> ## Documentation Index
> Fetch the complete documentation index at: https://docs.tokenfactory.nebius.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

[**Data Lab**](https://tokenfactory.nebius.com/datalab) is the unified workspace inside Nebius Token Factory for working with inference logs (chat completions) and datasets.

It centralizes everything related to **inference logs, dataset preparation, batch inference outputs and fine-tuning**, providing a consistent, clean, and reusable data layer for all model-development workflows.

Data Lab reduces reliance on manual scripts and custom pipelines by bringing your data into a single, unified workflow:

* A single place to **view, filter, and export inference logs (chat completions).**
* A unified interface for **preparing datasets via SQL queries.**
* Reusable datasets for **batch inference and fine-tuning.**

### What lives inside Data Lab

Data Lab stores and manages several types of data:

* **Inference Logs:** automatically collected chat completions generated via API or Playground (unless Zero Data Retention is enabled).
* **Filtered Datasets:** datasets created from inference logs using sql queries.
* **Uploaded Datasets:** user-provided datasets uploaded manually.
* **Batch Inference Outputs:** results generated by batch inference jobs.
* **Fine-tuning Outputs:** artifacts produced by fine-tuning jobs, including model checkpoints and the resulting fine-tuned model.

<Columns cols={2}>
  <Card title="Import Chat Completions" icon="download" href="/data-lab/chat-completions">
    Data Lab allows you to import historical chat completion logs into structured datasets for analysis and reuse
  </Card>

  <Card title="Batch Inference" icon="boxes-stacked" href="/data-lab/batch-inference">
    Enables asynchronous processing of large datasets without requiring real-time responses
  </Card>

  <Card title="Fine-tuning" icon="layer-group" href="/data-lab/fine-tuning">
    Fine-tuning workflows support preparing, validating, and managing training datasets through Data Lab interface
  </Card>

  <Card title="Data Processing" icon="folder" href="/data-lab/data-processing">
    This section explains how your data is processed, where it is processed, and what level of control you have
  </Card>
</Columns>
