lens-compliance
EU AI Act compliance assessment for AI model explanations.
Maps XAI library outputs (SHAP, LIME) through the IEEE 2894-2024 architectural taxonomy to generate structured evidence for EU AI Act Article 13/14/15 requirements.
- Standard: IEEE 2894-2024 / EU AI Act Regulation 2024/1689
- Deadline: EU AI Act transparency provisions effective August 2, 2026
- Penalty: Up to €35M or 7% global turnover for non-compliance
Installation
pip install lens-compliance
Quick Start
from lens_compliance import assess
# With a SHAP explanation object
report = assess(
explanation=shap_values, # shap.Explanation, LIME, or dict
model_name="CreditScore-v2",
model_version="2.3.0",
deployment_context="Consumer credit application scoring",
high_risk_category="credit_scoring",
)
print(report.overall_status) # COMPLIANT / PARTIAL / NON_COMPLIANT
report.save_markdown("report.md")
report.save_json("report.json")
REST API
pip install lens-compliance fastapi uvicorn
uvicorn lens_compliance.api:app --reload
POST /assess — full compliance assessment
GET /health — service status
GET /categories — EU AI Act Annex III high-risk categories
GET /articles — covered EU AI Act articles
EU AI Act Coverage
| Article | Requirement | Quality Dimension |
|---|---|---|
| 13(1) | Transparency — System Interpretability | Comprehensibility + Completeness |
| 13(3)(b) | Output Interpretation Guidance | Comprehensibility + Compactness |
| 14(4) | Human Oversight — Override Enablement | Faithfulness + Completeness |
| 15(1) | Robustness — Explanation Stability | Stability across similar inputs |
| 13(1) Annex III | Individual Explanation (High-Risk) | Local scope + Comprehensibility |
IEEE 2894-2024 Taxonomy
Explanations are classified into four quadrants:
| Local | Global | |
|---|---|---|
| Post-hoc | SHAP, LIME | Permutation importance |
| Ante-hoc | Decision tree path | Linear regression weights |
High-Risk Categories (Annex III)
credit_scoring · hiring · insurance · medical_diagnosis · critical_infrastructure · education · law_enforcement · migration · administration_of_justice · biometric
License
Apache 2.0
1 maintainer
Release files for lens-compliance 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| lens_compliance-0.1.0.tar.gz | 23.6 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| lens_compliance-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 38.7 kB
Release files / lens_compliance-0.1.0.tar.gz
| Download URL | lens_compliance-0.1.0.tar.gz |
|---|---|
| Size | 23.6 kB |
| Tags | Source |
|
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Release files / lens_compliance-0.1.0-py3-none-any.whl
| Download URL | lens_compliance-0.1.0-py3-none-any.whl |
|---|---|
| Size | 15.1 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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| Uploaded via |
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