diff --git a/README.md b/README.md
index 55038b4..9818d35 100644
--- a/README.md
+++ b/README.md
@@ -14,6 +14,8 @@
| Date | Description |
| --- | --- |
+| **2026-04-20** | Recreated all Workflows |
+| **2026-04-20** | Added node "Sparse MultiView Generator"
Added node "ImageCond MultiView Generator"
Added node "Shape MultiView Generator"
Added node "Shape Cascade MultiView Generator"
Added node "Tex Slat MultiView Generator" |
| **2026-04-20** | Added node "Fill Holes Nicely with Meshlib"
Fixed DinoV3 Features Extractor |
| **2026-04-06** | Added new "DINO-Lock" functionality
New fill_holes in Sparse Generator
Thanks to Easymode on Discord |
| **2026-04-05** | Added node "Extract Images from Video"
Can be used with "Sparse Generator with ReconViaGen" |
diff --git a/example_workflows/Advanced.json b/example_workflows/Advanced.json
deleted file mode 100644
index 1f51ae1..0000000
--- a/example_workflows/Advanced.json
+++ /dev/null
@@ -1,769 +0,0 @@
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\ No newline at end of file
diff --git a/example_workflows/Better_Texture.json b/example_workflows/Better_Texture.json
deleted file mode 100644
index 7df50f7..0000000
--- a/example_workflows/Better_Texture.json
+++ /dev/null
@@ -1,694 +0,0 @@
-{
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diff --git a/example_workflows/LowPoly.json b/example_workflows/LowPoly.json
deleted file mode 100644
index ed74ffe..0000000
--- a/example_workflows/LowPoly.json
+++ /dev/null
@@ -1,1127 +0,0 @@
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similarity index 80%
rename from example_workflows/Watertight_Mesh.json
rename to example_workflows/MeshOnly.json
index f1df64a..ab2955b 100644
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similarity index 60%
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index d5be7db..7f26169 100644
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diff --git a/example_workflows/Advanced_CustomSteps_MeshOnly.json b/example_workflows/MeshOnly_MultiView.json
similarity index 55%
rename from example_workflows/Advanced_CustomSteps_MeshOnly.json
rename to example_workflows/MeshOnly_MultiView.json
index 844feeb..526acf0 100644
--- a/example_workflows/Advanced_CustomSteps_MeshOnly.json
+++ b/example_workflows/MeshOnly_MultiView.json
@@ -1,19 +1,19 @@
{
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@@ -21,200 +21,17 @@
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- {
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- "type": "MASK",
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@@ -223,28 +40,29 @@
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@@ -252,15 +70,14 @@
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"id": 1,
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],
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diff --git a/example_workflows/MeshRefiner.json b/example_workflows/MeshRefiner.json
deleted file mode 100644
index 37b82a8..0000000
--- a/example_workflows/MeshRefiner.json
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-{
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- "DwarfWarrior_Refined_1536",
- "glb",
- true
- ]
- },
- {
- "id": 14,
- "type": "Trellis2FillHolesWithMeshlib",
- "pos": [
- 2050.9297608170014,
- 763.9776229275544
- ],
- "size": [
- 249.28125,
- 71.328125
- ],
- "flags": {},
- "order": 7,
- "mode": 0,
- "inputs": [
