Flux Xmas Realpix LoRA
F
Flux Xmas Realpix LoRA
由 strangerzonehf 开发
基于FLUX.1-dev基础模型的LoRA适配器,专注于生成高质量的圣诞主题3D实景图像。
下载量 46
发布时间 : 12/11/2024
模型简介
该模型是一个文本到图像的扩散模型,通过LoRA(低秩适应)技术微调,专门用于生成具有节日氛围的圣诞场景3D图像。
模型特点
节日主题优化
专门针对圣诞场景进行优化,能生成装饰精美的圣诞树、礼物、壁炉等节日元素
3D实景效果
生成的图像具有逼真的3D效果和丰富的细节表现
LoRA适配
采用低秩适应技术,在保持基础模型能力的同时实现特定领域的优化
多分辨率支持
支持多种分辨率输出,包括推荐的1280×832(3:2)和1024×1024(1:1)
模型能力
文本到图像生成
节日场景渲染
3D效果图像生成
特定主题图像生成
使用案例
节日内容创作
圣诞贺卡设计
生成具有节日氛围的圣诞场景用于贺卡设计
可生成包含圣诞树、礼物、壁炉等元素的精美图像
节日营销素材
为节日促销活动生成吸引人的视觉素材
可生成具有商业吸引力的圣诞主题3D场景
3D场景预览
节日装饰预览
为室内设计师或家庭用户提供节日装饰方案的视觉预览
可生成不同风格的圣诞装饰场景
🚀 Flux-Xmas-Realpix-LoRA模型
Flux-Xmas-Realpix-LoRA是一个用于图像生成的模型,基于特定的基础模型训练,能根据输入的文本提示生成精美的圣诞主题图像,在图像质量和细节呈现上表现出色。
🚀 快速开始
环境设置
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-Xmas-Realpix-LoRA"
trigger_word = "Xmas Realpix 3D"
pipe.load_lora_weights(lora_repo)
device = torch.device("cuda")
pipe.to(device)
触发词使用
你应该使用 Xmas Realpix 3D
来触发图像生成。
模型下载
该模型的权重以Safetensors格式提供。 点击下载,可在“文件与版本”选项卡中进行操作。
✨ 主要特性
- 丰富的圣诞主题图像生成:能够根据不同的文本提示,生成多样化的圣诞主题图像,如圣诞树下的人物、温馨的客厅场景、热闹的雪村等。
- 参数可调节:提供了一系列图像生成的参数设置,如学习率调度器、优化器等,方便用户根据需求调整。
📦 安装指南
暂未提供具体安装指南,可参考上述快速开始部分的环境设置代码。
💻 使用示例
基础用法
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-Xmas-Realpix-LoRA"
trigger_word = "Xmas Realpix 3D"
pipe.load_lora_weights(lora_repo)
device = torch.device("cuda")
pipe.to(device)
# 示例文本提示
text_prompt = 'Xmas Realpix 3D, two women are standing in front of a decorated Christmas tree. The tree is adorned with a variety of red and gold ornaments, and lights. The woman on the left is wearing a black and white dress with a white belt around her waist, and her hair is styled in a ponytail. She is holding a red bow in her left hand, while her right hand is positioned on the tree. Both women are wearing black high-heeled boots, and their hair is short. The Christmas tree is standing on a tiled floor, and there are two presents on the floor to the right of the tree, one is wrapped in a white box and the other is wrapped up in a red box. The walls behind the tree are covered in dark red curtains, and the window behind the trees is covered in white glass panes.'
image = pipe(text_prompt).images[0]
image.show()
高级用法
# 可根据需要调整参数,如推理步数
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-Xmas-Realpix-LoRA"
trigger_word = "Xmas Realpix 3D"
pipe.load_lora_weights(lora_repo)
device = torch.device("cuda")
pipe.to(device)
text_prompt = 'Xmas Realpix 3D, a cozy living room is lit by the warm glow of a fireplace. On the mantle above the fireplace, stockings with names written in glitter are hanging. A golden retriever wearing a red bow around its neck is lying on a plush rug in front of the fireplace. To the left of the dog, a wooden coffee table holds a plate of cookies and a glass of milk. A rocking chair with a knitted blanket draped over it is positioned to the right. The walls are decorated with fairy lights and garlands, adding a festive touch.'
