LanceDB · Capability

Training Curation

Training Curation is a Naftiko capability published by LanceDB, one of 2 capabilities the APIs.io network indexes for this provider.

Can be deployed as a REST endpoint, MCP tool, or Agent Skill via Naftiko.

Run with Naftiko

Capability Spec

apiVersion: naftiko.io/v1
kind: Workflow
metadata:
  name: training-curation
  provider: lancedb
  description: >-
    Foundation-model training data curation: deduplicate, score, and version
    a multimodal Lance table, then snapshot a tag the training cluster reads
    via the Lance PyTorch / Ray loaders.
spec:
  shared:
    - ../shared/lancedb-rest.yaml
  steps:
    - id: describe-corpus
      use: describe-table
      operation: DescribeTable
      input: { id: training.corpora.web_crawl }
    - id: dedupe-pass
      use: write-records
      operation: DeleteFromTable
      input:
        id: training.corpora.web_crawl
        predicate: "duplicate_score > 0.95"
    - id: backfill-quality-score
      use: evolve-schema
      operation: AlterTableBackfillColumns
      input:
        id: training.corpora.web_crawl
        columns:
          - { name: quality_score, expression: "udf:score_quality(text)" }
    - id: snapshot-training-set
      use: time-travel
      operation: CreateTableVersion
      input: { id: training.corpora.web_crawl }
    - id: tag-training-set
      use: time-travel
      operation: CreateTableTag
      input:
        id: training.corpora.web_crawl
        name: training-run-2026-q2
        version: latest