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--- |
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tags: |
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- text-to-image |
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- lora |
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- diffusers |
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- template:diffusion-lora |
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- Super-Realism |
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- Photorealism |
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- Hi-Res |
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- UltraRealism |
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widget: |
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- text: >- |
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Super Realism, Woman in a red jacket, snowy, hyper-realistic portrait |
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output: |
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url: images/1.png |
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base_model: black-forest-labs/FLUX.1-dev |
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instance_prompt: Super Realism |
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license: mit |
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pipeline_tag: image-to-image |
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--- |
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<Gallery /> |
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## Model description for super realism engine |
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Image Processing Parameters |
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| Parameter | Value | Parameter | Value | |
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|---------------------------|--------|---------------------------|--------| |
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| LR Scheduler | constant | Noise Offset | 0.03 | |
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| Optimizer | AdamW | Multires Noise Discount | 0.1 | |
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| Network Dim | 64 | Multires Noise Iterations | 10 | |
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| Network Alpha | 32 | Repeat & Steps | 30 & 4380| |
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| Epoch | 20 | Save Every N Epochs | 1 | |
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## Comparison between the base model and related models. |
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Comparison between the base model FLUX.1-dev and its adapter, a LoRA model tuned for super-realistic realism. |
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[ 28 steps ] |
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However, it performs better in various aspects compared to its previous models, including face realism, ultra-realism, and others. |
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previous versions [ 28 steps ] |
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## Previous Model Links |
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| Model Name | Description | Link | |
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|------------------------------------------|------------------------------|------------------------------------------------------------------------------------------| |
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| **Canopus-LoRA-Flux-FaceRealism** | LoRA model for Face Realism | [Canopus-LoRA-Flux-FaceRealism](https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-FaceRealism) | |
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| **Canopus-LoRA-Flux-UltraRealism-2.0** | LoRA model for Ultra Realism | [Canopus-LoRA-Flux-UltraRealism-2.0](https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-UltraRealism-2.0) | |
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| **Flux.1-Dev-LoRA-HDR-Realism [Experimental Version]** | LoRA model for HDR Realism | [Flux.1-Dev-LoRA-HDR-Realism](https://huggingface.co/prithivMLmods/Flux.1-Dev-LoRA-HDR-Realism) | |
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| **Flux-Realism-FineDetailed** | Fine-detailed realism-focused model | [Flux-Realism-FineDetailed](https://huggingface.co/prithivMLmods/Flux-Realism-FineDetailed) | |
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## Hosted/Demo Links |
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| Demo Name | Description | Link | |
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|----------------------------|----------------------------|--------------------------------------------------------------------------------------| |
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| **FLUX-LoRA-DLC** | Demo for FLUX LoRA DLC | [FLUX-LoRA-DLC](https://huggingface.co/spaces/prithivMLmods/FLUX-LoRA-DLC) | |
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| **FLUX-REALISM** | Demo for FLUX Realism | [FLUX-REALISM](https://huggingface.co/spaces/prithivMLmods/FLUX-REALISM) | |
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## Model Training Basic Details |
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| Feature | Description | |
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|--------------------------------|-------------------------------------| |
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| **Labeling** | florence2-en (natural language & English) | |
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| **Total Images Used for Training** | 55 [Hi-Res] | |
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| **Best Dimensions** | - 1024 x 1024 (Default) | |
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| | - 768 x 1024 | |
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## Flux-Super-Realism-LoRA Model GitHub |
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| Repository Link | Description | |
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|---------------------------------------------------------------|----------------------------------------------| |
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| [Flux-Super-Realism-LoRA](https://github.com/Stranger-Zone/Flux-Super-Realism-LoRA/tree/main) | Flux Super Realism LoRA model repository for high-quality realism generation | |
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## API Usage / Quick Usage |
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```python |
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from gradio_client import Client |
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client = Client("prithivMLmods/FLUX-REALISM") |
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result = client.predict( |
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prompt="A tiny astronaut hatching from an egg on the moon, 4k, planet theme", |
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seed=0, |
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width=1024, |
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height=1024, |
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guidance_scale=6, |
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randomize_seed=True, |
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api_name="/run" |
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#takes minimum of 30 seconds |
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) |
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print(result) |
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``` |
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## Setting Up Flux Space |
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```python |
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import torch |
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from pipelines import DiffusionPipeline |
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base_model = "black-forest-labs/FLUX.1-dev" |
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pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16) |
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lora_repo = "strangerzonehf/Flux-Super-Realism-LoRA" |
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trigger_word = "Super Realism" #triggerword |
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pipe.load_lora_weights(lora_repo) |
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device = torch.device("cuda") |
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pipe.to(device) |
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``` |
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## Trigger words |
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> [!WARNING] |
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> **Trigger words:** You should use `Super Realism` to trigger the image generation. |
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- The trigger word is not mandatory; ensure that words like "realistic" and "realism" appear in the image description. The "super realism" trigger word should prompt an exact match to the reference image in the showcase. |
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## Download model |
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Weights for this model are available in Safetensors format. |
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[Download](/strangerzonehf/Flux-Super-Realism-LoRA/tree/main) them in the Files & versions tab. |
