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README.md

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-# Flux-FlatLay-LoRA
+---
+tags:
+- text-to-image
+- lora
+- diffusers
+- template:diffusion-lora
+- men-character
+widget:
+- text: >-
+    flat lay, a medium-sized young man, dressed in a black t-shirt with a yellow
+    collar and a yellow baseball cap on his head. The mans face is angled
+    slightly to the left, with a serious expression on his face. His hair is
+    styled in a wavy bob, adding a pop of color to the scene. The background is
+    a vibrant shade of blue, creating a striking contrast to the mans shirt. The
+    word "ADER" is prominently displayed on the front of the shirt, with the
+    word "error" written in a bold, red font.
+  output:
+    url: images/1.png
+- text: >-
+    flat lay, a young man is seated against a stark white backdrop. He is
+    wearing an orange t-shirt, adorned with the word "NATURE" in bold black
+    letters, along with a graphic of three flowers. The mans face is turned to
+    the right, with a serious expression. His left hand is resting on his knee,
+    while his right hand rests on a basketball. His jeans are a dark blue denim,
+    adding a pop of color to the scene.
+  output:
+    url: images/2.png
+- text: >-
+    flat lay, A medium shot of a young man in a light purple t-shirt with the
+    words "FRANKLY, DONT GIVE A TAMN!" written in black letters. The man is
+    standing in front of a plain white wall with his left hand on his hip. He
+    has short brown hair and a serious look on his face. He is wearing dark gray
+    pants with a black stripe on the right side of his shirt.
+  output:
+    url: images/3.png
+- text: >-
+    flat lay, a young man is seated against a stark white backdrop. He is
+    dressed in a red polo shirt, adorned with a blue collar and a red and yellow
+    stripe down the left side of the shirt. His hands are clasped in front of
+    him, with a tattoo on his left arm. His right hand is resting on his knee,
+    while his left hand rests on his right knee. He is wearing a silver ring on
+    his finger, adding a touch of contrast to his outfit. His hair is short and
+    neatly combed. His eyes are tinted with a light-colored tint.
+  output:
+    url: images/4.png
+- text: >-
+    flat lay, a young man standing against a vibrant yellow backdrop. He is
+    wearing a green sweatshirt with the phrase "STAY CURIOUS" printed in white
+    on the chest. His dark blue jeans contrast sharply with the background. He
+    has curly black hair and wears black-framed glasses. His expression is
+    thoughtful, with his right hand resting under his chin. A white wristwatch
+    peeks out from his left sleeve, adding a subtle detail to the composition.
+  output:
+    url: images/5.png
+- text: >-
+    flat lay, a young man seated on a metal bench with a bright green backdrop
+    behind him. He is wearing a red hoodie with "ENERGY" printed on the back in
+    bold white letters. His dark gray joggers match his black and white
+    sneakers. He has a relaxed posture, with his arms resting on the back of the
+    bench. His hair is cropped short, and he wears a silver earring in his left
+    ear.
+  output:
+    url: images/6.png
+- text: >-
+    flat lay, a young man seated on a light gray floor against a pale yellow
+    background. He is wearing a dark green hoodie with the word "ADVENTURE"
+    printed in bold white letters. The hoodie has a large front pocket where he
+    rests his hands. His dark brown hair is tousled, and he is looking straight
+    ahead with a calm expression. His legs are crossed, and he is wearing white
+    sneakers with bright red laces.
+  output:
+    url: images/7.png
+- text: >-
+    flat lay, a young man is standing against a light gray background. He is
+    dressed in a navy blue hoodie with the words "LIMITLESS" printed in bold
+    white letters across the chest. His hands are in the pockets of the hoodie,
+    and he is wearing black track pants with white stripes running down the
+    sides. He has curly black hair and a neutral expression. The background
+    creates a subtle contrast with the dark tones of his outfit.
+  output:
+    url: images/8.png
+- text: >-
+    flat lay, a young man stands confidently in front of a bright yellow
+    background. He’s wearing a oversized green hoodie with the word "CHAOS"
+    printed in bold white letters across the chest. His hands are tucked into
+    the pockets of his black joggers, and his hair is styled in loose curls. A
+    pair of white sneakers adds a clean finish to the look. His expression is
+    calm but focused, with his gaze slightly tilted downward.
+  output:
+    url: images/9.png
+- text: >-
+    flat lay, A young man seated on a dark wooden bench against a rustic brick
+    wall backdrop. He is wearing a dark green sweatshirt with the words "WILD &
+    FREE" printed in white letters. His black joggers have two white stripes
+    down the side, and he is wearing white sneakers with black soles. His hair
+    is messy, and he is gazing down at a book he is holding in his lap. A coffee
+    cup is placed beside him on the bench.
+  output:
+    url: images/10.png
+- text: >-
+    flat lay, A young man is seated on the floor against a bright yellow
+    backdrop. He is wearing a gray hoodie with the words "STAY CHILL" printed in
+    neon green. He has ripped black jeans and white high-top sneakers. His head
+    is tilted slightly downward, with a thoughtful expression on his face. He
+    has medium-length hair styled with a middle parting, and he is holding a
+    pair of black wireless headphones in his hands.
+  output:
+    url: images/11.png
+- text: >-
+    flat lay, a young man standing against a light gray wall, wearing a white
+    hoodie with a bold red heart graphic at the center, and the word "LOVE"
+    written underneath it in black letters. He has dark curly hair and is
+    wearing round, gold-rimmed glasses. His hands are tucked into the pockets of
+    his light gray sweatpants, creating a laid-back and relaxed vibe.
+  output:
+    url: images/12.png
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: flat lay
+license: creativeml-openrail-m
+---
+![asdasdawsd.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/MIIAtkFyrXLIJ53uDZoc5.png)
 
-Flux-FlatLay-LoRA
+<Gallery />
+
+# **Model description for Flux-FlatLay-LoRA**
+
+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           | 28 & 3900 |
+| Epoch                     | 23   | Save Every N Epochs       | 1     |
+
+    Labeling: florence2-en(natural language & English)
+    
+    Total Images Used for Training : 60 [ 14 bit raw Camera Uncompressed Format {CUF} ]
+
+## Best Dimensions & Inference
+
+| **Dimensions** | **Aspect Ratio** | **Recommendation**       |
+|-----------------|------------------|---------------------------|
+| 1280 x 832      | 3:1              | Compatible                     |
+| 1024 x 1024     | 768*1024            | Best                  |
+| 1024 x 1024     | 1:1              | Default                  |
+
+### Inference Range & Sample Endpoint / API
+
+- **Recommended Inference Steps:** 30–35
+
+![code_20250107_144534_via_10015_io.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/o6Dh-Hin705sx5DcYX6vI.png)
+
+## Setting Up
+```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-FlatLay-LoRA"
+trigger_word = "flat lay"  
+pipe.load_lora_weights(lora_repo)
+
+device = torch.device("cuda")
+pipe.to(device)
+```
+
+## Trigger words
+
+You should use `flat lay` to trigger the image generation.
+
+## Download model
+
+Weights for this model are available in Safetensors format.
+
+[Download](/strangerzonehf/FlatLay-CC1/tree/main) them in the Files & versions tab.