Add MiniMax H3 spatial guides and position editor
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__pycache__/
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*.py[cod]
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.pytest_cache/
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*.egg-info/
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dist/
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build/
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.env
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9. Acceptance Not Required for Having Copies.
|
||||
|
||||
You are not required to accept this License in order to receive or
|
||||
run a copy of the Program. Ancillary propagation of a covered work
|
||||
occurring solely as a consequence of using peer-to-peer transmission
|
||||
to receive a copy likewise does not require acceptance. However,
|
||||
nothing other than this License grants you permission to propagate or
|
||||
modify any covered work. These actions infringe copyright if you do
|
||||
not accept this License. Therefore, by modifying or propagating a
|
||||
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|
||||
|
||||
10. Automatic Licensing of Downstream Recipients.
|
||||
|
||||
Each time you convey a covered work, the recipient automatically
|
||||
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|
||||
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|
||||
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|
||||
|
||||
An "entity transaction" is a transaction transferring control of an
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
|
||||
You may not impose any further restrictions on the exercise of the
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
|
||||
11. Patents.
|
||||
|
||||
A "contributor" is a copyright holder who authorizes use under this
|
||||
License of the Program or a work on which the Program is based. The
|
||||
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|
||||
|
||||
A contributor's "essential patent claims" are all patent claims
|
||||
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|
||||
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|
||||
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|
||||
but do not include claims that would be infringed only as a
|
||||
consequence of further modification of the contributor version. For
|
||||
purposes of this definition, "control" includes the right to grant
|
||||
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|
||||
this License.
|
||||
|
||||
Each contributor grants you a non-exclusive, worldwide, royalty-free
|
||||
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|
||||
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|
||||
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|
||||
|
||||
In the following three paragraphs, a "patent license" is any express
|
||||
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|
||||
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|
||||
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|
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|
||||
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|
||||
|
||||
If you convey a covered work, knowingly relying on a patent license,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
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|
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|
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||||
A patent license is "discriminatory" if it does not include within
|
||||
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|
||||
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||||
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|
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|
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||||
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|
||||
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|
||||
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|
||||
|
||||
Nothing in this License shall be construed as excluding or limiting
|
||||
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|
||||
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|
||||
|
||||
12. No Surrender of Others' Freedom.
|
||||
|
||||
If conditions are imposed on you (whether by court order, agreement or
|
||||
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|
||||
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|
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|
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|
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|
||||
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|
||||
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||||
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|
||||
|
||||
13. Use with the GNU Affero General Public License.
|
||||
|
||||
Notwithstanding any other provision of this License, you have
|
||||
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|
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|
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|
||||
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|
||||
but the special requirements of the GNU Affero General Public License,
|
||||
section 13, concerning interaction through a network will apply to the
|
||||
combination as such.
|
||||
|
||||
14. Revised Versions of this License.
|
||||
|
||||
The Free Software Foundation may publish revised and/or new versions of
|
||||
the GNU General Public License from time to time. Such new versions will
|
||||
be similar in spirit to the present version, but may differ in detail to
|
||||
address new problems or concerns.
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||||
|
||||
Each version is given a distinguishing version number. If the
|
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Program specifies that a certain numbered version of the GNU General
|
||||
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|
||||
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|
||||
Foundation. If the Program does not specify a version number of the
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GNU General Public License, you may choose any version ever published
|
||||
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|
||||
|
||||
If the Program specifies that a proxy can decide which future
|
||||
versions of the GNU General Public License can be used, that proxy's
|
||||
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|
||||
to choose that version for the Program.
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||||
|
||||
Later license versions may give you additional or different
|
||||
permissions. However, no additional obligations are imposed on any
|
||||
author or copyright holder as a result of your choosing to follow a
|
||||
later version.
|
||||
|
||||
15. Disclaimer of Warranty.
|
||||
|
||||
THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
|
||||
APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
|
||||
HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
|
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|
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|
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IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
|
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ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
|
||||
|
||||
16. Limitation of Liability.
|
||||
|
||||
IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
|
||||
WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
|
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|
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|
||||
EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
|
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SUCH DAMAGES.
|
||||
|
||||
17. Interpretation of Sections 15 and 16.
|
||||
|
||||
If the disclaimer of warranty and limitation of liability provided
|
||||
above cannot be given local legal effect according to their terms,
|
||||
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|
||||
an absolute waiver of all civil liability in connection with the
|
||||
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|
||||
copy of the Program in return for a fee.
|
||||
|
||||
END OF TERMS AND CONDITIONS
|
||||
|
||||
How to Apply These Terms to Your New Programs
|
||||
|
||||
If you develop a new program, and you want it to be of the greatest
|
||||
possible use to the public, the best way to achieve this is to make it
|
||||
free software which everyone can redistribute and change under these terms.
|
||||
|
||||
To do so, attach the following notices to the program. It is safest
|
||||
to attach them to the start of each source file to most effectively
|
||||
state the exclusion of warranty; and each file should have at least
|
||||
the "copyright" line and a pointer to where the full notice is found.
|
||||
|
||||
<one line to give the program's name and a brief idea of what it does.>
|
||||
Copyright (C) <year> <name of author>
|
||||
|
||||
This program is free software: you can redistribute it and/or modify
|
||||
it under the terms of the GNU General Public License as published by
|
||||
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|
||||
(at your option) any later version.
|
||||
|
||||
This program is distributed in the hope that it will be useful,
|
||||
but WITHOUT ANY WARRANTY; without even the implied warranty of
|
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||
GNU General Public License for more details.
|
||||
|
||||
You should have received a copy of the GNU General Public License
|
||||
along with this program. If not, see <https://www.gnu.org/licenses/>.
|
||||
|
||||
Also add information on how to contact you by electronic and paper mail.
