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WAN 2.2 LoRA 图像生成视频:LoRA 与帧数设置 | RunComfy

wan-ai/wan-2-2/lora/image-to-video

根据提示词让图像动起来,并设置 LoRA、帧数、FPS、分辨率、宽高比、推理步数和随机种子。

目录

1. 快速开始2. 身份验证3. API 参考提交请求查询请求状态获取请求结果取消请求4. 文件输入托管文件(URL)5. 数据结构输入结构输出结构

1. 快速开始

使用 RunComfy 的 API 运行 wan-ai/wan-2-2/lora/image-to-video。 可接受的输入与输出请参阅模型的 数据结构说明。

curl --request POST \
  --url https://model-api.runcomfy.net/v1/models/wan-ai/wan-2-2/lora/image-to-video \
  --header "Content-Type: application/json" \
  --header "Authorization: Bearer <token>" \
  --data '{
    "prompt": "The woman is walking slowly",
    "image_url": "https://playgrounds-storage-public.runcomfy.net/tools/7002/media-files/usecase5-1-2-input.jpg",
    "loras": [
      {
        "path": "https://huggingface.co/neph1/hard_cut_wan_lora/blob/main/hard_cut_200_wan_i2v_high.safetensors",
        "transformer": "both",
        "scale": 1
      }
    ]
  }'

2. 身份验证

将 YOUR_API_TOKEN 环境变量设置为您的 API 密钥(在 个人资料中管理密钥),并在每个请求的 Authorization 标头中以 Bearer 令牌形式携带: Authorization: Bearer $YOUR_API_TOKEN。

3. API 参考

提交请求

提交异步生成任务,将立即获得 request_id 以及用于查询状态、获取结果和取消的 URL。

curl --request POST \
  --url https://model-api.runcomfy.net/v1/models/wan-ai/wan-2-2/lora/image-to-video \
  --header "Content-Type: application/json" \
  --header "Authorization: Bearer <token>" \
  --data '{
    "prompt": "The woman is walking slowly",
    "image_url": "https://playgrounds-storage-public.runcomfy.net/tools/7002/media-files/usecase5-1-2-input.jpg",
    "loras": [
      {
        "path": "https://huggingface.co/neph1/hard_cut_wan_lora/blob/main/hard_cut_200_wan_i2v_high.safetensors",
        "transformer": "both",
        "scale": 1
      }
    ]
  }'

查询请求状态

根据 request_id 获取当前状态("in_queue"、"in_progress"、"completed" 或 "cancelled")。

curl --request GET \
  --url https://model-api.runcomfy.net/v1/requests/{request_id}/status \
  --header "Authorization: Bearer <token>"

获取请求结果

获取指定 request_id 的最终输出与元数据;若任务未完成,响应会返回当前状态,便于继续轮询。

curl --request GET \
  --url https://model-api.runcomfy.net/v1/requests/{request_id}/result \
  --header "Authorization: Bearer <token>"

取消请求

通过 request_id 取消排队中的任务;进行中的任务无法取消。

curl --request POST \
  --url https://model-api.runcomfy.net/v1/requests/{request_id}/cancel \
  --header "Authorization: Bearer <token>"

4. 文件输入

托管文件(URL)

请提供可公网访问的 HTTPS 地址。确保目标主机允许服务端拉取(无需登录或 Cookie)、未被限流或拦截爬虫。建议:图片 ≤ 50 MB(约 4K),视频 ≤ 100 MB(约 720p 下 2–5 分钟)。私有资源请使用稳定或预签名 URL。

5. 数据结构

输入结构

{
  "type": "object",
  "title": "输入结构",
  "required": [
    "prompt",
    "image_url",
    "loras"
  ],
  "properties": {
    "image_url": {
      "title": "起始图像",
      "description": "必填的图像 URL,用作视频的起始画面。",
      "type": "string",
      "default": "https://playgrounds-storage-public.runcomfy.net/tools/7002/media-files/usecase5-1-2-input.jpg"
    },
    "prompt": {
      "title": "提示词",
      "description": "描述主体、动作、环境、构图和所需的视觉方向。",
      "type": "string",
      "default": "The woman is walking slowly"
    },
    "loras": {
      "title": "LoRA",
      "description": "必填的 LoRA 列表,最多 3 个;每个路径可使用 URL 或 Hugging Face 仓库 ID。",
      "type": "array",
      "default": [
        {
          "path": "https://huggingface.co/neph1/hard_cut_wan_lora/blob/main/hard_cut_200_wan_i2v_high.safetensors",
          "transformer": "both",
          "scale": 1
        }
      ],
      "items": {
        "path": {
          "title": "LoRA 路径",
          "description": "LoRA 权重的 URL 或 Hugging Face 仓库 ID(owner/repo)。",
          "type": "string",
          "format": "str",
          "default": ""
        },
        "transformer": {
          "title": "LoRA 应用目标",
          "description": "可选 `high`、`low` 或 `both`,默认为 `both`。",
          "type": "string",
          "format": "str_with_choice",
          "enum": [
            "high",
            "low",
            "both"
          ],
          "default": "both"
        },
        "scale": {
          "title": "LoRA 强度",
          "description": "应用强度范围为 0–4,默认值为 1。",
          "type": "float",
          "format": "float_slider_with_range",
          "minimum": 0,
          "maximum": 4,
          "default": 1
        }
      },
      "maxItems": 3,
      "minItems": 0
    },
    "num_frames": {
      "title": "帧数",
      "description": "可设置为 17–161,默认值为 81。",
      "type": "integer",
      "default": 81,
      "minimum": 17,
      "maximum": 161
    },
    "frames_per_second": {
      "title": "每秒帧数",
      "description": "可设置为 4–60,默认值为 16。",
      "type": "integer",
      "default": 16,
      "minimum": 4,
      "maximum": 60
    },
    "resolution": {
      "title": "分辨率",
      "description": "可选 `480p`、`580p` 或 `720p`,默认为 `480p`。",
      "type": "string",
      "enum": [
        "480p",
        "580p",
        "720p"
      ],
      "default": "480p"
    },
    "aspect_ratio": {
      "title": "宽高比(宽:高)",
      "description": "可选 `16:9`、`9:16`、`1:1` 或 `auto`,默认为 `auto`。",
      "type": "string",
      "enum": [
        "16:9",
        "9:16",
        "1:1",
        "auto"
      ],
      "default": "auto"
    },
    "num_inference_steps": {
      "title": "推理步数",
      "description": "可设置为 2–40,默认值为 27。",
      "type": "integer",
      "default": 27,
      "minimum": 2,
      "maximum": 40
    },
    "negative_prompt": {
      "title": "负面提示词",
      "description": "选填,用于描述希望避免的元素。",
      "type": "string",
      "default": ""
    },
    "seed": {
      "title": "随机种子",
      "description": "范围为 10000–99999 的整数随机种子。",
      "type": "integer",
      "maximum": 99999,
      "minimum": 10000,
      "default": 15775
    }
  }
}

输出结构

{
  "output": {
    "type": "object",
    "properties": {
      "image": {
        "type": "string",
        "format": "uri",
        "description": "单张图片 URL"
      },
      "video": {
        "type": "string",
        "format": "uri",
        "description": "单个视频 URL"
      },
      "images": {
        "type": "array",
        "description": "多张图片 URL",
        "items": {
          "type": "string",
          "format": "uri"
        }
      },
      "videos": {
        "type": "array",
        "description": "多个视频 URL",
        "items": {
          "type": "string",
          "format": "uri"
        }
      }
    }
  }
}
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