Archive flux-redux experiment: final writeup, workflows, inputs, scripts, research, v4 outputs, comparison sheets, Claude memories (part 2)

redux_experiment_final/workflows/wip/flux-redux-schnell.json

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+        "## FLUX Redux schnell \u2014 Replicate `flux-redux-schnell` replica (v1 draft)\n\nParity with Replicate's `black-forest-labs/flux-redux-schnell` endpoint: image variations in\n**4 steps**, no prompt (their `redux_image` replaces it), no guidance (schnell ignores it \u2014 the\nendpoint schema has none, hence no FluxGuidance node), no safety checker locally.\n\n**Models** (HF `aleph65/ComfyUI`): `diffusion_models/flux1-schnell.safetensors` (bf16,\nApache-2.0, HF repo not gated) \u00b7 `text_encoders/t5xxl_fp16.safetensors` + `clip_l.safetensors`\n\u00b7 `vae/ae.safetensors` \u00b7 `style_models/flux1-redux-dev.safetensors` \u00b7\n`clip_vision/sigclip_vision_patch14_384.safetensors`\n\n**Endpoint mapping** \u2014 aspect_ratio @ ~1MP \u2192 EmptySD3LatentImage size (default 1:1 =\n1024x1024); num_outputs 1\u20134 \u2192 batch_size; num_inference_steps (max 4) \u2192 steps; seed \u2192 noise\nseed (values do NOT reproduce Replicate's outputs). euler / simple / denoise 1.0 /\nApply Style Model 1.0 multiply. Lower steps = faster + worse, exactly like the endpoint.\n"
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redux_experiment_final/workflows/wip/flux-redux-style-composition-bfl-lora.json