|
||||
|
||||
If the program does terminal interaction, make it output a short
|
||||
notice like this when it starts in an interactive mode:
|
||||
|
||||
<program> Copyright (C) <year> <name of author>
|
||||
This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
|
||||
This is free software, and you are welcome to redistribute it
|
||||
under certain conditions; type `show c' for details.
|
||||
|
||||
The hypothetical commands `show w' and `show c' should show the appropriate
|
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parts of the General Public License. Of course, your program's commands
|
||||
might be different; for a GUI interface, you would use an "about box".
|
||||
|
||||
You should also get your employer (if you work as a programmer) or school,
|
||||
if any, to sign a "copyright disclaimer" for the program, if necessary.
|
||||
For more information on this, and how to apply and follow the GNU GPL, see
|
||||
<https://www.gnu.org/licenses/>.
|
||||
|
||||
The GNU General Public License does not permit incorporating your program
|
||||
into proprietary programs. If your program is a subroutine library, you
|
||||
may consider it more useful to permit linking proprietary applications with
|
||||
the library. If this is what you want to do, use the GNU Lesser General
|
||||
Public License instead of this License. But first, please read
|
||||
<https://www.gnu.org/licenses/why-not-lgpl.html>.
|
||||
@@ -0,0 +1,48 @@
|
||||
# MiniMax H3 Spatial Guide
|
||||
|
||||
Native-size image/video guides and a drag-to-position editor for ComfyUI's native MiniMax H3 model. No additional Python dependencies.
|
||||
|
||||

|
||||
|
||||
## Install
|
||||
|
||||
Place this repository in `ComfyUI/custom_nodes/ComfyUI-MiniMaxH3-SpatialGuide`, restart ComfyUI, and refresh the browser. Requires a ComfyUI version with native MiniMax H3 support. If installing by URL through Manager, use this repository's Git URL.
|
||||
|
||||
```bash
|
||||
cd ComfyUI/custom_nodes
|
||||
git clone https://github.com/meareabc/ComfyUI-MiniMaxH3-SpatialGuide.git
|
||||
```
|
||||
|
||||
## Nodes
|
||||
|
||||
**Add Spatial Guide for MiniMax H3**
|
||||
|
||||
- Connect H3 `model`, `positive`, video `vae`, target AV `latent`, and guide frames `image`.
|
||||
- The guide keeps its input dimensions. `x` and `y` locate its **top-left corner** in target pixels: positive x moves right, positive y moves down.
|
||||
- Connect **both output MODEL and positive** to the sampler/guider. Connect the target latent directly to the sampler.
|
||||
- For audio, chain a native Add Guide after this node with only its audio inputs connected.
|
||||
|
||||
**MiniMax H3 Guide Position**
|
||||
|
||||
- Set `guide_width`, `guide_height`, `canvas_width`, and `canvas_height`, or connect their INT inputs.
|
||||
- Drag the blue guide rectangle; its size stays fixed. Hold Shift to snap movement to 32 pixels. Center and Origin buttons provide quick alignment.
|
||||
- Connect its `x` and `y` outputs to Add Spatial Guide's corresponding inputs. Coordinates save with the workflow and can also be edited numerically.
|
||||
- Linked Primitive values update the preview immediately. Dimensions computed by other backend nodes synchronize after execution; before the first run the preview uses the saved dimensions. Enter sizes directly for an exact preview before running.
|
||||
|
||||
For a 640×480 guide on a 960×480 canvas, `x=0,y=0` leaves 320 pixels to the right; `x=160,y=0` centers it. For a 480×640 guide on a 480×960 canvas, use `x=0,y=160` to center it vertically.
|
||||
|
||||
## Behavior and validation
|
||||
|
||||
Video guides follow native Add Guide's valid lengths: 5, 22, 39… frames; batches below 5 frames use the first image. Nonmultiples of 32 are padded at the right/bottom with replicated edges, without scaling. This is positional conditioning, so generated pixels can change inside the guide region.
|
||||
|
||||
CPU tests cover native-size coordinates, mixed guides/audio/references, clone isolation, registration, and a small native H3 forward. Full pretrained outpainting quality has not been validated.
|
||||
|
||||
```bash
|
||||
python -m unittest discover -s custom_nodes/ComfyUI-MiniMaxH3-SpatialGuide/tests -v
|
||||
```
|
||||
|
||||
## 中文使用说明
|
||||
|
||||
重启并刷新后搜索 **MiniMax H3 Guide Position**,输入参考宽高和目标画布宽高,在预览里拖动蓝框。输出的 `x/y` 接到 **Add Spatial Guide for MiniMax H3**;表示参考区域左上角坐标,原点在目标画布左上角。按住 Shift 拖动可按 32 像素对齐,也可点击居中或左上归零。
|
||||
|
||||
Spatial Guide 的 **MODEL 和 positive 两个输出都要连接到采样器**,目标 latent 直接接采样器。音频可用原生 Add Guide 单独添加。
|
||||
+158
@@ -0,0 +1,158 @@
|
||||
import copy
|
||||
import math
|
||||
|
||||
import torch
|
||||
import torch.nn.functional as F
|
||||
|
||||
import comfy.conds
|
||||
import comfy.patcher_extension
|
||||
import nodes
|
||||
from comfy.ldm.minimax.model import FRAME_PER_TOKEN
|
||||
from comfy_api.latest import ComfyExtension, io
|
||||
|
||||
|
||||
GUIDE_POSITION = "minimax_h3_spatial_guide"
|
||||
WEB_DIRECTORY = "./web"
|
||||
|
||||
|
||||
def spatial_guide_layout(native, keyframes):
|
||||
_, _, height, width, _ = native.signature
|
||||
