working on workflow script

.gitignore

@@ -1,4 +1,5 @@
 venv
 .env
 .idea/
-ComfyUI
+__pycache__/
+ComfyUI/

FaceEnhancementProd.json

@@ -0,0 +1,1675 @@
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+          "slot_index": 0,
+          "links": [
+            172,
+            173
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.28",
+        "Node name for S&R": "DualCLIPLoader"
+      },
+      "widgets_values": [
+        "t5xxl_fp16.safetensors",
+        "clip_l.safetensors",
+        "flux",
+        "default"
+      ]
+    },
+    {
+      "id": 46,
+      "type": "PulidFluxInsightFaceLoader",
+      "pos": [
+        -300.94317626953125,
+        1863.1434326171875
+      ],
+      "size": [
+        365.4000244140625,
+        58
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "FACEANALYSIS",
+          "type": "FACEANALYSIS",
+          "links": [
+            218
+          ]
+        }
+      ],
+      "properties": {
+        "aux_id": "balazik/ComfyUI-PuLID-Flux",
+        "ver": "a80912fc3435c358607bf4b43a58dbcbebdb09ff",
+        "Node name for S&R": "PulidFluxInsightFaceLoader"
+      },
+      "widgets_values": [
+        "CUDA"
+      ]
+    },
+    {
+      "id": 45,
+      "type": "PulidFluxEvaClipLoader",
+      "pos": [
+        -294.8002624511719,
+        1774.585693359375
+      ],
+      "size": [
+        362.79498291015625,
+        38.76161575317383
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "EVA_CLIP",
+          "type": "EVA_CLIP",
+          "links": [
+            219
+          ]
+        }
+      ],
+      "properties": {
+        "aux_id": "balazik/ComfyUI-PuLID-Flux",
+        "ver": "a80912fc3435c358607bf4b43a58dbcbebdb09ff",
+        "Node name for S&R": "PulidFluxEvaClipLoader"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 44,
+      "type": "PulidFluxModelLoader",
+      "pos": [
+        -262.90264892578125,
+        1662.658447265625
+      ],
+      "size": [
+        315,
+        58
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "PULIDFLUX",
+          "type": "PULIDFLUX",
+          "links": [
+            220
+          ]
+        }
+      ],
+      "properties": {
+        "aux_id": "balazik/ComfyUI-PuLID-Flux",
+        "ver": "a80912fc3435c358607bf4b43a58dbcbebdb09ff",
+        "Node name for S&R": "PulidFluxModelLoader"
+      },
+      "widgets_values": [
+        "pulid_flux_v0.9.1.safetensors"
+      ]
+    },
+    {
+      "id": 93,
+      "type": "UNETLoader",
+      "pos": [
+        -265.5894775390625,
+        1531.7340087890625
+      ],
+      "size": [
+        315,
+        82
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            221
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.28",
+        "Node name for S&R": "UNETLoader"
+      },
+      "widgets_values": [
+        "flux1-dev.safetensors",
+        "default"
+      ]
+    },
+    {
+      "id": 105,
+      "type": "Reroute",
+      "pos": [
+        81.75617980957031,
+        771.7276611328125
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 176
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            199,
+            222
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 41,
+      "type": "SetUnionControlNetType",
+      "pos": [
+        200.7367706298828,
+        1973.8323974609375
+      ],
+      "size": [
+        315,
+        58
+      ],
+      "flags": {},
+      "order": 20,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "control_net",
+          "type": "CONTROL_NET",
+          "link": 94
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONTROL_NET",
+          "type": "CONTROL_NET",
+          "links": [
+            89
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.28",
+        "Node name for S&R": "SetUnionControlNetType"
+      },
+      "widgets_values": [
+        "tile"
+      ]
+    },
+    {
+      "id": 49,
+      "type": "ControlNetLoader",
+      "pos": [
+        -299.92938232421875,
+        1973.3970947265625
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+      "size": [
+        370.503173828125,
+        62.10068130493164
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "CONTROL_NET",
+          "type": "CONTROL_NET",
+          "links": [
+            94
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.28",
+        "Node name for S&R": "ControlNetLoader"
+      },
+      "widgets_values": [
+        "Flux_Dev_ControlNet_Union_Pro_ShakkerLabs.safetensors"
+      ]
+    },
+    {
+      "id": 133,
+      "type": "ApplyPulidFlux",
+      "pos": [
+        205.47418212890625,
+        1556.73681640625
+      ],
+      "size": [
+        315,
+        346
+      ],
+      "flags": {},
+      "order": 21,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 221
+        },
+        {
+          "name": "pulid_flux",
+          "type": "PULIDFLUX",
+          "link": 220
+        },
+        {
+          "name": "eva_clip",
+          "type": "EVA_CLIP",
+          "link": 219
