Add faceswapnew-* head-swap experiment workflows (klein quickwins/nolora/base/res2s/cropstitch, qwen2511 bfsv5/lightning8) + research notes

workflows/HEADSWAP-IMPROVEMENT-RESEARCH.md

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+# Head-Swap (head-swap-flux-klein.json) — Improvement Research, 2026-07-17
+
+Research notes for improving the Lissie / FLUX.2 Klein head-swap workflow. No changes applied yet.
+
+## Current state of the workflow
+
+- FLUX.2 Klein 9B **distilled** bf16 (`flux-2-klein-9b.safetensors`), CFG 1.0, sampler `lcm`, Flux2Scheduler @ 8 steps
+- Text encoder `qwen_3_8b_fp8mixed.safetensors` (fp8)
+- LoRAs: `bfs_head_v1_flux-klein_9b_step3500_rank128` @ 1.0 + `lissie_flux2_klein` @ 1.0
+- Body img → 1.5 MP → ReferenceLatent 1; face → RMBG-2.0 → 1.5 MP → ReferenceLatent 2
+- Whole frame regenerated (EmptyFlux2LatentImage, denoise 1.0); no inpaint/compositing
+- Bugs in graph: QwenVL expression caption generated but NOT wired into prompt (dead Reroute);
+  `ImageCropByMask` orphaned; negative prompt is a no-op at CFG 1.0; unused BasicScheduler(bong_tangent, 4).
+
+## Answer: better CLIP/text encoder
+
+Yes — full-precision **bf16** encoder exists and is a drop-in via the same `CLIPLoader type=flux2`:
+
+- `qwen_3_8b.safetensors` — 16.38 GB — official Comfy-Org repo:
+  https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b.safetensors
+- No published A/B vs fp8mixed; expect subtle gains ("different, not clearly worse") but it removes one
+  quantization variable at zero cost on the H100 (80 GB).
+- Klein 9B officially uses Qwen3-8B (BFL model card); FLUX.2-dev uses Mistral-Small-24B — not interchangeable.
+- Other variants (fp4mixed, GGUF quants, ponpoke "uncensored" abliterated, SearchingMan 5.1B prune) exist;
+  none demonstrated better than bf16; the prune is not a drop-in for the flux2 CLIPLoader.
+
+## Highest-impact findings (ranked)
+
+1. **LoRA-on-distilled mismatch (likely the biggest quality bug).** Community LoRAs (incl. BFS) are trained
+   on **klein-base**; documented that base-trained LoRAs "do not work well" on the distilled checkpoint
+   (nomadoor note; Comfy-Org/ComfyUI issue #11975). Fix options:
+   - Switch to **flux-2-klein-base-9b** (bf16, ~29 GB VRAM): euler + Flux2Scheduler, **20–24 steps, CFG 4–5**
+     (official base template: 20 steps CFG 5). Unlocks real negative prompts + higher step counts.
+     https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B
+   - Or base + **"Klein 4B/9B Base to Turbo" difference LoRA** @ ~0.5 → 10–20 steps at CFG 2–2.5
+     (https://civitai.com/models/2324315).
+2. **Crop-and-stitch instead of whole-frame regen.** Regenerate ONLY a ~1 MP crop around the head
+   (ComfyUI-Inpaint-CropAndStitch: Inpaint Crop → edit → Inpaint Stitch); body/background pixels stay
+   pixel-identical, face gets full latent resolution. This is the 2026 best-practice pattern
+   (MyAIForce 8K head-swap; aistudynow; official BFS author recommends crop+inpaint for small faces).
+   Alternative lighter fix: SetLatentNoiseMask / InpaintModelConditioning to restrict edits.
+3. **Steps & sampler.** On the distilled model: official recipe is **euler + Flux2Scheduler @ 4 steps,
+   CFG 1.0**; sweet spot 4–6; MORE steps on distilled → overcooked/waxy ("deep-fried") — current 8 with
+   `lcm` is off-recipe on both counts. Increasing steps meaningfully = switch to base (20–50 steps).
+   Max-quality combo on base: `res_2s` + `bong_tangent` (RES4LYF) @ ~20 steps. Avoid euler_ancestral.
+4. **LoRA strengths.** Identity LoRA (lissie) @ 1.0 fights the "copy head from Picture 2" objective +
+   reference latents. Try lissie 0.5–0.7 (or drop it — Picture 2 already carries identity). BFS can go
+   1.2–1.3 if similarity is weak (author guidance). Also A/B **without BFS entirely** — MyAIForce found bare
+   Klein sometimes swaps better (hair/eye-direction drift with the LoRA).
+5. **Reference sizing.** Official templates scale every reference to **1 MP** (ImageScaleToTotalPixels,
+   lanczos); workflow uses 1.5 MP refs (untested regime). Face ref: head+shoulders crop helps scale
+   inference; keep full hair for head-swap; RMBG on ref is fine/helpful.
+6. **Wire the QwenVL expression caption into the prompt** (StringConcatenate output currently dead-ends).
+   Author-sanctioned to append expression description below the template.
+7. **Finisher pass.** SeedVR2 (7B, tiled 2x, wavelet color fix, latent_noise_scale ~0.025) is the community
+   default post-swap finisher; FaceDetailer (Impact Pack, supports FLUX) as low-denoise face refinement.
+   GAN restorers (CodeFormer w≈0.5) only as a careful second pass — they can shift identity.
+8. **Negative prompting on distilled**: only via NAG (native NAGuidance node — but open bug #12707 reports
+   no effect on Klein + 2x time; ComfyUI-NAG custom node is the alternative). Real negatives → use base.
+
+## Alternative / hybrid routes
+
+- **Qwen-Image-Edit 2511 (already installed, bf16 40 GB + Lightning 4/8-step LoRAs).** 2511 specifically
+  improved character consistency & image drift. Max quality: bf16, **40 steps, CFG 4, euler+simple, no
+  Lightning** (Lightning = main "plastic skin" source; Skin_Fix LoRA counteracts). BFS **Head V5** is the
+  2511-specific head-swap LoRA (Picture1=body, Picture2=face — same convention):
+  https://huggingface.co/Alissonerdx/BFS-Best-Face-Swap
+  BFS author himself found Flux2 head-swap "not as good as with QWEN". Use TextEncodeQwenImageEditAdvanced
+  (QwenEditUtils, installed) for pixel-exact reference latents instead of Plus's forced 1 MP rescale.
+- **FLUX.2-dev 32B** fp8 (~32 GB + Mistral 24B TE) fits the H100; best FLUX.2 quality but no Klein
+  head-swap LoRA; 20 steps, FluxGuidance 4.
+- **PuLID-Flux2** (iFayens) — first PuLID for FLUX.2, supports Klein 9B, strength 1.0–1.4 — extra identity
+  signal option. https://github.com/iFayens/ComfyUI-PuLID-Flux2
+- **flux-2-klein-9b-kv** variant: 2.5x faster multi-reference editing, same 4-step behavior.
+- Other LoRAs: BFS rank64/step3750 variant; SmartCharacterSwap (`jhuangswap`, handles occlusion);
+  "Flux2-Klein-9B-Enhanced-Details" (fixes plastic skin); Klein Consistency LoRA.
+
+## Candidate downloads (not yet downloaded)
+
+| What | Size | URL |
+|---|---|---|
+| bf16 text encoder | 16.4 GB | https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b.safetensors |
+| klein-base-9b (bf16) | ~18 GB | https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B (gated — accept license) |
+| Base→Turbo LoRA | small | https://civitai.com/models/2324315 |
+| BFS Head V5 (Qwen 2511) | ~600 MB | https://huggingface.co/Alissonerdx/BFS-Best-Face-Swap |
+| Inpaint-CropAndStitch nodes | — | https://github.com/lquesada/ComfyUI-Inpaint-CropAndStitch |
+| RES4LYF (res_2s/bong_tangent) | — | https://github.com/ClownsharkBatwing/RES4LYF |
+| SeedVR2 nodes + 7B model | ~16 GB | https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler |
+
+## Suggested experiment order
+
+1. Quick wins on current graph: euler @ 4–6 steps, refs → 1 MP, lissie → 0.6, wire expression caption,
+   bf16 text encoder. (A/B with fixed seed.)
+2. Structural: crop-and-stitch head inpaint version of the workflow.
+3. Model: klein-base-9b @ 20 steps CFG 4–5 with both LoRAs (they're base-trained — should behave better),
+   optional res_2s+bong_tangent.
+4. Parallel track: Qwen-Edit 2511 + BFS Head V5, 40 steps CFG 4 no Lightning, vs the Klein pipeline.
+5. Finisher: SeedVR2 pass on the winner.

