Duplicate from strangerzonehf/Flux-Super-Realism-LoRA

Co-authored-by: Prithiv Sakthi <prithivMLmods@users.noreply.huggingface.co>

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README.md

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+---
+tags:
+- text-to-image
+- lora
+- diffusers
+- template:diffusion-lora
+- Super-Realism
+- Flux.1-Dev
+- Dynamic-Realism
+- Realistic
+- Photorealism
+- Hi-Res
+- UltraRealism
+- Diffusion
+- Face
+- safetensors
+- Realism-Engine
+- RAW
+- 4K
+widget:
+- text: >-
+    Super Realism, Woman in a red jacket, snowy, in the style of hyper-realistic
+    portraiture, caninecore, mountainous vistas, timeless beauty, palewave,
+    iconic, distinctive noses --ar 72:101 --stylize 750 --v 6
+  output:
+    url: images/3.png
+- text: >-
+    Super Realism, Headshot of handsome young man, wearing dark gray sweater
+    with buttons and big shawl collar, brown hair and short beard, serious look
+    on his face, black background, soft studio lighting, portrait photography
+    --ar 85:128 --v 6.0 --style rawHeadshot of handsome young man, wearing dark
+    gray sweater with buttons and big shawl collar, brown hair and short beard,
+    serious look on his face, black background, soft studio lighting, portrait
+    photography --ar 85:128 --v 6.0 --style rawHeadshot of handsome young man,
+    wearing dark gray sweater with buttons and big shawl collar, brown hair and
+    short beard, serious look on his face, black background, soft studio
+    lighting, portrait photography --ar 85:128 --v 6.0 --style raw
+  output:
+    url: images/2.png
+- text: >-
+    Super Realism, High-resolution photograph, woman, UHD, photorealistic, shot
+    on a Sony A7III --chaos 20 --ar 1:2 --style raw --stylize 250
+  output:
+    url: images/1.png
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: Super Realism
+license: mit
+---
+![strangerzonehf/Flux-Super-Realism-LoRA](images/sz.png)
+
+<Gallery />
+
+## Model description for super realism engine
+
+Image Processing Parameters 
+
+| Parameter                 | Value  | Parameter                 | Value  |
+|---------------------------|--------|---------------------------|--------|
+| LR Scheduler              | constant | Noise Offset              | 0.03   |
+| Optimizer                 | AdamW  | Multires Noise Discount   | 0.1    |
+| Network Dim               | 64     | Multires Noise Iterations | 10     |
+| Network Alpha             | 32     | Repeat & Steps           | 30 & 4380|
+| Epoch                     | 20  | Save Every N Epochs       | 1      |
+
+## Comparison between the base model and related models.
+
+Comparison between the base model FLUX.1-dev and its adapter, a LoRA model tuned for super-realistic realism.
+[ 28 steps ]
+
+![strangerzonehf/Flux-Super-Realism-LoRA](images/sz2.png)
+
+However, it performs better in various aspects compared to its previous models, including face realism, ultra-realism, and others.
+previous versions [ 28 steps ]
+
+![strangerzonehf/Flux-Super-Realism-LoRA](images/sz3.png)
+
+## Previous Model Links
+
+| Model Name                               | Description                  | Link                                                                                     |
+|------------------------------------------|------------------------------|------------------------------------------------------------------------------------------|
+| **Canopus-LoRA-Flux-FaceRealism**        | LoRA model for Face Realism  | [Canopus-LoRA-Flux-FaceRealism](https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-FaceRealism) |
+| **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) |
+| **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) |
+| **Flux-Realism-FineDetailed**            | Fine-detailed realism-focused model                 | [Flux-Realism-FineDetailed](https://huggingface.co/prithivMLmods/Flux-Realism-FineDetailed)    |
+
+## Hosted/Demo Links
+
+| Demo Name                  | Description                | Link                                                                                 |
+|----------------------------|----------------------------|--------------------------------------------------------------------------------------|
+| **FLUX-LoRA-DLC**          | Demo for FLUX LoRA DLC     | [FLUX-LoRA-DLC](https://huggingface.co/spaces/prithivMLmods/FLUX-LoRA-DLC)           |
+| **FLUX-REALISM**           | Demo for FLUX Realism      | [FLUX-REALISM](https://huggingface.co/spaces/prithivMLmods/FLUX-REALISM)             |
+
+## Model Training Basic Details 
+
+| Feature                        | Description                         |
+|--------------------------------|-------------------------------------|
+| **Labeling**                   | florence2-en (natural language & English) |
+| **Total Images Used for Training** | 55 [Hi-Res]                  |
+| **Best Dimensions**            | - 1024 x 1024 (Default)             |
+|                                | - 768 x 1024                        |
+
+## Flux-Super-Realism-LoRA Model GitHub
+
+| Repository Link                                              | Description                                  |
+|---------------------------------------------------------------|----------------------------------------------|
+| [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 |
+
+## API Usage / Quick Usage
+```python
+from gradio_client import Client
+
+client = Client("prithivMLmods/FLUX-REALISM")
+result = client.predict(
+		prompt="A tiny astronaut hatching from an egg on the moon, 4k, planet theme",
+		seed=0,
+		width=1024,
+		height=1024,
+		guidance_scale=6,
+		randomize_seed=True,
+		api_name="/run"
+        #takes minimum of 30 seconds
+)
+print(result)
+```
+## Setting Up Flux Space
+```python
+import torch
+from pipelines import DiffusionPipeline
+
+base_model = "black-forest-labs/FLUX.1-dev"
+pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)
+
+lora_repo = "strangerzonehf/Flux-Super-Realism-LoRA"
+trigger_word = "Super Realism"   #triggerword
+pipe.load_lora_weights(lora_repo)
+
+device = torch.device("cuda")
+pipe.to(device)
+```
+## Trigger words
+
+> [!WARNING]
+> **Trigger words:**  You should use `Super Realism` to trigger the image generation.
+
+- 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.
+## Download model
+
+Weights for this model are available in Safetensors format.
+
+[Download](/strangerzonehf/Flux-Super-Realism-LoRA/tree/main) them in the Files & versions tab.

super-realism.safetensors

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