> ## Documentation Index
> Fetch the complete documentation index at: https://togetherai-migration.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.
# Quickstart: Flux LoRA Inference
Together AI now provides a high-speed endpoint for the FLUX.1 \[dev] model with integrated LoRA support. This enables swift and high-quality image generation using pre-trained LoRA adaptations for personalized outputs, unique styles, brand identities, and product-specific visualizations.
**Fine-tuning for FLUX LoRA is not yet available.**
## Generating an image using Flux LoRAs
Some Flux LoRA fine-tunes need to be activated using a trigger phrases that can be used in the prompt and can typically be found in the model cards. For example with: [https://huggingface.co/multimodalart/flux-tarot-v1](https://huggingface.co/multimodalart/flux-tarot-v1), you should use `in the style of TOK a trtcrd tarot style` to trigger the image generation.
You can add up to 2 LoRAs per image to combine the style from the different fine-tunes. The `scale` parameter allows you to specify the strength of each LoRA. Typically values of `0.3-1.2` will produce good results.
```py Python theme={null}
from together import Together
client = Together()
response = client.images.generate(
prompt="a BLKLGHT image of man walking outside on rainy day",
model="black-forest-labs/FLUX.1-dev-lora",
width=1024,
height=768,
steps=28,
n=1,
response_format="url",
image_loras=[
{"path": "https://replicate.com/fofr/flux-black-light", "scale": 0.8},
{"path": "https://huggingface.co/XLabs-AI/flux-RealismLora", "scale": 0.8},
],
)
print(response.data[0].url)
```
```sh cURL theme={null}
curl -X POST "https://api.together.xyz/v1/images/generations"
-H "Authorization: Bearer $TOGETHER_API_KEY"
-H "Content-Type: application/json"
-d '{
"model": "black-forest-labs/FLUX.1-dev-lora",
"prompt": "cute dog",
"width": 1024,
"height": 768,
"steps": 28,
"n": 1,
"response_format": "url",
"image_loras": [{"path":"https://huggingface.co/XLabs-AI/flux-RealismLora","scale":1},
{"path": "https://huggingface.co/XLabs-AI/flux-RealismLora", "scale": 0.8}]
}'
```
## Acceptable LoRA URL formats
You can point to any URL that has a `.safetensors` file with a valid Flux LoRA fine-tune.
| Format | Example |
| --------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| HuggingFace Repo Link | [https://huggingface.co/multimodalart/flux-tarot-v1](https://huggingface.co/multimodalart/flux-tarot-v1) |
| HuggingFace Direct File Link with "resolve"\* | [https://huggingface.co/XLabs-AI/flux-lora-collection/resolve/main/anime\_lora.safetensors](https://huggingface.co/XLabs-AI/flux-lora-collection/resolve/main/anime_lora.safetensors) |
| Civit Download Link | [https://civitai.com/api/download/models/913438?type=Model\&format=SafeTensor](https://civitai.com/api/download/models/913438?type=Model\&format=SafeTensor) |
| Replicate Fine-tuned Flux Model Link | [https://replicate.com/fofr/flux-black-light](https://replicate.com/fofr/flux-black-light) |
| Replicate Fine-tuned Flux Version Link | [https://replicate.com/fofr/flux-black-light/versions/d0d48e298dcb51118c3f903817c833bba063936637a33ac52a8ffd6a94859af7](https://replicate.com/fofr/flux-black-light/versions/d0d48e298dcb51118c3f903817c833bba063936637a33ac52a8ffd6a94859af7) |
| Direct file link ending with ".safetensors" | [https://mybucket.s3.amazonaws.com/my\_special\_lora.safetensors](https://mybucket.s3.amazonaws.com/my_special_lora.safetensors) |
\*Note: the HuggingFace web page for a file ([https://huggingface.co/XLabs-AI/flux-lora-collection/blob/main/anime\_lora.safetensors](https://huggingface.co/XLabs-AI/flux-lora-collection/blob/main/anime_lora.safetensors)) will NOT work
If the safetensors file has incompatible keys, you'll get the message " has unused keys \". This will happen if you pass a finetune of a non-flux model or an otherwise invalid file.
## Examples
The example below produces a realistic tarot card of a panda:
```py Python theme={null}
prompt = "a baby panda eating bamboo in the style of TOK a trtcrd tarot style"
response = client.images.generate(
prompt=prompt,
model="black-forest-labs/FLUX.1-dev-lora",
width=1024,
height=768,
steps=28,
n=1,
response_format="url",
image_loras=[
{"path": "https://huggingface.co/multimodalart/flux-tarot-v1", "scale": 1},
{
"path": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-add-details",
"scale": 0.8,
},
],
)
```
## Pricing
Your request costs \$0.035 per megapixel. For \$1, you can run this model approximately 29 times. Image charges are calculated by rounding up to the nearest megapixel.
Note: Due to high demand, FLUX.1 \[schnell] Free has a model specific rate limit of 10 img/min. Flux Pro 1 and Flux Pro 1.1 are limited to users Build Tier 2 and above.