workflows/api/faceswapnew-klein-base-res2s.json

@@ -0,0 +1,357 @@
+{
+  "1": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "body.jpg"
+    }
+  },
+  "10": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "flux2/klein/bfs_head_v1_flux-klein_9b_step3500_rank128.safetensors",
+      "model": [
+        "9",
+        0
+      ],
+      "strength_model": 1.0
+    }
+  },
+  "11": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "lissie_flux2_klein.safetensors",
+      "model": [
+        "10",
+        0
+      ],
+      "strength_model": 0.6
+    }
+  },
+  "12": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": [
+        "32",
+        0
+      ]
+    }
+  },
+  "13": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": "bad quality, noise, blurry, worst quality, low resolution, blur, distortion, unnatural blending, cartoon, illustration, painting"
+    }
+  },
+  "14": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "flux2-vae.safetensors"
+    }
+  },
+  "15": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "4",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "16": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "5",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "17": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "12",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "18": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "17",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "19": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "13",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "2": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "face.jpg"
+    }
+  },
+  "20": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "21": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "cfg": 4.5,
+      "model": [
+        "11",
+        0
+      ],
+      "negative": [
+        "20",
+        0
+      ],
+      "positive": [
+        "18",
+        0
+      ]
+    }
+  },
+  "22": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "res_2s"
+    }
+  },
+  "23": {
+    "class_type": "BasicScheduler",
+    "inputs": {
+      "denoise": 1.0,
+      "model": [
+        "11",
+        0
+      ],
+      "scheduler": "bong_tangent",
+      "steps": 20
+    }
+  },
+  "24": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 42
+    }
+  },
+  "25": {
+    "class_type": "SamplerCustomAdvanced",
+    "inputs": {
+      "guider": [
+        "21",
+        0
+      ],
+      "latent_image": [
+        "7",
+        0
+      ],
+      "noise": [
+        "24",
+        0
+      ],
+      "sampler": [
+        "22",
+        0
+      ],
+      "sigmas": [
+        "23",
+        0
+      ]
+    }
+  },
+  "26": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "25",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "27": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "faceswapnew-klein-base-res2s",
+      "images": [
+        "26",
+        0
+      ]
+    }
+  },
+  "3": {
+    "class_type": "RMBG",
+    "inputs": {
+      "background": "Alpha",
+      "image": [
+        "2",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "model": "RMBG-2.0",
+      "process_res": 1024,
+      "refine_foreground": false,
+      "sensitivity": 1
+    }
+  },
+  "30": {
+    "class_type": "ImageResizeKJv2",
+    "inputs": {
+      "crop_position": "center",
+      "device": "cpu",
+      "divisible_by": 2,
+      "height": 512,
+      "image": [
+        "1",
+        0
+      ],
+      "keep_proportion": "resize",
+      "pad_color": "0, 0, 0",
+      "upscale_method": "lanczos",
+      "width": 512
+    }
+  },
+  "31": {
+    "class_type": "AILab_QwenVL",
+    "inputs": {
+      "attention_mode": "sdpa",
+      "custom_prompt": "Describe the facial expression.",
+      "image": [
+        "30",
+        0
+      ],
+      "keep_model_loaded": false,
+      "max_tokens": 512,
+      "model_name": "Qwen3-VL-4B-Instruct",
+      "preset_prompt": "\ud83d\uddbc\ufe0f Tags",
+      "quantization": "None (FP16)",
+      "seed": 42
+    }
+  },
+  "32": {
+    "class_type": "StringConcatenate",
+    "inputs": {
+      "delimiter": "\n\n",
+      "string_a": "head_swap: start with Picture 1 as the base image, keeping its lighting, environment, and background. remove the head from Picture 1 completely and replace it with the head from Picture 2, strictly preserving the hair, eye color, nose structure of Picture 2. copy the direction of the eye, head rotation, micro expressions from Picture 1, high quality, sharp details, 4k.",
+      "string_b": [
+        "31",
+        0
+      ]
+    }
+  },
+  "4": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "1",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "5": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "3",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "6": {
+    "class_type": "GetImageSize",
+    "inputs": {
+      "image": [
+        "4",
+        0
+      ]
+    }
+  },
+  "7": {
+    "class_type": "EmptyFlux2LatentImage",
+    "inputs": {
+      "batch_size": 1,
+      "height": [
+        "6",
+        1
+      ],
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen_3_8b.safetensors",
+      "device": "default",
+      "type": "flux2"
+    }
+  },
+  "9": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "flux-2-klein-base-9b.safetensors",
+      "weight_dtype": "default"
+    }
+  }
+}

workflows/api/faceswapnew-klein-base.json

@@ -0,0 +1,359 @@
+{
+  "1": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "body.jpg"
+    }
+  },
+  "10": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "flux2/klein/bfs_head_v1_flux-klein_9b_step3500_rank128.safetensors",
+      "model": [
+        "9",
+        0
+      ],
+      "strength_model": 1.0
+    }
+  },
+  "11": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "lissie_flux2_klein.safetensors",
+      "model": [
+        "10",
+        0
+      ],
+      "strength_model": 0.6
+    }
+  },
+  "12": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": [
+        "32",
+        0
+      ]
+    }
+  },
+  "13": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": "bad quality, noise, blurry, worst quality, low resolution, blur, distortion, unnatural blending, cartoon, illustration, painting"
+    }
+  },
+  "14": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "flux2-vae.safetensors"
+    }
+  },
+  "15": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "4",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "16": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "5",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "17": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "12",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "18": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "17",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "19": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "13",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "2": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "face.jpg"
+    }
+  },
+  "20": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "21": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "cfg": 4.5,
+      "model": [
+        "11",
+        0
+      ],
+      "negative": [
+        "20",
+        0
+      ],
+      "positive": [
+        "18",
+        0
+      ]
+    }
+  },
+  "22": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "23": {
+    "class_type": "Flux2Scheduler",
+    "inputs": {
+      "height": [
+        "6",
+        1
+      ],
+      "steps": 20,
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "24": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 42
+    }
+  },
+  "25": {
+    "class_type": "SamplerCustomAdvanced",
+    "inputs": {
+      "guider": [
+        "21",
+        0
+      ],
+      "latent_image": [
+        "7",
+        0
+      ],
+      "noise": [
+        "24",
+        0
+      ],
+      "sampler": [
+        "22",
+        0
+      ],
+      "sigmas": [
+        "23",
+        0
+      ]
+    }
+  },
+  "26": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "25",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "27": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "faceswapnew-klein-base",
+      "images": [
+        "26",
+        0
+      ]
+    }
+  },
+  "3": {
+    "class_type": "RMBG",
+    "inputs": {
+      "background": "Alpha",
+      "image": [
+        "2",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "model": "RMBG-2.0",
+      "process_res": 1024,
+      "refine_foreground": false,
+      "sensitivity": 1
+    }
+  },
+  "30": {
+    "class_type": "ImageResizeKJv2",
+    "inputs": {
+      "crop_position": "center",
+      "device": "cpu",
+      "divisible_by": 2,
+      "height": 512,
+      "image": [
+        "1",
+        0
+      ],
+      "keep_proportion": "resize",
+      "pad_color": "0, 0, 0",
+      "upscale_method": "lanczos",
+      "width": 512
+    }
+  },
+  "31": {
+    "class_type": "AILab_QwenVL",
+    "inputs": {
+      "attention_mode": "sdpa",
+      "custom_prompt": "Describe the facial expression.",
+      "image": [
+        "30",
+        0
+      ],
+      "keep_model_loaded": false,
+      "max_tokens": 512,
+      "model_name": "Qwen3-VL-4B-Instruct",
+      "preset_prompt": "\ud83d\uddbc\ufe0f Tags",
+      "quantization": "None (FP16)",
+      "seed": 42
+    }
+  },
+  "32": {
+    "class_type": "StringConcatenate",
+    "inputs": {
+      "delimiter": "\n\n",
+      "string_a": "head_swap: start with Picture 1 as the base image, keeping its lighting, environment, and background. remove the head from Picture 1 completely and replace it with the head from Picture 2, strictly preserving the hair, eye color, nose structure of Picture 2. copy the direction of the eye, head rotation, micro expressions from Picture 1, high quality, sharp details, 4k.",
+      "string_b": [
+        "31",
+        0
+      ]
+    }
+  },
+  "4": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "1",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "5": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "3",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "6": {
+    "class_type": "GetImageSize",
+    "inputs": {
+      "image": [
+        "4",
+        0
+      ]
+    }
+  },
+  "7": {
+    "class_type": "EmptyFlux2LatentImage",
+    "inputs": {
+      "batch_size": 1,
+      "height": [
+        "6",
+        1
+      ],
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen_3_8b.safetensors",
+      "device": "default",
+      "type": "flux2"
+    }
+  },
+  "9": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "flux-2-klein-base-9b.safetensors",
+      "weight_dtype": "default"
+    }
+  }
+}