frame_rows = (height // 2) * (width // 2)
|
||||
spacing = 64.0 / math.sqrt(height * width)
|
||||
guides = iter(kf for kf in keyframes if kf.get("latent") is not None)
|
||||
position_parts, segments = [], []
|
||||
img_pos, img_update, audio_pos, audio_update = [], [], [], []
|
||||
cursor = 0
|
||||
for start, stop, kind in native.segments:
|
||||
positions = native.position_ids[start:stop]
|
||||
if kind == "cond":
|
||||
guide = next(guides)
|
||||
if GUIDE_POSITION in guide:
|
||||
x, y = guide[GUIDE_POSITION]
|
||||
_, _, time, h, w = guide["latent"].shape
|
||||
grid = positions.new_empty(time, h // 2, w // 2, 3)
|
||||
grid[..., 0] = positions[::frame_rows, 0][:, None, None]
|
||||
hh = torch.arange(h // 2, dtype=positions.dtype, device=positions.device)
|
||||
ww = torch.arange(w // 2, dtype=positions.dtype, device=positions.device)
|
||||
grid[..., 1] = positions[0, 1] + (hh[:, None] + y / 32.0) * spacing
|
||||
grid[..., 2] = positions[0, 2] + (ww[None, :] + x / 32.0) * spacing
|
||||
positions = grid.reshape(-1, 3)
|
||||
count = positions.shape[0]
|
||||
position_parts.append(positions)
|
||||
segments.append((cursor, cursor + count, kind))
|
||||
if kind in ("cond", "ref_img", "video"):
|
||||
img_pos.append(torch.arange(cursor, cursor + count))
|
||||
img_update.append(torch.full((count,), kind == "video", dtype=torch.bool))
|
||||
elif kind in ("cond_audio", "ref_audio", "audio"):
|
||||
audio_pos.append(torch.arange(cursor, cursor + count))
|
||||
audio_update.append(torch.full((count,), kind == "audio", dtype=torch.bool))
|
||||
cursor += count
|
||||
|
||||
layout = copy.copy(native)
|
||||
layout.position_ids = torch.cat(position_parts)
|
||||
layout.segments = segments
|
||||
layout.seq_len = cursor
|
||||
layout.img_pos = torch.cat(img_pos)
|
||||
layout.img_update = torch.cat(img_update)
|
||||
layout.audio_pos = torch.cat(audio_pos)
|
||||
layout.audio_update = torch.cat(audio_update)
|
||||
return layout
|
||||
|
||||
|
||||
def spatial_guide_sample(executor, model_wrap, *args, **kwargs):
|
||||
for conditions in model_wrap.conds.values():
|
||||
for condition in conditions:
|
||||
model_conds = condition["model_conds"]
|
||||
payload = model_conds["minimax_payload"].cond
|
||||
keyframes = payload.get("keyframes", [])
|
||||
if any(GUIDE_POSITION in kf for kf in keyframes):
|
||||
payload = dict(payload, layout=spatial_guide_layout(payload["layout"], keyframes))
|
||||
model_conds["minimax_payload"] = comfy.conds.CONDConstant(payload)
|
||||
return executor(model_wrap, *args, **kwargs)
|
||||
|
||||
|
||||
def patch_spatial_guides(model):
|
||||
patched = model.clone()
|
||||
wrapper_type = comfy.patcher_extension.WrappersMP.SAMPLER_SAMPLE
|
||||
if not patched.get_wrappers(wrapper_type, GUIDE_POSITION):
|
||||
patched.add_wrapper_with_key(wrapper_type, GUIDE_POSITION, spatial_guide_sample)
|
||||
return patched
|
||||
|
||||
|
||||
class MiniMaxH3AddSpatialGuide(io.ComfyNode):
|
||||
@classmethod
|
||||
def define_schema(cls):
|
||||
return io.Schema(
|
||||
node_id="MiniMaxH3AddSpatialGuide",
|
||||
display_name="Add Spatial Guide for MiniMax H3",
|
||||
category="model/conditioning/minimax",
|
||||
description="Place an image or video guide at its original size within the target canvas. Connect both MODEL and positive outputs to the sampler.",
|
||||
inputs=[
|
||||
io.Model.Input("model"),
|
||||
io.Conditioning.Input("positive"),
|
||||
io.Vae.Input("vae"),
|
||||
io.Latent.Input("latent"),
|
||||
io.Image.Input("image", tooltip="Guide frames at their original size. Video uses 5, 22, 39... frames, matching the native Add Guide node."),
|
||||
io.Int.Input("frame_idx", default=0, min=-9999, max=9999),
|
||||
io.Int.Input("x", default=0, min=-nodes.MAX_RESOLUTION, max=nodes.MAX_RESOLUTION,
|
||||
tooltip="Guide's left edge in target pixels. Use half the width difference to center it."),
|
||||
io.Int.Input("y", default=0, min=-nodes.MAX_RESOLUTION, max=nodes.MAX_RESOLUTION,
|
||||
tooltip="Guide's top edge in target pixels. Use half the height difference to center it."),
|
||||
],
|
||||
outputs=[io.Model.Output(), io.Conditioning.Output(display_name="positive")],
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def execute(cls, model, positive, vae, latent, image, frame_idx=0, x=0, y=0) -> io.NodeOutput:
|
||||
samples = latent["samples"]
|
||||
if not samples.is_nested or len(samples.tensors) != 2 or samples.tensors[0].ndim != 5 or samples.tensors[0].shape[1] != 24:
|
||||
raise ValueError("MiniMaxH3AddSpatialGuide expects a MiniMax H3 AV latent")
|
||||
frame_count = sum(FRAME_PER_TOKEN[k % 5] for k in range(samples.tensors[0].shape[2]))
|
||||
guide_frames = image.shape[0]
|
||||
guide_frames = 1 if guide_frames < 5 else guide_frames - (guide_frames - 5) % 17
|
||||
resolved = frame_idx if frame_idx >= 0 else frame_count + frame_idx
|
||||
if resolved < 0 or resolved + guide_frames > frame_count:
|
||||
raise ValueError("a {} frame guide at frame_idx {} does not fit in the video's {} frames".format(guide_frames, frame_idx, frame_count))
|
||||
|
||||
frames = image[:guide_frames, ..., :3]
|
||||
height, width = frames.shape[1:3]
