Files
alisson-anjos-ComfyUI-BFSNodes/__init__.py
T
alisson-anjos 3e77a11908 Add the Head Swap masked sampler: stable crop, native mask inpainting, temporal loop (1.30.0)
The LoRA keeps doing only its job -- guide on source_id 1, identity on
source_id 2. The mask never reaches it: it becomes latent["noise_mask"],
which the guider consumes as denoise_mask, so only the masked region is
denoised and the original face stays visible to the model.

Masks are reduced to the latent grid with MAX rather than ComfyUI's
trilinear resize, which blurs a mask across frames and lets the original
content bleed through the edit.

Crop exists for the case a LoRA cannot fix: a face too small to carry
identity. tracked/zoomed borrow drozbay/MaskVidExperiments' planner when
that pack is installed -- its boxes hold still through mask noise and
occlusion, and a jittering crop reads as camera motion to a video model.
Without it, one static box around the subject's whole travel.

Helpers are unit-tested; the sampling path still needs a GPU run.
2026-08-31 19:38:25 +00:00

129 lines
6.7 KiB
Python

from .nodes import NODE_CLASS_MAPPINGS as BFS_NODE_CLASS_MAPPINGS
from .nodes import NODE_DISPLAY_NAME_MAPPINGS as BFS_NODE_DISPLAY_NAME_MAPPINGS
from .ltxv_editanything import NODE_CLASS_MAPPINGS as LTXV_EA_NODE_CLASS_MAPPINGS
from .ltxv_editanything import NODE_DISPLAY_NAME_MAPPINGS as LTXV_EA_NODE_DISPLAY_NAME_MAPPINGS
from .headswap_node import NODE_CLASS_MAPPINGS as HEADSWAP_NODE_CLASS_MAPPINGS
from .headswap_node import NODE_DISPLAY_NAME_MAPPINGS as HEADSWAP_NODE_DISPLAY_NAME_MAPPINGS
from .anime2real_node import NODE_CLASS_MAPPINGS as A2R_NODE_CLASS_MAPPINGS
from .anime2real_node import NODE_DISPLAY_NAME_MAPPINGS as A2R_NODE_DISPLAY_NAME_MAPPINGS
from .amv_guide_node import NODE_CLASS_MAPPINGS as AMV_NODE_CLASS_MAPPINGS
from .amv_guide_node import NODE_DISPLAY_NAME_MAPPINGS as AMV_NODE_DISPLAY_NAME_MAPPINGS
from .ltx_identity_overlap import NODE_CLASS_MAPPINGS as IDT_NODE_CLASS_MAPPINGS
from .ltx_identity_overlap import NODE_DISPLAY_NAME_MAPPINGS as IDT_NODE_DISPLAY_NAME_MAPPINGS
from .ltx_multiref_slots import NODE_CLASS_MAPPINGS as MRSLOT_NODE_CLASS_MAPPINGS
from .ltx_multiref_slots import NODE_DISPLAY_NAME_MAPPINGS as MRSLOT_NODE_DISPLAY_NAME_MAPPINGS
from .ltx_multiple_controls import NODE_CLASS_MAPPINGS as MC_NODE_CLASS_MAPPINGS
from .ltx_multiple_controls import NODE_DISPLAY_NAME_MAPPINGS as MC_NODE_DISPLAY_NAME_MAPPINGS
from .color_mask_node import NODE_CLASS_MAPPINGS as CM_NODE_CLASS_MAPPINGS
from .color_mask_node import NODE_DISPLAY_NAME_MAPPINGS as CM_NODE_DISPLAY_NAME_MAPPINGS
try:
from .minimax_h3_singleframe_vae import NODE_CLASS_MAPPINGS as MMVAE_NODE_CLASS_MAPPINGS
from .minimax_h3_singleframe_vae import NODE_DISPLAY_NAME_MAPPINGS as MMVAE_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] MiniMax-H3 VAE loaders not loaded: {_e!r}")
MMVAE_NODE_CLASS_MAPPINGS, MMVAE_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .sharpest_frame import NODE_CLASS_MAPPINGS as SHARP_NODE_CLASS_MAPPINGS
from .sharpest_frame import NODE_DISPLAY_NAME_MAPPINGS as SHARP_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] Sharpest Frame node not loaded: {_e!r}")
SHARP_NODE_CLASS_MAPPINGS, SHARP_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .minimax_h3_direct_decode import NODE_CLASS_MAPPINGS as MMDD_NODE_CLASS_MAPPINGS
from .minimax_h3_direct_decode import NODE_DISPLAY_NAME_MAPPINGS as MMDD_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] MiniMax-H3 direct decode node not loaded: {_e!r}")
MMDD_NODE_CLASS_MAPPINGS, MMDD_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .save_h3_latent import NODE_CLASS_MAPPINGS as SVH3_NODE_CLASS_MAPPINGS