workflows/api/faceswapnew-klein-cropstitch.json

@@ -0,0 +1,427 @@
+{
+  "1": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "body.jpg"
+    }
+  },
+  "10": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "flux2/klein/bfs_head_v1_flux-klein_9b_step3500_rank128.safetensors",
+      "model": [
+        "9",
+        0
+      ],
+      "strength_model": 1.0
+    }
+  },
+  "11": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "lissie_flux2_klein.safetensors",
+      "model": [
+        "10",
+        0
+      ],
+      "strength_model": 0.6
+    }
+  },
+  "12": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": [
+        "32",
+        0
+      ]
+    }
+  },
+  "13": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": "bad quality, noise, blurry, worst quality, low resolution, blur, distortion, unnatural blending, cartoon, illustration, painting"
+    }
+  },
+  "14": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "flux2-vae.safetensors"
+    }
+  },
+  "15": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "41",
+        1
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "16": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "5",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "17": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "12",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "18": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "17",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "19": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "13",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "2": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "face.jpg"
+    }
+  },
+  "20": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "21": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "cfg": 1.0,
+      "model": [
+        "11",
+        0
+      ],
+      "negative": [
+        "20",
+        0
+      ],
+      "positive": [
+        "18",
+        0
+      ]
+    }
+  },
+  "22": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "23": {
+    "class_type": "Flux2Scheduler",
+    "inputs": {
+      "height": [
+        "6",
+        1
+      ],
+      "steps": 5,
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "24": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 42
+    }
+  },
+  "25": {
+    "class_type": "SamplerCustomAdvanced",
+    "inputs": {
+      "guider": [
+        "21",
+        0
+      ],
+      "latent_image": [
+        "7",
+        0
+      ],
+      "noise": [
+        "24",
+        0
+      ],
+      "sampler": [
+        "22",
+        0
+      ],
+      "sigmas": [
+        "23",
+        0
+      ]
+    }
+  },
+  "26": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "25",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "27": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "faceswapnew-klein-cropstitch",
+      "images": [
+        "42",
+        0
+      ]
+    }
+  },
+  "3": {
+    "class_type": "RMBG",
+    "inputs": {
+      "background": "Alpha",
+      "image": [
+        "2",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "model": "RMBG-2.0",
+      "process_res": 1024,
+      "refine_foreground": false,
+      "sensitivity": 1
+    }
+  },
+  "30": {
+    "class_type": "ImageResizeKJv2",
+    "inputs": {
+      "crop_position": "center",
+      "device": "cpu",
+      "divisible_by": 2,
+      "height": 512,
+      "image": [
+        "1",
+        0
+      ],
+      "keep_proportion": "resize",
+      "pad_color": "0, 0, 0",
+      "upscale_method": "lanczos",
+      "width": 512
+    }
+  },
+  "31": {
+    "class_type": "AILab_QwenVL",
+    "inputs": {
+      "attention_mode": "sdpa",
+      "custom_prompt": "Describe the facial expression.",
+      "image": [
+        "30",
+        0
+      ],
+      "keep_model_loaded": false,
+      "max_tokens": 512,
+      "model_name": "Qwen3-VL-4B-Instruct",
+      "preset_prompt": "\ud83d\uddbc\ufe0f Tags",
+      "quantization": "None (FP16)",
+      "seed": 42
+    }
+  },
+  "32": {
+    "class_type": "StringConcatenate",
+    "inputs": {
+      "delimiter": "\n\n",
+      "string_a": "head_swap: start with Picture 1 as the base image, keeping its lighting, environment, and background. remove the head from Picture 1 completely and replace it with the head from Picture 2, strictly preserving the hair, eye color, nose structure of Picture 2. copy the direction of the eye, head rotation, micro expressions from Picture 1, high quality, sharp details, 4k.",
+      "string_b": [
+        "31",
+        0
+      ]
+    }
+  },
+  "40": {
+    "class_type": "FaceSegment",
+    "inputs": {
+      "Earring": false,
+      "Eyeglasses": true,
+      "Hair": true,
+      "Left-ear": true,
+      "Left-eye": true,
+      "Left-eyebrow": true,
+      "Lower-lip": true,
+      "Mouth": true,
+      "Neck": true,
+      "Nose": true,
+      "Right-ear": true,
+      "Right-eye": true,
+      "Right-eyebrow": true,
+      "Skin": true,
+      "Upper-lip": true,
+      "background": "Alpha",
+      "background_color": "#222222",
+      "images": [
+        "1",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "process_res": 1024
+    }
+  },
+  "41": {
+    "class_type": "InpaintCropImproved",
+    "inputs": {
+      "context_from_mask_extend_factor": 1.5,
+      "device_mode": "gpu (much faster)",
+      "downscale_algorithm": "lanczos",
+      "extend_down_factor": 1.0,
+      "extend_for_outpainting": false,
+      "extend_left_factor": 1.0,
+      "extend_right_factor": 1.0,
+      "extend_up_factor": 1.0,
+      "image": [
+        "1",
+        0
+      ],
+      "mask": [
+        "40",
+        1
+      ],
+      "mask_blend_pixels": 32,
+      "mask_expand_pixels": 40,
+      "mask_fill_holes": true,
+      "mask_hipass_filter": 0.1,
+      "mask_invert": false,
+      "output_padding": "32",
+      "output_resize_to_target_size": true,
+      "output_target_height": 1024,
+      "output_target_width": 1024,
+      "preresize": false,
+      "preresize_max_height": 16384,
+      "preresize_max_width": 16384,
+      "preresize_min_height": 1024,
+      "preresize_min_width": 1024,
+      "preresize_mode": "ensure minimum resolution",
+      "upscale_algorithm": "lanczos"
+    }
+  },
+  "42": {
+    "class_type": "InpaintStitchImproved",
+    "inputs": {
+      "inpainted_image": [
+        "26",
+        0
+      ],
+      "stitcher": [
+        "41",
+        0
+      ]
+    }
+  },
+  "5": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "3",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "6": {
+    "class_type": "GetImageSize",
+    "inputs": {
+      "image": [
+        "41",
+        1
+      ]
+    }
+  },
+  "7": {
+    "class_type": "EmptyFlux2LatentImage",
+    "inputs": {
+      "batch_size": 1,
+      "height": [
+        "6",
+        1
+      ],
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen_3_8b.safetensors",
+      "device": "default",
+      "type": "flux2"
+    }
+  },
+  "9": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "flux-2-klein-9b.safetensors",
+      "weight_dtype": "default"
+    }
+  }
+}