|
||||
# Complete VAE/DiT patches without scaling or cropping the source.
|
||||
if height % 32 or width % 32:
|
||||
frames = F.pad(frames.movedim(-1, 1), (0, -width % 32, 0, -height % 32), mode="replicate").movedim(1, -1)
|
||||
keyframe = {"resolved_frame_index": resolved, "latent": vae.encode(frames), GUIDE_POSITION: (x, y)}
|
||||
positive = [[cond, {**options, "minimax_keyframes": list(options.get("minimax_keyframes", [])) + [keyframe]}]
|
||||
for cond, options in positive]
|
||||
return io.NodeOutput(patch_spatial_guides(model), positive)
|
||||
|
||||
|
||||
class MiniMaxH3GuidePosition(io.ComfyNode):
|
||||
@classmethod
|
||||
def define_schema(cls):
|
||||
return io.Schema(
|
||||
node_id="MiniMaxH3GuidePosition",
|
||||
display_name="MiniMax H3 Guide Position",
|
||||
category="model/conditioning/minimax",
|
||||
description="Drag the guide rectangle inside the target canvas. Outputs the guide's top-left x/y in target pixels.",
|
||||
inputs=[
|
||||
io.Int.Input("guide_width", default=640, min=1, max=nodes.MAX_RESOLUTION),
|
||||
io.Int.Input("guide_height", default=480, min=1, max=nodes.MAX_RESOLUTION),
|
||||
io.Int.Input("canvas_width", default=960, min=1, max=nodes.MAX_RESOLUTION),
|
||||
io.Int.Input("canvas_height", default=480, min=1, max=nodes.MAX_RESOLUTION),
|
||||
io.Int.Input("x", default=0, min=-nodes.MAX_RESOLUTION, max=nodes.MAX_RESOLUTION, socketless=True),
|
||||
io.Int.Input("y", default=0, min=-nodes.MAX_RESOLUTION, max=nodes.MAX_RESOLUTION, socketless=True),
|
||||
],
|
||||
outputs=[io.Int.Output(display_name="x"), io.Int.Output(display_name="y")],
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def execute(cls, guide_width, guide_height, canvas_width, canvas_height, x, y) -> io.NodeOutput:
|
||||
return io.NodeOutput(x, y, ui={"guide_size": [guide_width, guide_height], "canvas_size": [canvas_width, canvas_height]})
|
||||
|
||||
|
||||
class MiniMaxH3SpatialGuideExtension(ComfyExtension):
|
||||
async def get_node_list(self):
|
||||
return [MiniMaxH3AddSpatialGuide, MiniMaxH3GuidePosition]
|
||||
|
||||
|
||||
async def comfy_entrypoint():
|
||||
return MiniMaxH3SpatialGuideExtension()
|
||||
Binary file not shown.
|
After Width: | Height: | Size: 3.3 KiB |
@@ -0,0 +1,14 @@
|
||||
[project]
|
||||
name = "minimax-h3-spatial-guide"
|
||||
version = "0.1.0"
|
||||
description = "Native-size spatial guides and drag positioning for MiniMax H3 in ComfyUI"
|
||||
readme = "README.md"
|
||||
license = { file = "LICENSE" }
|
||||
requires-python = ">=3.10"
|
||||
dependencies = []
|
||||
|
||||
[project.urls]
|
||||
Repository = "https://github.com/meareabc/ComfyUI-MiniMaxH3-SpatialGuide"
|
||||
|
||||
[tool.comfy]
|
||||
DisplayName = "MiniMax H3 Spatial Guide"
|
||||
@@ -0,0 +1,147 @@
|
||||
import asyncio
|
||||
import importlib.util
|
||||
import math
|
||||
from pathlib import Path
|
||||
from types import SimpleNamespace
|
||||
import unittest
|
||||
from unittest.mock import patch
|
||||
|
||||
import torch
|
||||
|
||||
import comfy.cli_args
|
||||
comfy.cli_args.args.cpu = True
|
||||
|
||||
import comfy.conds
|
||||
from comfy.ldm.minimax.model import MiniMaxH3Model, PackedLayout, patchify_video
|
||||
from comfy.model_patcher import ModelPatcher
|
||||
from comfy.nested_tensor import NestedTensor
|
||||
|
||||
|
||||
spec = importlib.util.spec_from_file_location("h3_spatial_guide", Path(__file__).resolve().parents[1] / "__init__.py")
|
||||
guide = importlib.util.module_from_spec(spec)
|
||||
spec.loader.exec_module(guide)
|
||||
|
||||
|
||||
def segment_positions(layout, kind):
|
||||
return [layout.position_ids[a:b] for a, b, k in layout.segments if k == kind]
|
||||
|
||||
|
||||
class SpatialGuideTests(unittest.TestCase):
|
||||
def test_native_size_and_offsets_match_target_region(self):
|
||||
for x in (0, 160, 320):
|
||||
keyframes = [{"resolved_frame_index": 0, "latent": torch.empty(1, 24, 7, 30, 40), guide.GUIDE_POSITION: (x, 0)}]
|
||||
native = PackedLayout(8, 12, 30, 60, 65, keyframes=keyframes)
|
||||
result = guide.spatial_guide_layout(native, keyframes)
|
||||
target = segment_positions(native, "video")[0].reshape(12, 15, 30, 3)
|
||||
expected = target[:7, :, x // 32:x // 32 + 20].reshape(-1, 3)
|
||||
torch.testing.assert_close(segment_positions(result, "cond")[0], expected, rtol=0, atol=1e-13)
|
||||
self.assertEqual(segment_positions(result, "cond")[0].shape[0], patchify_video(keyframes[0]["latent"]).shape[0])
|
||||
for kind in ("text", "audio", "video"):
|
||||
torch.testing.assert_close(segment_positions(result, kind)[0], segment_positions(native, kind)[0], rtol=0, atol=0)