- {
- "name": "mesh",
- "type": "MESHWITHVOXEL",
- "link": 21
- }
- ],
- "outputs": [
- {
- "name": "mesh",
- "type": "MESHWITHVOXEL",
- "links": [
- 22
- ]
- },
- {
- "name": "holes_filled",
- "type": "INT",
- "links": null
- }
- ],
- "properties": {
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "a354e8c4fead5c152d58b50eae2935cb2923cd72",
- "Node name for S&R": "Trellis2FillHolesWithMeshlib",
- "widget_ue_connectable": {}
- },
- "widgets_values": []
- },
- {
- "id": 15,
- "type": "Trellis2PreProcessImage",
- "pos": [
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- 1039.995663322853
- ],
- "size": [
- 281.78125,
- 79.328125
- ],
- "flags": {},
- "order": 3,
- "mode": 0,
- "inputs": [
- {
- "name": "image",
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- "link": 23
- }
- ],
- "outputs": [
- {
- "name": "image",
- "type": "IMAGE",
- "links": [
- 24
- ]
- }
- ],
- "properties": {
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "a354e8c4fead5c152d58b50eae2935cb2923cd72",
- "Node name for S&R": "Trellis2PreProcessImage",
- "widget_ue_connectable": {}
- },
- "widgets_values": [
- 25
- ]
- },
- {
- "id": 16,
- "type": "Trellis2Remesh",
- "pos": [
- 1224.0291703682533,
- 749.6436908727221
- ],
- "size": [
- 316.625,
- 262
- ],
- "flags": {},
- "order": 5,
- "mode": 0,
- "inputs": [
- {
- "name": "mesh",
- "type": "MESHWITHVOXEL",
- "link": 25
- }
- ],
- "outputs": [
- {
- "name": "mesh",
- "type": "MESHWITHVOXEL",
- "links": [
- 26
- ]
- }
- ],
- "properties": {
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "a354e8c4fead5c152d58b50eae2935cb2923cd72",
- "Node name for S&R": "Trellis2Remesh",
- "widget_ue_connectable": {}
- },
- "widgets_values": [
- 1,
- 0,
- false,
- 0.03,
- "1024",
- true,
- true
- ]
- }
- ],
- "links": [
- [
- 1,
- 1,
- 0,
- 4,
- 0,
- "TRELLIS2PIPELINE"
- ],
- [
- 2,
- 3,
- 0,
- 4,
- 1,
- "TRIMESH"
- ],
- [
- 6,
- 6,
- 0,
- 7,
- 2,
- "STRING"
- ],
- [
- 9,
- 9,
- 0,
- 6,
- 0,
- "TRIMESH"
- ],
- [
- 21,
- 10,
- 0,
- 14,
- 0,
- "MESHWITHVOXEL"
- ],
- [
- 22,
- 14,
- 0,
- 9,
- 0,
- "MESHWITHVOXEL"
- ],
- [
- 23,
- 2,
- 2,
- 15,
- 0,
- "IMAGE"
- ],
- [
- 24,
- 15,
- 0,
- 4,
- 2,
- "IMAGE"
- ],
- [
- 25,
- 4,
- 0,
- 16,
- 0,
- "MESHWITHVOXEL"
- ],
- [
- 26,
- 16,
- 0,
- 10,
- 0,
- "MESHWITHVOXEL"
- ]
- ],
- "groups": [],
- "config": {},
- "extra": {
- "workflowRendererVersion": "Vue",
- "ue_links": [],
- "ds": {
- "scale": 0.5730855330116876,
- "offset": [
- 101.58649840815897,
- -273.8080548162989
- ]
- },
- "links_added_by_ue": [],
- "frontendVersion": "1.37.11",
- "VHS_latentpreview": false,
- "VHS_latentpreviewrate": 0,
- "VHS_MetadataImage": true,
- "VHS_KeepIntermediate": true
- },
- "version": 0.4
-}
\ No newline at end of file
diff --git a/example_workflows/TextureMesh.json b/example_workflows/MeshTexturing.json
similarity index 55%
rename from example_workflows/TextureMesh.json
rename to example_workflows/MeshTexturing.json
index 5b0d76e..03e86bb 100644
--- a/example_workflows/TextureMesh.json
+++ b/example_workflows/MeshTexturing.json
@@ -1,173 +1,279 @@
{
- "id": "9b1321c3-d206-474a-bf17-498b285fb45b",
+ "id": "bf99b914-b22a-4148-ba05-a9b9c3380ed0",
"revision": 0,
- "last_node_id": 13,
- "last_link_id": 19,
+ "last_node_id": 268,
+ "last_link_id": 528,
"nodes": [
{
- "id": 1,
- "type": "Trellis2LoadImageWithTransparency",
+ "id": 39,
+ "type": "Trellis2LoadModel",
"pos": [