workflows/api/faceswapnew-klein-distilled-nolora.json

@@ -0,0 +1,337 @@
+{
+  "1": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "body.jpg"
+    }
+  },
+  "12": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": [
+        "32",
+        0
+      ]
+    }
+  },
+  "13": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": "bad quality, noise, blurry, worst quality, low resolution, blur, distortion, unnatural blending, cartoon, illustration, painting"
+    }
+  },
+  "14": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "flux2-vae.safetensors"
+    }
+  },
+  "15": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "4",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "16": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "5",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "17": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "12",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "18": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "17",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "19": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "13",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "2": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "face.jpg"
+    }
+  },
+  "20": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "21": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "cfg": 1.0,
+      "model": [
+        "9",
+        0
+      ],
+      "negative": [
+        "20",
+        0
+      ],
+      "positive": [
+        "18",
+        0
+      ]
+    }
+  },
+  "22": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "23": {
+    "class_type": "Flux2Scheduler",
+    "inputs": {
+      "height": [
+        "6",
+        1
+      ],
+      "steps": 5,
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "24": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 42
+    }
+  },
+  "25": {
+    "class_type": "SamplerCustomAdvanced",
+    "inputs": {
+      "guider": [
+        "21",
+        0
+      ],
+      "latent_image": [
+        "7",
+        0
+      ],
+      "noise": [
+        "24",
+        0
+      ],
+      "sampler": [
+        "22",
+        0
+      ],
+      "sigmas": [
+        "23",
+        0
+      ]
+    }
+  },
+  "26": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "25",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "27": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "faceswapnew-klein-distilled-nolora",
+      "images": [
+        "26",
+        0
+      ]
+    }
+  },
+  "3": {
+    "class_type": "RMBG",
+    "inputs": {
+      "background": "Alpha",
+      "image": [
+        "2",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "model": "RMBG-2.0",
+      "process_res": 1024,
+      "refine_foreground": false,
+      "sensitivity": 1
+    }
+  },
+  "30": {
+    "class_type": "ImageResizeKJv2",
+    "inputs": {
+      "crop_position": "center",
+      "device": "cpu",
+      "divisible_by": 2,
+      "height": 512,
+      "image": [
+        "1",
+        0
+      ],
+      "keep_proportion": "resize",
+      "pad_color": "0, 0, 0",
+      "upscale_method": "lanczos",
+      "width": 512
+    }
+  },
+  "31": {
+    "class_type": "AILab_QwenVL",
+    "inputs": {
+      "attention_mode": "sdpa",
+      "custom_prompt": "Describe the facial expression.",
+      "image": [
+        "30",
+        0
+      ],
+      "keep_model_loaded": false,
+      "max_tokens": 512,
+      "model_name": "Qwen3-VL-4B-Instruct",
+      "preset_prompt": "\ud83d\uddbc\ufe0f Tags",
+      "quantization": "None (FP16)",
+      "seed": 42
+    }
+  },
+  "32": {
+    "class_type": "StringConcatenate",
+    "inputs": {
+      "delimiter": "\n\n",
+      "string_a": "Remove the head (face and hair) from Picture 1 and replace it with the head (face and hair) from Picture 2. Keep the lighting, environment, and background from Picture 1. Relight the new head to match the scene. Keep the eye direction, head rotation, and facial expression from Picture 1.",
+      "string_b": [
+        "31",
+        0
+      ]
+    }
+  },
+  "4": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "1",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "5": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "3",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "6": {
+    "class_type": "GetImageSize",
+    "inputs": {
+      "image": [
+        "4",
+        0
+      ]
+    }
+  },
+  "7": {
+    "class_type": "EmptyFlux2LatentImage",
+    "inputs": {
+      "batch_size": 1,
+      "height": [
+        "6",
+        1
+      ],
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen_3_8b.safetensors",
+      "device": "default",
+      "type": "flux2"
+    }
+  },
+  "9": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "flux-2-klein-9b.safetensors",
+      "weight_dtype": "default"
+    }
+  }
+}

workflows/api/faceswapnew-klein-distilled-quickwins.json

@@ -0,0 +1,359 @@
+{
+  "1": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "body.jpg"
+    }
+  },
+  "10": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "flux2/klein/bfs_head_v1_flux-klein_9b_step3500_rank128.safetensors",
+      "model": [
+        "9",
+        0
+      ],
+      "strength_model": 1.0
+    }
+  },
+  "11": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "lissie_flux2_klein.safetensors",
+      "model": [
+        "10",
+        0
+      ],
+      "strength_model": 0.6
+    }
+  },
+  "12": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": [
+        "32",
+        0
+      ]
+    }
+  },
+  "13": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "clip": [
+        "8",
+        0
+      ],
+      "text": "bad quality, noise, blurry, worst quality, low resolution, blur, distortion, unnatural blending, cartoon, illustration, painting"
+    }
+  },
+  "14": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "flux2-vae.safetensors"
+    }
+  },
+  "15": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "4",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "16": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "5",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "17": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "12",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "18": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "17",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "19": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "13",
+        0
+      ],
+      "latent": [
+        "15",
+        0
+      ]
+    }
+  },
+  "2": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "face.jpg"
+    }
+  },
+  "20": {
+    "class_type": "ReferenceLatent",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "latent": [
+        "16",
+        0
+      ]
+    }
+  },
+  "21": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "cfg": 1.0,
+      "model": [
+        "11",
+        0
+      ],
+      "negative": [
+        "20",
+        0
+      ],
+      "positive": [
+        "18",
+        0
+      ]
+    }
+  },
+  "22": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "23": {
+    "class_type": "Flux2Scheduler",
+    "inputs": {
+      "height": [
+        "6",
+        1
+      ],
+      "steps": 5,
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "24": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 42
+    }
+  },
+  "25": {
+    "class_type": "SamplerCustomAdvanced",
+    "inputs": {
+      "guider": [
+        "21",
+        0
+      ],
+      "latent_image": [
+        "7",
+        0
+      ],
+      "noise": [
+        "24",
+        0
+      ],
+      "sampler": [
+        "22",
+        0
+      ],
+      "sigmas": [
+        "23",
+        0
+      ]
+    }
+  },
+  "26": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "25",
+        0
+      ],
+      "vae": [
+        "14",
+        0
+      ]
+    }
+  },
+  "27": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "faceswapnew-klein-distilled-quickwins",
+      "images": [
+        "26",
+        0
+      ]
+    }
+  },
+  "3": {
+    "class_type": "RMBG",
+    "inputs": {
+      "background": "Alpha",
+      "image": [
+        "2",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "model": "RMBG-2.0",
+      "process_res": 1024,
+      "refine_foreground": false,
+      "sensitivity": 1
+    }
+  },
+  "30": {
+    "class_type": "ImageResizeKJv2",
+    "inputs": {
+      "crop_position": "center",
+      "device": "cpu",
+      "divisible_by": 2,
+      "height": 512,
+      "image": [
+        "1",
+        0
+      ],
+      "keep_proportion": "resize",
+      "pad_color": "0, 0, 0",
+      "upscale_method": "lanczos",
+      "width": 512
+    }
+  },
+  "31": {
+    "class_type": "AILab_QwenVL",
+    "inputs": {
+      "attention_mode": "sdpa",
+      "custom_prompt": "Describe the facial expression.",
+      "image": [
+        "30",
+        0
+      ],
+      "keep_model_loaded": false,
+      "max_tokens": 512,
+      "model_name": "Qwen3-VL-4B-Instruct",
+      "preset_prompt": "\ud83d\uddbc\ufe0f Tags",
+      "quantization": "None (FP16)",
+      "seed": 42
+    }
+  },
+  "32": {
+    "class_type": "StringConcatenate",
+    "inputs": {
+      "delimiter": "\n\n",
+      "string_a": "head_swap: start with Picture 1 as the base image, keeping its lighting, environment, and background. remove the head from Picture 1 completely and replace it with the head from Picture 2, strictly preserving the hair, eye color, nose structure of Picture 2. copy the direction of the eye, head rotation, micro expressions from Picture 1, high quality, sharp details, 4k.",
+      "string_b": [
+        "31",
+        0
+      ]
+    }
+  },
+  "4": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "1",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "5": {
+    "class_type": "ResizeImageMaskNode",
+    "inputs": {
+      "input": [
+        "3",
+        0
+      ],
+      "resize_type": "scale total pixels",
+      "resize_type.megapixels": 1.0,
+      "scale_method": "lanczos"
+    }
+  },
+  "6": {
+    "class_type": "GetImageSize",
+    "inputs": {
+      "image": [
+        "4",
+        0
+      ]
+    }
+  },
+  "7": {
+    "class_type": "EmptyFlux2LatentImage",
+    "inputs": {
+      "batch_size": 1,
+      "height": [
+        "6",
+        1
+      ],
+      "width": [
+        "6",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen_3_8b.safetensors",
+      "device": "default",
+      "type": "flux2"
+    }
+  },
+  "9": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "flux-2-klein-9b.safetensors",
+      "weight_dtype": "default"
+    }
+  }
+}

