Update README.md

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tags:
  - text-to-image
  - lora
  - diffusers
  - template:diffusion-lora
widget:
  - output:
      url: images/111.png
    text: >-
      Glass Cube, a clear cube-shaped glass block is adorned with a
      chrome-plated metal bar nailed to the side of it. The bar is positioned in
      the center of the block, with the words Na Sodium 11 written below it in a
      bold black font. The background is a stark white, creating a stark
      contrast to the cube.
  - output:
      url: images/222.png
    text: >-
      Glass Cube, a clear cube-shaped object is adorned with the words Li
      Lithium 3 in black letters. The cube is positioned against a stark white
      backdrop, creating a stark contrast to the object. The objects reflection
      is visible on its surface, adding a touch of depth to the image.
  - output:
      url: images/333.png
    text: >-
      Glass Cube, Captured from a high-angle perspective on a pristine white
      backdrop, a square cube-shaped object is adorned with two silver balls,
      one of which is labeled Ni nickel 28 and the other "Nickel 28". Each ball
      has a speckled texture, adding a touch of contrast to the composition. The
      cube-like object casts a shadow on the right side of the frame, adding
      depth to the image.
  - output:
      url: images/444.png
    text: >-
      Glass Cube, a black rock is encased in a clear cube-shaped plastic box.
      The rocks surface is smooth and glossy, with a rough texture and a smooth
      surface. Below the rock, the words C Carbon 6 are written in bold black
      letters. The background is a stark white, creating a stark contrast to the
      black rock.
  - output:
      url: images/555.png
    text: >-
      Glass Cube, A brilliant gold nugget is suspended within a crystal-clear
      cube-shaped block. The nugget has a naturally irregular surface that
      shimmers under the lighting, casting faint golden reflections on the inner
      glass walls. Below the nugget, the words Au Gold 79 are printed in bold
      black text. The background is stark white, allowing the rich, metallic hue
      of the gold to stand out vividly. A subtle shadow from the cube falls to
      the right, adding dimension to the composition.
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Glass Cube

Flux-Material-Glass-Cube

Prompt

Glass Cube, a clear cube-shaped glass block is adorned with a chrome-plated metal bar nailed to the side of it. The bar is positioned in the center of the block, with the words Na Sodium 11 written below it in a bold black font. The background is a stark white, creating a stark contrast to the cube.

Prompt

Glass Cube, a clear cube-shaped object is adorned with the words Li Lithium 3 in black letters. The cube is positioned against a stark white backdrop, creating a stark contrast to the object. The objects reflection is visible on its surface, adding a touch of depth to the image.

Prompt

Glass Cube, Captured from a high-angle perspective on a pristine white backdrop, a square cube-shaped object is adorned with two silver balls, one of which is labeled Ni nickel 28 and the other "Nickel 28". Each ball has a speckled texture, adding a touch of contrast to the composition. The cube-like object casts a shadow on the right side of the frame, adding depth to the image.

Prompt

Glass Cube, a black rock is encased in a clear cube-shaped plastic box. The rocks surface is smooth and glossy, with a rough texture and a smooth surface. Below the rock, the words C Carbon 6 are written in bold black letters. The background is a stark white, creating a stark contrast to the black rock.

Prompt

Glass Cube, A brilliant gold nugget is suspended within a crystal-clear cube-shaped block. The nugget has a naturally irregular surface that shimmers under the lighting, casting faint golden reflections on the inner glass walls. Below the nugget, the words Au Gold 79 are printed in bold black text. The background is stark white, allowing the rich, metallic hue of the gold to stand out vividly. A subtle shadow from the cube falls to the right, adding dimension to the composition.

Model description for Flux-Material-Glass-Cube

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	18 & 2100
Epoch	14	Save Every N Epochs	1

Labeling: florence2-en(natural language & English)

Total Images Used for Training : 17

Best Dimensions & Inference

Dimensions	Aspect Ratio	Recommendation
1280 x 832	3:2	Best
1024 x 1024	1:1	Default

Inference Range

Recommended Inference Steps: 30-35

Setting Up

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-Material-Glass-Cube"
trigger_word = "Glass Cube"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)

Trigger words

You should use Glass Cube to trigger the image generation.

Download model

Download them in the Files & versions tab.