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OpenMed v0.6.2

v0.6.2 expands OpenMed's multilingual PII support and hardens the new REST service for production use.

Highlights

  • Added public Dutch, Hindi, and Telugu PII models:
  • OpenMed/OpenMed-PII-Dutch-SuperClinical-Large-434M-v1
  • OpenMed/OpenMed-PII-Hindi-SuperClinical-Large-434M-v1
  • OpenMed/OpenMed-PII-Telugu-SuperClinical-Large-434M-v1
  • Expanded multilingual PII coverage to 179 models across 8 languages
  • Added Dutch BSN validation plus Dutch/Hindi/Telugu locale patterns, fake data, and localized date handling
  • Added explicit Python examples and a new multilingual smoke example for the three newly public languages
  • Hardened the REST service with shared runtime/model reuse, optional preload, stricter request validation, timeout handling, and a unified error envelope

Multilingual PII

extract_pii() and deidentify() now support:

  • lang="nl" for Dutch
  • lang="hi" for Hindi
  • lang="te" for Telugu

French, German, Italian, and Spanish continue to expose the full 35-model multilingual family. Dutch, Hindi, and Telugu currently ship one flagship public checkpoint each.

REST Service

The FastAPI service introduced in v0.6.1 now includes:

  • shared ServiceRuntime and ModelLoader reuse across requests
  • optional startup warm-up via OPENMED_SERVICE_PRELOAD_MODELS
  • threadpool-backed blocking inference with profile timeout enforcement
  • consistent JSON error envelopes for validation, bad request, timeout, and internal error cases
  • stricter schema validation for model names, confidence thresholds, extra fields, and shift_dates

Documentation and Examples

  • README updated for v0.6.2
  • website copy updated to reflect 8 languages / 179 PII models
  • REST service guide updated with preload and error-envelope behavior
  • multilingual notebook refreshed for Dutch, Hindi, and Telugu
  • added examples/pii_multilingual_new_languages.py

Validation

  • Focused suite: 306 passed in 0.44s
  • Live smoke reviewed on the three public checkpoints
  • Dutch: name, DOB, BSN, phone, address, postcode, city
  • Hindi: date, phone, street address, PIN
  • Telugu: date, phone, PIN, with regex/semantic merging covering the sample address span

What's Changed

Full Changelog: https://github.com/maziyarpanahi/openmed/compare/v0.6.1...v0.6.2

Source: README.md, updated 2026-03-10