klein 9 update

klein9/README.md

@@ -1,10 +1,12 @@
 # FLUX.2 & Klein 9B RefMods (Reference Latent Adapters)
 
-Open research and implementation repository for **FLUX.2 & Klein 9B RefMods**.
+Open research, architecture documentation, and implementation repository for **FLUX.2 & Klein 9B RefMods**.
 
-- **Weights Hub:** [huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9) (1,400+ pre-extracted `.safetensors` models)
-- **Custom Node:** [github.com/malcolmamal/ComfyUI-Flux2Klein9Mod](https://github.com/malcolmamal/ComfyUI-Flux2Klein9Mod)
-- **Generator & Batch Extractor:** [`generate_flux2_klein9_refmod.py`](generate_flux2_klein9_refmod.py)
+- **Interactive Model Browser:** [https://huggingface.co/spaces/malcolmrey/browser](https://huggingface.co/spaces/malcolmrey/browser) (Search & visually explore 1,400+ characters, celebrities, and concepts)
+- **Model Weights Hub:** [https://huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9) (1,400+ pre-extracted `.safetensors` models)
+- **ComfyUI Custom Node:** [github.com/malcolmamal/ComfyUI-Flux2Klein9Mod](https://github.com/malcolmamal/ComfyUI-Flux2Klein9Mod)
+- **CLI Generator & Batch Extractor:** [`generate_flux2_klein9_refmod.py`](generate_flux2_klein9_refmod.py)
+- **Official Workflows:** [`../workflows/Klein9/`](../workflows/Klein9/) (`workflow_klein9_refmod.json` & `workflow_klein9_refmod_lora.json`)
 - **Target Models:** FLUX.2, Klein 4B, Klein 8B, Klein 9B
 
 ---
@@ -14,6 +16,9 @@ Open research and implementation repository for **FLUX.2 & Klein 9B RefMods**.
 ```text
 klein9/
 ├── generate_flux2_klein9_refmod.py         <── CLI Generator & Mass Batch Extractor Tool
+├── workflows/                              <── Mirrored Production Workflows
+│   ├── workflow_klein9_refmod.json         <── Pure RefMod Text-to-Image Workflow
+│   └── workflow_klein9_refmod_lora.json    <── Hybrid RefMod + LoRA Power Stack Workflow
 ├── docs/
 │   ├── README.md                           <── Documentation Index
 │   ├── FLUX2_KLEIN9_REFMODS_GUIDE.md       <── Complete Architecture, Extraction & Usage Guide
@@ -34,13 +39,18 @@ cd ComfyUI/custom_nodes
 git clone https://github.com/malcolmamal/ComfyUI-Flux2Klein9Mod.git
 ```
 
-### 2. Download RefMods
-Download any character or concept `.safetensors` from [huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9) and place into:
+### 2. Discover & Download RefMods
+Search and find any character, celebrity, or concept `.safetensors` in the [Malcolmrey Browser Space](https://huggingface.co/spaces/malcolmrey/browser) or directly on the [Hugging Face Hub](https://huggingface.co/malcolmrey/klein9), then place the file into:
 ```text
 ComfyUI/models/refmods-klein9/
 ```
 