- 628.7628375593317,
- 1459.9883699049824
+ -1225.323779258147,
+ 97.34726822503463
],
"size": [
- 470.78125,
- 499.8125
+ 280.05208333333337,
+ 226
],
- "flags": {},
+ "flags": {
+ "collapsed": false
+ },
"order": 0,
"mode": 0,
"inputs": [],
"outputs": [
{
- "name": "image",
- "type": "IMAGE",
- "links": []
- },
- {
- "name": "mask",
- "type": "MASK",
- "links": []
- },
- {
- "name": "image_with_alpha",
- "type": "IMAGE",
+ "name": "pipeline",
+ "type": "TRELLIS2PIPELINE",
"links": [
- 18
+ 526
]
}
],
"properties": {
"aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "e7f9b30df7a09bcedf1c955e176754c73f983254",
- "Node name for S&R": "Trellis2LoadImageWithTransparency",
+ "ver": "c5d66aa46bf1bbf903fd4fe9ff086ac774bb7e03",
+ "Node name for S&R": "Trellis2LoadModel",
"widget_ue_connectable": {}
},
"widgets_values": [
- "Image_04298_2048.png",
- "image"
+ "microsoft/TRELLIS.2-4B",
+ "flash_attn",
+ "cuda",
+ true,
+ false,
+ "flex_gemm",
+ "flash_attn",
+ false
]
},
{
- "id": 3,
- "type": "Trellis2MeshTexturing",
+ "id": 260,
+ "type": "PrimitiveInt",
"pos": [
- 1571.8033823942308,
- 1463.2804651639194
+ -1888.7341838217667,
+ 348.47508641032636
],
"size": [
- 376.8125,
- 568.65625
+ 270,
+ 82
],
"flags": {},
- "order": 4,
+ "order": 1,
+ "mode": 0,
+ "inputs": [],
+ "outputs": [
+ {
+ "name": "INT",
+ "type": "INT",
+ "links": [
+ 508
+ ]
+ }
+ ],
+ "title": "Texture Size",
+ "properties": {
+ "cnr_id": "comfy-core",
+ "ver": "0.19.3",
+ "Node name for S&R": "PrimitiveInt"
+ },
+ "widgets_values": [
+ 2048,
+ "fixed"
+ ]
+ },
+ {
+ "id": 194,
+ "type": "Trellis2PreProcessImage",
+ "pos": [
+ -1208.174423642917,
+ 385.7358016085273
+ ],
+ "size": [
+ 281.7837890625,
+ 106
+ ],
+ "flags": {},
+ "order": 5,
"mode": 0,
"inputs": [
- {
- "name": "pipeline",
- "type": "TRELLIS2PIPELINE",
- "link": 1
- },
{
"name": "image",
"type": "IMAGE",
- "link": 19
- },
- {
- "name": "trimesh",
- "type": "TRIMESH",
- "link": 8
+ "link": 344
}
],
"outputs": [
{
- "name": "trimesh",
- "type": "TRIMESH",
- "links": [
- 11
- ]
- },
- {
- "name": "base_color_texture",
+ "name": "image",
"type": "IMAGE",
"links": [
- 9
- ]
- },
- {
- "name": "metallic_roughness_texture",
- "type": "IMAGE",
- "links": [
- 10
+ 500
]
}
],
"properties": {
"aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "20651320d20ed56a52168c1bd3f29d6886c4be06",
- "Node name for S&R": "Trellis2MeshTexturing",
- "widget_ue_connectable": {}
+ "ver": "7ce26deae425d114f3deb78e802d6196e5987a4a",
+ "Node name for S&R": "Trellis2PreProcessImage"
},
"widgets_values": [
- 810478905,
- "randomize",
- 12,
- 3,
- 0.2,
- 3,
- 1024,
- 4096,
- "OPAQUE",
- true,
- 0,
- 0.9,
- 4,
+ 10,
false,
- false,
- 60
+ 1024
]
},
{
- "id": 9,
- "type": "PreviewImage",
+ "id": 261,
+ "type": "Trellis2MeshTexturing",
"pos": [
- 1571.9379630780118,
- 2084.7201337705405
+ -888.2213736686743,
+ 116.2308532718417
],
"size": [
- 371.03125,
- 275.75
+ 419.15234375,
+ 602
],
"flags": {},
"order": 6,
"mode": 0,
"inputs": [
{
- "name": "images",
+ "name": "pipeline",
+ "type": "TRELLIS2PIPELINE",
+ "link": 526
+ },
+ {
+ "name": "image",
"type": "IMAGE",
- "link": 9
+ "link": 500
+ },
+ {
+ "name": "trimesh",
+ "type": "TRIMESH",
+ "link": 528
+ },
+ {
+ "name": "texture_size",
+ "type": "INT",
+ "widget": {
+ "name": "texture_size"
+ },
+ "link": 508
+ }
+ ],
+ "outputs": [
+ {
+ "name": "trimesh",
+ "type": "TRIMESH",
