refly-ai/refly

Support calling a model once for data cleaning using plugins

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#714 geöffnet am 16. Apr. 2025

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enhancementgood first issue

Beschreibung

Is your feature request related to a problem? Please describe. The user is requesting the ability to use a plugin to invoke a machine learning or AI model for data cleaning purposes in a single operation. This suggests a desire for a more streamlined and efficient data preprocessing workflow where a plugin can trigger a one-time model call to clean or transform data, potentially reducing the complexity of current data cleaning processes.

Describe the solution you'd like A clear and concise description of what you want to happen.

Describe alternatives you've considered A clear and concise description of any alternative solutions or features you've considered.

Additional context Add any other context or screenshots about the feature request here.

Contributor Guide

Tech Stack
typescript
Domain
datamachine learningai
Issue Type
feature
SchwierigkeitGeschätzte Implementierungsschwierigkeit für neue Contributors, von 1 für sehr kleine Änderungen bis 5 für Expertenarbeit.
3
Geschätzte ZeitEin grober Zeitrahmen, um zu recherchieren, zu implementieren, zu testen und einen Pull Request vorzubereiten.
1-2 days
AktivitätsstatusWie verfügbar das Issue gerade wirkt: frisch, aktiv, stale, blockiert oder wartet auf Maintainer-Input.
fresh
KlarheitWie klar das Issue die erwartete Änderung, Akzeptanzkriterien und den nächsten Schritt erklärt.
unclear
Voraussetzungen
Basic plugin developmentTypeScript knowledgeUnderstanding of data cleaning
EinsteigerfreundlichkeitEin Score von 1 bis 100, der schätzt, wie zugänglich dieses Issue für First-Time Contributors ist.
40
Research-Richtung
Examine the existing plugin architecture in the repository (likely in src/plugins or similar). Look for any prior discussions or PRs related to model invocation. Understand how plugins currently interact with data processing pipelines. Propose a minimal API for a one time model call, considering both local and remote model invocation. Check if there are any relevant issues or documentation on data cleaning workflows.