@@ -0,0 +1,1081 @@
+{
+  "id": "00000000-0000-0000-0000-000000000000",
+  "revision": 0,
+  "last_node_id": 21,
+  "last_link_id": 23,
+  "nodes": [
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+      "type": "MarkdownNote",
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+        "## FLUX Redux + official BFL Depth LoRA (v1 draft \u2014 A/B variant)\n\nAlternative to the Union-Pro-2.0 workflow for maximum structural adherence: BFL's\n`flux1-depth-dev-lora` on stock flux1-dev, control image fed via latent-concat\n(**InstructPixToPixConditioning**), Redux on the conditioning as usual.\n\n**Models**: dev base + Redux files as in the other workflows, plus\n`loras/flux1-depth-dev-lora.safetensors` (HF `black-forest-labs/FLUX.1-Depth-dev-lora`, gated).\n\n**Differences vs the ControlNet version** \u2014 structure control has NO strength/start/end;\nweaken it via the LoRA strength (1.0 = full adherence, ~0.7 looser). No canny stacking.\n**FluxGuidance 10** (BFL's depth rec \u2014 NOT 3.5). Redux attn_bias 0.5 as usual.\nLatent size comes from InstructPixToPixConditioning (= control image size) \u2014 feed a\nflux-legal resolution composition image (~1MP).\n"
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+          "links": [
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+          ],
+          "slot_index": 0
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+        "Node name for S&R": "MarkdownNote",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
+      },
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+        "## FLUX Redux + ControlNet \u2014 style + composition (v1 draft)\n\n**Image A (style)** supplies aesthetic/palette/lighting via **FLUX.1 Redux**; **Image B\n(composition)** supplies layout via **Depth** (Shakker-Labs ControlNet **Union-Pro-2.0** \u2014 mode\ninferred from the control image, do NOT add SetUnionControlNetType). Optional text prompt.\n\n**Models** (HF `aleph65/ComfyUI`):\n- `diffusion_models/flux1-dev.safetensors` (bf16) \u00b7 `text_encoders/t5xxl_fp16.safetensors` +\n  `clip_l.safetensors` \u00b7 `vae/ae.safetensors`\n- `style_models/flux1-redux-dev.safetensors` \u00b7 `clip_vision/sigclip_vision_patch14_384.safetensors`\n- `controlnet/FLUX.1-dev-ControlNet-Union-Pro-2.0.safetensors`\n- bypassed extras: `loras/flux1-turbo-alpha.safetensors`\n- `depth_anything_v2_vitl.pth` auto-downloads into `custom_nodes/comfyui_controlnet_aux/ckpts/`\n\n**Knobs**\n- *Apply Style Model* `strength` = Redux influence, `attn_bias` mode: 0.3\u20130.7 (start 0.5).\n  Raise if style too weak; lower (or use the ReduxAdvanced group) if Image A's layout leaks.\n- *Depth ControlNet* strength 0.6\u20130.8, end_percent 0.8 (official 2.0 rec: 0.8/0.8).\n- **Canny group (bypassed)**: enable to stack hard contour lock at LOW strength 0.25\u20130.4, or\n  use instead of depth (rewire). Union-Pro-2.0 handles both from the same loader.\n- **ReduxAdvanced group (bypassed)**: alternative style isolation via token downsampling\n  (factor 3). To use: connect its CONDITIONING output to the depth Apply ControlNet `positive`\n  (replacing Apply Style Model) and enable the node.\n- **Turbo group (bypassed)**: enable turbo-alpha LoRA + set steps to 8 for fast previews.\n- Sampler: euler / simple / 28 steps / CFG 1.0 / FluxGuidance 3.5 / denoise 1.0.\n\nPrompt may be empty; a short scene description usually helps. Match latent aspect to Image B.\n"
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+      "type": "UNETLoader",
+      "pos": [
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+      "mode": 0,
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+      "outputs": [
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+          "name": "MODEL",
+          "type": "MODEL",
+          "links": [
+            26
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+          "slot_index": 0
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+      ],
+      "properties": {
+        "Node name for S&R": "UNETLoader",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
+      },
+      "widgets_values": [
+        "flux1-dev.safetensors",
+        "default"
+      ]
+    },
+    {
+      "id": 3,
+      "type": "DualCLIPLoader",
+      "pos": [
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+      "size": [
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+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
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+          "name": "CLIP",
+          "type": "CLIP",
+          "links": [
+            3
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+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "DualCLIPLoader",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
+      },
+      "widgets_values": [
+        "t5xxl_fp16.safetensors",
+        "clip_l.safetensors",
+        "flux",
+        "default"
+      ]
+    },
+    {
+      "id": 4,
+      "type": "VAELoader",
+      "pos": [
+        -720,
+        250
+      ],
+      "size": [
+        340,
+        58
+      ],
+      "flags": {},
+      "order": 3,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "VAE",
+          "type": "VAE",
+          "links": [
+            19,
+            24,
+            33
+          ],
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAELoader",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
+      },
+      "widgets_values": [
+        "ae.safetensors"
+      ]
+    },
+    {
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+      "order": 4,
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+      "inputs": [],
+      "outputs": [
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+          "type": "IMAGE",
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+          "slot_index": 0
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+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": [],
+          "slot_index": 1
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+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
+      },
+      "title": "Style reference (Image A)",
+      "widgets_values": [
+        "style_ref.png",
+        "image"
+      ]
+    },
+    {
+      "id": 6,
+      "type": "CLIPVisionLoader",
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+      "size": [
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+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "CLIP_VISION",
+          "type": "CLIP_VISION",
+          "links": [
+            1,
+            11
+          ],
+          "slot_index": 0
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+      ],
+      "properties": {
+        "Node name for S&R": "CLIPVisionLoader",
+        "cnr_id": "comfy-core",
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+      "widgets_values": [
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+      "id": 7,
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+        {
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+          "type": "IMAGE",
+          "link": 2
+        }
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+          "name": "CLIP_VISION_OUTPUT",
+          "type": "CLIP_VISION_OUTPUT",
+          "links": [
+            8
+          ],
+          "slot_index": 0
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+      ],
+      "properties": {
+        "Node name for S&R": "CLIPVisionEncode",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
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+      "widgets_values": [
+        "center"
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+    },
+    {
+      "id": 8,
+      "type": "StyleModelLoader",
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+      "size": [
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+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
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+          "type": "STYLE_MODEL",
+          "links": [
+            7,
+            10
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+          "slot_index": 0
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+      "properties": {
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+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
+      },
+      "widgets_values": [
+        "flux1-redux-dev.safetensors"
+      ]
+    },
+    {
+      "id": 9,
+      "type": "CLIPTextEncode",
+      "pos": [
+        -300,
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+      "size": [
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+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 3
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            4
+          ],
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CLIPTextEncode",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
+      },
+      "title": "Prompt (optional \u2014 may stay empty)",
+      "widgets_values": [
+        ""
+      ]
+    },
+    {
+      "id": 10,
+      "type": "FluxGuidance",
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+      ],
+      "outputs": [
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+          "type": "CONDITIONING",
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+      "widgets_values": [
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+    },
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+      "size": [
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+      "flags": {},
+      "order": 10,
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+      "inputs": [
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+          "name": "conditioning",
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+      "outputs": [
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+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            17
+          ],
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ConditioningZeroOut",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
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+    },
+    {
+      "id": 12,
+      "type": "StyleModelApply",
+      "pos": [
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+      ],
+      "size": [
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+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
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+          "type": "CONDITIONING",
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+        {
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+          "type": "STYLE_MODEL",
+          "link": 7
+        },
+        {
+          "name": "clip_vision_output",
+          "type": "CLIP_VISION_OUTPUT",
+          "link": 8
+        }
+      ],
+      "outputs": [
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+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            16
+          ],
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "StyleModelApply",
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0"
+      },
+      "widgets_values": [
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+        "attn_bias"
+      ]
+    },
+    {
+      "id": 13,
+      "type": "ReduxAdvanced",
+      "pos": [
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+      ],
+      "size": [
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+      ],
+      "flags": {},
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+      "mode": 4,
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+        },
+        {
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+          "link": 10
+        },
+        {
+          "name": "clip_vision",
+          "type": "CLIP_VISION",
+          "link": 11
+        },
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 12
+        },
+        {
+          "name": "mask",
+          "type": "MASK",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [],
+          "slot_index": 0
+        },
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [],
+          "slot_index": 1
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": [],
+          "slot_index": 2
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ReduxAdvanced",
+        "aux_id": "kaibioinfo/ComfyUI_AdvancedRefluxControl"
+      },
+      "title": "ALT: ReduxAdvanced (rewire to use)",
+      "widgets_values": [
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+      "widgets_values": [
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+        "image"
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+    },
+    {
+      "id": 15,
+      "type": "DepthAnythingV2Preprocessor",
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+          "type": "IMAGE",
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+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "DepthAnythingV2Preprocessor",
+        "cnr_id": "comfyui_controlnet_aux"
+      },
+      "widgets_values": [
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+        "Node name for S&R": "PreviewImage",
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+      "title": "Depth map preview"
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+          "type": "IMAGE",
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+        "cnr_id": "comfy-core",
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+      "title": "OPTIONAL: canny edges",
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+      "mode": 0,
+      "inputs": [],
+      "outputs": [
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+          "type": "CONTROL_NET",
+          "links": [
+            18,
+            23
+          ],
+          "slot_index": 0
+        }
+      ],
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+      ],
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+      "title": "Apply ControlNet \u2014 DEPTH",
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+          "link": 24
+        },
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redux_experiment_final/workflows/wip/flux-v2-redux-style-composition-bfl-lora.json