+ "links": [
+ 502
+ ]
+ },
+ {
+ "name": "base_color_texture",
+ "type": "IMAGE",
+ "links": null
+ },
+ {
+ "name": "metallic_roughness_texture",
+ "type": "IMAGE",
+ "links": null
}
],
- "outputs": [],
"properties": {
- "cnr_id": "comfy-core",
- "ver": "0.5.1",
- "Node name for S&R": "PreviewImage",
- "widget_ue_connectable": {}
+ "aux_id": "visualbruno/ComfyUI-Trellis2",
+ "ver": "9d1f80ec9b4d5c4b966e7595ee99e01a1d0c9f19",
+ "Node name for S&R": "Trellis2MeshTexturing"
},
- "widgets_values": []
+ "widgets_values": [
+ 12345,
+ "fixed",
+ 12,
+ 5,
+ 0.05,
+ 3,
+ 1024,
+ 2048,
+ "OPAQUE",
+ false,
+ 0,
+ 0.99,
+ 4,
+ false,
+ false,
+ 60,
+ "heun",
+ "telea",
+ false,
+ 0,
+ 4,
+ 1
+ ]
},
{
- "id": 12,
- "type": "Preview3D",
+ "id": 262,
+ "type": "Trellis2ExportMesh",
"pos": [
- 2434.8718248184696,
- 1320.1591362771344
+ -416.7657094952575,
+ 129.1425828262007
],
"size": [
- 844.875,
- 826.0625
+ 270,
+ 102
+ ],
+ "flags": {},
+ "order": 7,
+ "mode": 0,
+ "inputs": [
+ {
+ "name": "trimesh",
+ "type": "TRIMESH",
+ "link": 502
+ },
+ {
+ "name": "filename_prefix",
+ "type": "STRING",
+ "widget": {
+ "name": "filename_prefix"
+ },
+ "link": 527
+ }
+ ],
+ "outputs": [
+ {
+ "name": "glb_path",
+ "type": "STRING",
+ "links": [
+ 503
+ ]
+ },
+ {
+ "name": "relative_path",
+ "type": "STRING",
+ "links": null
+ }
+ ],
+ "properties": {
+ "aux_id": "visualbruno/ComfyUI-Trellis2",
+ "ver": "ef2286b47ce0ef0e681dffe0209aadd96de50f72",
+ "Node name for S&R": "Trellis2ExportMesh"
+ },
+ "widgets_values": [
+ "Test",
+ "glb"
+ ]
+ },
+ {
+ "id": 263,
+ "type": "Preview3D",
+ "pos": [
+ -442.8173364514051,
+ 292.64840010239254
+ ],
+ "size": [
+ 893.4374971800978,
+ 964.1087296962992
],
"flags": {},
"order": 8,
@@ -187,20 +293,20 @@
},
{
"name": "model_file",
- "type": "STRING",
+ "type": "STRING,FILE_3D_GLB,FILE_3D_GLTF,FILE_3D_FBX,FILE_3D_OBJ,FILE_3D_STL,FILE_3D_USDZ,FILE_3D",
"widget": {
"name": "model_file"
},
- "link": 12
+ "link": 503
}
],
"outputs": [],
"properties": {
"cnr_id": "comfy-core",
- "ver": "0.5.1",
+ "ver": "0.16.4",
"Node name for S&R": "Preview3D",
- "widget_ue_connectable": {},
- "Last Time Model File": "TexturedMesh_00001_.glb",
+ "Last Time Model File": "C:/Git/ComfyUI/output/Tower_00001_.glb",
+ "Resource Folder": "Git/ComfyUI/output",
"Scene Config": {
"showGrid": true,
"backgroundColor": "#282828",
@@ -212,14 +318,14 @@
"fov": 35,
"state": {
"position": {
- "x": -0.1760179925373424,
- "y": 7.556479375501969,
- "z": 6.940407508674209
+ "x": 7.40962749875979,
+ "y": 4.597048002760341,
+ "z": 6.563498084427726
},
"target": {
- "x": 0,
- "y": 2.5,
- "z": 0
+ "x": 0.01192413674304426,
+ "y": 2.400108551931419,
+ "z": 0.01837531975156183
},
"zoom": 1,
"cameraType": "perspective"
@@ -227,61 +333,28 @@
},
"Light Config": {
"intensity": 3
+ },
+ "Model Config": {
+ "upDirection": "original",
+ "materialMode": "original",
+ "showSkeleton": false
}
},
"widgets_values": [
- "TexturedMesh_00001_.glb",
+ "C:/Git/ComfyUI/output/Tower_00001_.glb",
""
]
},
{
- "id": 2,
- "type": "Trellis2LoadModel",
+ "id": 6,
+ "type": "Trellis2LoadImageWithTransparency",
"pos": [
- 1059.2676133611621,
- 1150.7603358557099
+ -1938.3986918443484,
+ 498.59522715431825
],
"size": [
- 362.0625,
- 207.328125
- ],
- "flags": {},
- "order": 1,
- "mode": 0,
- "inputs": [],
- "outputs": [
- {
- "name": "pipeline",
- "type": "TRELLIS2PIPELINE",
- "links": [
