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Flux 2 LoRA: Text-to-Image with Custom LoRA & Precise Control on playground and API | RunComfy

blackforestlabs/flux-2/lora

Generate highly customized images with the Black Forest Labs Flux 2 model by applying up to three LoRA adapters for precise style and character control on RunComfy.

The prompt to generate an image from.
LoRAs 1
URL, HuggingFace repo ID (owner/repo), or local path to LoRA weights.
Scale factor for LoRA application (0.0 to 4.0).
List of LoRA weights to apply (maximum 3). Each LoRA can be a URL, HuggingFace repo ID, or local path.
The format of the generated image.
Guidance Scale is a measure of how close you want the model to stick to your prompt when looking for a related image to show you.
The number of inference steps to perform.
The seed to use for the generation. If not provided, a random seed will be used.
Idle
The rate is $0.021 per image.

Introduction to Flux 2 LoRA Text-to-Image

Flux 2 LoRA text-to-image combines the advanced architecture of Black Forest Labs' Flux 2 with the modular adaptability of Low-Rank Adaptation (LoRA). This model allows creators and teams to generate high-fidelity images with specific styles, characters, or concepts by layering lightweight LoRA weights onto the base model. For developers, Flux 2 LoRA text-to-image on RunComfy can be used both in the browser and via an HTTP API, so you don’t need to host or scale the model yourself.

Examples of Visuals from Flux 2 LoRA

Flux 2 LoRA on X: Trends and Insights

Model overview


Provider

Black Forest Labs


Task

Text-to-image generation with modular LoRA adaptation.

(For image editing and transformation tasks, please visit our Flux 2 Pro Image-to-Image page.)


Architecture

Rectified-flow transformer with support for multiple LoRA (Low-Rank Adaptation) weight injections.


Resolution

Supports standard aspect ratios (Square, Portrait, Landscape) optimized for high-resolution outputs.


Key strengths

  • Modular Customization: Apply specific art styles, characters, or product designs without fine-tuning the entire model.
  • Multi-LoRA Mixing: Support for stacking up to 3 distinct LoRAs simultaneously with individual scale controls.
  • High Fidelity: Retains the superior prompt adherence and typography capabilities of the base Flux 2 architecture.
  • Efficient Inference: Lightweight adapter loading ensures fast generation speeds compared to full model swaps.

Flux 2 LoRA allows users to leverage the massive ecosystem of community-created LoRAs or their own private training data, making it the most flexible option for specialized content creation within the Flux 2 family.


How Flux 2 LoRA runs on RunComfy


On RunComfy, Flux 2 LoRA text-to-image is hosted in these complementary ways:


Playground UI

Input prompts, select aspect ratios, and simply paste URLs or HuggingFace IDs for your desired LoRAs directly in your browser.

Ideal for testing how different LoRAs interact with prompts before deployment.


Playground API

From the playground view, you can use the model as an API and call it from your own apps.

The API endpoint for this model follows the structure: https://www.runcomfy.com/models/blackforestlabs/flux-2/lora/api (refer to API docs for specific payload details).


Input parameters


Flux 2 LoRA accepts standard diffusion parameters alongside a specialized LoRA configuration array to control the generation process.


Core text and guidance

The primary input is the prompt, which serves as the main description for the image you wish to generate (e.g., subject, scene, lighting). To control how strictly the model adheres to your text description, you can adjust the guidance_scale; the default is 2.5, with a typical working range of 0 to 20. The quality and stability of the output are determined by the num_inference_steps, which defaults to 28 (minimum 4, maximum 50). Finally, the seed parameter allows you to control randomness—keep it at 0 for a random seed, or specify a fixed integer to reproduce a previous result.


Resolution and Format

To define the dimensions of your output, use the image_size parameter to select from optimized presets such as landscape_4_3 (default), square_hd, portrait_16_9, or landscape_16_9. You can also specify the output_format to determine whether the result is saved as a png (default), jpeg, or webp file.


LoRA Configuration

The defining feature of this model is the loras parameter, which accepts a list of up to three adapters. For each entry in this list, you must provide the path (which can be a URL, a HuggingFace repository ID like owner/repo, or a local path) and the scale. The scale defaults to 1.0, with a range of 0.0 to 4.0; lower values blend the style subtly, while higher values force the adapter's influence more aggressively.