-### 3. Extract Custom RefMods from Datasets
+### 3. Load Ready-to-Use Workflows
+Load either of the official JSON workflows located in [`../workflows/Klein9/`](../workflows/Klein9/) (or `workflows/`):
+- **`workflow_klein9_refmod.json`:** Pure RefMod Text-to-Image generation for FLUX.2 / Klein 9B.
+- **`workflow_klein9_refmod_lora.json`:** Hybrid RefMod + LoRA Power Stack.
+
+### 4. Extract Custom RefMods from Datasets
 Use the included generator script [`generate_flux2_klein9_refmod.py`](generate_flux2_klein9_refmod.py):
 ```bash
 # Extract single dataset by name or path
@@ -57,6 +67,7 @@ python generate_flux2_klein9_refmod.py --all --datasets-root C:/Development/ai-t
 
 ## 📖 Complete Documentation & Visual Studies
 
+- **[Interactive Model Browser](https://huggingface.co/spaces/malcolmrey/browser)**: Live visual model finder with search and filter capabilities.
 - **[FLUX.2 & Klein 9B RefMods Architecture Guide](docs/FLUX2_KLEIN9_REFMODS_GUIDE.md)**: Node specifications, graph wiring diagrams, token budget configurations, and extraction mechanics.
 - **[Visual Benchmarks & 5-Column Comparison Studies](docs/VISUAL_BENCHMARKS_AND_COMPARISONS.md)**: Side-by-side empirical visual comparisons (Pure LoRA vs 8-Raw Reference vs Pure RefMod vs Hybrid stack) with direct links to high-res single runs and model weights on Hugging Face.
 - **[CLI Generator Script](generate_flux2_klein9_refmod.py)**: Source code for dataset pre-encoding and batch processing.

klein9/docs/FLUX2_KLEIN9_REFMODS_GUIDE.md

@@ -52,7 +52,9 @@ A **RefMod pre-encodes reference imagery once** from a dataset and stores the sp
 
 Over **1,400+ pre-extracted RefMods** for celebrities, characters, and concepts are hosted and maintained on the Hugging Face Hub:
 
-- **Hugging Face Repository:** [https://huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9)
+- **Interactive Visual Model Browser:** [https://huggingface.co/spaces/malcolmrey/browser](https://huggingface.co/spaces/malcolmrey/browser)  
+  *Easily search, preview, filter, and find any celebrity, persona, character, or concept RefMod with live visual previews.*
+- **Hugging Face Model Repository:** [https://huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9)
 - **Model Storage Directory in ComfyUI:** `ComfyUI/models/refmods-klein9/`
 
 ### File Naming Convention
@@ -61,7 +63,12 @@ Over **1,400+ pre-extracted RefMods** for celebrities, characters, and concepts
 
 ### Download Methods
 
-#### Method A: Hugging Face CLI (`hf`)
+#### Method A: Interactive Visual Search & Download
+1. Open the [Malcolmrey Browser Space](https://huggingface.co/spaces/malcolmrey/browser).
+2. Search for the desired character/subject (e.g. "Alison Brie", "Whoopi Goldberg", "Brett Cooper").
+3. Download the `.safetensors` RefMod and place it into `ComfyUI/models/refmods-klein9/`.
+
+#### Method B: Hugging Face CLI (`hf`)
 ```bash
 # Download a specific RefMod directly into your ComfyUI models folder
 hf hub download malcolmrey/klein9 fk9_alisonbrie_v1_refmod.safetensors --local-dir C:/Development/ComfyUI/models/refmods-klein9
@@ -70,7 +77,7 @@ hf hub download malcolmrey/klein9 fk9_alisonbrie_v1_refmod.safetensors --local-d
 hf hub download malcolmrey/klein9 --include "fk9_*_refmod.safetensors" --local-dir C:/Development/ComfyUI/models/refmods-klein9
 ```
 
-#### Method B: Git LFS Clone
+#### Method C: Git LFS Clone
 ```bash
 cd C:/Development/projects/huggingface
 git clone git@hf.co:malcolmrey/klein9
@@ -175,35 +182,80 @@ Batch loads an entire disk directory of reference stills for in-graph extraction
 
 ---
 
-## 7. Workflow Diagrams
+## 7. Ready-to-Use ComfyUI Workflows & Graph Diagrams
+
+Two production-ready, drag-and-drop ComfyUI JSON workflows are provided in the repository under [`workflows/Klein9/`](../../workflows/Klein9/):
+
+1. **`workflow_klein9_refmod.json`**: Pure RefMod Text-to-Image workflow for FLUX.2 / Klein 9B.
+2. **`workflow_klein9_refmod_lora.json`**: Hybrid RefMod + LoRA Power Stack workflow for FLUX.2 / Klein 9B.
+
+Both workflows can be dragged directly onto the ComfyUI canvas or loaded via `Load Workflow` -> `JSON`.
+
+---
+
+### Workflow A: Pure RefMod Generation (`workflow_klein9_refmod.json`)
 