@@ -0,0 +1,1194 @@
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+  "revision": 0,
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+}

redux_experiment_final/workflows/wip/flux-v2-redux-style-composition.json

@@ -0,0 +1,1874 @@
+{
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+  "revision": 0,
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+        "## FLUX Redux + ControlNet \u2014 style + composition (v2)\n\nv2 changes vs v1: portrait pre-pass (any input \u2192 exact **896x1152** fill/crop, so depth map ==\nlatent, zero padding), saved input crops + depth maps for auditing, steps 32, and a bypassed\n**HIRES** group (1.5x latent upscale \u2192 second pass at denoise 0.30 with Redux conditioning\ncarried, ControlNet released \u2014 enable for ~1344x1728 finals; keeps aesthetic, adds detail).\n\nModels & knobs: unchanged from v1 (see `flux-redux-style-composition.json` notes). Redux **multiply 0.35** \u2014 NEVER attn_bias with a ControlNet: its attention mask never reaches\nthe CN branch (code-verified), so base and CN fight and bodies deform. Union-Pro-2.0 depth\n0.7 / end 0.8 (drop end to 0.6 for more freedom), FluxGuidance **3.0** (sweep-validated; 2.5 softer/filmic, 3.5 punchier), euler/simple/32/CFG 1.\nBypassed groups: CANNY stack (0.35), ReduxAdvanced alt, turbo fast-preview, HIRES.\n\n**Optimal inputs** (both refs): 3:4 portrait, 1152x1536, sRGB 8-bit JPEG q90+/PNG, no\nwatermarks/text/borders, EXIF baked. Style ref: keep the style-defining content in the vertical\nmiddle (sigclip center-crops to a square \u2014 top/bottom ~12% are discarded). Composition ref:\nclear fg/bg depth separation. Any other input still works \u2014 the pre-pass normalizes to 896x1152\n(fill/crop) and the exact crop + depth map are saved next to the outputs for auditing."
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