Recommended settings


General LoRA usage

  • Steps: 28 is the sweet spot for Flux 2.
  • Guidance: Keep around 2.5 for natural results.
  • LoRA Scale: Start at 0.8–1.0. If the image looks "burned" or has artifacts, reduce the scale to 0.6.

Mixing multiple LoRAs

When using the maximum of 3 LoRAs (e.g., one for Character, one for Style, one for Clothing):

  • Lower the individual scales (e.g., 0.5–0.7 each) to prevent them from conflicting.
  • Ensure your prompt explicitly mentions the trigger words required by each specific LoRA.

Output quality and performance


Flux 2 LoRA maintains the photorealistic 4MP-class output quality of the base model while adding specific stylistic constraints.


On RunComfy, expect:

  • Dynamic Loading: The system caches popular LoRAs, meaning subsequent runs with the same LoRA are extremely fast.
  • Latency: Typical generation times are just seconds longer than base Flux 2, depending on the number of LoRAs active.

Recommended use cases


Flux 2 LoRA is the go-to solution for brand-specific or stylized production:


Consistent Character Generation

Load a character-specific LoRA to generate the same person across different settings and poses without training a full model.


Brand Style & Marketing

Apply a "Brand Style" LoRA to ensure all generated marketing assets adhere to specific color palettes or illustration styles.


Game Assets & Concepts

Combine a "Genre" LoRA (e.g., Cyberpunk) with an "Object" LoRA (e.g., Vehicles) to rapidly ideate assets.


License and commercial usage


Using Flux 2 LoRA involves two layers of licensing:

  1. The Base Model: Follows the Flux 2 License (Non-Commercial for Dev, or Commercial if licensed).
  2. The LoRA Files: Each LoRA has its own license set by the creator (e.g., MIT, Creative Commons, etc.).

Please ensure you check the license of the specific LoRA you are loading from HuggingFace or other sources before commercial application.

Related Playgrounds

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qwen-image/qwen-image-edit-2511

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seedream-4-5/edit-sequential

Create consistent visual stories with advanced image editing and multi-scene control.

flux-2/flash/text-to-image

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Frequently Asked Questions

What makes Flux 2 Lora text-to-image different from the standard Flux 2 Dev model?

While the standard model relies solely on your prompt, Flux 2 Lora introduces modular adaptability. By injecting lightweight LoRA (Low-Rank Adaptation) weights into the pipeline, Flux 2 Lora allows you to generate images with specific character identities, artistic styles, or product designs that the base model doesn't natively recognize.

Can I use images generated with Flux 2 Lora for commercial projects?

Commercial usage of Flux 2 Lora involves two layers of licensing. First, you must comply with the Black Forest Labs license for the base Flux 2 model (typically non-commercial by default unless licensed otherwise). Second, you must adhere to the specific license of the LoRA weights you apply. Using Flux 2 Lora on RunComfy does not automatically grant commercial rights, so please verify both sources.

What are the performance characteristics like latency and concurrency for Flux 2 Lora?

Flux 2 Lora on RunComfy is optimized for high-performance inference. Once a specific LoRA is loaded into our cloud GPU cache, subsequent generations are near-instant, similar to the base model's speed. Our infrastructure auto-scales to handle high concurrency, ensuring that your Flux 2 Lora API requests remain stable even under heavy traffic.

What are the input limitations regarding resolution and LoRA count for Flux 2 Lora?

The Flux 2 Lora interface supports a maximum of 3 simultaneous LoRA adapters to ensure stability. For resolution, we provide optimized presets (like square_hd or landscape_16_9) targeting the 4-megapixel range for best quality. While prompt length is flexible, we recommend explicitly including trigger words associated with your loaded LoRAs to maximize the effect of Flux 2 Lora.

How do developers transition from the Flux 2 Lora playground to a production API?

Transitioning is seamless. Once you have tuned your prompt and LoRA weights in the playground, you can view the "API" tab. This provides the exact JSON payload required to trigger Flux 2 Lora programmatically. You can then use your RunComfy API key to send requests to our v1/runs endpoint, allowing you to integrate Flux 2 Lora directly into your application.

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