-### Standard RefMod Text-to-Image Workflow
+*File location:* `C:\Development\projects\huggingface\workflows\Klein9\workflow_klein9_refmod.json`  
+*Best for:* Zero-training instant character and concept likeness with zero VAE latency and compact 1,024-token footprint.
 
 ```text
-[ CLIPTextEncode (Positive) ] ────────┐
-                                      ▼
-                        [ Apply Klein9 RefMods (FLUX.2) ] ◄── [ Load Klein9 RefMods (FLUX.2) ]
-                                      │                        (Selects from models/refmods-klein9/)
-                                      ▼
-                        [ CFGGuider / KSampler ] ◄── [ FLUX.2 / Klein UNET Loader ]
-                                      │
-                                      ▼
-                                [ VAEDecode ]
-                                      │
-                                      ▼
-                                [ SaveImage ]
+┌──────────────────────────┐
+│        UNETLoader        │ ──► MODEL ───────────────────────────────────┐
+│ (flux-2-klein-9b-fp8)    │                                              │
+└──────────────────────────┘                                              │
+┌──────────────────────────┐                                              │
+│        CLIPLoader        │ ──► CLIP ──► [ CLIPTextEncode (Prompt) ]     │
+│ (flux2 clip/t5xxl)       │                     │                        │
+└──────────────────────────┘                     ▼ (conditioning)         ▼
+┌──────────────────────────┐           [ Apply Klein9 RefMods ] ──► [ KSampler ]
+│   Klein9RefModsLoader    │ ────────► (retention: 1.0 / 0.7)       (er_sde / simple)
+│ (mod_1..mod_8 @ 0.0-3.0) │            (manifold_blur)                   │
+└──────────────────────────┘                                              ▼
+┌─────��────────────────────┐                                        [ VAEDecode ]
+│        VAELoader         │ ─────────────────────────────────────► (flux2_vae)
+│ (flux2_vae.safetensors)  │                                              │
+└──────────────────────────┘                                              ▼
+                                                                    [ SaveImage ]
 ```
 
-### Hybrid RefMod + LoRA Power Stack Workflow
+**Key Node Configurations in `workflow_klein9_refmod.json`:**
+- **`UNETLoader` (Node 1):** Loads `FLUX2\flux-2-klein-9b-fp8.safetensors`.
+- **`Klein9RefModsLoader` (Node 48):** Selects any RefMod from `models/refmods-klein9/` with independent strength (`1.0`) and copies (`1`).
+- **`Klein9RefModApply` (Node 49 & Node 50):** Injects latents into positive and negative conditioning streams with `manifold_blur` mode.
+- **`KSampler` (Node 3):** Standard 8-step `er_sde` / `simple` sampler at CFG `1.0`.
+
+---
+
+### Workflow B: Hybrid RefMod + LoRA Stack (`workflow_klein9_refmod_lora.json`)
+
+*File location:* `C:\Development\projects\huggingface\workflows\Klein9\workflow_klein9_refmod_lora.json`  
+*Best for:* Maximum possible likeness fidelity and texture rendering by stacking a macro-geometry RefMod with a trained micro-texture LoRA.
 
 ```text
-[ Model Loader ] ──► [ LoRA Loader (e.g. fk9_persona_v1_prodigy @ 0.70) ] ──► [ KSampler ]
-                                                                                   ▲
-[ CLIPTextEncode ] ──► [ Apply Klein9 RefMods (FLUX.2) @ 0.85x ] ──────────────────┘
-                              ▲
-                              └── [ Load Klein9 RefMods (FLUX.2) ]
+┌──────────────────────────┐
+│        UNETLoader        │ ──► MODEL ──► [ LoraLoaderModelOnly ] ───────┐
+│ (flux-2-klein-9b-fp8)    │               (fk9_persona_v1_prodigy @ 0.6) │
+└──────────────────────────┘                                              │
+┌──────────────────────────┐                                              │
+│        CLIPLoader        │ ──► CLIP ──► [ CLIPTextEncode (Prompt) ]     │
+│ (flux2 clip/t5xxl)       │                     │                        │
+└──────────────────────────┘                     ▼ (conditioning)         ▼
+┌──────────────────────────┐           [ Apply Klein9 RefMods ] ──► [ KSampler ]
+│   Klein9RefModsLoader    │ ────────► (RefMod strength @ 0.85x)    (er_sde / simple)
+│ (mod_1..mod_8 @ 0.85)    │            (retention: 0.70)                 │
+└──────────────────────────┘                                              ▼
+┌──────────────────────────┐                                        [ VAEDecode ]
+│        VAELoader         │ ─────────────────────────────────────► (flux2_vae)
+│ (flux2_vae.safetensors)  │                                              │
+└──────────────────────────┘                                              ▼
+                                                                    [ SaveImage ]
 ```
 