workflows/api/faceswapnew-qwen2511-bfsv5.json

@@ -0,0 +1,230 @@
+{
+  "1": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "qwen_image_edit_2511_bf16.safetensors",
+      "weight_dtype": "default"
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen_2.5_vl_7b.safetensors",
+      "device": "default",
+      "type": "qwen_image"
+    }
+  },
+  "20": {
+    "class_type": "ModelSamplingAuraFlow",
+    "inputs": {
+      "model": [
+        "9",
+        0
+      ],
+      "shift": 3.1
+    }
+  },
+  "21": {
+    "class_type": "CFGNorm",
+    "inputs": {
+      "model": [
+        "20",
+        0
+      ],
+      "pre_cfg": false,
+      "strength": 1
+    }
+  },
+  "22": {
+    "class_type": "TextEncodeQwenImageEditPlus",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "image1": [
+        "5",
+        0
+      ],
+      "image2": [
+        "8",
+        0
+      ],
+      "prompt": "head_swap: start with Picture 1 as the base image, keeping its lighting, environment, and background. remove the head from Picture 1 completely and replace it with the head from Picture 2, strictly preserving the hair, eye color, nose structure of Picture 2. copy the direction of the eye, head rotation, micro expressions from Picture 1, high quality, sharp details, 4k.",
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "23": {
+    "class_type": "FluxKontextMultiReferenceLatentMethod",
+    "inputs": {
+      "conditioning": [
+        "22",
+        0
+      ],
+      "reference_latents_method": "index_timestep_zero"
+    }
+  },
+  "24": {
+    "class_type": "TextEncodeQwenImageEditPlus",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "image1": [
+        "5",
+        0
+      ],
+      "image2": [
+        "8",
+        0
+      ],
+      "prompt": "bad quality, noise, blurry, worst quality, low resolution, blur, distortion, unnatural blending, cartoon, illustration, painting",
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "25": {
+    "class_type": "FluxKontextMultiReferenceLatentMethod",
+    "inputs": {
+      "conditioning": [
+        "24",
+        0
+      ],
+      "reference_latents_method": "index_timestep_zero"
+    }
+  },
+  "26": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "5",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "27": {
+    "class_type": "KSampler",
+    "inputs": {
+      "cfg": 4.0,
+      "denoise": 1,
+      "latent_image": [
+        "26",
+        0
+      ],
+      "model": [
+        "21",
+        0
+      ],
+      "negative": [
+        "25",
+        0
+      ],
+      "positive": [
+        "23",
+        0
+      ],
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "seed": 42,
+      "steps": 40
+    }
+  },
+  "28": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "27",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "29": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "faceswapnew-qwen2511-bfsv5",
+      "images": [
+        "28",
+        0
+      ]
+    }
+  },
+  "3": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_vae.safetensors"
+    }
+  },
+  "4": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "body.jpg"
+    }
+  },
+  "5": {
+    "class_type": "FluxKontextImageScale",
+    "inputs": {
+      "image": [
+        "4",
+        0
+      ]
+    }
+  },
+  "6": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "face.jpg"
+    }
+  },
+  "7": {
+    "class_type": "RMBG",
+    "inputs": {
+      "background": "Color",
+      "background_color": "#7F7F7F",
+      "image": [
+        "6",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "model": "RMBG-2.0",
+      "process_res": 1024,
+      "refine_foreground": false,
+      "sensitivity": 1
+    }
+  },
+  "8": {
+    "class_type": "FluxKontextImageScale",
+    "inputs": {
+      "image": [
+        "7",
+        0
+      ]
+    }
+  },
+  "9": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "bfs_head_v5_2511_merged_version_rank_32_fp32.safetensors",
+      "model": [
+        "1",
+        0
+      ],
+      "strength_model": 1.0
+    }
+  }
+}

workflows/api/faceswapnew-qwen2511-lightning8.json

@@ -0,0 +1,229 @@
+{
+  "1": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "qwen_image_edit_2511_bf16.safetensors",
+      "weight_dtype": "default"
+    }
+  },
+  "10": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "Qwen-Image-Edit-2511-Lightning-8steps-V1.0-bf16.safetensors",
+      "model": [
+        "9",
+        0
+      ],
+      "strength_model": 1.0
+    }
+  },
+  "11": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "Qwen_LoRA_Skin_Fix_v2.safetensors",
+      "model": [
+        "10",
+        0
+      ],
+      "strength_model": 1.0
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen_2.5_vl_7b.safetensors",
+      "device": "default",
+      "type": "qwen_image"
+    }
+  },
+  "20": {
+    "class_type": "ModelSamplingAuraFlow",
+    "inputs": {
+      "model": [
+        "11",
+        0
+      ],
+      "shift": 3.1
+    }
+  },
+  "21": {
+    "class_type": "CFGNorm",
+    "inputs": {
+      "model": [
+        "20",
+        0
+      ],
+      "pre_cfg": false,
+      "strength": 1
+    }
+  },
+  "22": {
+    "class_type": "TextEncodeQwenImageEditPlus",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "image1": [
+        "5",
+        0
+      ],
+      "image2": [
+        "8",
+        0
+      ],
+      "prompt": "head_swap: start with Picture 1 as the base image, keeping its lighting, environment, and background. remove the head from Picture 1 completely and replace it with the head from Picture 2, strictly preserving the hair, eye color, nose structure of Picture 2. copy the direction of the eye, head rotation, micro expressions from Picture 1, high quality, sharp details, 4k.",
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "23": {
+    "class_type": "FluxKontextMultiReferenceLatentMethod",
+    "inputs": {
+      "conditioning": [
+        "22",
+        0
+      ],
+      "reference_latents_method": "index_timestep_zero"
+    }
+  },
+  "25": {
+    "class_type": "ConditioningZeroOut",
+    "inputs": {
+      "conditioning": [
+        "22",
+        0
+      ]
+    }
+  },
+  "26": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "5",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "27": {
+    "class_type": "KSampler",
+    "inputs": {
+      "cfg": 1.0,
+      "denoise": 1,
+      "latent_image": [
+        "26",
+        0
+      ],
+      "model": [
+        "21",
+        0
+      ],
+      "negative": [
+        "25",
+        0
+      ],
+      "positive": [
+        "23",
+        0
+      ],
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "seed": 42,
+      "steps": 8
+    }
+  },
+  "28": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "27",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "29": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "faceswapnew-qwen2511-lightning8",
+      "images": [
+        "28",
+        0
+      ]
+    }
+  },
+  "3": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_vae.safetensors"
+    }
+  },
+  "4": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "body.jpg"
+    }
+  },
+  "5": {
+    "class_type": "FluxKontextImageScale",
+    "inputs": {
+      "image": [
+        "4",
+        0
+      ]
+    }
+  },
+  "6": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "face.jpg"
+    }
+  },
+  "7": {
+    "class_type": "RMBG",
+    "inputs": {
+      "background": "Color",
+      "background_color": "#7F7F7F",
+      "image": [
+        "6",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "model": "RMBG-2.0",
+      "process_res": 1024,
+      "refine_foreground": false,
+      "sensitivity": 1
+    }
+  },
+  "8": {
+    "class_type": "FluxKontextImageScale",
+    "inputs": {
+      "image": [
+        "7",
+        0
+      ]
+    }
+  },
+  "9": {
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "bfs_head_v5_2511_merged_version_rank_32_fp32.safetensors",
+      "model": [
+        "1",
+        0
+      ],
+      "strength_model": 1.0
+    }
+  }
+}