|
||||
|
||||
def test_same_size_is_native_equivalent(self):
|
||||
keyframes = [{"resolved_frame_index": 3, "latent": torch.empty(1, 24, 2, 6, 10), guide.GUIDE_POSITION: (0, 0)}]
|
||||
native = PackedLayout(4, 7, 6, 10, 37, keyframes=keyframes)
|
||||
result = guide.spatial_guide_layout(native, keyframes)
|
||||
self.assertEqual(result.segments, native.segments)
|
||||
self.assertEqual(result.signature, native.signature)
|
||||
for name in ("position_ids", "img_pos", "img_update", "audio_pos", "audio_update"):
|
||||
torch.testing.assert_close(getattr(result, name), getattr(native, name), rtol=0, atol=1e-13)
|
||||
|
||||
def test_mixed_guides_audio_references_and_fractional_offsets(self):
|
||||
keyframes = [
|
||||
{"resolved_frame_index": 0, "latent": torch.empty(1, 24, 2, 4, 6), guide.GUIDE_POSITION: (17, 3), "audio_latent": torch.empty(1, 32, 2, 8)},
|
||||
{"resolved_frame_index": 5, "latent": torch.empty(1, 24, 1, 6, 10)},
|
||||
{"resolved_frame_index": 7, "latent": torch.empty(1, 24, 1, 8, 12), guide.GUIDE_POSITION: (-4, 9)},
|
||||
]
|
||||
refs = [{"kind": "image", "latent_h": 4, "latent_w": 4}]
|
||||
native = PackedLayout(4, 7, 6, 10, 37, keyframes=keyframes, refs=refs)
|
||||
before = native.position_ids.clone()
|
||||
result = guide.spatial_guide_layout(native, keyframes)
|
||||
for original, changed in zip(native.segments, result.segments):
|
||||
if original[2] != "cond":
|
||||
torch.testing.assert_close(native.position_ids[original[0]:original[1]], result.position_ids[changed[0]:changed[1]], rtol=0, atol=0)
|
||||
original_guides = segment_positions(native, "cond")
|
||||
new_guides = segment_positions(result, "cond")
|
||||
torch.testing.assert_close(new_guides[1], original_guides[1], rtol=0, atol=0)
|
||||
expected_offset = torch.tensor([3, 17], dtype=torch.float64) * 2 / math.sqrt(6 * 10)
|
||||
torch.testing.assert_close(new_guides[0][0, 1:] - original_guides[0][0, 1:], expected_offset)
|
||||
self.assertEqual([p.shape[0] for p in new_guides], [12, 15, 24])
|
||||
self.assertEqual(result.img_update.sum().item(), 7 * 15)
|
||||
self.assertEqual(result.img_pos.numel() + result.audio_pos.numel() + 4, result.seq_len)
|
||||
torch.testing.assert_close(native.position_ids, before, rtol=0, atol=0)
|
||||
|
||||
def test_node_preserves_pixels_and_model_patches_are_scoped(self):
|
||||
model = ModelPatcher(torch.nn.Module(), load_device=torch.device("cpu"), offload_device=torch.device("cpu"))
|
||||
images = torch.rand(24, 48, 65, 3)
|
||||
encoded = []
|
||||
|
||||
def encode(frames):
|
||||
encoded.append(frames)
|
||||
return torch.zeros(1, 24, 7, frames.shape[1] // 16, frames.shape[2] // 16)
|
||||
|
||||
positive = [[torch.zeros(1, 2, 8), {}], [torch.zeros(1, 3, 8), {"minimax_keyframes": [{"resolved_frame_index": 0}]}]]
|
||||
latent = {"samples": NestedTensor([torch.zeros(1, 24, 12, 6, 10), torch.zeros(1, 32, 2, 65)])}
|
||||
patched, output = guide.MiniMaxH3AddSpatialGuide.execute(model, positive, SimpleNamespace(encode=encode), latent, images, frame_idx=-39, x=17, y=3)
|
||||
self.assertEqual(encoded[0].shape, (22, 64, 96, 3))
|
||||
torch.testing.assert_close(encoded[0][:, :48, :65], images[:22], rtol=0, atol=0)
|
||||
torch.testing.assert_close(encoded[0][:, :48, 65:], images[:22, :, -1:].expand(-1, -1, 31, -1), rtol=0, atol=0)
|
||||
self.assertNotIn("minimax_keyframes", positive[0][1])
|
||||
self.assertEqual(len(positive[1][1]["minimax_keyframes"]), 1)
|
||||
self.assertEqual([len(c[1]["minimax_keyframes"]) for c in output], [1, 2])
|
||||
self.assertNotIn("noise_mask", latent)
|
||||
self.assertEqual(model.wrappers, {})
|
||||
chained = guide.patch_spatial_guides(patched)
|
||||
wrapper_type = comfy.patcher_extension.WrappersMP.SAMPLER_SAMPLE
|
||||
self.assertEqual(len(chained.get_wrappers(wrapper_type, guide.GUIDE_POSITION)), 1)
|
||||
keyframes = output[0][1]["minimax_keyframes"]
|
||||
native = PackedLayout(2, 12, 6, 10, 65, keyframes=keyframes)
|
||||
payload = {"keyframes": keyframes, "layout": native}
|
||||
negative = {"layout": native}
|
||||
sampler_model = SimpleNamespace(conds={
|
||||
"positive": [{"model_conds": {"minimax_payload": comfy.conds.CONDConstant(payload)}}],
|
||||
"negative": [{"model_conds": {"minimax_payload": comfy.conds.CONDConstant(negative)}}],
|
||||
})
|
||||
executor = comfy.patcher_extension.WrapperExecutor.new_executor(
|
||||
lambda wrapped, value: value, chained.get_wrappers(wrapper_type, guide.GUIDE_POSITION))
|
||||
self.assertEqual(executor.execute(sampler_model, 123), 123)
|
||||
result = sampler_model.conds["positive"][0]["model_conds"]["minimax_payload"].cond["layout"]