# 设置推理步数
num_inference_steps = 35
image = pipe(text_prompt, num_inference_steps=num_inference_steps).images[0]
image.show()
📚 详细文档
模型描述
图像生成示例
文本提示 | 生成图像 |
---|---|
'Xmas Realpix 3D, two women are standing in front of a decorated Christmas tree. The tree is adorned with a variety of red and gold ornaments, and lights. The woman on the left is wearing a black and white dress with a white belt around her waist, and her hair is styled in a ponytail. She is holding a red bow in her left hand, while her right hand is positioned on the tree. Both women are wearing black high-heeled boots, and their hair is short. The Christmas tree is standing on a tiled floor, and there are two presents on the floor to the right of the tree, one is wrapped in a white box and the other is wrapped up in a red box. The walls behind the tree are covered in dark red curtains, and the window behind the trees is covered in white glass panes.' | 点击查看 |
'Xmas Realpix 3D, a cozy living room is lit by the warm glow of a fireplace. On the mantle above the fireplace, stockings with names written in glitter are hanging. A golden retriever wearing a red bow around its neck is lying on a plush rug in front of the fireplace. To the left of the dog, a wooden coffee table holds a plate of cookies and a glass of milk. A rocking chair with a knitted blanket draped over it is positioned to the right. The walls are decorated with fairy lights and garlands, adding a festive touch.' | 点击查看 |
'Xmas Realpix 3D, a snowy village scene is bustling with activity. A group of carolers dressed in Victorian-style clothing is singing in front of a beautifully lit Christmas tree in the town square. The tree is adorned with golden baubles, red ribbons, and twinkling lights. Behind the carolers, a small bakery with a "Hot Cocoa" sign is visible, with steam rising from its chimney. Children are building a snowman to the left of the scene, while a horse-drawn sleigh carrying passengers is passing by in the background.' | 点击查看 |
'Xmas Realpix 3D, a panda bear is seated on a red velvet armchair. The panda is adorned with black and white fur, and its eyes are black. To the left of the panda, a blue and white horse is standing on a wooden platform, and to the right of it, a red bag with the words "Celestial" written in white lettering is placed on the wooden platform. In the background, a large Christmas tree is decorated with pink flowers and white snowflakes, and a brick fireplace is visible in the background. The scene is lit by artificial lights, adding a festive touch to the scene.' | 点击查看 |
'Xmas Realpix 3D, A close-up shot of a gingerbread house on a table. The house is made of gingerbread and has a white roof. There are two lollipops on the right side of the house. There is a small glass bowl on the left side. The mug is filled with hot chocolate. The background is blurred, but there is a christmas tree in the background. The tree is decorated with lights.' | 点击查看 |
'Xmas Realpix 3D, a snowman is standing on a red sled in the snow. The sled is attached to the snowmans feet. The snowman, a small child, dressed in a blue jacket, and a red hat, is holding a stick in her hand. A fire hydrant is positioned to the right of the sled. A black street lamp is positioned on the snow-covered ground. A red house with a red door is in the background. The house is covered in snow, adding a touch of warmth to the scene.' | 点击查看 |
图像处理参数
属性 | 详情 |
---|---|
基础模型 | black-forest-labs/FLUX.1-dev |
实例提示词 | Xmas Realpix 3D |
许可证 | creativeml-openrail-m |
参数 | 值 | 参数 | 值 |
---|---|---|---|
LR调度器 | constant | 噪声偏移 | 0.03 |
优化器 | AdamW | 多分辨率噪声折扣 | 0.1 |
网络维度 | 64 | 多分辨率噪声迭代次数 | 10 |
网络Alpha | 32 | 重复次数与步数 | 23 & 2400 |
训练轮数 | 16 | 每N轮保存一次 | 1 |
最佳尺寸与推理
尺寸 | 宽高比 | 推荐情况 |
---|---|---|
1280 x 832 | 3:2 | 最佳 |
1024 x 1024 | 1:1 | 默认 |
推理范围
- 推荐推理步数:30 - 35
标注信息
标注方式:florence2-en(自然语言 & 英语)
训练使用的总图像数
18
🔧 技术细节
该模型基于 black-forest-labs/FLUX.1-dev
基础模型,使用了LoRA技术进行微调。在训练过程中,设置了一系列图像生成参数,如LR调度器、优化器等,以优化模型性能。同时,通过特定的标注方式 florence2-en
对训练数据进行标注,使用了18张图像进行训练。在推理时,推荐使用特定的尺寸和推理步数,以获得最佳的图像生成效果。
📄 许可证
本模型遵循 creativeml-openrail-m
许可证。
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