workflows/faceswapnew-klein-base-res2s.json

@@ -0,0 +1,3086 @@
+{
+  "id": "92112d97-bb64-4b44-86f2-ea5691ef8f6e",
+  "revision": 0,
+  "last_node_id": 190,
+  "last_link_id": 321,
+  "nodes": [
+    {
+      "id": 99,
+      "type": "MarkdownNote",
+      "pos": [
+        490,
+        690
+      ],
+      "size": [
+        210,
+        88
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Note",
+      "properties": {
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "version": "7.5.1",
+          "input_ue_unconnectable": {}
+        }
+      },
+      "widgets_values": [
+        "Click on the top-right corner of the node to open the [subgraph](https://docs.comfy.org/interface/features/subgraph) \n\ud83d\udc47"
+      ],
+      "color": "#222",
+      "bgcolor": "#000"
+    },
+    {
+      "id": 97,
+      "type": "MarkdownNote",
+      "pos": [
+        -750,
+        830
+      ],
+      "size": [
+        610,
+        650
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "version": "7.5.1",
+          "input_ue_unconnectable": {}
+        }
+      },
+      "widgets_values": [
+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8)\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
+      ],
+      "color": "#222",
+      "bgcolor": "#000"
+    },
+    {
+      "id": 111,
+      "type": "VAELoader",
+      "pos": [
+        369.76713102266166,
+        3563.7500284440807
+      ],
+      "size": [
+        364.42708333333337,
+        58
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "VAE",
+          "type": "VAE",
+          "links": [
+            198,
+            202,
+            217
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.8.2",
+        "Node name for S&R": "VAELoader",
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "version": "7.5.1",
+          "input_ue_unconnectable": {}
+        },
+        "models": [
+          {
+            "name": "flux2-vae.safetensors",
+            "url": "https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors",
+            "directory": "vae"
+          }
+        ],
+        "enableTabs": false,
+        "tabWidth": 65,
+        "tabXOffset": 10,
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+          "type": "IMAGE",
+          "slot_index": 0,
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+          "name": "SIGMAS",
+          "type": "SIGMAS",
+          "links": [
+            310
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+      "properties": {
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+          "type": "LATENT",
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+          "type": "LATENT",
+          "links": []
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+      ],
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+        "cnr_id": "comfy-core",
+        "ver": "0.8.2",
+        "Node name for S&R": "SamplerCustomAdvanced",
+        "ue_properties": {
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+          "version": "7.5.1",
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+        },
+        "enableTabs": false,
+        "tabWidth": 65,
+        "tabXOffset": 10,
+        "hasSecondTab": false,
+        "secondTabText": "Send Back",
+        "secondTabOffset": 80,
+        "secondTabWidth": 65
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 186,
+      "type": "MarkdownNote",
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+        610,
+        650
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+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Markdown Note 4b",
+      "properties": {
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "version": "7.5.1",
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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**text_encoders**\n\n- [qwen_3_4b.safetensors](https://huggingface.co/Comfy-Org/z_image_turbo/resolve/main/split_files/text_encoders/qwen_3_4b.safetensors)\n\n**diffusion_models**\n\n- [lux-2-klein-base-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-4b-fp8/resolve/main/flux-2-klein-base-4b-fp8.safetensors)(CFG: 5.0, Steps: 20/30/50...)\n\n- [lux-2-klein-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-4b-fp8/blob/main/flux-2-klein-4b-fp8.safetensors)(CFG: 1.0, Steps: 4...)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_4b.safetensors\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502   \u2502      \u2514\u2500\u2500 lux-2-klein-base-4b-fp8.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare the required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n\n"
+      ],
+      "color": "#222",
+      "bgcolor": "#000"
+    },
+    {
+      "id": 184,
+      "type": "MarkdownNote",
+      "pos": [
+        -907.2444036877835,
+        3091.9914110992695
+      ],
+      "size": [
+        610,
+        650
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Markdown Note 9b",
+      "properties": {
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "version": "7.5.1",
+          "input_ue_unconnectable": {}
+        }
+      },
+      "widgets_values": [
+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8) (CFG 5.0, Steps: 20/30/50..)\n- [flux-2-klein-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8) (CFG 1.0, Steps: 4..)\n\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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+      "color": "#222",
+      "bgcolor": "#000"
+    },
+    {
+      "id": 81,
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+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
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+          "type": "IMAGE",
+          "links": [
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+            317
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+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": [
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+        }
+      ],
+      "title": "Face Reference",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.8.2",
+        "Node name for S&R": "LoadImage",
+        "enableTabs": false,
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workflows/faceswapnew-klein-base.json

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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8)\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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+      "outputs": [],
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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**text_encoders**\n\n- [qwen_3_4b.safetensors](https://huggingface.co/Comfy-Org/z_image_turbo/resolve/main/split_files/text_encoders/qwen_3_4b.safetensors)\n\n**diffusion_models**\n\n- [lux-2-klein-base-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-4b-fp8/resolve/main/flux-2-klein-base-4b-fp8.safetensors)(CFG: 5.0, Steps: 20/30/50...)\n\n- [lux-2-klein-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-4b-fp8/blob/main/flux-2-klein-4b-fp8.safetensors)(CFG: 1.0, Steps: 4...)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_4b.safetensors\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502   \u2502      \u2514\u2500\u2500 lux-2-klein-base-4b-fp8.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare the required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n\n"
+      ],
+      "color": "#222",
+      "bgcolor": "#000"
+    },
+    {
+      "id": 184,
+      "type": "MarkdownNote",
+      "pos": [
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+      "size": [
+        610,
+        650
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+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Markdown Note 9b",
+      "properties": {
+        "ue_properties": {
+          "widget_ue_connectable": {},
+          "version": "7.5.1",
+          "input_ue_unconnectable": {}
+        }
+      },
+      "widgets_values": [
+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8) (CFG 5.0, Steps: 20/30/50..)\n- [flux-2-klein-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8) (CFG 1.0, Steps: 4..)\n\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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workflows/faceswapnew-klein-cropstitch.json

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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8)\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**text_encoders**\n\n- [qwen_3_4b.safetensors](https://huggingface.co/Comfy-Org/z_image_turbo/resolve/main/split_files/text_encoders/qwen_3_4b.safetensors)\n\n**diffusion_models**\n\n- [lux-2-klein-base-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-4b-fp8/resolve/main/flux-2-klein-base-4b-fp8.safetensors)(CFG: 5.0, Steps: 20/30/50...)\n\n- [lux-2-klein-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-4b-fp8/blob/main/flux-2-klein-4b-fp8.safetensors)(CFG: 1.0, Steps: 4...)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_4b.safetensors\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502   \u2502      \u2514\u2500\u2500 lux-2-klein-base-4b-fp8.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare the required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n\n"
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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8) (CFG 5.0, Steps: 20/30/50..)\n- [flux-2-klein-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8) (CFG 1.0, Steps: 4..)\n\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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workflows/faceswapnew-klein-distilled-nolora.json

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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8)\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**text_encoders**\n\n- [qwen_3_4b.safetensors](https://huggingface.co/Comfy-Org/z_image_turbo/resolve/main/split_files/text_encoders/qwen_3_4b.safetensors)\n\n**diffusion_models**\n\n- [lux-2-klein-base-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-4b-fp8/resolve/main/flux-2-klein-base-4b-fp8.safetensors)(CFG: 5.0, Steps: 20/30/50...)\n\n- [lux-2-klein-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-4b-fp8/blob/main/flux-2-klein-4b-fp8.safetensors)(CFG: 1.0, Steps: 4...)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_4b.safetensors\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502   \u2502      \u2514\u2500\u2500 lux-2-klein-base-4b-fp8.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare the required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n\n"
+      ],
+      "color": "#222",
+      "bgcolor": "#000"
+    },
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+      "id": 184,
+      "type": "MarkdownNote",
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+      "order": 9,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Markdown Note 9b",
+      "properties": {
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+          "input_ue_unconnectable": {}
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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8) (CFG 5.0, Steps: 20/30/50..)\n- [flux-2-klein-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8) (CFG 1.0, Steps: 4..)\n\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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workflows/faceswapnew-klein-distilled-quickwins.json

