README
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@@ -11,10 +11,8 @@ A small modular pack — nodes for semi-automatic calculation of the best (most
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[🔄 Updates ChangeLog](CHANGELOG.md)
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> [!NOTE]
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> Nodes from this pack do **nothing** with actual images on their own — they only calculate the optimal **values** for the resolution.
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> Almost all the nodes from this pack do **nothing** with actual images on their own — they only calculate the optimal **values** for the resolution.
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Read any further only if you feel you need to.
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@@ -30,6 +28,8 @@ This pack lets you forget about crunching numbers and handles the calculation of
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## 3 main nodes
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### Simple
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Just rounds width/height to the given step, ensuring the image **CAN** be converted to latent - both in initial generation and after some upscales.
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@@ -47,9 +47,34 @@ All you need to know is a size (one side) of square images the model was trained
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- match the total resolution (i.e., image area, number of pixels) as close to the training one as possible,
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- ... while still respecting aspect ratio, image orientation and step size.
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## Helper node - `Upscale Image By (with Model)`
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This is the **only** node in the pack which does more than some resolution calculation, and actually scales an image. But it's nothing more than a wrapper over the built-in `Upscale Image (using Model)` and `Upscale Image By` nodes used in sequence.
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Like the built-in `Upscale Image (using Model)` node, this one scales with a specialized model, **but also** does it to a desired upscale factor, like `Upscale Image By` does. This factor should be below the model's native one. And, depending on the value you set this factor to, you get different results.
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For a `x4` model, you could expect the following:
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| Target `scale` factor | Resulting image |
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|-----------------------|------------------------------------------------------------------------------------------------------------------------------------|
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| Below `x0.5` | ❔ Perfect, crisp, but... 🤔 the model-upscale won't even be performed. Why using this node at all and not just `Upscale Image By`? |
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| `x0.5+` - `x1.0` | 👍🏻 Perfect, downscale-only, but the result might be slightly different (and crisper) from using just `Upscale Image By`. |
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| `x1.0+` - `x3.5` | 👍🏻 **Perfect. The upscale range this node was made for.** |
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| `x3.5+` - `x4.0` | ⚠️ **Image starts getting blurry, but still better than just using `Upscale Image By`.** |
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| `x4.0` exactly | 👍🏻 Perfect. Just the same result as from `Upscale Image (using Model)`. Second scaling isn't even performed. |
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| `x4.0+` | ‼️ **VERY** blurry |
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For a `x2` model, the middle two ranges (the most important ones, with **bold text**) would be, respectively:
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- `x1.0+` - `x1.5`
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- `x1.5+` - `x2.0`
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So, to get the best result, your upscale factor should be between `1.0` and `(model_scale - 0.5)`. The node won't stop you from getting a subpar result, but it will warn you (if the `show_status` toggle is enabled).
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## Advanced: Upscale support (aka "HD-fix")
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`Best-Res` nodes have a special version _(currently, only `area` node has one)_, which also account for very first upscale aka HD-fix - to ensure the upscaled resolution is also divisible by the step value.
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