Flux Xmas Realpix LoRA
F
Flux Xmas Realpix LoRA
由strangerzonehf開發
基於FLUX.1-dev基礎模型的LoRA適配器,專注於生成高質量的聖誕主題3D實景圖像。
下載量 46
發布時間 : 12/11/2024
模型概述
該模型是一個文本到圖像的擴散模型,通過LoRA(低秩適應)技術微調,專門用於生成具有節日氛圍的聖誕場景3D圖像。
模型特點
節日主題優化
專門針對聖誕場景進行優化,能生成裝飾精美的聖誕樹、禮物、壁爐等節日元素
3D實景效果
生成的圖像具有逼真的3D效果和豐富的細節表現
LoRA適配
採用低秩適應技術,在保持基礎模型能力的同時實現特定領域的優化
多分辨率支持
支持多種分辨率輸出,包括推薦的1280×832(3:2)和1024×1024(1:1)
模型能力
文本到圖像生成
節日場景渲染
3D效果圖像生成
特定主題圖像生成
使用案例
節日內容創作
聖誕賀卡設計
生成具有節日氛圍的聖誕場景用於賀卡設計
可生成包含聖誕樹、禮物、壁爐等元素的精美圖像
節日營銷素材
為節日促銷活動生成吸引人的視覺素材
可生成具有商業吸引力的聖誕主題3D場景
3D場景預覽
節日裝飾預覽
為室內設計師或家庭用戶提供節日裝飾方案的視覺預覽
可生成不同風格的聖誕裝飾場景
🚀 Flux-Xmas-Realpix-LoRA模型
Flux-Xmas-Realpix-LoRA是一個用於圖像生成的模型,基於特定的基礎模型訓練,能根據輸入的文本提示生成精美的聖誕主題圖像,在圖像質量和細節呈現上表現出色。
🚀 快速開始
環境設置
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)
觸發詞使用
你應該使用 Xmas Realpix 3D
來觸發圖像生成。
模型下載
該模型的權重以Safetensors格式提供。 點擊下載,可在“文件與版本”選項卡中進行操作。
✨ 主要特性
- 豐富的聖誕主題圖像生成:能夠根據不同的文本提示,生成多樣化的聖誕主題圖像,如聖誕樹下的人物、溫馨的客廳場景、熱鬧的雪村等。
- 參數可調節:提供了一系列圖像生成的參數設置,如學習率調度器、優化器等,方便用戶根據需求調整。
📦 安裝指南
暫未提供具體安裝指南,可參考上述快速開始部分的環境設置代碼。
💻 使用示例
基礎用法
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()
高級用法
# 可根據需要調整參數,如推理步數
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.'
# 設置推理步數
num_inference_steps = 35
image = pipe(text_prompt, num_inference_steps=num_inference_steps).images[0]
image.show()
📚 詳細文檔
模型描述
圖像生成示例
文本提示 | 生成圖像 |
---|---|
'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.' | 點擊查看 |
'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.' | 點擊查看 |
'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.' | 點擊查看 |
'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.' | 點擊查看 |
'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.' | 點擊查看 |
'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.' | 點擊查看 |
圖像處理參數
屬性 | 詳情 |
---|---|
基礎模型 | black-forest-labs/FLUX.1-dev |
實例提示詞 | Xmas Realpix 3D |
許可證 | creativeml-openrail-m |
參數 | 值 | 參數 | 值 |
---|---|---|---|
LR調度器 | constant | 噪聲偏移 | 0.03 |
優化器 | AdamW | 多分辨率噪聲折扣 | 0.1 |
網絡維度 | 64 | 多分辨率噪聲迭代次數 | 10 |
網絡Alpha | 32 | 重複次數與步數 | 23 & 2400 |
訓練輪數 | 16 | 每N輪保存一次 | 1 |
最佳尺寸與推理
尺寸 | 寬高比 | 推薦情況 |
---|---|---|
1280 x 832 | 3:2 | 最佳 |
1024 x 1024 | 1:1 | 默認 |
推理範圍
- 推薦推理步數:30 - 35
標註信息
標註方式:florence2-en(自然語言 & 英語)
訓練使用的總圖像數
18
🔧 技術細節
該模型基於 black-forest-labs/FLUX.1-dev
基礎模型,使用了LoRA技術進行微調。在訓練過程中,設置了一系列圖像生成參數,如LR調度器、優化器等,以優化模型性能。同時,通過特定的標註方式 florence2-en
對訓練數據進行標註,使用了18張圖像進行訓練。在推理時,推薦使用特定的尺寸和推理步數,以獲得最佳的圖像生成效果。
📄 許可證
本模型遵循 creativeml-openrail-m
許可證。
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