+        },
+        {
+          "name": "face_analysis",
+          "type": "FACEANALYSIS",
+          "link": 218
+        },
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 222
+        },
+        {
+          "name": "attn_mask",
+          "shape": 7,
+          "type": "MASK",
+          "link": null
+        },
+        {
+          "name": "prior_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "type": "MODEL",
+          "links": [
+            216,
+            217
+          ]
+        }
+      ],
+      "properties": {
+        "aux_id": "balazik/ComfyUI-PuLID-Flux",
+        "ver": "a80912fc3435c358607bf4b43a58dbcbebdb09ff",
+        "Node name for S&R": "ApplyPulidFlux"
+      },
+      "widgets_values": [
+        0.7500000000000001,
+        0.10000000000000002,
+        1,
+        "mean",
+        1,
+        0,
+        1000,
+        true
+      ]
+    },
+    {
+      "id": 117,
+      "type": "FaceEmbedDistance",
+      "pos": [
+        1792.0877685546875,
+        2008.6629638671875
+      ],
+      "size": [
+        315,
+        170
+      ],
+      "flags": {},
+      "order": 30,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "analysis_models",
+          "type": "ANALYSIS_MODELS",
+          "link": 196
+        },
+        {
+          "name": "reference",
+          "type": "IMAGE",
+          "link": 199
+        },
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 210
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            212
+          ]
+        },
+        {
+          "name": "distance",
+          "type": "FLOAT",
+          "slot_index": 1,
+          "links": [
+            201
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui_faceanalysis",
+        "ver": "8251fab13bf339eb389b1691153755118fd7a026",
+        "Node name for S&R": "FaceEmbedDistance",
+        "aux_id": "cubiq/ComfyUI_FaceAnalysis"
+      },
+      "widgets_values": [
+        "cosine",
+        100,
+        0,
+        true
+      ]
+    }
+  ],
+  "links": [
+    [
+      68,
+      39,
+      0,
+      1,
+      0,
+      "NOISE"
+    ],
+    [
+      70,
+      50,
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+      "SAMPLER"
+    ],
+    [
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+    [
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+    [
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+    ],
+    [
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+    [
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+      1,
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+    [
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+    ],
+    [
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+      1,
+      "IMAGE"
+    ],
+    [
+      201,
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+      1,
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+      0,
+      "*"
+    ],
+    [
+      202,
+      122,
+      0,
+      1,
+      1,
+      "GUIDER"
+    ],
+    [
+      203,
+      37,
+      0,
+      122,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      206,
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+      0,
+      "IMAGE"
+    ],
+    [
+      207,
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+      0,
+      124,
+      0,
+      "*"
+    ],
+    [
+      208,
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+      0,
+      123,
+      1,
+      "IMAGE"
+    ],
+    [
+      210,
+      124,
+      0,
+      117,
+      2,
+      "IMAGE"
+    ],
+    [
+      211,
+      124,
+      0,
+      128,
+      0,
+      "IMAGE"
+    ],
+    [
+      212,
+      117,
+      0,
+      129,
+      0,
+      "IMAGE"
+    ],
+    [
+      214,
+      131,
+      0,
+      1,
+      3,
+      "SIGMAS"
+    ],
+    [
+      216,
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+      0,
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+      0,
+      "MODEL"
+    ],
+    [
+      217,
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+      0,
+      122,
+      0,
+      "MODEL"
+    ],
+    [
+      218,
+      46,
+      0,
+      133,
+      3,
+      "FACEANALYSIS"
+    ],
+    [
+      219,
+      45,
+      0,
+      133,
+      2,
+      "EVA_CLIP"
+    ],
+    [
+      220,
+      44,
+      0,
+      133,
+      1,
+      "PULIDFLUX"
+    ],
+    [
+      221,
+      93,
+      0,
+      133,
+      0,
+      "MODEL"
+    ],
+    [
+      222,
+      105,
+      0,
+      133,
+      4,
+      "IMAGE"
+    ]
+  ],
+  "groups": [],
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.7400249944258407,
+      "offset": [
+        722.4404733590745,
+        -636.2035262737298
+      ]
+    },
+    "node_versions": {
+      "comfy-core": "0.3.26",
+      "ComfyUI-PuLID-Flux-Enhanced": "04e1b52320f1f14383afe18959349703623c5b88",
+      "rgthree-comfy": "1.0.0",
+      "comfyui_faceanalysis": "4919e4e931db0edb219ba5086b3c10b8af750631"
+    },
+    "ue_links": []
+  },
+  "version": 0.4
+}

