fal-train
Train custom LoRA models on fal.ai for personalized AI generation.
Scripts
| Script | Purpose |
|---|---|
train.sh | Submit a LoRA training job |
Usage
Train Image LoRA (Style/Subject/Person)
./scripts/train.sh --images-url "https://example.com/training-images.zip" --trigger-word "sks style" --model fal-ai/flux-lora-fast-trainingTrain Portrait LoRA
./scripts/train.sh --images-url "https://example.com/face-photos.zip" --trigger-word "ohwx person" --model fal-ai/flux-lora-portrait-trainerCheck Training Status
./scripts/train.sh --status --endpoint fal-ai/flux-lora-fast-training --request-id "abc123"Arguments
| Argument | Description | Required |
|---|---|---|
--images-url | URL to zip of training images | Yes |
--trigger-word | Word to activate the LoRA in prompts | Yes |
--model / -m | Training model endpoint | No (default: fal-ai/flux-lora-fast-training) |
--steps | Training steps | No (default: 1000) |
--status | Check training job status | No |
--endpoint | Endpoint for status check | With --status |
--request-id | Request ID for status check | With --status |
--param | Extra param as key=value (repeatable) | No |
Finding Models
To discover the best and latest training/LoRA models, use the search API:
# Search for LoRA training models
bash /mnt/skills/user/fal-generate/scripts/search-models.sh --query "lora training"
bash /mnt/skills/user/fal-generate/scripts/search-models.sh --query "trainer"
bash /mnt/skills/user/fal-generate/scripts/search-models.sh --query "fine-tune"Or use the search_models MCP tool with keywords like "lora", "training", "trainer", "fine-tune".
Training Data Tips
- People: 10-20 photos, varied angles/lighting/expressions, consistent person
- Styles: 10-15 images exemplifying the style, diverse subjects
- Objects: 5-15 photos from different angles on various backgrounds
- Images should be high quality, at least 512x512
- Zip all images into a single.zip file and host at a URL
Output Format
{
"diffusers_lora_file": {
"url": "https://fal.media/files/.../lora.safetensors",
"content_type": "application/octet-stream",
"file_name": "lora.safetensors",
"file_size": 12345678
},
"config_file": {
"url": "https://fal.media/files/.../config.json"
}
}Use the diffusers_lora_file.url as the lora_url parameter when generating images with FLUX models.