### Highway
More complex example of what could be done (using my personal workflow as example) with extensions like `use-everywhere`:
Right click to reveal quick actions such as pin creation and `_query` automatic filling.
The query syntax goes as follow:
- `>name`: input variable.
- ``n!ce n@me` ``: input variable but with special character and spaces (except `` ` ``, obviously).
- `!name`: output variable, but also delete itself, preventing from being referenced further.
- CURRENTLY BROKEN DUE TO HOW COMFYUI UPDATE THE NODES.
- `name2; !name3`: multiple input and outputs together.
For now `Highway` node is probably stable, as long as there's no cyclic connection.
- Cyclic connection means that input and output of the same `Highway` node must not be connect, including indirect connection.
- Else will be recursion error due to how ComfyUI execute nodes (trust me I tried).
Can probably have "nested Highway" but probably useless since the node have unlimited in-out pins.
Recommended with [chrisgoringe/cg-use-everywhere](https://github.com/chrisgoringe/cg-use-everywhere) since it allows more complex notes rerouting.
Demo workflow is in [assets/workflow_highway.json](https://github.com/Trung0246/ComfyUI-0246/blob/main/assets/workflow_highway.json).
Special thanks to [@kijai](https://github.com/kijai/ComfyUI-KJNodes) for `ConditioningMultiCombine` node as which `Highway` node is based of.
##### TODO (may or may not get implemented)
- Cyclic detection in JS (python probably not possible unless I figure out a way how to extract the node graph).
- Node force update (for `!name`).
---
### Junction
`_offset` is used to skip data ahead for specific type (since internally it's a sequence of data).
`_offset` is persistent and will retains information across linked `Junction`.
The offset syntax goes as follow:
- `type,1`: `type` is the type (usually `LATENT`, `MODEL`, `VAE`, etc.) and `1` is the index being set.
- `type,+2`: Same as above but instead of set offset, it increase the offset instead.
- `type,-2`: Decrease offset.
- `type1, -1; type2, +2; type3, 4`: Multiple offset.
Can automatically expand pins.
Inspired by /u/GianoBifronte ideas.
Demo workflow is in [assets/workflow_junction.json](https://github.com/Trung0246/ComfyUI-0246/blob/main/assets/workflow_junction.json).
---
### Junction Batch
Basically same as `Junction` but batch as list instead for further processing.
Hopefully difference between `batch` and `pluck` are self explainatory in the workflow.
Have bonus ability which is able to aggregate batch input, however does not attempt to do something like `Latent From Batch` since latent is not a `batch list` internally, (in which it is `batch torch.tensor`).
Also if multiple same output type appear during `batch` mode, then the first same type pin will have `[11, 22, 33]`, and the next one is `[22, 33, 11]`.
Demo workflow is in [assets/workflow_junction_batch.json](https://github.com/Trung0246/ComfyUI-0246/blob/main/assets/workflow_junction_batch.json).
[More in depth explaination.](https://github.com/Trung0246/ComfyUI-0246/issues/16#issuecomment-1873016054)
---
### Looping and Related
Basic looping to create 20 images with all 20 different seeds:
A complex looping involves FABRIC nodes from [ComfyUI_fabric](https://github.com/ssitu/ComfyUI_fabric), allowing to pick images multiple times:
Outpaint workflow (embedded in the image), borrowed from [this sample](https://github.com/comfyanonymous/ComfyUI/pull/931):

The example above showcase that this node can turn node such as [Plasma Noise](https://github.com/Jordach/comfy-plasma) into batch.
It also allows executing multiple nodes together.
What's it looks like in action for simpler workflow.
https://github.com/Trung0246/ComfyUI-0246/assets/11626920/563b9a00-412a-49b6-b1c6-24c83887a4d3
Pros:
- Can "loop" within a single prompt queue.
Cons:
- Will mess up the workflow very easily if not careful.
- Requires two `Hold` to sandwich the `Loop` node to be usable.
To reuse data from previous iteration, use the trio of `Hold` that should be arranged like in FABRIC workflow.
Probably unstable as hell since I only tested for simple case.
Until the topological PRs from the ComfyUI repos got merged, this node will be kept around.
---
### Beautify
Recursively display structural data information, especially useful when dealing with `Highway`, `Junction` and `JunctionBatch`.
- `basic`: minimally shows as little as possible.
- `more`: show everything from `basic` but also shows the content. Does not expand if it meet a non-iterable object.
- `full`: show everything as much as possible.
- `json`: attempt to convert the input to json and display it. Will fail if the data cannot be converted.