Update README.md

README.md

@@ -10,20 +10,39 @@ tags:
 - merge
 inference: true
 thumbnail: >-
-  https://huggingface.co/6DammK9/AstolfoMix-XL/resolve/main/240672-1526207600-2688-1536-3-256-20240615232306.jpg
+  https://huggingface.co/6DammK9/AstolfoMix-XL/resolve/main/241135-2123095857-2688-1536-3-256-20241013140426.jpg
 widget:
 - text: "1boy, astolfo"
 example_title: "astolfo"
 library_name: diffusers
 ---
 
-# AstolfoMix-XL (TGMD-192 / TGMD / TSD / TIES-SOUP / Extended-FP64 / Baseline) #
+# AstolfoMix-XL (DGMLA-216 / TGMD-192 / TGMD / TSD / TIES-SOUP / Extended-FP64 / Baseline) #
 
 - Unsolved merge, even with experience on [SD1](https://huggingface.co/6DammK9/AstolfoMix) and [SD2](https://huggingface.co/6DammK9/AstolfoMix-SD2).
 - See [full article in Github](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/README_XL.MD) 
 - Since "Extended-FP64", dedicated merger [sd-mecha](https://github.com/ljleb/sd-mecha) is used. It is the SD version of [mergekit](https://arxiv.org/abs/2403.13257).
 - Preview here are powered by the top session of `README.md` and converting SDXL model from A1111 standalone file into diffuers via [convert_sdxl_to_diffusers.py](https://github.com/Linaqruf/sdxl-model-converter/blob/main/convert_sdxl_to_diffusers.py). Settings may not being optimal (no CFG / PAG / FreeU etc). I'll replace the preview diffuser as soon as I upload the main model file.
 
+## DGMLA-216 ##
+
+- [DGMLA Merge](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch01/della.md#spinoff-dgmla)
+- [Recipe](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/recipes/x215a-AstolfoMix-24101101-6e545a3.mecha), [E2E merger](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/astolfo_mix_e2e.ipynb).
+
+- Current version: `x215a-AstolfoMix-24101101-6e545a3.safetensors`
+- Recommended version: "x215a"
+- Recommended CFG: 4.5 (with CHG = 1.0), 3.0 (with PAG = 1.0)
+- *Prompt is minimal. Even empty.*
+
+![241135-2123095857-2688-1536-3-256-20241013140426.jpg](https://huggingface.co/6DammK9/AstolfoMix-XL/resolve/main/241135-2123095857-2688-1536-3-256-20241013140426.jpg)
+
+```
+parameters
+
+[halloween], (astolfo:0.98), [[[[cemetery]]]]
+Steps: 256, Sampler: Euler, Schedule type: Automatic, CFG scale: 3, Seed: 2123095857, Size: 1344x768, Model hash: bdb9f136b6, Model: x215a-AstolfoMix-24101101-6e545a3, VAE hash: 235745af8d, VAE: sdxl-vae-fp16-fix.vae.safetensors, Denoising strength: 0.7, Clip skip: 2, FreeU Stages: "[{\"backbone_factor\": 1.1, \"skip_factor\": 0.6}, {\"backbone_factor\": 1.2, \"skip_factor\": 0.4}]", FreeU Schedule: "0.0, 1.0, 0.0", FreeU Version: 2, Hires upscale: 2, Hires steps: 64, Hires upscaler: Latent, Dynamic thresholding enabled: True, Mimic scale: 1, Separate Feature Channels: False, Scaling Startpoint: MEAN, Variability Measure: AD, Interpolate Phi: 0.3, Threshold percentile: 100, PAG Active: True, PAG SANF: True, PAG Scale: 1, PAG Start Step: 0, PAG End Step: 150, Version: v1.10.1
+```
+
 ## TGMD-192 ##
 