FaceEnhancementProd.py

@@ -4,6 +4,8 @@ import sys
 from typing import Sequence, Mapping, Any, Union
 import torch
 
+BASE_PATH = "./"
+COMFYUI_PATH = os.path.join(BASE_PATH, "ComfyUI")
 
 def get_value_at_index(obj: Union[Sequence, Mapping], index: int) -> Any:
     """Returns the value at the given index of a sequence or mapping.
@@ -59,10 +61,7 @@ def add_comfyui_directory_to_sys_path() -> None:
     """
     Add 'ComfyUI' to the sys.path
     """
-    comfyui_path = find_path("ComfyUI")
-    if comfyui_path is not None and os.path.isdir(comfyui_path):
-        sys.path.append(comfyui_path)
-        print(f"'{comfyui_path}' added to sys.path")
+    return COMFYUI_PATH
 
 
 def add_extra_model_paths() -> None:
@@ -207,92 +206,86 @@ def main():
         image_comparer_rgthree = NODE_CLASS_MAPPINGS["Image Comparer (rgthree)"]()
         saveimage = SaveImage()
 
-        for q in range(10):
-            applypulidflux_133 = applypulidflux.apply_pulid_flux(
-                weight=0.7500000000000001,
-                start_at=0.10000000000000002,
-                end_at=1,
-                fusion="mean",
-                fusion_weight_max=1,
-                fusion_weight_min=0,
-                train_step=1000,
-                use_gray=True,
-                model=get_value_at_index(unetloader_93, 0),
-                pulid_flux=get_value_at_index(pulidfluxmodelloader_44, 0),
-                eva_clip=get_value_at_index(pulidfluxevacliploader_45, 0),
-                face_analysis=get_value_at_index(pulidfluxinsightfaceloader_46, 0),
-                image=get_value_at_index(loadimage_24, 0),
-                unique_id=1674270197144619516,
-            )
-
-            setunioncontrolnettype_41 = setunioncontrolnettype.set_controlnet_type(
-                type="tile", control_net=get_value_at_index(controlnetloader_49, 0)
-            )
-
-            controlnetapplyadvanced_37 = controlnetapplyadvanced.apply_controlnet(
-                strength=1,
-                start_percent=0.1,
-                end_percent=0.8,
-                positive=get_value_at_index(cliptextencode_42, 0),
-                negative=get_value_at_index(cliptextencode_23, 0),
-                control_net=get_value_at_index(setunioncontrolnettype_41, 0),
-                image=get_value_at_index(loadimage_40, 0),
-                vae=get_value_at_index(vaeloader_95, 0),
-            )
-
-            basicguider_122 = basicguider.get_guider(
-                model=get_value_at_index(applypulidflux_133, 0),
-                conditioning=get_value_at_index(controlnetapplyadvanced_37, 0),
-            )
-
-            basicscheduler_131 = basicscheduler.get_sigmas(
-                scheduler="beta",
-                steps=28,
-                denoise=0.75,
-                model=get_value_at_index(applypulidflux_133, 0),
-            )
-
-            samplercustomadvanced_1 = samplercustomadvanced.sample(
-                noise=get_value_at_index(randomnoise_39, 0),
-                guider=get_value_at_index(basicguider_122, 0),
-                sampler=get_value_at_index(ksamplerselect_50, 0),
-                sigmas=get_value_at_index(basicscheduler_131, 0),
-                latent_image=get_value_at_index(vaeencode_35, 0),
-            )
-
-            vaedecode_114 = vaedecode.decode(
-                samples=get_value_at_index(samplercustomadvanced_1, 0),
-                vae=get_value_at_index(vaeloader_95, 0),
-            )
-
-            faceembeddistance_117 = faceembeddistance.analize(
-                similarity_metric="cosine",
-                filter_thresh=100,
-                filter_best=0,
-                generate_image_overlay=True,
-                analysis_models=get_value_at_index(faceanalysismodels_118, 0),
-                reference=get_value_at_index(loadimage_24, 0),
-                image=get_value_at_index(vaedecode_114, 0),
-            )
-
-            display_any_rgthree_121 = display_any_rgthree.main(
