Xiaoling · Krea 2 人物 LoRA(v2)
用于 Krea 2 的 xiaoling 人物 LoRA。包含同一次 v2 训练的 1000、1100、1200、1300、1400 step 五个 checkpoint,以及原始训练配置和对应生成示例。触发词:xiaoling。
权重与使用
将选定的 .safetensors 放入 ComfyUI 的 models/loras,在 LoRA 加载节点中选择它,并在提示词中加入 xiaoling。以下示例统一使用 LoRA strength 1.0。
这些权重训练于 Krea 2 Raw;下面的展示图片使用 Krea 2 Turbo INT8 进行推理。权重保留发布目录中的原始文件名,对应之前测试时标注为 v2 的同一份权重。
ComfyUI 工作流
下载 JSON 后导入 ComfyUI,根据本机环境选择模型和 LoRA,并安装缺失的自定义节点。工作流保留本地文件的原始内容。
- Krea2 High-Low-Sigma Workflow v1.json
- Krea2 Raw FP8 Test Workflow (no Second Sampling) .json
- Krea2 Raw FP8 Test Workflow.json
- Krea2 Turbo Base Workflow.json
- Krea2 Turbo generate training data workflow.json
- Krea2 Turbo Standard 4k Workflow v2 (no Second Sampling).json
- Krea2 Turbo Standard 4k Workflow v2.json
训练配置
完整配置:config.yaml。其中的本地路径保留原样,复用时需要调整模型、数据集和输出目录。
| 项目 | 配置 |
|---|---|
| 训练工具 | ostris ai-toolkit |
| 基础模型 | Krea 2 Raw |
| LoRA rank / alpha | 24 / 24 |
| 训练分辨率 | 512、768,多尺寸分桶 |
| 总训练步数 | 1400 |
| Batch / 梯度累积 | 1 / 2 |
| 优化器 / 学习率 | AdamW8bit / 0.0002 |
| 训练精度 | bf16 |
| 模型 / 文本编码器量化 | qfloat8 / qfloat8 |
| 文本条件 | 使用 caption,缓存文本嵌入;不训练文本编码器 |
统一生成条件
| 项目 | 设置 |
|---|---|
| 推理模型 | krea2-Comfy-org\krea2_turbo_int8_convrot.safetensors |
| 文本编码器 | qwen3vl_4b_fp8_scaled.safetensors |
| VAE | qwen_image_vae.safetensors |
| 采样器 / 调度器 | Euler / simple |
| 采样步数 / CFG | 8 / 1.0 |
| 分辨率 | 1184 × 1776 |
| LoRA strength_model / strength_clip | 1.0 / 1.0 |
| Negative | 正向 conditioning 经 ConditioningZeroOut 置零 |
每个 checkpoint 使用完全相同的七组提示词及对应 seed。图片来自已完成的对照测试,未重新抽样或挑选其他 seed;每组只有一个 seed,展示结果不代表所有提示词下的表现。完整提示词、参数和文件校验值见 evaluation.json。
测试提示词
P1 · 图书馆正面肖像 · Seed 101
A candid waist-up portrait of xiaoling, a young Chinese woman, seated in a quiet modern library and facing the camera with a composed expression. She wears a dark green knit sweater. Soft, cool daylight fills the room, while bookshelves and a reading area blur gently in the background. Preserve her recognizable facial identity and natural skin texture.
P2 · 地铁站四分之三侧面肖像 · Seed 102
A realistic portrait of xiaoling, a young Chinese woman, at a three-quarter angle turned toward the left side of the frame in a modern metro station. She looks thoughtfully toward the platform, wearing a deep red coat and a dark scarf. Cool station lights and distant commuters form a softly blurred background. Keep her facial identity consistent.
P3 · 美术馆回望 · Seed 103
A candid waist-up portrait of xiaoling, a young Chinese woman, walking through a contemporary art museum and glancing back toward the camera. She wears a light tan trench coat over a charcoal high-neck top. Diffuse skylight, pale gallery walls, and a few distant artworks create a clean, quiet setting. Maintain her recognizable facial features.
P4 · 屋顶自然笑容 · Seed 104
A lively portrait of xiaoling, a young Chinese woman, laughing naturally with her face turned slightly toward the right side of the frame. She wears a deep green cardigan on a rooftop at twilight. Cool blue evening light and softly blurred city lights create a gentle cinematic atmosphere while her identity remains clear.
P5 · 山间侧脸 · Seed 105
A realistic side-profile portrait of xiaoling, a young Chinese woman, gazing toward the left side of the frame from a mountain overlook at dawn. A light breeze moves her shoulder-length dark hair. She wears a red wool coat and a knitted scarf, with a distant pale blue landscape softly out of focus. Preserve her facial identity.
P6 · 更换发型和服装 · Seed 106
A realistic portrait of xiaoling, a young Chinese woman, shown in a three-quarter view with her face turned toward the right side of the frame. Give her a noticeably different hairstyle, with her dark hair worn loose around her shoulders instead of gathered into a bun, and a simple modern outfit different from her usual clothing. Use a clean, softly lit background. Keep her facial identity consistent.
H · 侧脸短波浪发型 · Seed 105
A realistic side-profile portrait of xiaoling, a young Chinese woman, facing the right side of the frame with her facial features clearly visible in profile. Her dark hair is worn in a short, loose, softly wavy bob ending at her jawline, parted to one side, with no hair tied back. She wears a simple navy coat and a cream scarf. Cool soft daylight and a blurred modern city street create the background. Preserve her recognizable facial identity and natural skin texture.
各 step 的生成结果
点击预览图可打开完整分辨率 PNG。每个 step 展示 P1–P6 和 H 侧脸换发型测试。
1000 step
H · 侧脸短波浪发型(Seed 105)
1100 step
H · 侧脸短波浪发型(Seed 105)
1200 step
H · 侧脸短波浪发型(Seed 105)
1300 step
H · 侧脸短波浪发型(Seed 105)
1400 step
H · 侧脸短波浪发型(Seed 105)
侧脸换发型横向比较
从左到右:1000、1100、1200、1300、1400 step;使用同一 H 提示词和 Seed 105。
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