Harnessing AI Power: A Comprehensive Overview of the Hunyuan Video Model Workflow

CN
ComfyUI.org
2025-05-14 14:08:21

1. Workflow Overview

mao0mtvefybbmq49b3910bc69e740d42da14fffb75e57d73d62e844f4ea02bd04dadba2cb3e15ae28ae.gif

This workflow leverages the Hunyuan Video Model to generate dynamic videos from image references and text prompts, ideal for ads, creative clips, and multi-scene synthesis.

2. Core Models

  • Main Model: hunyuan_video_custom_720p_fp8_scaled.safetensors

    • Function: Core video generation with frame interpolation and style transfer.

  • VAE Model: hunyuan_video_vae_bf16.safetensors

    • Function: Decodes latent video frames with enhanced details.

  • CLIP Models: clip_l.safetensors + llava_llama3_fp8_scaled.safetensors

    • Function: Multimodal text-image alignment for precise prompt control.

3. Key Nodes

  1. HyVideoModelLoader

    • Role: Loads the Hunyuan model (supports bf16/fp8 precision).

    • Installation: Requires ComfyUI-HunyuanVideoWrapper plugin.

  2. HyVideoVAELoader

    • Role: Loads the video-optimized VAE.

  3. HyVideoSampler

    • Role: Controls video params (resolution 832x480, FPS 24, sampler FlowMatchDiscreteScheduler).

  4. HyVideoEncode/Decode

    • Function: Encodes/decodes latent video frames with dynamic resolution.

  5. VHS_VideoCombine

    • Role: Renders final video (MP4/H.264, CRF 19).

    • Installation: Requires ComfyUI-VideoHelperSuite.

  6. ImageConcatMulti

    • Role: Concatenates multiple images for multi-subject scenes.

4. Workflow Structure (Groups)

  • Parameter Group:

    • Sets resolution (e.g., 896x512), prompts (e.g., "Realistic, High-quality. a women holde the bag"), and negative prompts.

  • Single-Subject Video Group:

    • Full pipeline: Model load → Text/Image conditioning → Sampling → Decoding → Rendering.

5. Inputs & Outputs

  • Inputs:

    • Reference images (supports transparency, e.g., RMBG-1.4 background removal).

    • Text prompts, resolution, frame count (default 85).

  • Output:

    • Video file (e.g., pl-custom_00001.mp4), H.264/MP4, 24fps.

6. Notes

  1. Dependencies:

  2. Hardware:

    • GPU ≥16GB VRAM recommended. Use bf16 for speed/quality balance.

  3. Troubleshooting:

    • Choppy video? Reduce resolution or frame count.

    • Blurry output? Check VAE decode params or prompt specificity.