from .save_h3_latent import NODE_DISPLAY_NAME_MAPPINGS as SVH3_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] Save H3 Latent node not loaded: {_e!r}")
SVH3_NODE_CLASS_MAPPINGS, SVH3_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .edit_prompt_fixer import NODE_CLASS_MAPPINGS as EPF_NODE_CLASS_MAPPINGS
from .edit_prompt_fixer import NODE_DISPLAY_NAME_MAPPINGS as EPF_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] Edit Anything Prompt Fixer not loaded: {_e!r}")
EPF_NODE_CLASS_MAPPINGS, EPF_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .ltx_identity_multiangle import NODE_CLASS_MAPPINGS as MA_NODE_CLASS_MAPPINGS
from .ltx_identity_multiangle import NODE_DISPLAY_NAME_MAPPINGS as MA_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] LTX Identity Multiple Angles node not loaded: {_e!r}")
MA_NODE_CLASS_MAPPINGS, MA_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .ltx_identity_gemma_vision import NODE_CLASS_MAPPINGS as GV_NODE_CLASS_MAPPINGS
from .ltx_identity_gemma_vision import NODE_DISPLAY_NAME_MAPPINGS as GV_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] LTX Identity Gemma-Vision node not loaded: {_e!r}")
GV_NODE_CLASS_MAPPINGS, GV_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .multiref_sheet_node import NODE_CLASS_MAPPINGS as MRS_NODE_CLASS_MAPPINGS
from .multiref_sheet_node import NODE_DISPLAY_NAME_MAPPINGS as MRS_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] Multi-Ref Sheet Builder node not loaded: {_e!r}")
MRS_NODE_CLASS_MAPPINGS, MRS_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .ltx_multishot_prompt import NODE_CLASS_MAPPINGS as MSP_NODE_CLASS_MAPPINGS
from .ltx_multishot_prompt import NODE_DISPLAY_NAME_MAPPINGS as MSP_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] LTX Multishot Prompt node not loaded: {_e!r}")
MSP_NODE_CLASS_MAPPINGS, MSP_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
# CAN / AdaLN node disabled: empirically the AdaLN modulation degrades the video (the identity
# gain came from the projector + LoRA, not the CAN). Kept the file but not registered.
CAN_NODE_CLASS_MAPPINGS, CAN_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
try:
from .headswap_ltx_masked_sampler import NODE_CLASS_MAPPINGS as HSMS_NODE_CLASS_MAPPINGS
from .headswap_ltx_masked_sampler import NODE_DISPLAY_NAME_MAPPINGS as HSMS_NODE_DISPLAY_NAME_MAPPINGS
except Exception as _e: # noqa
print(f"[BFSNodes] Head Swap masked sampler not loaded: {_e!r}")
HSMS_NODE_CLASS_MAPPINGS, HSMS_NODE_DISPLAY_NAME_MAPPINGS = {}, {}
NODE_CLASS_MAPPINGS = {
**GV_NODE_CLASS_MAPPINGS,
**CAN_NODE_CLASS_MAPPINGS,
**BFS_NODE_CLASS_MAPPINGS,
**LTXV_EA_NODE_CLASS_MAPPINGS,
**HEADSWAP_NODE_CLASS_MAPPINGS,
**A2R_NODE_CLASS_MAPPINGS,
**AMV_NODE_CLASS_MAPPINGS,
**IDT_NODE_CLASS_MAPPINGS,
**MC_NODE_CLASS_MAPPINGS,
**MRSLOT_NODE_CLASS_MAPPINGS,
**MA_NODE_CLASS_MAPPINGS,
**MRS_NODE_CLASS_MAPPINGS,
**CM_NODE_CLASS_MAPPINGS,
**MSP_NODE_CLASS_MAPPINGS,
**MMVAE_NODE_CLASS_MAPPINGS,
**SHARP_NODE_CLASS_MAPPINGS,
**MMDD_NODE_CLASS_MAPPINGS,
**SVH3_NODE_CLASS_MAPPINGS,
**EPF_NODE_CLASS_MAPPINGS,
**HSMS_NODE_CLASS_MAPPINGS,
}
NODE_DISPLAY_NAME_MAPPINGS = {
**GV_NODE_DISPLAY_NAME_MAPPINGS,
**CAN_NODE_DISPLAY_NAME_MAPPINGS,
**BFS_NODE_DISPLAY_NAME_MAPPINGS,
**LTXV_EA_NODE_DISPLAY_NAME_MAPPINGS,
**HEADSWAP_NODE_DISPLAY_NAME_MAPPINGS,
**A2R_NODE_DISPLAY_NAME_MAPPINGS,
**AMV_NODE_DISPLAY_NAME_MAPPINGS,
**IDT_NODE_DISPLAY_NAME_MAPPINGS,
**MC_NODE_DISPLAY_NAME_MAPPINGS,
**MRSLOT_NODE_DISPLAY_NAME_MAPPINGS,
**MA_NODE_DISPLAY_NAME_MAPPINGS,
**MRS_NODE_DISPLAY_NAME_MAPPINGS,
**CM_NODE_DISPLAY_NAME_MAPPINGS,
**MSP_NODE_DISPLAY_NAME_MAPPINGS,
**MMVAE_NODE_DISPLAY_NAME_MAPPINGS,
**SHARP_NODE_DISPLAY_NAME_MAPPINGS,
**MMDD_NODE_DISPLAY_NAME_MAPPINGS,
**SVH3_NODE_DISPLAY_NAME_MAPPINGS,
**EPF_NODE_DISPLAY_NAME_MAPPINGS,
**HSMS_NODE_DISPLAY_NAME_MAPPINGS,
}