official Wan-Video/Wan2.1 repository, technical report and 14B config
WAN / VIDEO FLOW DIT / 2025
Wan2.1 T2V · 14B
TOTAL14Bparameters
ACTIVE14B / stepper denoise step
DEPTH40repeated blocks
HIDDEN5,120main trunk
CONTEXT480P / 720Platent canvas
CHECKPOINT≈28GB7 shards · Apache-2.0
INPUT704²VIDEO CANVAS
TRANSFORMER STACK40 VIDEO DIT BLOCKS3D latent self-attention + text cross-attention
AdaLN Video Residual
++
OUTPUT81FFRAMES
wraps every repeated block
SPATIOTEMPORAL ATTENTION · WAN 3D CAUSAL VAE因果解码避免未来帧依赖,使超长视频可分块还原。
14B Flow DiTT5 文本条件通过每层 cross-attention 注入视频 latent。
DEPTH40Video DiT
HIDDEN5,120main
HEADS40attention
FFN13,824dim
TARGET720Psupported
PARAMS14BT2V