+**Recommended Dial Presets:**
+- **RefMod Strength (`Klein9RefModsLoader`):** `0.80` – `0.90` (locks facial geometry, eye alignment, and bone structure).
+- **Master Retention (`Klein9RefModApply`):** `partially_preserved (0.7)` (ensures high flexibility for outfit and background changes).
+- **LoRA Strength (`LoraLoaderModelOnly`):** `0.50` – `0.70` (injects realistic skin pores, lighting gradients, and fine details).
+
 ---
 
 ## 8. How to Create / Extract RefMods
@@ -326,8 +378,10 @@ Column 5: RefMod + LoRA Hybrid Stack (RefMod @ 0.85x + LoRA @ 0.70x)
 
 ## 11. Links & Resources
 
-- **Visual Studies & Single Runs:** [`VISUAL_BENCHMARKS_AND_COMPARISONS.md`](VISUAL_BENCHMARKS_AND_COMPARISONS.md)
+- **Interactive Model Browser Space:** [https://huggingface.co/spaces/malcolmrey/browser](https://huggingface.co/spaces/malcolmrey/browser)
 - **Hugging Face Model Hub (1,400+ models):** [huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9)
+- **Ready-to-Use Workflows:** [`workflows/Klein9/`](../../workflows/Klein9/) (`workflow_klein9_refmod.json` & `workflow_klein9_refmod_lora.json`)
+- **Visual Studies & Single Runs:** [`VISUAL_BENCHMARKS_AND_COMPARISONS.md`](VISUAL_BENCHMARKS_AND_COMPARISONS.md)
 - **ComfyUI Custom Node:** [github.com/malcolmamal/ComfyUI-Flux2Klein9Mod](https://github.com/malcolmamal/ComfyUI-Flux2Klein9Mod)
 - **Extractor Script:** [`../generate_flux2_klein9_refmod.py`](../generate_flux2_klein9_refmod.py)
 - **Visual Comparison Grids:** [`examples/`](examples/)

klein9/docs/README.md

@@ -2,6 +2,11 @@
 
 Welcome to the official documentation and reference guides for **FLUX.2 & Klein 9B RefMods (Reference Latent Adapters)**.
 
+- **Interactive Model Browser:** [https://huggingface.co/spaces/malcolmrey/browser](https://huggingface.co/spaces/malcolmrey/browser) (Visual search & previews across 1,400+ models)
+- **Model Weights Hub:** [https://huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9)
+- **ComfyUI Custom Node:** [https://github.com/malcolmamal/ComfyUI-Flux2Klein9Mod](https://github.com/malcolmamal/ComfyUI-Flux2Klein9Mod)
+- **Ready-to-Use Workflows:** [`../../workflows/Klein9/`](../../workflows/Klein9/)
+
 ---
 
