diff --git a/hr-fix-upscale/tiling-sampler/README.md b/hr-fix-upscale/tiling-sampler/README.md
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+# Tiled Sampling Example
+
+Uses blenderneko's [Tiled KSampler node](https://github.com/BlenderNeko/ComfyUI_TiledKSampler)
+
+
+
+## Purpose
+
+This workflow uses tiled sampling to sample large images in hirez fixes. The Tiled KSampler is similar to the Advanced KSampler node, so there's a couple imporant differences from the "standard" KSampler.
+* denoise is handled through start and stop steps compared to total steps.
+* using 30 steps, start at step 15 and end at step 30 (15 steps) is equivalent to 0.500 denoise.
+* Tile Width and Height should be the maximum size the GPU can reasonably handle.
+ * setting these values low can result in extra artiftacts and noise
+
+## Versions
+
+## Example Results
+
+* images
+
+
+
+
+When tile size is too small:
+
+
+
+
+
+## resources
+
+
+
+Model
+* https://civitai.com/models/21916/
+
+Custom Nodes
+* [blenderneko's [Tiled KSampler node](https://github.com/BlenderNeko/ComfyUI_TiledKSampler)
+
+
+
+[back] [home]
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