### 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 ![workflow_loop_demo](https://github.com/Trung0246/ComfyUI-0246/assets/11626920/24e62c9e-99fa-4ade-9abf-5b6d30aa424e)
Basic looping to create 20 images with all 20 different seeds: Screenshot 2023-11-25 161238 A complex looping involves FABRIC nodes from [ComfyUI_fabric](https://github.com/ssitu/ComfyUI_fabric), allowing to pick images multiple times: Screenshot 2023-11-25 224302 Outpaint workflow (embedded in the image, node kinda obsolete and requires more work but the general should work), borrowed from [this sample](https://github.com/comfyanonymous/ComfyUI/pull/931): ![workflow_outpaint](https://github.com/Trung0246/ComfyUI-0246/assets/11626920/cb00449a-2807-4f1f-8fc1-90119953d7e6) 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.