-                source=get_value_at_index(faceembeddistance_117, 1)
-            )
-
-            image_comparer_rgthree_123 = image_comparer_rgthree.compare_images(
-                image_a=get_value_at_index(loadimage_40, 0),
-                image_b=get_value_at_index(vaedecode_114, 0),
-            )
-
-            saveimage_128 = saveimage.save_images(
-                filename_prefix="FaceEnhanced",
-                images=get_value_at_index(vaedecode_114, 0),
-            )
-
-            saveimage_129 = saveimage.save_images(
-                filename_prefix="FaceEmbedDist",
-                images=get_value_at_index(faceembeddistance_117, 0),
-            )
+        applypulidflux_133 = applypulidflux.apply_pulid_flux(
+            weight=0.7500000000000001,
+            start_at=0.10000000000000002,
+            end_at=1,
+            fusion="mean",
+            fusion_weight_max=1,
+            fusion_weight_min=0,
+            train_step=1000,
+            use_gray=True,
+            model=get_value_at_index(unetloader_93, 0),
+            pulid_flux=get_value_at_index(pulidfluxmodelloader_44, 0),
+            eva_clip=get_value_at_index(pulidfluxevacliploader_45, 0),
+            face_analysis=get_value_at_index(pulidfluxinsightfaceloader_46, 0),
+            image=get_value_at_index(loadimage_24, 0),
+            unique_id=1674270197144619516,
+        )
+
+        setunioncontrolnettype_41 = setunioncontrolnettype.set_controlnet_type(
+            type="tile", control_net=get_value_at_index(controlnetloader_49, 0)
+        )
+
+        controlnetapplyadvanced_37 = controlnetapplyadvanced.apply_controlnet(
+            strength=1,
+            start_percent=0.1,
+            end_percent=0.8,
+            positive=get_value_at_index(cliptextencode_42, 0),
+            negative=get_value_at_index(cliptextencode_23, 0),
+            control_net=get_value_at_index(setunioncontrolnettype_41, 0),
+            image=get_value_at_index(loadimage_40, 0),
+            vae=get_value_at_index(vaeloader_95, 0),
+        )
+
+        basicguider_122 = basicguider.get_guider(
+            model=get_value_at_index(applypulidflux_133, 0),
+            conditioning=get_value_at_index(controlnetapplyadvanced_37, 0),
+        )
+
+        basicscheduler_131 = basicscheduler.get_sigmas(
+            scheduler="beta",
+            steps=28,
+            denoise=0.75,
+            model=get_value_at_index(applypulidflux_133, 0),
+        )
+
+        samplercustomadvanced_1 = samplercustomadvanced.sample(
+            noise=get_value_at_index(randomnoise_39, 0),
+            guider=get_value_at_index(basicguider_122, 0),
+            sampler=get_value_at_index(ksamplerselect_50, 0),
+            sigmas=get_value_at_index(basicscheduler_131, 0),
+            latent_image=get_value_at_index(vaeencode_35, 0),
+        )
+
+        vaedecode_114 = vaedecode.decode(
+            samples=get_value_at_index(samplercustomadvanced_1, 0),
+            vae=get_value_at_index(vaeloader_95, 0),
+        )
+
+        faceembeddistance_117 = faceembeddistance.analize(
+            similarity_metric="cosine",
+            filter_thresh=100,
+            filter_best=0,
+            generate_image_overlay=True,
+            analysis_models=get_value_at_index(faceanalysismodels_118, 0),
+            reference=get_value_at_index(loadimage_24, 0),
+            image=get_value_at_index(vaedecode_114, 0),
+        )
+
+        display_any_rgthree_121 = display_any_rgthree.main(
+            source=get_value_at_index(faceembeddistance_117, 1)
+        )
+
+        saveimage_128 = saveimage.save_images(
+            filename_prefix="FaceEnhanced",
+            images=get_value_at_index(vaedecode_114, 0),
+        )
+
+        saveimage_129 = saveimage.save_images(
+            filename_prefix="FaceEmbedDist",
+            images=get_value_at_index(faceembeddistance_117, 0),
+        )
 
 
 if __name__ == "__main__":