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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8)\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**text_encoders**\n\n- [qwen_3_4b.safetensors](https://huggingface.co/Comfy-Org/z_image_turbo/resolve/main/split_files/text_encoders/qwen_3_4b.safetensors)\n\n**diffusion_models**\n\n- [lux-2-klein-base-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-4b-fp8/resolve/main/flux-2-klein-base-4b-fp8.safetensors)(CFG: 5.0, Steps: 20/30/50...)\n\n- [lux-2-klein-4b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-4b-fp8/blob/main/flux-2-klein-4b-fp8.safetensors)(CFG: 1.0, Steps: 4...)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_4b.safetensors\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502   \u2502      \u2514\u2500\u2500 lux-2-klein-base-4b-fp8.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare the required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n\n"
+      ],
+      "color": "#222",
+      "bgcolor": "#000"
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+      "order": 9,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
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+        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model links (for local users)\n\n**diffusion_models**\n\n- [flux-2-klein-base-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9b-fp8) (CFG 5.0, Steps: 20/30/50..)\n- [flux-2-klein-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8) (CFG 1.0, Steps: 4..)\n\n\n> Please visit BFL's repo, accept the agreement in the repo, and then download the fp8 model.\n\n**text_encoders**\n\n- [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors)\n\n**vae**\n\n- [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors)\n\n\nModel Storage Location\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502   \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502   \u2502      \u2514\u2500\u2500 qwen_3_8b_fp8mixed.safetensors\n\u2502   \u2514\u2500\u2500 \ud83d\udcc2 vae/\n\u2502          \u2514\u2500\u2500 flux2-vae.safetensors\n```\n## Report issue\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/zh-CN/installation/update_comfyui)) and prepare required models. Desktop/Cloud ship stable builds; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "INT",
+          "type": "INT",
+          "slot_index": 0,
+          "links": [
+            25
+          ]
+        }
+      ],
+      "title": "Accel steps",
+      "properties": {
+        "Node name for S&R": "PrimitiveInt"
+      },
+      "widgets_values": [
+        4,
+        "fixed"
+      ]
+    },
+    {
+      "id": 14,
+      "type": "ComfySwitchNode",
+      "pos": [
+        320,
+        60
+      ],
+      "size": [
+        260,
+        110
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "on_false",
+          "type": "INT",
+          "link": 24
+        },
+        {
+          "name": "on_true",
+          "type": "INT",
+          "link": 25
+        },
+        {
+          "name": "switch",
+          "type": "BOOLEAN",
+          "widget": {
+            "name": "switch"
+          },
+          "link": 26
+        }
+      ],
+      "outputs": [
+        {
+          "name": "output",
+          "type": "INT",
+          "slot_index": 0,
+          "links": [
+            27
+          ]
+        }
+      ],
+      "title": "Switch: STEPS",
+      "properties": {
+        "Node name for S&R": "ComfySwitchNode"
+      },
+      "widgets_values": [
+        false
+      ]
+    },
+    {
+      "id": 15,
+      "type": "PrimitiveFloat",
+      "pos": [
+        -120,
+        340
+      ],
+      "size": [
+        300,
+        90
+      ],
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "FLOAT",
+          "type": "FLOAT",
+          "slot_index": 0,
+          "links": [
+            28
+          ]
+        }
+      ],
+      "title": "Full CFG",
+      "properties": {
+        "Node name for S&R": "PrimitiveFloat"
+      },
+      "widgets_values": [
+        4.0
+      ]
+    },
+    {
+      "id": 16,
+      "type": "PrimitiveFloat",
+      "pos": [
+        -120,
+        480
+      ],
+      "size": [
+        300,
+        90
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "FLOAT",
+          "type": "FLOAT",
+          "slot_index": 0,
+          "links": [
+            29
+          ]
+        }
+      ],
+      "title": "Accel CFG",
+      "properties": {
+        "Node name for S&R": "PrimitiveFloat"
+      },
+      "widgets_values": [
+        1
+      ]
+    },
+    {
+      "id": 17,
+      "type": "ComfySwitchNode",
+      "pos": [
+        320,
+        340
+      ],
+      "size": [
+        260,
+        110
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "on_false",
+          "type": "FLOAT",
+          "link": 28
+        },
+        {
+          "name": "on_true",
+          "type": "FLOAT",
+          "link": 29
+        },
+        {
+          "name": "switch",
+          "type": "BOOLEAN",
+          "widget": {
+            "name": "switch"
+          },
+          "link": 30
+        }
+      ],
+      "outputs": [
+        {
+          "name": "output",
+          "type": "FLOAT",
+          "slot_index": 0,
+          "links": [
+            31
+          ]
+        }
+      ],
+      "title": "Switch: CFG",
+      "properties": {
+        "Node name for S&R": "ComfySwitchNode"
+      },
+      "widgets_values": [
+        false
+      ]
+    },
+    {
+      "id": 19,
+      "type": "TextEncodeQwenImageEditPlus",
+      "pos": [
+        -820,
+        500
+      ],
+      "size": [
+        400,
+        180
+      ],
+      "flags": {},
+      "order": 21,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 11
+        },
+        {
+          "name": "vae",
+          "shape": 7,
+          "type": "VAE",
+          "link": 13
+        },
+        {
+          "name": "image1",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 16
+        },
+        {
+          "name": "image2",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 36
+        },
+        {
+          "name": "image3",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            19
+          ]
+        }
+      ],
+      "title": "Negative prompt",
+      "properties": {
+        "Node name for S&R": "TextEncodeQwenImageEditPlus"
+      },
+      "widgets_values": [
+        "bad quality, noise, blurry, worst quality, low resolution, blur, distortion, unnatural blending, cartoon, illustration, painting"
+      ]
+    },
+    {
+      "id": 21,
+      "type": "FluxKontextMultiReferenceLatentMethod",
+      "pos": [
+        -380,
+        500
+      ],
+      "size": [
+        330,
+        60
+      ],
+      "flags": {},
+      "order": 24,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 19
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            21
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "FluxKontextMultiReferenceLatentMethod"
+      },
+      "widgets_values": [
+        "index_timestep_zero"
+      ]
+    },
+    {
+      "id": 22,
+      "type": "VAEEncode",
+      "pos": [
+        -380,
+        640
+      ],
+      "size": [
+        240,
+        50
+      ],
+      "flags": {},
+      "order": 17,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "pixels",
+          "type": "IMAGE",
+          "link": 17
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 22
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            23
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEEncode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 24,
+      "type": "VAEDecode",
+      "pos": [
+        980,
+        60
+      ],
+      "size": [
+        220,
+        50
+      ],
+      "flags": {},
+      "order": 26,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 32
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 33
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            34
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEDecode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 25,
+      "type": "SaveImage",
+      "pos": [
+        1240,
+        60
+      ],
+      "size": [
+        440,
+        470
+      ],
+      "flags": {},
+      "order": 27,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 34
+        }
+      ],
+      "outputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "SaveImage"
+      },
+      "widgets_values": [
+        "faceswapnew-qwen2511-bfsv5"
+      ]
+    },
+    {
+      "id": 26,
+      "type": "MarkdownNote",
+      "pos": [
+        640,
+        -360
+      ],
+      "size": [
+        560,
+        270
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "How to use",
+      "properties": {},
+      "widgets_values": [
+        "## Qwen Image Edit \u2014 Master Workflow\n\n**One toggle controls quality vs speed:** the **Accelerate?** boolean node (bottom-left).\n\n- **ON (true)**  = Lightning 4-step LoRA + 4 steps + CFG 1.0 (fast)\n- **OFF (false)** = no Lightning + 20 steps + CFG 4.0 (best quality)\n\nIt drives the three **Switch** nodes (MODEL / STEPS / CFG) together, so you only flip one thing.\n\n**Your content LoRAs** go in the **Power Lora Loader** (add/stack/toggle each). It is always applied in both modes.\n\nModel: `qwen_image_edit_2511_fp8mixed` (20GB fp8 \u2014 loads ~2x faster than bf16)."
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 1,
+      "type": "UNETLoader",
+      "pos": [
+        -1560,
+        -160
+      ],
+      "size": [
+        380,
+        82
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            1
