Unleash Creative Video Generation: How to Pack Objects into Gift Boxes with LoRA Effects
Unlock creative video generation with WAN models and LoRAs. Learn how to pack objects into gift boxes with animated effects and discover the power of AI-driven video creation. Dive in now!
- Use Case
- Video
- Best For
- Video
- VRAM
- Low VRAM (≤8GB)
- Reading Time
- 3 min
Workflow Overview
Unlock creative video generation with WAN models and LoRAs. Learn how to pack objects into gift boxes with animated effects and discover the power of AI-driven video creation. Dive in now!
Content type: Workflow
Primary intent: Download
Required Models
- Wan2.1
- Lora
Setup Notes
- Install the required models before opening the workflow template.
- Recommended hardware: Low VRAM (≤8GB).
1. Workflow Overview
Function: Generates animated videos that pack input objects (e.g., dolls) into gift boxes with LoRA effects.
Goal: Combine WAN video models and LoRAs for creative video generation.
Key Models:
WAN2.1-I2V-14B (Base video model, FP8 precision).
"Packed into Box" LoRA (Animation effect).
UMT5-XXL (Text encoder for prompts).
2. Node Breakdown
Critical Nodes:
WanVideoModelLoader: Loads WAN model (
Wan2_1-I2V-14B-480P_fp8_e4m3fn.safetensors).WanVideoLoraSelect: Applies effect LoRA (e.g., "Packed into Box").
LoadImage: Input static image (e.g., "POPMART-style doll").
WanVideoTextEncode: Encodes prompts (e.g., "Bounce into a gift box").
WanVideoSampler: Generates video frames (sampler:
dpm++_sde, 20 steps).VHS_VideoCombine: Exports MP4 (16fps, H.264).
Dependencies:
WAN Models: Download
Wan2_1-I2V-14BandWan2_1_VAEtomodels/wan_video.LoRA: Place
Packed into Box LoRAinmodels/loras.
3. Workflow Structure
Group Logic:
Model Loading:
Input: WAN model, LoRA, VAE.
Output: Video generation pipeline.
Input Processing:
Input: Image + text prompts.
Output: Image/text embeddings.
Video Generation:
Input: Embeddings, seed.
Output: Latent video frames.
Video Synthesis:
Input: Decoded frames.
Output: MP4 (480P by default).
4. Inputs & Outputs
Inputs:
Required:
Static image (e.g., doll photo).
Positive prompt (e.g., "Bounce into a gift box").
Optional: Seed (randomized), LoRA strength (default 1.0).
Outputs:
MP4 video (e.g.,
WanVideo2_1_T2V.mp4) with gift box animation.
5. Notes
Hardware:
≥16GB VRAM (FP8 requires high-end GPUs).
NVIDIA 30/40-series recommended.
Common Issues:
Missing models: Check
models/wan_video.Choppy video: Reduce FPS (e.g., 12) or resolution.
Optimization:
Enable
fp8_e4m3fnif supported.Use
offload_deviceto save VRAM.