Dynamic-Rank SVD-Compressed LoRAs

MiniMax-H3 Turbo ComfyUI Hub

Accelerate the unquantized MiniMax-H3 model from 28 steps to just 4-8 steps. High-fidelity motion and synchronized stereo audio in a fraction of the time.

🚀 Performance Boost

MiniMax-H3 generates beautiful videos with synchronized stereo soundtracks, but the base model is computationally heavy and requires 28 sampling steps by default.

Using the optimized Turbo LoRAs, you can achieve equivalent composition quality, motion consistency, and audio stability in only 4 to 8 steps.

Standard Base Model Denoise 28 Steps (100% time)
Turbo LoRA Denoise (Recommended) 6 Steps (~21% time)
Speedup Factor
4.6x Faster
Audio Stability
Preserved

🎬 Generation Demo

Generated in 8 steps with Euler sampler & Beta scheduler, using minimax_h3_turbo_v4_step600_ema_pruned_comfyui.safetensors

🛠️ Interactive ComfyUI Workflow Explorer

The Turbo LoRA integrates directly into ComfyUI. Click through the pipeline steps below to see exactly how to wire the nodes and configure their settings:

1

Load Diffusion Model

Load the MiniMax-H3 base checkpoint

2

Load LoRA

Apply the dynamic SVD-resized Turbo LoRA

3

Configure Sampler

Euler + Beta scheduler with specialized sigma shifts

4

VAE Decode & Output

Separate video and audio streams into a stitched MP4

Step 1: Load Diffusion Model

Load the main ComfyUI-compatible base weights of the MiniMax-H3 model. In ComfyUI, this is loaded into the workspace using the `Load Diffusion Model` node.

Parameter Recommended Value
Model Checkpoint Comfy-Org/MiniMax-H3 base model
Precision bfloat16 (unquantized for best quality)

📦 Optimized LoRA Model Files

These weights have been converted to the ComfyUI namespace and pruned/compressed using singular value decomposition (SVD). Click any file name to download it directly:

LoRA Filename Type Avg Rank Size Frobenius Energy Retained
minimax_h3_turbo_v4_step600_ema_pruned_comfyui.safetensors Pruned EMA (Recommended) 128 354 MiB -
minimax_h3_fl2v_turbo_8step_v1.0_comfyui_resized_avg_rank_21_bf16.safetensors LightX2V FL2V (8-Step) 21.7 311.9 MiB 97.72%
minimax_h3_fl2v_turbo_4step_v1.1_768p_comfyui_resized_avg_rank_28_bf16.safetensors LightX2V FL2V (4-Step) 28.5 375.6 MiB 93.59%
minimax_h3_ref2v_turbo_4step_v0.1_comfyui_resized_avg_rank_21_bf16.safetensors LightX2V Ref2V (4-Step) 21.7 311.8 MiB 98.33%

📖 Installation & Setup

To run these LoRAs, place the downloaded .safetensors files in your local ComfyUI setup:

ComfyUI/models/loras/

Make sure you also download the example workflow file fl_minimax_h3_turbo_lora_example_workflow.json and load it in ComfyUI to populate all required sampler nodes and connection routes.