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "UNETLoader"
+      },
+      "widgets_values": [
+        "qwen_image_edit_2511_bf16.safetensors",
+        "default"
+      ]
+    },
+    {
+      "id": 8,
+      "type": "Power Lora Loader (rgthree)",
+      "pos": [
+        -520,
+        -200
+      ],
+      "size": [
+        360,
+        180
+      ],
+      "flags": {},
+      "order": 18,
+      "mode": 0,
+      "inputs": [
+        {
+          "dir": 3,
+          "name": "model",
+          "type": "MODEL",
+          "link": 3
+        },
+        {
+          "dir": 3,
+          "name": "clip",
+          "type": "CLIP",
+          "link": 4
+        }
+      ],
+      "outputs": [
+        {
+          "dir": 4,
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            5,
+            6
+          ]
+        },
+        {
+          "dir": 4,
+          "name": "CLIP",
+          "type": "CLIP",
+          "slot_index": 1,
+          "links": [
+            10,
+            11
+          ]
+        }
+      ],
+      "title": "Power Lora Loader (content LoRAs)",
+      "properties": {
+        "Show Strengths": "Single Strength",
+        "Match": "",
+        "Node name for S&R": "Power Lora Loader (rgthree)"
+      },
+      "widgets_values": [
+        {},
+        {
+          "type": "PowerLoraLoaderHeaderWidget"
+        },
+        {
+          "on": true,
+          "lora": "bfs_head_v5_2511_merged_version_rank_32_fp32.safetensors",
+          "strength": 1,
+          "strengthTwo": null
+        },
+        {},
+        ""
+      ]
+    },
+    {
+      "id": 18,
+      "type": "TextEncodeQwenImageEditPlus",
+      "pos": [
+        -820,
+        260
+      ],
+      "size": [
+        400,
+        200
+      ],
+      "flags": {},
+      "order": 20,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 10
+        },
+        {
+          "name": "vae",
+          "shape": 7,
+          "type": "VAE",
+          "link": 12
+        },
+        {
+          "name": "image1",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 15
+        },
+        {
+          "name": "image2",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 37
+        },
+        {
+          "name": "image3",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            18
+          ]
+        }
+      ],
+      "title": "Positive prompt",
+      "properties": {
+        "Node name for S&R": "TextEncodeQwenImageEditPlus"
+      },
+      "widgets_values": [
+        "head_swap: start with Picture 1 as the base image, keeping its lighting, environment, and background. remove the head from Picture 1 completely and replace it with the head from Picture 2, strictly preserving the hair, eye color, nose structure of Picture 2. copy the direction of the eye, head rotation, micro expressions from Picture 1, high quality, sharp details, 4k."
+      ]
+    },
+    {
+      "id": 5,
+      "type": "FluxKontextImageScale",
+      "pos": [
+        -1237.052875033084,
+        315.2963018071418
+      ],
+      "size": [
+        290,
+        58
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 14
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            15,
+            16,
+            17
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "FluxKontextImageScale"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 27,
+      "type": "LoadImage",
+      "pos": [
+        -1539.5670708441953,
+        673.121941232823
+      ],
+      "size": [
+        300,
+        340
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            38
+          ]
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "slot_index": 1,
+          "links": []
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "face.jpg",
+        "image"
+      ]
+    },
+    {
+      "id": 28,
+      "type": "FluxKontextImageScale",
+      "pos": [
+        -1185.2995863942845,
+        570.3845658284137
+      ],
+      "size": [
+        290,
+        58
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 35
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            36,
+            37
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "FluxKontextImageScale"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 4,
+      "type": "LoadImage",
+      "pos": [
+        -1560,
+        260
+      ],
+      "size": [
+        300,
+        340
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            14
+          ]
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "slot_index": 1,
+          "links": []
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "body.jpg",
+        "image"
+      ]
+    },
+    {
+      "id": 11,
+      "type": "ComfySwitchNode",
+      "pos": [
+        330.48556360022366,
+        -355.3210645444286
+      ],
+      "size": [
+        260,
+        110
+      ],
+      "flags": {},
+      "order": 22,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "on_false",
+          "type": "MODEL",
+          "link": 6
+        },
+        {
+          "name": "on_true",
+          "type": "MODEL",
+          "link": 7
+        },
+        {
+          "name": "switch",
+          "type": "BOOLEAN",
+          "widget": {
+            "name": "switch"
+          },
+          "link": 8
+        }
+      ],
+      "outputs": [
+        {
+          "name": "output",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            9
+          ]
+        }
+      ],
+      "title": "Switch: MODEL",
+      "properties": {
+        "Node name for S&R": "ComfySwitchNode"
+      },
+      "widgets_values": [
+        false
+      ]
+    },
+    {
+      "id": 9,
+      "type": "LoraLoaderModelOnly",
+      "pos": [
+        -12.790058208281684,
+        -191.0290993988523
+      ],
+      "size": [
+        360,
+        90
+      ],
+      "flags": {},
+      "order": 19,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 5
+        }
+      ],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            7
+          ]
+        }
+      ],
+      "title": "Lightning 4-step LoRA (acceleration)",
+      "properties": {
+        "Node name for S&R": "LoraLoaderModelOnly"
+      },
+      "widgets_values": [
+        "Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors",
+        1
+      ]
+    },
+    {
+      "id": 20,
+      "type": "FluxKontextMultiReferenceLatentMethod",
+      "pos": [
+        -403.1028620644545,
+        235.34903349834278
+      ],
+      "size": [
+        330,
+        60
+      ],
+      "flags": {},
+      "order": 23,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 18
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            20
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "FluxKontextMultiReferenceLatentMethod"
+      },
+      "widgets_values": [
+        "index_timestep_zero"
+      ]
+    },
+    {
+      "id": 10,
+      "type": "PrimitiveBoolean",
+      "pos": [
+        -520,
+        60
+      ],
+      "size": [
+        357.3609375,
+        90
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "BOOLEAN",
+          "type": "BOOLEAN",
+          "slot_index": 0,
+          "links": [
+            8,
+            26,
+            30
+          ]
+        }
+      ],
+      "title": "Accelerate?  (ON=fast 4-step / OFF=full quality)",
+      "properties": {
+        "Node name for S&R": "PrimitiveBoolean"
+      },
+      "widgets_values": [
+        false
+      ]
+    },
+    {
+      "id": 23,
+      "type": "KSampler",
+      "pos": [
+        640,
+        60
+      ],
+      "size": [
+        300,
+        360
+      ],
+      "flags": {},
+      "order": 25,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 9
+        },
+        {
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 20
+        },
+        {
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 21
+        },
+        {
+          "name": "latent_image",
+          "type": "LATENT",
+          "link": 23
+        },
+        {
+          "name": "steps",
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": 27
+        },
+        {
+          "name": "cfg",
+          "type": "FLOAT",
+          "widget": {
+            "name": "cfg"
+          },
+          "link": 31
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            32
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "KSampler"
+      },
+      "widgets_values": [
+        42,
+        "fixed",
+        4,
+        1,
+        "euler",
+        "simple",
+        1
+      ]
+    },
+    {
+      "id": 300,
+      "type": "RMBG",
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workflows/faceswapnew-qwen2511-lightning8.json

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+        "## Qwen Image Edit \u2014 Master Workflow\n\n**One toggle controls quality vs speed:** the **Accelerate?** boolean node (bottom-left).\n\n- **ON (true)**  = Lightning 4-step LoRA + 4 steps + CFG 1.0 (fast)\n- **OFF (false)** = no Lightning + 20 steps + CFG 4.0 (best quality)\n\nIt drives the three **Switch** nodes (MODEL / STEPS / CFG) together, so you only flip one thing.\n\n**Your content LoRAs** go in the **Power Lora Loader** (add/stack/toggle each). It is always applied in both modes.\n\nModel: `qwen_image_edit_2511_fp8mixed` (20GB fp8 \u2014 loads ~2x faster than bf16)."
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+      "title": "Power Lora Loader (content LoRAs)",
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+        "Match": "",
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