 ## 📚 Guides & Technical Documentation
@@ -9,24 +14,33 @@ Welcome to the official documentation and reference guides for **FLUX.2 & Klein
 1. **[FLUX.2 & Klein 9B RefMods: Architecture, Extraction, and Usage Guide](FLUX2_KLEIN9_REFMODS_GUIDE.md)**  
    The primary comprehensive architectural handbook covering:
    - Theoretical underpinnings of 2D RoPE reference latent injection vs legacy pixel encoding
-   - Where to download 1,400+ pre-extracted RefMods on Hugging Face ([malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9))
+   - Where to find and download 1,400+ pre-extracted RefMods on Hugging Face ([malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9) & [malcolmrey/browser](https://huggingface.co/spaces/malcolmrey/browser))
    - Installing and configuring the `ComfyUI-Flux2Klein9Mod` custom node
-   - Graph wiring diagrams (Text-to-Image, Multi-Character, and LoRA Hybrid stacks)
-   - Step-by-step RefMod creation with dataset curation best practices
+   - Detailed breakdown of both official ComfyUI JSON workflows (`workflow_klein9_refmod.json` & `workflow_klein9_refmod_lora.json`)
+   - Step-by-step RefMod creation with dataset curation best practices and CLI extraction
 
 2. **[Visual Benchmarks & 5-Column Comparison Studies](VISUAL_BENCHMARKS_AND_COMPARISONS.md)**  
    Detailed empirical evaluations across 7 celebrity & persona datasets:
-   - Embedded 5-column comparison grids for all benchmark subjects
+   - Embedded 5-column comparison grids for all benchmark subjects (Alison Brie, Brett Cooper, Olivia Wilde, Jodie Foster, Rebecca Ferguson, Sydney Sweeney, Gosia)
    - Direct download links to individual model weights (`.safetensors`) on Hugging Face
    - High-resolution single run artifact links ([`examples/`](examples/)) for Pure LoRA, 8-Raw Reference, Pure RefMod, and Hybrid stacks
    - Computational throughput, token load, and VRAM scaling breakdowns
 
 ---
 
+## 🎛️ Official ComfyUI Workflows (`workflows/Klein9/`)
+
+Drag-and-drop workflow files ready for immediate use in ComfyUI:
+
+- **[`workflow_klein9_refmod.json`](../../workflows/Klein9/workflow_klein9_refmod.json):** Pure RefMod Text-to-Image generation for FLUX.2 / Klein 9B.
+- **[`workflow_klein9_refmod_lora.json`](../../workflows/Klein9/workflow_klein9_refmod_lora.json):** Hybrid RefMod + LoRA Power Stack for maximum facial likeness and micro-texture fidelity.
+
+---
+
 ## 🛠️ Tools & Scripts
 
 - **Generator & Batch Extractor Script:** [`../generate_flux2_klein9_refmod.py`](../generate_flux2_klein9_refmod.py)  
-  CLI generator tool supporting single-dataset extraction, custom token budgets, and high-speed mass batch extraction.
+  CLI generator tool supporting single-dataset extraction, custom token budgets, dry-run inspection, and high-speed mass batch extraction.
 - **ComfyUI Custom Node:** [`../comfyui/custom_nodes/ComfyUI-Flux2Klein9Mod/`](../comfyui/custom_nodes/ComfyUI-Flux2Klein9Mod/)  
   GitHub Repository: [github.com/malcolmamal/ComfyUI-Flux2Klein9Mod](https://github.com/malcolmamal/ComfyUI-Flux2Klein9Mod)
 - **Hugging Face Model Hub:** [huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9)  

klein9/docs/VISUAL_BENCHMARKS_AND_COMPARISONS.md

@@ -3,7 +3,9 @@
 _Version: 1.0.0_  
 _Last Updated: September 2026_  
 _Target Architecture: FLUX.2 / Klein 4B / Klein 8B / Klein 9B + `ComfyUI-Flux2Klein9Mod`_  
+_Interactive Model Browser: [huggingface.co/spaces/malcolmrey/browser](https://huggingface.co/spaces/malcolmrey/browser)_  
 _Open Weights Repository: [huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9)_  
+_Official ComfyUI Workflows: [`workflows/Klein9/`](../../workflows/Klein9/) (`workflow_klein9_refmod.json` & `workflow_klein9_refmod_lora.json`)_  
 _Custom Node Repository: [github.com/malcolmamal/ComfyUI-Flux2Klein9Mod](https://github.com/malcolmamal/ComfyUI-Flux2Klein9Mod)_  
 _Generation & Extraction Script: [`../generate_flux2_klein9_refmod.py`](../generate_flux2_klein9_refmod.py)_
 