|
||||
self.assertEqual(segment_positions(result, "cond")[0].shape[0], 7 * 2 * 3)
|
||||
self.assertIs(payload["layout"], native)
|
||||
self.assertIs(sampler_model.conds["negative"][0]["model_conds"]["minimax_payload"].cond, negative)
|
||||
|
||||
def test_small_native_model_accepts_local_guide(self):
|
||||
torch.manual_seed(3)
|
||||
model = MiniMaxH3Model(hidden_size=8, num_layers=1, token_refiner_num_layers=0,
|
||||
num_attention_heads=1, attention_head_dim=8, ffn_hidden_size=16,
|
||||
timestep_input_dim=4, time_embed_hidden_size=8, time_embed_dim=4,
|
||||
text_dim=8, rope_inv_freq_len=1, dtype=torch.float32,
|
||||
device=torch.device("cpu"), operations=torch.nn)
|
||||
model.rope.inv_freq.fill_(1.0)
|
||||
video = torch.randn(1, 24, 2, 4, 6)
|
||||
audio = torch.randn(1, 32, 2, 5)
|
||||
context = torch.randn(1, 3, 8)
|
||||
keyframes = [{"resolved_frame_index": 0, "latent": torch.randn(1, 24, 2, 2, 4), guide.GUIDE_POSITION: (32, 16)}]
|
||||
native = PackedLayout(3, 2, 4, 6, 5, keyframes=keyframes)
|
||||
payload = {"layout": guide.spatial_guide_layout(native, keyframes), "cond_video_latents": [keyframes[0]["latent"]]}
|
||||
with patch("comfy.model_management.in_training", True):
|
||||
result = model._forward([video, audio], torch.tensor([500.0]), context, minimax_payload=payload)
|
||||
for actual, original in zip(result, (video, audio)):
|
||||
self.assertEqual(actual.shape, original.shape)
|
||||
self.assertTrue(torch.isfinite(actual).all())
|
||||
|
||||
def test_extension_registers_v3_node(self):
|
||||
extension = asyncio.run(guide.comfy_entrypoint())
|
||||
self.assertEqual(asyncio.run(extension.get_node_list()), [guide.MiniMaxH3AddSpatialGuide, guide.MiniMaxH3GuidePosition])
|
||||
self.assertEqual(guide.MiniMaxH3AddSpatialGuide.define_schema().node_id, "MiniMaxH3AddSpatialGuide")
|
||||
|
||||
def test_position_outputs_pixel_coordinates_unchanged(self):
|
||||
result = guide.MiniMaxH3GuidePosition.execute(640, 480, 960, 480, 160, -17)
|
||||
self.assertEqual(result.result, (160, -17))
|
||||
self.assertEqual(result.ui, {"guide_size": [640, 480], "canvas_size": [960, 480]})
|
||||
schema = guide.MiniMaxH3GuidePosition.define_schema()
|
||||
self.assertEqual([output.display_name for output in schema.outputs], ["x", "y"])
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
unittest.main()
|
||||
@@ -0,0 +1,259 @@
|
||||
import { app } from "../../scripts/app.js";
|
||||
|
||||
const DIMENSIONS = ["guide_width", "guide_height", "canvas_width", "canvas_height"];
|
||||
const HEIGHT = 290;
|
||||
|
||||
function widget(node, name) {
|
||||
return node.widgets?.find((item) => item.name === name);
|
||||
}
|
||||
|
||||
function inputValue(node, name, visited = new Set()) {
|
||||
if (visited.has(node)) return undefined;
|
||||
visited = new Set(visited).add(node);
|
||||
const slot = node.inputs?.findIndex((input) => input.name === name) ?? -1;
|
||||
if (slot < 0 || node.inputs[slot].link == null) return widget(node, name)?.value;
|
||||
const source = node.getInputNode(slot);
|
||||
const link = node.getInputLink(slot);
|
||||
if (!source || !link) return undefined;
|
||||
const type = source.comfyClass || source.type;
|
||||
if (type === "ComfySwitchNode") {
|
||||
const selected = inputValue(source, "switch", visited);
|
||||
return selected == null ? undefined : inputValue(source, selected ? "on_true" : "on_false", visited);
|
||||
}
|
||||
if (type === "Reroute") return inputValue(source, source.inputs[0].name, visited);
|
||||
if (["PrimitiveInt", "PrimitiveBoolean", "PrimitiveNode", "easy int"].includes(type)) {
|
||||
return inputValue(source, "value", visited);
|
||||
}
|
||||
return undefined;
|
||||
}
|
||||
|
||||
function createPositionEditor(node) {
|
||||
const root = document.createElement("div");
|
||||
root.className = "h3-guide-position";
|
||||
root.style.cssText = "width:100%;height:290px;display:flex;flex-direction:column;gap:6px;box-sizing:border-box;padding:6px;color:#dce5ef;font:12px sans-serif;";
|
||||
const canvas = document.createElement("canvas");
|
||||
canvas.style.cssText = "width:100%;height:218px;flex:1;min-height:100px;border:1px solid #435066;border-radius:5px;box-sizing:border-box;touch-action:none;cursor:grab;";
|
||||
canvas.setAttribute("aria-label", "Drag guide position / 拖动参考区域");
|
||||
const row = document.createElement("div");
|
||||
row.style.cssText = "display:flex;gap:6px;align-items:center;";
|
||||
const status = document.createElement("div");
|
||||
status.style.cssText = "white-space:nowrap;font-size:11px;color:#a9b8cb;min-height:14px;";
