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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: feature-extraction
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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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- - on-device
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- - text-embeddings
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  - doppel
 
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  ---
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- # Doppel embeddings 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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- [`jinaai/jina-embeddings-v2-small-en`](https://huggingface.co/jinaai/jina-embeddings-v2-small-en).
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- It supports Doppel's private, on-device search index.
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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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- Doppel on Apple-silicon Macs running macOS 15 or later. Indexed content and
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- generated embeddings remain on the user's device.
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- This is not a standalone embedding distribution or a supported developer API.
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- The repository does not include Doppel's text preparation, pooling,
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- normalization, indexing, retrieval, or compatibility logic. Results produced
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- outside that contract are not supported or comparable to Doppel search. For
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- general-purpose use, start with the upstream model.
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- ## Artifact and integrity notes
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-
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- The compiled Core ML components are modified from the upstream checkpoint for
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- Doppel's bounded runtime shapes. `jina_coreml_manifest.json` is the
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- authoritative artifact inventory and records the integrity hashes checked by
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- the app.
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-
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- The repository contains no user documents, embeddings, search indexes,
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- queries, prompts, telemetry, or other customer data.
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-
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- ## Limitations
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-
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- Embedding similarity is not a factuality, authorization, or safety signal.
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- Retrieval quality varies with language, document structure, terminology, and
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- the surrounding search pipeline.
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-
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- ## License and attribution
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-
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- The upstream model is provided under the
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  [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0).
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- This converted distribution remains subject to the applicable upstream terms.
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- Doppel provides no support or warranty for use outside the 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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+ [`jinaai/jina-embeddings-v2-small-en`](https://huggingface.co/jinaai/jina-embeddings-v2-small-en),
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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>