- 1
- ]
- }
- ],
- "properties": {
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "c5d66aa46bf1bbf903fd4fe9ff086ac774bb7e03",
- "Node name for S&R": "Trellis2LoadModel",
- "widget_ue_connectable": {}
- },
- "widgets_values": [
- "TRELLIS.2-4B",
- "flash_attn",
- "cuda",
- true,
- false
- ]
- },
- {
- "id": 8,
- "type": "Trellis2LoadMesh",
- "pos": [
- 954.9310336408487,
- 2139.1348802280054
- ],
- "size": [
- 514.34375,
- 83.328125
+ 657.6262101878383,
+ 765.9737728955563
],
"flags": {},
"order": 2,
@@ -289,216 +362,211 @@
"inputs": [],
"outputs": [
{
- "name": "trimesh",
- "type": "TRIMESH",
- "links": [
- 8
- ]
- }
- ],
- "properties": {
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "20651320d20ed56a52168c1bd3f29d6886c4be06",
- "Node name for S&R": "Trellis2LoadMesh",
- "widget_ue_connectable": {}
- },
- "widgets_values": [
- "C:\\Git\\ComfyUI\\output\\DwarfSorcerer_Hy20_Hy3D_00001_.obj"
- ]
- },
- {
- "id": 10,
- "type": "PreviewImage",
- "pos": [
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- 2067.2225148250195
- ],
- "size": [
- 379.34375,
- 274.25
- ],
- "flags": {},
- "order": 7,
- "mode": 0,
- "inputs": [
- {
- "name": "images",
+ "name": "image",
"type": "IMAGE",
- "link": 10
- }
- ],
- "outputs": [],
- "properties": {
- "cnr_id": "comfy-core",
- "ver": "0.5.1",
- "Node name for S&R": "PreviewImage",
- "widget_ue_connectable": {}
- },
- "widgets_values": []
- },
- {
- "id": 11,
- "type": "Trellis2ExportMesh",
- "pos": [
- 2025.4304267482246,
- 1460.1946946799014
- ],
- "size": [
- 324,
- 146
- ],
- "flags": {},
- "order": 5,
- "mode": 0,
- "inputs": [
+ "links": null
+ },
{
- "name": "trimesh",
- "type": "TRIMESH",
- "link": 11
- }
- ],
- "outputs": [
+ "name": "mask",
+ "type": "MASK",
+ "links": null
+ },
{
- "name": "glb_path",
- "type": "STRING",
+ "name": "image_with_alpha",
+ "type": "IMAGE",
"links": [
- 12
+ 344
]
}
],
+ "title": "Image with Transparency",
"properties": {
"aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "20651320d20ed56a52168c1bd3f29d6886c4be06",
- "Node name for S&R": "Trellis2ExportMesh",
+ "ver": "e7f9b30df7a09bcedf1c955e176754c73f983254",
+ "Node name for S&R": "Trellis2LoadImageWithTransparency",
"widget_ue_connectable": {}
},
"widgets_values": [
- "TexturedMesh",
- "glb",
- true
+ "Tower04_6Views_Hy20_SourceImage_00001_.png",
+ "image"
]
},
{
- "id": 13,
- "type": "Trellis2PreProcessImage",
+ "id": 219,
+ "type": "PrimitiveString",
"pos": [
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- 1507.6866688560513
+ -1879.908257415271,
+ 106.80098905509897
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"size": [
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"flags": {},
"order": 3,
"mode": 0,
- "inputs": [
- {
- "name": "image",
- "type": "IMAGE",
- "link": 18
- }
- ],
+ "inputs": [],
"outputs": [
{
- "name": "image",
- "type": "IMAGE",
+ "name": "STRING",
+ "type": "STRING",
"links": [
- 19
+ 527
]
}
],
+ "title": "Name",
"properties": {
- "widget_ue_connectable": {},
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "a354e8c4fead5c152d58b50eae2935cb2923cd72",
- "Node name for S&R": "Trellis2PreProcessImage"
+ "cnr_id": "comfy-core",
+ "ver": "0.16.4",
+ "Node name for S&R": "PrimitiveString"
},
"widgets_values": [
- 25
+ "Tower"
+ ]
+ },
+ {
+ "id": 268,
+ "type": "Trellis2LoadMesh",
+ "pos": [
+ -1883.220870920183,
+ 235.75914980178976
+ ],
