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  • Ars AI Experimental Description Language (AAEDL)
  • Protocol : AAEP-0001
  • Version : 1.0

Description

  • Merge 'pipeline' reconstructed from surviving notes.
  • This document describes the conception of Ars Divina.

Runtime Environment

  • "AUTOMATIC1111 WebUI"
  • "SuperMerger"

Repository

  • "Animagine XL 3.0"
  • "Pony Diffusion v6 (Base)"
  • "SDXL v1.0 Base"
  • "Snow Pony"
  • "IPS Mix"
  • "Illustrious XL v0.1"
  • "TitiMix Illustrious IL"

  • Enhancement Library
  • "Anti Long Torso XL v0.1"
  • "SDS_Contrast tool_XL v1.0"
  • "SPO-SDXL_4k-p_10ep_LoRA_webui"

Merge Profiles

MBW_PROFILE_01

  • model_a [0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.3,0.4,0.4,0.4,0.4,0.4,0.3,0.1,0.0,0.0,0.0,0.0,0.0]
  • model_b [1.0,1.0,1.0,1.0,1.0,1.0,0.9,0.7,0.6,0.6,0.6,0.6,0.6,0.7,0.9,1.0,1.0,1.0,1.0,1.0]
  • elemental ["BASE:conditioner.embedders.0:0.25,BASE:conditioner.embedders.1:0.35,BASE::0"]

MBW_PROFILE_02

  • model_a [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.3,0.2,0.0,0.0,0.0]
  • model_b [1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.7,0.6,0.6,0.6,0.6,0.6,0.6,0.6,0.7,0.8,1.0,1.0,1.0]
  • elemental [BASE:conditioner.embedders.0:0.20,BASE:conditioner.embedders.1:0.30,BASE::0"]

MBW_PROFILE_03

  • model_a [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4,0.4,0.4,0.3,0.4,0.4,0.4,0.4,0.0,0.0,0.0,0.0,0.0]
  • model_b [1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.6,0.6,0.6,0.7,0.6,0.6,0.6,0.6,1.0,1.0,1.0,1.0,1.0]
  • elemental ["BASE" = 0.00]

Workflow #1

  • Phase "Foundation Construction"
  • Experiment: EXP_001
  • merge
  • model_a: "Animagine XL"
  • weight: 0.45
  • model_b: "Pony Diffusion v6"
  • weight: 0.55
  • method: WeightSum.CosineB

Workflow #2

  • Experiment: EXP_002
  • merge
  • model_a: "EXP_001"
  • weight: 0.45
  • model_b: "SDXL v1.0 base"
  • weight: 0.55
  • method: AddDifference.TrainDifference

Workflow #3

  • Experiment: EXP_003
  • merge
  • model_a: "EXP_002"
  • weight: 0.65
  • model_b: "Snow Pony"
  • weight: 0.35
  • method: AddDifference.TrainDifference

Workflow #4

  • Experiment: EXP_004
  • merge
  • model_a: "EXP_003"
  • weight: 0.45
  • model_b: "EXP_002"
  • weight: 0.55
  • method: AddDifference.TrainDifference

Workflow #5

  • Experiment: EXP_005
  • merge
  • model_a: "EXP_004"
  • weight: 0.95
  • model_b: "IPS Mix"
  • weight: 0.05
  • method: WeightSum.CosineA

Workflow #6

  • Phase "Cross-Architecture Integration"
  • Experiment: EXP_006
  • merge
  • model_a: "EXP_005"
  • weight:
  • model_b: "Illustrious XL v0.1"
  • weight:
  • method: WeightSum.Normal, MBW
  • profile: MBW_Profile_01

Workflow #7

  • Experiment: EXP_007
  • merge
  • model_a: "EXP_006"
  • weight:
  • model_b: "EXP_005"
  • weight:
  • method: WeightSum.CosineA, MBW
  • profile: MBW_Profile_01

Workflow #8

  • Experiment: EXP_008
  • merge
  • model_a: "EXP_007"
  • weight:
  • model_b: "TitiMix Illustrious IL"
  • weight:
  • method: AddDifference.TrainDifference, MBW
  • profile: MBW_Profile_01

Workflow #9

  • Experiment: EXP_009
  • merge
  • model_a: "EXP_008"
  • weight:
  • model_b: "EXP_007"
  • weight:
  • method: WeightSum.CosineA
  • profile: MBW_PROFILE_02

Workflow #10

  • phase: "LoRA Enhancement"
  • Experiment: EXP_010
  • bake
  • source: "EXP_009"
  • lora: "Anti Long Torso XL v0.1"
  • strength: 4.0

Workflow #11

  • Experiment: EXP_011
  • merge
  • model_a: "EXP_010"
  • weight:
  • model_b: "EXP_009"
  • weight:
  • method: WeightSum.Normal, MBW
  • profile: MBW_Profile_02

Workflow #12

  • Experiment: EXP_012
  • bake
  • source: "EXP_011"
  • lora: "SDS_Contrast_Tool_XL v1.0"
  • strength: 0.25

Workflow #13

  • Experiment: EXP_013
  • bake
  • source: "EXP_012"
  • lora: "SPO_SDXL_4k-p_10ep_LoRA_webui"
  • strength: 1.0

Workflow #14

  • phase: "Final Consolidation"
  • Experiment: EXP_014
  • merge
  • model_a: "EXP_013"
  • weight:
  • model_b: "EXP_011"
  • weight:
  • method: AddDifference.TrainDifference, MBW
  • profile: MBW_Profile_02

Workflow #15

  • Experiment: EXP_015
  • merge
  • model_a: "EXP_014"
  • weight:
  • model_b: "EXP_013"
  • weight:
  • method: WeightSum.Normal, MBW
  • profile: MBW_Profile_03

Published Checkpoint

  • Name: "Ars Divina"
  • Source: "EXP_015"
  • Version: "7.2.4a"
  • Laboratory: "Ars AI"
  • Status: "Released"
  • Author: "NeverWinter13"

Evaluation

  • after each experiment, inference was made via x/y/z plot with a static seed of "1111"
  • qualitative reviews were made before release.

FAQs

  • Q: Why does it look confusing and time-consuming?

  • A: It is. Plain and simple.

  • Q: How long did it took?

  • A: Fairly long, tbh.

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