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。

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

P1 P2 P3
1000 P1 1000 P2 1000 P3
P4 P5 P6
1000 P4 1000 P5 1000 P6

H · 侧脸短波浪发型(Seed 105)

1000 H

1100 step

P1 P2 P3
1100 P1 1100 P2 1100 P3
P4 P5 P6
1100 P4 1100 P5 1100 P6

H · 侧脸短波浪发型(Seed 105)

1100 H

1200 step

P1 P2 P3
1200 P1 1200 P2 1200 P3
P4 P5 P6
1200 P4 1200 P5 1200 P6

H · 侧脸短波浪发型(Seed 105)

1200 H

1300 step

P1 P2 P3
1300 P1 1300 P2 1300 P3
P4 P5 P6
1300 P4 1300 P5 1300 P6

H · 侧脸短波浪发型(Seed 105)

1300 H

1400 step

P1 P2 P3
1400 P1 1400 P2 1400 P3
P4 P5 P6
1400 P4 1400 P5 1400 P6

H · 侧脸短波浪发型(Seed 105)

1400 H

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。

侧脸换发型对照

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