fine-tuned-column-mapper
Released by abdur197 in 2025, fine-tuned-column-mapper is an embedding model. fine-tuned-column-mapper is an open-weights embed model.
by abdur197
Best for
Ways to use fine-tuned-column-mapper in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your abdur197 API key. osFoundry discovers fine-tuned-column-mapper automatically — assign it to a Maestro role (router, direct, orchestrator, or fallback) in the Pipeline tab and it is live in every chat. Your key, your provider account — no token markup.
Deploy a dedicated endpoint
fine-tuned-column-mapper is open-weights — run it locally for free, or deploy a dedicated GPU endpoint in your workspace for reserved capacity with no rate limits.
Use it in a Room App
Room Apps declare AI features in their manifest, then call them with invokeAI:
import { invokeAI } from '@osfoundry/app-sdk'
// 'summarize' is an AI feature declared in your app manifest.
const result = await invokeAI('summarize', userText)
Call it from your own apps
Once a model is wired into your workspace you can host it as an API and reach it from your own services, scripts, or CI — outside osFoundry.
fine-tuned-column-mapper vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about fine-tuned-column-mapper
Is fine-tuned-column-mapper free to use?
fine-tuned-column-mapper is free to run locally on your own hardware. Hosted access through osFoundry is metered (input Free (local), output Free (local)). You can switch between local and hosted at any time.
Can I use fine-tuned-column-mapper commercially?
Commercial use is allowed with conditions. Licence terms not specified — verify the upstream model card before commercial use. Check upstream documentation.
Can I run fine-tuned-column-mapper locally?
Yes. fine-tuned-column-mapper is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is fine-tuned-column-mapper best at?
fine-tuned-column-mapper is well-suited to sentence similarity.
How do I use fine-tuned-column-mapper in osFoundry?
Paste your abdur197 API key in the key dialog (or deploy the open weights for self-hostable models), assign fine-tuned-column-mapper to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by abdur197 on August 25, 2025. Source: https://huggingface.co/abdur197/fine-tuned-column-mapper