 - Scaled up version from TGMD (from 117 to 192)
@@ -148,21 +167,21 @@ Steps: 192, Sampler: Euler, CFG scale: 4.5, Seed: 2213673007, Size: 1344x768, Mo
 |04|Uniform Soup|`x63-AstolfoMix-x60te0x41te1-e2e-240407-feefbf4.safetensors`|70|52|61|42|[mecha](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/recipes/x63-AstolfoMix-x60te0x41te1-e2e-240407-feefbf4.mecha)|
 |05|TIES-SOUP|`x72a-AstolfoMix-240421-feefbf4.safetensors`|73|73|73|73|[mecha](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/recipes/x72a-AstolfoMix-240421-feefbf4.mecha)|
 |06|TIES-SOUP w/ DROP|`x101a-AstolfoMix-24050903-4edc67c.safetensors`|102|102|102|102|[mecha](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/recipes/x101a-AstolfoMix-24050903-4edc67c.mecha)|
-|07|TGMD: TIES-GeometricMedian w/ DROP|`x116a-AstolfoMix-24060702-01823a9.safetensors`|117|117|117|117|[mecha](./recipes/x116a-AstolfoMix-24060702-01823a9.mecha)|
-|08|TGMD-192: Scaled up from TGMD|`x191a-AstolfoMix-24083001-3360d18.safetensors`|192|192|192|192|[mecha](./recipes/x191a-AstolfoMix-24083001-3360d18.mecha)|
-
-## TGMD in nutshell ##
-
-![24060801.png](https://huggingface.co/6DammK9/AstolfoMix-XL/resolve/main/24060801.png)
+|07|TGMD: TIES-GeometricMedian w/ DROP|`x116a-AstolfoMix-24060702-01823a9.safetensors`|117|117|117|117|[mecha](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/recipes/x116a-AstolfoMix-24060702-01823a9.mecha)|
+|08|TGMD-192: Scaled up from TGMD|`x191a-AstolfoMix-24083001-3360d18.safetensors`|192|192|192|192|[mecha](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/recipes/x191a-AstolfoMix-24083001-3360d18.mecha)|
+|09|DGMLA-216: Drop w/ GeoMedian and LA|`x215a-AstolfoMix-24101101-6e545a3.safetensors`|216|216|216|216|[mecha](https://github.com/6DammK9/nai-anime-pure-negative-prompt/blob/main/ch05/recipes/x215a-AstolfoMix-24101101-6e545a3.mecha)|
 
-![24051202.png](https://huggingface.co/6DammK9/AstolfoMix-XL/resolve/main/24051202.png)
+## DGMLA in nutshell ##
 
-![24061701.png](https://huggingface.co/6DammK9/AstolfoMix-XL/resolve/main/24061701.png)
+![24101502.png](https://huggingface.co/6DammK9/AstolfoMix-XL/resolve/main/24101502.png)
 
-- This algorithm should be linear a.k.a $O(N)$ in both time and space complexity, however the time required looks like it is reaching $O(NlogN)$.
+- This algorithm should be linear a.k.a $O(N)$ in space, and $O(NlogN)$ in time complexity. However layerwise merging introduce some constants skewing the actual experience.
 
-|Date|Model counts|Threads|RAM Usage (TB, FP64)|Time used (Hours, Xeon 8358 x2)|
-|---|---|---|---|---|
-|240607|117|16|1.214|14|
-|240622|133|8|0.900|12.5|
-|240830|192|8|1.446|41.5|
+|Date|Algo|Model counts|Threads|RAM Usage (TB, FP64)|Time used (Hours, Xeon 8358 x2)|
+|---|---|---|---|---|---|
+|240607|TGMD|117|16|1.214|14|
+|240622|TGMD|133|8|< 1.0|12.5|
+|240830|TGMD|192|8|1.446|41.5|
+|241002|DGMLA|192|16|1.452|39.1|
+|241006|DGMLA|20|48|0.358|2.33|
+|241011|DGMLA|216|48|3.500|36.2|