SECourses 3D Render for FLUX - Full Dataset and Workflow Shared
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模型描述
FLUX 风格的完整训练教程、指南与研究
包含完整工作流程、全部研究细节、过程、结论、检查点、对比、提示等的 Hugging Face 仓库 > https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX
触发词：ohwx 3d render
最后一张图为训练数据集网格图
这是对一个公开 LoRA 风格的训练（在 4 块 A6000 上分别进行 4 次训练）。
实验对比带描述与不带描述的训练效果，以观察哪种方式在 FLUX 上进行风格训练效果最佳。
使用多 GPU 批量 Joycaption 应用生成描述。
我使用了我自己的多 GPU Joycaption 应用（使用 8 块 A6000 进行超快速描述生成）
https://www.patreon.com/posts/110613301
我使用了我的 Gradio 批量描述编辑器，修改部分词句并添加激活标记 “ohwx 3d render”
https://www.patreon.com/posts/108992085
无描述数据集仅使用 “ohwx 3d render” 作为描述。
我正在使用我最新的 4x_GPU_Rank_1_SLOW_Better_Quality.json 配置，在 4 块 A6000 GPU 上训练 500 个周期 —— 114 张图像
https://www.patreon.com/posts/110879657
所有训练均以 Float 格式保存，LoRA 网络秩为 128，因此每个检查点大小超过 2GB。
不一致数据集训练
这是我使用以下数据集进行的首次训练：
Inconsistent-Training-Dataset-Images-Grid.jpg
当你仔细观察上方共享的网格图像时，会发现该数据集并不一致。
使用描述的训练数据集（仅限“带描述”训练）可在以下目录查看：
共包含 114 张图像。
此次训练总步数为：500 * 114 / 4（4 块 GPU，批量大小为 1）= 14250 步。
在 4 块 RTX A6000 GPU 上以慢速配置训练耗时约 37 小时——使用快速配置仅需约一半时间。
使用该数据集共进行了两次训练，第 500 轮检查点命名如下：
SECourses_Style_Inconsistent_DATASET_NO_Captions.safetensors SECourses_Style_Inconsistent_DATASET_With_Captions.safetensors
其检查点保存在以下文件夹中：
Training-Checkpoints-NO-Captions Training-Checkpoints-With-Captions
其网格结果如下所示：
Inconsistent-Training-Dataset-Results-Grid-26100x23700px.jpg
当你仔细观察上图时会发现其输出结果不一致。
一致数据集训练
在发现初始训练数据集不一致后，我对数据集进行了修剪，使其更加一致。
Fixed-Consistent-Training-Dataset-Images-Grid.jpg
当你仔细观察上方共享的网格图像时，会发现其一致性显著提升，尽管仍不完美。
现在数据集共包含 66 张图像。
本次训练所用的带描述数据集（仅限“带描述”训练）可在此目录查看：
Fixed-Consistent-Training-Dataset
此次训练总步数为：500 * 66 / 4（4 块 GPU，批量大小为 1）= 8250 步。
在 4 块 RTX A6000 GPU 上以慢速配置训练耗时约 24 小时——使用快速配置仅需约一半时间。
使用该数据集共进行了两次训练，第 500 轮检查点命名如下：
SECourses_3D_Render_Style_Fixed_Dataset_NO_Captions.safetensors SECourses_3D_Render_Style_Fixed_Dataset_With_Captions.safetensors
其检查点保存在以下文件夹中：
Training-Checkpoints-Fixed-DATASET-NO-Captions Training-Checkpoints-Fixed-DATASET-With-Captions
其网格结果如下所示——该结果也包含了不一致数据集的对比结果：
Fixed-Consistent-Training-Dataset-Results-Grid-50700x15500px.jpg
当你仔细观察上图时会发现，现在结果一致性显著提升。
最佳检查点与结论
当使用不一致数据集时，带描述的训练效果远优于无描述训练。
然而，当使用一致数据集进行训练时，无描述训练在早期周期即展现出更优且更稳定的结果。
因此我得出结论：无描述数据集第 75 轮为最佳检查点。
以下是针对一致数据集的对比图像：
Fixed-Consistent-Training-Dataset-No-Captions-Only-Grid.jpg
Fixed-Consistent-Training-Dataset-With-Captions-Only-Grid.jpg
75 轮相当于 75 * 66 / 4 = 1238 步。
训练你自己的风格教程
1：https://youtu.be/bupRePUOA18
FLUX：首个开源 txt2img 模型真正超越 Midjourney 及其他模型——FLUX 等待已久的 SD3
2：https://youtu.be/nySGu12Y05k
FLUX LoRA 训练简化指南：使用 Kohya SS GUI 从零到高手（8GB GPU，Windows）教程
3：https://youtu.be/-uhL2nW7Ddw
在 Massed Compute 和 RunPod 上实现超快超低成本 FLUX LoRA 训练教程——无需 GPU！
该数据集不可用于商业用途。
网格测试提示 - 从网格中选取的示例图像（无选择性挑选）
a ohwx 3d rendering of a car
a car rendered in ohwx 3d style
a ohwx style car image
a ohwx render of a car
a ohwx car
a ohwx 3d rendering of a chest, depicted in a cartoon style. The background is a plain white, making the chest and its contents stand out clearly. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give the chest a realistic, three-dimensional appearance. The metal bands and rivets add a sense of realism and durability to the chest. The image is vibrant and eye-catching, inviting the viewer to imagine the treasure within. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold, with a focus on oranges, browns, and golds to create a sense of warmth and excitement. The overall mood is one of excitement and discovery.
a ohwx 3d rendering of an airplane, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.
a ohwx 3d rendering of a battleship, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.
a ohwx 3d rendering of a robot, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.
a ohwx 3d rendering of a dog, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.
a ohwx 3d rendering of a cat, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.
a ohwx 3d rendering of an axe, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.
a ohwx 3d rendering of a house, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.
一个OHWX 3D渲染的龙，采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
一个OHWX 3D渲染的花，采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
一个OHWX 3D渲染的玫瑰，采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
一个OHWX 3D渲染的坦克，采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
一个OHWX 3D渲染的电脑，采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
一个OHWX 3D渲染的图形处理器（GPU），采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
一个OHWX 3D渲染的叉子，采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
一个OHWX 3D渲染的锁，采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
一个OHWX 3D渲染的雨伞，采用卡通风格，背景为纯白色。整体风格活泼而富有想象力，线条清晰、色彩明亮，暗示着奇幻或冒险主题。插图细节丰富，注重纹理与阴影处理，以呈现真实而立体的视觉效果。画面鲜艳夺目，很可能用于数字场景，如游戏或儿童读物。色彩鲜明大胆，营造出温暖与兴奋的感觉。
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