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Model Lineage
Complete model provenance from base model to production. Track training, data sources, and compliance at every step.
Capabilities
Visualize model ancestry from base models through fine-tuning, distillation, and RLHF to production deployments.
Record every training data source with consent verification, licensing status, and usage metadata.
Schedule and track compliance audits with findings, status tracking, and next-audit-due reminders.
Document supervised, unsupervised, reinforcement, fine-tuning, distillation, RLHF, and synthetic training.
Track licensing for each model and its training data. Verify compatibility across the lineage chain.
Complete audit trail with compliance status, findings, and scheduled review dates for regulatory reporting.
Getting Started
Record each model with its training method, data sources, parent model, license, and version information.
Link models to their parents. DRD builds a complete lineage tree showing every derivation step.
Create audits to verify licensing, data consent, and regulatory compliance across the entire lineage.
Developer Integration
import { DRD } from '@drd/sdk';
const drd = new DRD({ token: 'drd_live_sk_...' });
// Register a model
const record = await drd.modelLineage.createRecord({
modelId: 'custom-classifier-v3',
modelName: 'Content Classifier',
version: '3.0.0',
trainingMethod: 'fine_tuning',
datasetSize: 50000,
license: 'Apache-2.0',
});
// Create compliance audit
await drd.modelLineage.createAudit({
recordId: record.id,
auditType: 'compliance',
complianceStatus: 'compliant',
});Complete lineage tracking from base model to production. Audit compliance at every step.