashes checked by Doppel. Core ML's local
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- compilation cache is deliberately not distributed.
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-
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- The repository contains no user prompts, conversations, model caches,
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- telemetry, or other customer data.
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-
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- ## Limitations
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-
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- This companion is qualified only as part of Doppel's complete speculative
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- decoder. It must not be evaluated as an independent generator, and compatibility
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- must not be inferred from a shared tokenizer or architecture name.
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-
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- ## License and attribution
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-
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- The DFlash checkpoint is provided under the
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  [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0).
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- Doppel pairs the conversion with the separately licensed
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- [`Ornith-1.0-9B`](https://huggingface.co/deepreinforce-ai/Ornith-1.0-9B)
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- target. This converted distribution remains subject to the applicable
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- upstream terms. Doppel provides no support or warranty for use outside the
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- Doppel app.
 
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  ---
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  license: apache-2.0
 
 
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  inference: false
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  tags:
 
 
 
 
 
 
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  - doppel
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+ - runtime-artifact
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  ---
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+ # Doppel runtime artifact
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+ This repository contains a versioned runtime artifact consumed by compatible
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+ Doppel releases.
 
 
 
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+ It is not a standalone model, SDK, or supported public API. Its format,
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+ compatibility contract, and behavior are private implementation details and
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+ may change without notice. No external loading, conversion, integration, or
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+ evaluation guidance is provided.
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+ The repository contains no customer data.
 
 
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+ <details>
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+ <summary>License and attribution</summary>
 
 
 
 
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+ This distribution includes modified material derived from
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+ [`z-lab/Qwen3.5-9B-DFlash`](https://huggingface.co/z-lab/Qwen3.5-9B-DFlash),
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+ provided under the
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0).
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+ The source link is provided for attribution and does not define a supported
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+ Doppel compatibility contract. No warranty or support is provided for use
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+ outside Doppel.
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+
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+ </details>