+ "size": [
+ 270,
+ 58
+ ],
+ "flags": {},
+ "order": 4,
+ "mode": 0,
+ "inputs": [],
+ "outputs": [
+ {
+ "name": "trimesh",
+ "type": "TRIMESH",
+ "links": [
+ 528
+ ]
+ }
+ ],
+ "title": "Mesh to Texture",
+ "properties": {
+ "aux_id": "visualbruno/ComfyUI-Trellis2",
+ "ver": "9d1f80ec9b4d5c4b966e7595ee99e01a1d0c9f19",
+ "Node name for S&R": "Trellis2LoadMesh"
+ },
+ "widgets_values": [
+ "C:\\Git\\ComfyUI\\output\\3D\\Tower04_6Views_Hy20\\Tower04_6Views_Hy20_WhiteMesh_HighPoly_00001_.glb"
]
}
],
"links": [
[
- 1,
+ 344,
+ 6,
2,
- 0,
- 3,
- 0,
- "TRELLIS2PIPELINE"
- ],
- [
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- 8,
- 0,
- 3,
- 2,
- "TRIMESH"
- ],
- [
- 9,
- 3,
- 1,
- 9,
+ 194,
0,
"IMAGE"
],
[
- 10,
- 3,
- 2,
- 10,
+ 500,
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0,
+ 261,
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"IMAGE"
],
[
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+ 261,
0,
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+ 262,
0,
"TRIMESH"
],
[
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"STRING"
],
[
- 18,
- 1,
- 2,
- 13,
+ 508,
+ 260,
0,
- "IMAGE"
+ 261,
+ 3,
+ "INT"
],
[
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- 13,
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diff --git a/example_workflows/MultiViews_TextureMesh.json b/example_workflows/MeshTexturing_MultiView.json
similarity index 61%
rename from example_workflows/MultiViews_TextureMesh.json
rename to example_workflows/MeshTexturing_MultiView.json
index b30bced..8c0427d 100644
--- a/example_workflows/MultiViews_TextureMesh.json
+++ b/example_workflows/MeshTexturing_MultiView.json
@@ -1,22 +1,545 @@
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- "Last Time Model File": "DwarfMV_fromMV_00001_.glb",
+ "Last Time Model File": "C:/Git/ComfyUI/output/Armor_00002_.glb",
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},
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diff --git a/example_workflows/Max_Quality.json b/example_workflows/MeshWithTexturing.json
similarity index 55%
rename from example_workflows/Max_Quality.json
rename to example_workflows/MeshWithTexturing.json
index fc1a3bf..aa848c7 100644
--- a/example_workflows/Max_Quality.json
+++ b/example_workflows/MeshWithTexturing.json
@@ -1,116 +1,201 @@
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@@ -121,23 +206,367 @@
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@@ -146,7 +575,7 @@
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diff --git a/example_workflows/Watertight_No_Holes.json b/example_workflows/MeshWithTexturing_LowPoly.json
similarity index 72%
rename from example_workflows/Watertight_No_Holes.json
rename to example_workflows/MeshWithTexturing_LowPoly.json
index aeafd06..eb153e5 100644
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diff --git a/example_workflows/High_Quality.json b/example_workflows/MeshWithTexturing_MultiView.json
similarity index 54%
rename from example_workflows/High_Quality.json
rename to example_workflows/MeshWithTexturing_MultiView.json
index 1f27025..299ba83 100644
--- a/example_workflows/High_Quality.json
+++ b/example_workflows/MeshWithTexturing_MultiView.json
@@ -1,103 +1,19 @@
{
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@@ -146,7 +638,15 @@
{
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+ "link": 25
