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

# Flux Trainer

> Train a custom model with your images (pro)

## Overview

Train a custom model with your images (pro)

* **Output Type**: lora
* **Base Model**: flux-dev
* **Estimated Cost**: 0.1 \* max\_train\_steps credits
* **Handler**: gcp

## Parameters

### Required Parameters

<ParamField body="name" type="string" required>
  Name of your trained model. Does not have to be unique. Used to 'trigger' your model in prompts.

  * Label: Model name
</ParamField>

<ParamField body="lora_training_urls" type="array<image>" required>
  Images to train your visual model. (Use at least 5 imgs, 10-20 is even better.)

  * Label: Your training images
</ParamField>

### Optional Parameters

<ParamField body="mode" type="string" default="auto">
  Type of model to train (leave 'auto' if you're not sure).

  * Label: Training Mode
  * Options: `auto`, `face`, `object`, `style`
</ParamField>

<ParamField body="max_train_steps" type="integer" default={3000}>
  Number of training steps. Only increase this if you have lots of images (>50) otherwise the model wil overfit and will not look good.

  * Label: Training steps
  * Minimum: 1000
  * Maximum: 5000
</ParamField>

<ParamField body="lora_rank" type="integer" default={8}>
  LoRA rank. Higher gives the model more capacity to learn but might lead to overfitting. 8 is almost always perfect.

  * Label: Rank
  * Minimum: 2
  * Maximum: 32
</ParamField>

<ParamField body="learning_rate" type="float" default={5e-05}>
  Learning rate for training. Higher values converge faster but too high might cause overfitting. Low values are more accurate but take more training steps.

  * Label: Learning rate
  * Minimum: 1e-05
  * Maximum: 0.0002
</ParamField>

<ParamField body="caption_prefix" type="string">
  Custom text to visually describe and trigger your model (leave this empty unless you know what you're doing!)

  * Label: Custom Trigger Text
</ParamField>

<ParamField body="custom_validation_prompts" type="array<string>">
  4 custom text prompts to test your model after training. If left empty, these will be auto-generated.

  * Label: Custom validation prompts
</ParamField>

<ParamField body="seed" type="integer" default="random">
  Set random seed for reproducibility. If blank, will be set to a random value.

  <Tip>
    You should only set this if you want to start from/copy the seed of a previous image. Unless one is specified, you should leave this blank!
  </Tip>

  * Label: Seed
  * Minimum: 0
  * Maximum: 2147483647
</ParamField>