Nodes/ComfyUI_LC123_nodes/LC Model Optimizer Video (pipe) ⚡
ComfyUI Node

LC Model Optimizer Video (pipe) ⚡

This node analyzes your machine and loads the model, text encoder, video and audio VAE and latent upscaler that suit YOUR card, with the speed-ups that actually work on it (Sage, Comfy Kitchen, etc.). Run the report with the button below, or from the LC123 settings. Missing a file? Pick a ⬇ entry and it downloads on the first run. Finetunes work too. Pick your own file and it still gets the speed-ups, plus a ⚠️ if the text encoder or VAE doesn't match. Any other model: set the base model to Custom and pick your own files (and the text encoder type). The speed-ups still apply; recommendations, estimates and checks show as unsupported. Current available models: MiniMax H3, LTX 2.5, LTX 2.3, Custom.

By lonecatone23·Created 2 months ago·Updated about 5 hours ago· 26
LC Model Optimizer Video (pipe) ⚡
    • pipe
    • model
    • clip
    • vae
    • audio_vae
    • latent_upscaler
    • summary
    ◄base_modelMiniMax H3 FL2VA►
    ◄goalOptimal►
    ◄model_file★ Recommended►
    ◄text_encoder★ Recommended►
    ◄vae★ Recommended►
    ◄audio_vae★ Recommended►
    ◄latent_upscaler★ Recommended►
    ◄lora★ Recommended►
    ◄speed_upsAuto►
    ◄attentionauto►
    ◄fp16_accumulationauto►
    ◄step_cacheauto►
    ◄torch_compileoff►
    ◄clip_typeauto►
    CategoryLC123/optimizer

    Inputs (14)

    NameTypeDefaultDescription
    base_modelCOMBOMiniMax H3 FL2VAThe model family. Picks the recommended files and the checks.
    goalCOMBOOptimalQuality = closest to bf16. Optimal = fast and near identical. Fast = fastest that still looks right.
    model_fileCOMBO★ Recommended52 options: ★ Recommended, From checkpoint, None, ⬇ Download: ltx-2.3-22b-dev.safetensors, ⬇ Download: ltx-2.3-22b-dev-fp8.safetensors, ⬇ Download: ltx-2.3-22b-dev-nvfp4.safetensors, +46
    text_encoderCOMBO★ Recommended17 options: ★ Recommended, From checkpoint, None, ⬇ Download: gemma_3_12B_it.safetensors, ⬇ Download: gemma_3_12B_it_fp8_scaled.safetensors, ⬇ Download: gemma_3_12B_it_fp4_mixed.safetensors, +11
    vaeCOMBO★ Recommended6 options: ★ Recommended, From checkpoint, None, ⬇ Download: ltx-2.5-video-vae-bf16.safetensors, ⬇ Download: minimax_h3_video_vae_int8_convrot.safetensors, ⬇ Download: minimax_h3_video_vae_fp16.safetensors
    audio_vaeCOMBO★ Recommended5 options: ★ Recommended, From checkpoint, None, ⬇ Download: ltx-2.5-audio-vae-bf16.safetensors, ⬇ Download: minimax_h3_audio_vae_fp32.safetensors
    latent_upscalerCOMBO★ Recommended5 options: ★ Recommended, From checkpoint, None, ⬇ Download: ltx-2.3-spatial-upscaler-x2-1.1.safetensors, ⬇ Download: ltx-2.5-spatial-upscaler-x2.safetensors
    loraCOMBO★ Recommended4 options: ★ Recommended, From checkpoint, None, ⬇ Download: ltx_2.3_22b_distilled_1.1_lora_dynamic_fro09_avg_rank_111_bf16.safetensors
    speed_upsCOMBOAutoAuto = from the System & Model Optimization Report. Manual = choose each one below.
    attentionCOMBOautoAttention backend. auto = the fastest one that passed the report's test.
    fp16_accumulationCOMBOautoFaster fp16 math with a small quality cost. auto = Fast goal only.
    step_cacheCOMBOautoEasyCache: skips steps that barely change. auto = Fast goal, 20+ steps.
    torch_compileCOMBOoffCompiles the model: the first run is slow, later runs are faster. Needs Triton.
    clip_typeCOMBOautoCustom only: how the text encoder is loaded (CLIPLoader's type). auto = from the encoder's shape when it matches one known base model. Ignored for the other base models and for a checkpoint's own encoder.

    Outputs (7)

    NameTypeDescription
    pipeLC_PIPE—
    modelMODEL—
    clipCLIP—
    vaeVAE—
    audio_vaeVAE—
    latent_upscalerLATENT_UPSCALE_MODEL—
    summarySTRING—