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@@ -154,340 +654,72 @@
"name": "mesh",
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+ "inputs": [],
"outputs": [
{
"name": "STRING",
"type": "STRING",
"links": [
- 35
+ 54
]
}
],
+ "title": "Name",
"properties": {
"cnr_id": "comfy-core",
- "ver": "0.10.0",
- "Node name for S&R": "StringConcatenate",
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+ "ver": "0.19.3",
+ "Node name for S&R": "PrimitiveString"
},
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+ "MV"
]
},
{
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+ "inputs": [],
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+ {
+ "name": "INT",
+ "type": "INT",
+ "links": [
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+ ]
+ }
+ ],
+ "title": "Texture Resolution",
+ "properties": {
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+ "ver": "0.19.3",
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+ "link": 63
+ },
+ {
+ "name": "bvh",
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"link": 64
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+ {
+ "name": "texture_size",
+ "type": "INT",
+ "widget": {
+ "name": "texture_size"
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}
],
"outputs": [
@@ -1091,28 +1065,49 @@
"links": [
65
]
+ },
+ {
+ "name": "base_color_texture",
+ "type": "IMAGE",
+ "links": null
+ },
+ {
+ "name": "metallic_roughness_texture",
+ "type": "IMAGE",
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}
],
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- "widget_ue_connectable": {},
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{
@@ -1126,7 +1121,7 @@
"widget": {
"name": "filename_prefix"
},
- "link": 35
+ "link": 54
}
],
"outputs": [
@@ -1134,364 +1129,469 @@
"name": "glb_path",
"type": "STRING",
"links": [
- 33
+ 30
]
+ },
+ {
+ "name": "relative_path",
+ "type": "STRING",
+ "links": null
}
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- "Node name for S&R": "Trellis2ExportMesh",
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+ "ver": "450c4c58e436d29c06fcdb6597b57a6ee315bdff",
+ "Node name for S&R": "Trellis2ExportMesh"
},
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+ "MV",
"glb"
]
},
{
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+ "type": "Preview3D",
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+ "name": "camera_info",
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+ "type": "LOAD3D_CAMERA",
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{
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- "link": 31
+ "link": null
},
{
- "name": "trimesh",
- "type": "TRIMESH",
- "link": 45
+ "name": "model_file",
+ "type": "STRING,FILE_3D_GLB,FILE_3D_GLTF,FILE_3D_FBX,FILE_3D_OBJ,FILE_3D_STL,FILE_3D_USDZ,FILE_3D",
+ "widget": {
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+ "Node name for S&R": "Preview3D",
+ "Last Time Model File": "C:/Git/ComfyUI/output/MV_00002_.glb",
+ "Resource Folder": "Git/ComfyUI/output",
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+ "showGrid": true,
+ "backgroundColor": "#282828",
+ "backgroundImage": "",
+ "backgroundRenderMode": "tiled"
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{
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+ "name": "mesh",
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@@ -1499,57 +1599,41 @@
},
{
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+ "title": "Generation",