|
||||
const coordinates = document.createElement("span");
|
||||
coordinates.style.marginLeft = "auto";
|
||||
const context = canvas.getContext("2d");
|
||||
let view;
|
||||
let drag;
|
||||
let liveKey;
|
||||
let frame;
|
||||
let removed = false;
|
||||
|
||||
function dimensions() {
|
||||
const values = DIMENSIONS.map((name, index) => {
|
||||
const linked = inputValue(node, name);
|
||||
const stored = node.properties?.h3GuideSize?.[index];
|
||||
return Number(linked ?? stored ?? widget(node, name)?.value);
|
||||
});
|
||||
return values.every((value) => Number.isFinite(value) && value > 0) ? values : null;
|
||||
}
|
||||
|
||||
function position() {
|
||||
return [Number(widget(node, "x").value), Number(widget(node, "y").value)];
|
||||
}
|
||||
|
||||
function setPosition(x, y) {
|
||||
for (const [name, value] of [["x", x], ["y", y]]) {
|
||||
const target = widget(node, name);
|
||||
target.value = Math.max(target.options?.min ?? -16384, Math.min(target.options?.max ?? 16384, Math.round(value)));
|
||||
target.callback?.(target.value);
|
||||
}
|
||||
node.graph?.setDirtyCanvas(true, true);
|
||||
draw();
|
||||
}
|
||||
|
||||
function draw() {
|
||||
if (removed) return;
|
||||
const bounds = canvas.getBoundingClientRect();
|
||||
if (!bounds.width || !bounds.height) return;
|
||||
const dpr = window.devicePixelRatio || 1;
|
||||
const width = Math.round(bounds.width * dpr);
|
||||
const height = Math.round(bounds.height * dpr);
|
||||
if (canvas.width !== width || canvas.height !== height) {
|
||||
canvas.width = width;
|
||||
canvas.height = height;
|
||||
}
|
||||
context.setTransform(dpr, 0, 0, dpr, 0, 0);
|
||||
context.fillStyle = "#111923";
|
||||
context.fillRect(0, 0, bounds.width, bounds.height);
|
||||
const sizes = dimensions();
|
||||
if (!sizes) {
|
||||
status.textContent = "请填写参考宽高和画布宽高 / Enter dimensions";
|
||||
return;
|
||||
}
|
||||
const [gw, gh, cw, ch] = sizes;
|
||||
const [x, y] = position();
|
||||
if (!drag) {
|
||||
const left = Math.min(0, x), top = Math.min(0, y);
|
||||
const right = Math.max(cw, x + gw), bottom = Math.max(ch, y + gh);
|
||||
const scale = Math.min((bounds.width - 36) / (right - left), (bounds.height - 36) / (bottom - top));
|
||||
view = { scale, ox: (bounds.width - (right - left) * scale) / 2 - left * scale,
|
||||
oy: (bounds.height - (bottom - top) * scale) / 2 - top * scale };
|
||||
}
|
||||
const { scale, ox, oy } = view;
|
||||
context.fillStyle = "#233247";
|
||||
context.fillRect(ox, oy, cw * scale, ch * scale);
|
||||
context.strokeStyle = "#7d8fa8";
|
||||
context.lineWidth = 1;
|
||||
context.strokeRect(ox, oy, cw * scale, ch * scale);
|
||||
context.save();
|
||||
context.beginPath();
|
||||
context.rect(ox, oy, cw * scale, ch * scale);
|
||||
context.clip();
|
||||
context.strokeStyle = "#384b62";
|
||||
for (let i = 1; i < 3; i++) {
|
||||
context.beginPath();
|
||||
context.moveTo(ox + cw * scale * i / 3, oy);
|
||||
context.lineTo(ox + cw * scale * i / 3, oy + ch * scale);
|
||||
context.moveTo(ox, oy + ch * scale * i / 3);
|
||||
context.lineTo(ox + cw * scale, oy + ch * scale * i / 3);
|
||||
context.stroke();
|
||||
}
|
||||
context.restore();
|
||||
context.fillStyle = "rgba(64, 164, 217, 0.35)";
|
||||
context.fillRect(ox + x * scale, oy + y * scale, gw * scale, gh * scale);
|
||||
context.strokeStyle = "#65d5ff";
|
||||
context.lineWidth = 2;
|
||||
context.strokeRect(ox + x * scale, oy + y * scale, gw * scale, gh * scale);
|
||||
context.fillStyle = "#d2f5ff";
|
||||
context.font = "12px sans-serif";
|
||||
context.textAlign = "center";
|
||||
context.fillText("Guide", ox + (x + gw / 2) * scale, oy + (y + gh / 2) * scale + 4);
|
||||
coordinates.textContent = `x ${x} · y ${y}`;
|
||||
const unresolved = DIMENSIONS.some((name) => inputValue(node, name) == null);
|
||||
status.textContent = `Guide ${gw}×${gh} → ${cw}×${ch}${unresolved ? " · 连线尺寸运行后同步" : ""}`;
|
||||
}
|
||||
|
||||
function button(label, action) {
|
||||
const element = document.createElement("button");
|
||||
element.type = "button";
|
||||
element.textContent = label;
|
||||
element.style.cssText = "background:#26364b;color:#e1efff;border:1px solid #506783;border-radius:4px;padding:4px 8px;cursor:pointer;";
|
||||
element.addEventListener("click", () => {
|
||||
const sizes = dimensions();
|
||||
if (!sizes) return;
|
||||
node.graph?.beforeChange();
|
||||
action(sizes);
|
||||
node.graph?.afterChange();
|
||||
});
|
||||
row.appendChild(element);
|
||||
}
|
||||
button("居中 / Center", ([gw, gh, cw, ch]) => setPosition((cw - gw) / 2, (ch - gh) / 2));
|
||||
