3D & 4D · camera-controlled video rerendering

ReCamMaster

Kling Team / Kuaishou, Zhejiang University, CUHK, and HUST authors

WorldFoundry exposes the in-tree ReCamMaster pipeline, operator, and synthesis runtime under the Kling namespace.

Runner verified统一环境recammaster

构建运行命令

选择仓库中已记录的 variant，然后复制对应的准备、检查或运行命令。

worldfoundry.pipeline

Variant

任务camera-controlled video rerendering

环境worldfoundry-unified-cu128

设备CUDA 12.8

worldfoundry-eval evaluate \
  --mode model \
  --model-id recammaster \
  --model-runner worldfoundry:pipeline \
  --model-manifest-dir worldfoundry/data/models/catalog \
  --requests-path tmp/requests.jsonl \
  --output-dir tmp/model_eval/recammaster \
  --metric artifact_count \
  --json

兼容性与版本

由 Manifest 生成

集成状态: integrated
Runner 证据: verified
环境: worldfoundry-unified-cu128
Python: 3.11
CUDA: CUDA 12.8
PyTorch: torch
源码 revision: —
Checkpoint revision: 4f3f7391743dfd25067ab27e0f1eb8928d11b91d

Runtime profile: recammaster
Pipeline binding: recammaster
Runner: worldfoundry.pipeline
Pipeline target: worldfoundry.pipelines.kling.pipeline_recammaster:ReCamMasterPipeline
Backend stage: in_tree_runtime
Runtime 状态: official_camera_video_contract
Driver 状态: compatible_unified_default
环境类型: 统一环境

安装环境

环境解析器会读取已记录 profile，并选择此处显示的统一或独立环境。

bash scripts/setup/model_env_install.sh --model recammaster

依赖版本约束 4

torch
torchvision
torchaudio
xfuser

Conda 依赖 5

python=3.11
pip
ffmpeg
setuptools
wheel

Checkpoint 与资产

分配算力前先做本地检查；gated、private 与 license 字段直接来自 checkpoint manifest。

worldfoundry-eval zoo model-download --model-id recammaster --check-local --json

KlingTeam/ReCamMaster-Wan2.1

Revision: 4f3f7391743dfd25067ab27e0f1eb8928d11b91d
License: —
Gated: —
Private: —

Wan-AI/Wan2.1-T2V-1.3B

Revision: 37ec512624d61f7aa208f7ea8140a131f93afc9a
License: —
Gated: —
Private: —

运行与输出

生成的命令通过共享 evaluation 边界运行，并持久保存结果 manifest 与 artifact。

worldfoundry-eval evaluate \
  --mode model \
  --model-id recammaster \
  --model-runner worldfoundry:pipeline \
  --model-manifest-dir worldfoundry/data/models/catalog \
  --requests-path tmp/requests.jsonl \
  --output-dir tmp/model_eval/recammaster \
  --metric artifact_count \
  --json

输入契约

字段	已记录契约
`prompt`	Required
`image`	Optional
`video`	Required
`actions`	camera_viewpoint, camera_trajectory

Artifact 契约

Artifact 类型	文件名 / 路径
`generated_video`	`—`
`generated_4d_scene`	`—`
`generated_video`	`recammaster.mp4`

证据与来源

Catalog 集成、原生 demo parity 与 runner parity 是三条独立记录。

集成状态: integrated
Runner 证据: verified
原生 Demo 证据: 未记录
验证 Imports: torch, torchvision, numpy, transformers, diffusers, xfuser, worldfoundry

配方溯源

worldfoundry/data/models/catalog/three_d_four_d/recammaster.yamlProjecthttps://jianhongbai.github.io/ReCamMaster/Paperhttps://arxiv.org/abs/2503.11647GitHubhttps://github.com/KlingAIResearch/ReCamMaster

构建运行命令

输入契约

Artifact 契约

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