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Upload MLX packaging for OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1-mlx

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Files changed (8) hide show
  1. .gitattributes +1 -0
  2. README.md +106 -0
  3. config.json +207 -0
  4. id2label.json +78 -0
  5. openmed-mlx.json +26 -0
  6. tokenizer.json +3 -0
  7. tokenizer_config.json +127 -0
  8. weights.safetensors +3 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,106 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ base_model: OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1
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+ pipeline_tag: token-classification
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+ library_name: openmed
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+ tags:
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+ - openmed
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+ - mlx
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+ - apple-silicon
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+ - token-classification
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+ - pii
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+ - de-identification
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+ - medical
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+ - clinical
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+ - deberta-v2
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+ ---
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+
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+ # OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1 for OpenMed MLX
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+
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+ This repository contains an MLX packaging of [`OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1`](https://huggingface.co/OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1) for Apple Silicon inference with [OpenMed](https://github.com/maziyarpanahi/openmed).
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+
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+ ## At a Glance
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+
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+ - Source checkpoint: [`OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1`](https://huggingface.co/OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1)
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+ - Model family: `deberta-v2` (`DebertaV2ForTokenClassification`)
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+ - Primary language hint: Portuguese (`pt`)
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+ - Artifact layout: legacy-compatible MLX (`config.json`, `id2label.json`, MLX weight files)
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+ - Weight format: `safetensors`
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+ - Python MLX: supported through `openmed[mlx]` on Apple Silicon Macs
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+
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+ ## Python Quick Start
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+
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+ Use the standard OpenMed API if you want OpenMed to choose the right runtime automatically:
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+
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+ ```bash
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+ pip install "openmed[mlx]"
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+ ```
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+
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+ ```python
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+ from openmed import extract_pii
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+
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+ text = "<your clinical note here>"
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+ result = extract_pii(
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+ text,
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+ model_name="OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1",
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+ use_smart_merging=True,
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+ )
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+
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+ for entity in result.entities:
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+ print(entity.label, entity.text, round(entity.confidence, 4))
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+ ```
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+
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+ On Apple Silicon, OpenMed can use this preconverted MLX artifact when `openmed[mlx]` is installed. On other systems, OpenMed falls back to the Hugging Face / PyTorch backend.
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+
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+ ## Use This Preconverted MLX Repo Directly
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+
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+ If you want to use this MLX snapshot explicitly, download it locally and point OpenMed at the directory:
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+
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+ ```bash
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+ pip install "openmed[mlx]"
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+ hf download OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1-mlx --local-dir ./OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1-mlx
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+ ```
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+
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+ If this repo is private in your environment, authenticate first with `hf auth login` or set `HF_TOKEN`.
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+
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+ ```python
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+ from openmed import extract_pii
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+ from openmed.core import OpenMedConfig
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+
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+ text = "<your clinical note here>"
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+ result = extract_pii(
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+ text,
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+ model_name="./OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1-mlx",
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+ config=OpenMedConfig(backend="mlx"),
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+ use_smart_merging=True,
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+ )
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+
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+ print(result.entities)
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+ ```
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+
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+ ## Swift Status
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+
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+ This repo is based on `deberta-v2`. Python MLX supports this artifact today, but the current public OpenMedKit Swift MLX rollout is limited to `bert`, `distilbert`, `roberta`, `xlm-roberta`, and `electra`.
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+
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+ If you are building an Apple app today, the recommended paths for this model are:
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+
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+ - Python MLX for evaluation or local workflows on Apple Silicon
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+ - CoreML in OpenMedKit if you already have a compatible bundled Apple export
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+ - Track the current Swift support matrix in the [OpenMedKit docs](https://openmed.life/docs/swift-openmedkit/)
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+
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+ ## Artifact Notes
92
+
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+ This repo uses the current legacy-compatible MLX layout:
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+
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+ - `config.json`
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+ - `id2label.json`
97
+ - MLX weight files (`weights.safetensors` and/or `weights.npz`)
98
+
99
+ Tokenizer assets are bundled in this repo.
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+
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+ ## Links
102
+
103
+ - Source checkpoint: [`OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1`](https://huggingface.co/OpenMed/OpenMed-PII-Portuguese-mSuperClinical-Large-279M-v1)
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+ - OpenMed GitHub: [https://github.com/maziyarpanahi/openmed](https://github.com/maziyarpanahi/openmed)
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+ - MLX backend docs: [https://openmed.life/docs/mlx-backend/](https://openmed.life/docs/mlx-backend/)
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+ - OpenMedKit docs: [https://openmed.life/docs/swift-openmedkit/](https://openmed.life/docs/swift-openmedkit/)
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+ {
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+ "transformers_version": "5.5.0",
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+ "architectures": [
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+ "DebertaV2ForTokenClassification"
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+ ],
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+ "output_hidden_states": false,
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+ "return_dict": true,
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+ "dtype": "float32",
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+ "18": "B-DATEOFBIRTH",
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+ "19": "B-EMAIL",
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+ "20": "B-ETHEREUMADDRESS",
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+ "22": "B-FIRSTNAME",
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