Qwen3-VL-32B H3 ComfyUI Generation Tails and Overlay
This repository contains generation-only tails for Qwen3-VL-32B H3
conditioning encoders. Each tail supplies language layers 50–63, the final
language normalization layer, and the LM head.
It also contains an experimental generation-only LoRA overlay that can modify
all 64 language layers temporarily during prompt generation. The overlay does
not modify the H3 encoder used afterward for video conditioning.
These files are not standalone CLIP checkpoints. They reuse the tokenizer,
token embedding, vision tower, and language layers 0–49 from a connected H3
conditioning encoder.
The Heretic method used here changes projections in language layers 31–40.
Those layers are part of H3's connected 0–49 encoder, not the 50–63 tail.
Consequently, separate Heretic-labelled tails would contain no abliteration or
uncensoring changes and are not needed.
Standalone text and vision-language generation
Install
ethanfel/ComfyUI-H3-Qwen3VL-TextGen
to reconnect an H3 conditioning encoder and one of these tails as a
general-purpose local Qwen3-VL text and vision-language generator.
The standalone node supports editable system and user prompts, optional image
batches, deterministic or sampled decoding, Qwen thinking mode, and an
optional generation overlay. The connected base CLIP is preserved; overlay
weights are applied only to temporary generation modules and the temporary
tail is unloaded after generation.
Installation
Place the selected tail under ComfyUI's text-encoder model directory, for
example:
ComfyUI/models/text_encoders/H3/generation_tails/
The filename must contain generation_tail_50_63 so the dedicated loader can
discover it. Restart or refresh ComfyUI after installing a new file.
Place the optional overlay anywhere under:
ComfyUI/models/loras/
Its filename contains h3 and generation_overlay, allowing version 0.3.0 or
newer of ComfyUI-H3-Qwen3VL-TextGen to list it in the standalone generation
node. Start with overlay strength 1.0. It is a text-generation LoRA, not an
H3 diffusion-model LoRA.
Then:
Load the H3 0–49 conditioning encoder with ComfyUI's standard Load CLIP
node and its H3-compatible encoder type.
Select the tail with H3 Qwen VL Generation Tail Loader.
Connect clip and tail_clip to H3 Qwen VL Generate Text
(Standalone).
Optionally select the experimental overlay in generation_overlay.
The same tail artifacts can also be used by a compatible H3 prompt-enhancer
workflow.
Formats
BF16
The BF16 tails retain all 156 source tensors at full precision.
INT8 ConvRot
The INT8 tails contain 98 learned row-wise ConvRot transformer matrices and a
chunk-compatible INT8 LM head. Norms and other protected tensors remain BF16.
The ConvRot group size is 256.
NVFP4/AWQ
The NVFP4/AWQ tail contains 98 native ComfyUI NVFP4/AWQ transformer matrices.
Its final norm and 151,936 × 5,120 LM head remain BF16 so the tail loader can
evaluate the vocabulary head through its ordinary full-precision path. The
file contains 576 tensors and is 5.03 GiB.
Runtime verification
The NVFP4/AWQ tail was tested with its matching 0–49 NVFP4/AWQ encoder in a
current ComfyUI container on an NVIDIA RTX PRO 6000 Blackwell. A generation
step traversed all 64 language layers, the temporary tail unloaded cleanly,
the connected base remained at exactly 50 layers, and the returned base CLIP
then produced finite (1, 7, 5120) H3 conditioning.
The BF16 and INT8 tail paths were also exercised through all 64 language
layers and verified to restore the connected 50-layer conditioning encoder
after generation.
The experimental overlay was structurally validated as 448 adapters covering
seven projections in every language layer 0–63: 340 rank-16 adapters and 108
rank-17 concatenated Polaris-plus-Heretic adapters. All factors are BF16 and
finite. It has not received the same end-to-end runtime qualification as the
three tails above.
The overlay is an experimental public-lineage reproduction. It is not the
deleted Polaris-HI16 checkpoint and does not claim to reproduce its unpublished
HI16 recipe.
See SHA256SUMS for every file's Hugging Face LFS checksum.