button("左上 / Origin", () => setPosition(0, 0));
|
||||
row.appendChild(coordinates);
|
||||
root.append(canvas, row, status);
|
||||
root.title = "拖动蓝框调整左上角坐标;按住 Shift 以 32 像素对齐。";
|
||||
for (const type of ["pointerdown", "pointerup", "mousedown", "mouseup", "click", "dblclick"]) {
|
||||
root.addEventListener(type, (event) => event.stopPropagation());
|
||||
}
|
||||
canvas.addEventListener("pointerdown", (event) => {
|
||||
if (event.button !== 0 || !view || !dimensions()) return;
|
||||
const bounds = canvas.getBoundingClientRect();
|
||||
const [x, y] = position();
|
||||
const [gw, gh] = dimensions();
|
||||
const px = (event.clientX - bounds.left - view.ox) / view.scale;
|
||||
const py = (event.clientY - bounds.top - view.oy) / view.scale;
|
||||
if (px < x || py < y || px > x + gw || py > y + gh) return;
|
||||
event.preventDefault();
|
||||
node.graph?.beforeChange();
|
||||
drag = { id: event.pointerId, x, y, px: event.clientX, py: event.clientY };
|
||||
canvas.setPointerCapture(event.pointerId);
|
||||
canvas.style.cursor = "grabbing";
|
||||
});
|
||||
canvas.addEventListener("pointermove", (event) => {
|
||||
if (!drag || event.pointerId !== drag.id) return;
|
||||
const step = event.shiftKey ? 32 : 1;
|
||||
setPosition(Math.round((drag.x + (event.clientX - drag.px) / view.scale) / step) * step,
|
||||
Math.round((drag.y + (event.clientY - drag.py) / view.scale) / step) * step);
|
||||
});
|
||||
function endDrag() {
|
||||
if (!drag) return;
|
||||
drag = null;
|
||||
canvas.style.cursor = "grab";
|
||||
node.graph?.afterChange();
|
||||
draw();
|
||||
}
|
||||
canvas.addEventListener("lostpointercapture", endDrag);
|
||||
canvas.addEventListener("pointerup", endDrag);
|
||||
canvas.addEventListener("pointercancel", endDrag);
|
||||
|
||||
const domWidget = node.addDOMWidget("guide_position_preview", "div", root, {
|
||||
serialize: false, hideOnZoom: false,
|
||||
getMinHeight: () => HEIGHT, getMaxHeight: () => HEIGHT, getHeight: () => HEIGHT,
|
||||
});
|
||||
domWidget.computeSize = (width) => [width, HEIGHT];
|
||||
const observer = new ResizeObserver(draw);
|
||||
observer.observe(canvas);
|
||||
for (const name of [...DIMENSIONS, "x", "y"]) {
|
||||
const target = widget(node, name);
|
||||
const original = target.callback;
|
||||
target.callback = function (...args) {
|
||||
const result = original?.apply(this, args);
|
||||
draw();
|
||||
return result;
|
||||
};
|
||||
}
|
||||
// Linked primitives may change without calling this node's widget callbacks.
|
||||
function refresh() {
|
||||
if (removed) return;
|
||||
const bounds = canvas.getBoundingClientRect();
|
||||
const key = JSON.stringify([dimensions(), position(), bounds.width, bounds.height]);
|
||||
if (key !== liveKey) {
|
||||
liveKey = key;
|
||||
draw();
|
||||
}
|
||||
frame = requestAnimationFrame(refresh);
|
||||
}
|
||||
frame = requestAnimationFrame(refresh);
|
||||
node.setSize([Math.max(node.size[0], 390), Math.max(node.size[1], node.computeSize()[1])]);
|
||||
return {
|
||||
draw,
|
||||
remove() {
|
||||
removed = true;
|
||||
cancelAnimationFrame(frame);
|
||||
observer.disconnect();
|
||||
},
|
||||
};
|
||||
}
|
||||
|
||||
app.registerExtension({
|
||||
name: "MiniMaxH3.SpatialGuidePosition",
|
||||
async beforeRegisterNodeDef(nodeType, nodeData) {
|
||||
if (nodeData.name !== "MiniMaxH3GuidePosition") return;
|
||||
const created = nodeType.prototype.onNodeCreated;
|
||||
nodeType.prototype.onNodeCreated = function (...args) {
|
||||
const result = created?.apply(this, args);
|
||||
this.h3PositionEditor = createPositionEditor(this);
|
||||
return result;
|
||||
};
|
||||
const configured = nodeType.prototype.onConfigure;
|
||||
nodeType.prototype.onConfigure = function (...args) {
|
||||
const result = configured?.apply(this, args);
|
||||
requestAnimationFrame(() => this.h3PositionEditor?.draw());
|
||||
return result;
|
||||
};
|
||||
const executed = nodeType.prototype.onExecuted;
|
||||
nodeType.prototype.onExecuted = function (message, ...args) {
|
||||
const result = executed?.call(this, message, ...args);
|
||||
if (message.guide_size && message.canvas_size) {
|
||||
this.properties ??= {};
|
||||
this.properties.h3GuideSize = [...message.guide_size, ...message.canvas_size];
|
||||
this.h3PositionEditor?.draw();
|
||||
}
|
||||
return result;
|
||||
};
|
||||
const removed = nodeType.prototype.onRemoved;
|
||||
nodeType.prototype.onRemoved = function (...args) {
|
||||
this.h3PositionEditor?.remove();
|
||||
return removed?.apply(this, args);
|
||||
};
|
||||
},
|
||||
});
|
||||
Reference in New Issue
Block a user