Feature Map & Capabilities This page inventories every surfaced capability in OpenMed so you can see how the docs map back to the codebase. Use it as the starting point when you are unsure which page (or module) to visit.
Model lifecycle Area What it covers Where to look Model registry Curated metadata (ModelInfo, categories, suggestions) for every OpenMed Hugging Face release. openmed/core/model_registry.py, Model Registry Discovery & loading Hugging Face discovery, optional auth, caching, tokenizers, pipeline helpers. openmed/core/models.py, ModelLoader & Pipelines One-call inference analyze_text, validation, pySBD segmentation, output formatting for dict/JSON/HTML/CSV.openmed/__init__.py:analyze_text, Analyze Text Helper PII detection & de-identification extract_pii, deidentify, smart entity merging, HIPAA Safe Harbor compliance.openmed/core/pii.py, openmed/core/pii_entity_merger.py, PII Detection & Smart Merging Zero-shot toolkit GLiNER-powered indexing, label maps, adapters, smoke scripts. openmed/zero_shot/**, Zero-shot Toolkit
Processing & outputs Area What it covers Where to look Advanced NER filtering Entity spanning, score filtering, punct stripping, BIO-aware grouping. openmed/processing/advanced_ner.py, Advanced NER & Output Formatting Formatting utilities PredictionResult, copy-ready dict/JSON/HTML/CSV outputs, metadata injection.openmed/processing/outputs.py, Advanced NER & Output Formatting Text utilities Sentence detection, tokenization helpers, text cleaning. openmed/processing/, ModelLoader & Pipelines
Area What it covers Where to look Configuration YAML/ENV + per-run overrides via OpenMedConfig; profile-aware runtime settings. openmed/core/config.py, Configuration & Validation Configuration Profiles Built-in profiles (dev, prod, test, fast) + custom profiles. openmed/core/config.py, Configuration Profiles Batch Processing Multi-text/file processing with progress and aggregation. openmed/processing/batch.py, Batch Processing Performance Profiling Timing utilities, metrics, and profiling decorators. openmed/utils/profiling.py, Performance Profiling Testing tests/run-tests.sh, unit/integration markers, smoke runners.tests/, Testing & QA Examples Notebooks, scripts, and analysis snippets in examples/. examples/, Examples & Copy/Paste Recipes Automation Make targets, GitHub Actions (CI, publish, docs). Makefile, .github/workflows/*.yml, Contributing & Releases
Suggested reading order Quick Start — install + first inference.Analyze Text Helper — single-call orchestration.PII Detection & Smart Merging — de-identification (v0.5.0).Batch Processing — multi-text processing.ModelLoader & Pipelines — lower-level control.Model Registry — pick the right checkpoint.Configuration Profiles — dev/prod/test profiles.Advanced NER & Output Formatting — polish predictions.Zero-shot Toolkit — GLiNER workflows.Performance Profiling — timing and metrics.Examples — runnable notebooks and scripts.Testing & QA + Contributing — team processes. February 28, 2026 February 28, 2026