@@ -191,6 +193,10 @@ shallow depth of field
 
 ## 5. Related Documentation & Links
 
+- **Interactive Visual Model Browser (1,400+ models):** [https://huggingface.co/spaces/malcolmrey/browser](https://huggingface.co/spaces/malcolmrey/browser)
+- **Official Ready-to-Use Workflows:** [`workflows/Klein9/`](../../workflows/Klein9/)
+  - `workflow_klein9_refmod.json` (Pure RefMod Text-to-Image)
+  - `workflow_klein9_refmod_lora.json` (Hybrid RefMod + LoRA Power Stack)
 - **Main Architecture & Usage Guide:** [`FLUX2_KLEIN9_REFMODS_GUIDE.md`](FLUX2_KLEIN9_REFMODS_GUIDE.md)
 - **Generator & Batch Extractor Tool:** [`../generate_flux2_klein9_refmod.py`](../generate_flux2_klein9_refmod.py)
 - **Hugging Face Model Weights (1,400+ models):** [huggingface.co/malcolmrey/klein9](https://huggingface.co/malcolmrey/klein9)

klein9/workflows/workflow_klein9_refmod.json

@@ -0,0 +1,757 @@
+{
+  "id": "00000000-0000-0000-0000-000000000000",
+  "revision": 0,
+  "last_node_id": 52,
+  "last_link_id": 26,
+  "nodes": [
+    {
+      "id": 1,
+      "type": "UNETLoader",
+      "pos": [
+        100,
+        130
+      ],
+      "size": [
+        270,
+        82
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "type": "MODEL",
+          "links": [
+            19
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.33.3",
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "input_ue_unconnectable": {}
+        },
+        "Node name for S&R": "UNETLoader"
+      },
+      "widgets_values": [
+        "FLUX2\\flux-2-klein-9b-fp8.safetensors",
+        "default"
+      ],
+      "widgets_values_named": {
+        "unet_name": "FLUX2\\flux-2-klein-9b-fp8.safetensors",
+        "weight_dtype": "default"
+      }
+    },
+    {
+      "id": 2,
+      "type": "CLIPLoader",
+      "pos": [
+        100,
+        342
+      ],
+      "size": [
+        270,
+        106
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "CLIP",
+          "type": "CLIP",
+          "links": [
+            16
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.33.3",
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "input_ue_unconnectable": {}
+        },
+        "Node name for S&R": "CLIPLoader"
+      },
+      "widgets_values": [
+        "qwen_3_8b_fp8mixed.safetensors",
+        "flux2",
+        "default"
+      ],
+      "widgets_values_named": {
+        "clip_name": "qwen_3_8b_fp8mixed.safetensors",
+        "type": "flux2",
+        "device": "default"
+      }
+    },
+    {
+      "id": 3,
+      "type": "VAELoader",
+      "pos": [
+        100,
+        578
+      ],
+      "size": [
+        270,
+        58
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "VAE",
+          "type": "VAE",
+          "links": [
+            15
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.33.3",
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "input_ue_unconnectable": {}
+        },
+        "Node name for S&R": "VAELoader"
+      },
+      "widgets_values": [
+        "flux2_vae.safetensors"
+      ],
+      "widgets_values_named": {
+        "vae_name": "flux2_vae.safetensors"
+      }
+    },
+    {
+      "id": 8,
+      "type": "VAEDecode",
+      "pos": [
+        2192.440234375,
+        130
+      ],
+      "size": [
+        140,
+        46
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 14
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 15
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            18
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.33.3",
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "input_ue_unconnectable": {}
+        },
+        "Node name for S&R": "VAEDecode"
+      }
+    },
+    {
+      "id": 11,
+      "type": "EmptyFlux2LatentImage",
+      "pos": [
+        100,
+        766
+      ],
+      "size": [
+        270,
+        106
+      ],
+      "flags": {},
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