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diff --git a/example_workflows/MultiViews.json b/example_workflows/MultiViews.json
deleted file mode 100644
index a40a9d3..0000000
--- a/example_workflows/MultiViews.json
+++ /dev/null
@@ -1,1109 +0,0 @@
-{
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- "revision": 0,
- "last_node_id": 243,
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\ No newline at end of file
diff --git a/example_workflows/MultiViews_MeshOnly.json b/example_workflows/MultiViews_MeshOnly.json
deleted file mode 100644
index 202b912..0000000
--- a/example_workflows/MultiViews_MeshOnly.json
+++ /dev/null
@@ -1,1075 +0,0 @@
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\ No newline at end of file
diff --git a/example_workflows/Only_Mesh_Advanced.json b/example_workflows/Only_Mesh_Advanced.json
deleted file mode 100644
index 16d9031..0000000
--- a/example_workflows/Only_Mesh_Advanced.json
+++ /dev/null
@@ -1,588 +0,0 @@
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diff --git a/example_workflows/Only_Mesh_Simple.json b/example_workflows/Only_Mesh_Simple.json
deleted file mode 100644
index f0a0109..0000000
--- a/example_workflows/Only_Mesh_Simple.json
+++ /dev/null
@@ -1,573 +0,0 @@
-{
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diff --git a/example_workflows/Projection_6Views_Hy20.json b/example_workflows/Projection_6Views_Hy20.json
deleted file mode 100644
index b6e70e1..0000000
--- a/example_workflows/Projection_6Views_Hy20.json
+++ /dev/null
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diff --git a/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_LowPoly_FullWorkflow.json b/example_workflows/Projection_Hy20_Qwen_2Views.json
similarity index 88%
rename from example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_LowPoly_FullWorkflow.json
rename to example_workflows/Projection_Hy20_Qwen_2Views.json
index 1d14af1..dd96ab3 100644
--- a/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_LowPoly_FullWorkflow.json
+++ b/example_workflows/Projection_Hy20_Qwen_2Views.json
@@ -1,8 +1,8 @@
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{
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+ "Last Time Model File": "C:/Git/ComfyUI/output/3D/Church/Church_Textured_MV_00001_.glb",
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@@ -1069,7 +771,7 @@
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@@ -1081,65 +783,30 @@
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diff --git a/example_workflows/Projection_MultiView_Hy2.0_Qwen_4Views_Upscaled.json b/example_workflows/Projection_Hy20_Qwen_4Views.json
similarity index 82%
rename from example_workflows/Projection_MultiView_Hy2.0_Qwen_4Views_Upscaled.json
rename to example_workflows/Projection_Hy20_Qwen_4Views.json
index 29c32d9..5df13f0 100644
--- a/example_workflows/Projection_MultiView_Hy2.0_Qwen_4Views_Upscaled.json
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@@ -740,7 +472,7 @@
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@@ -894,49 +626,12 @@
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@@ -945,7 +640,7 @@
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@@ -966,334 +661,19 @@
"Trellis2Pipeline"
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@@ -1322,8 +702,8 @@
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@@ -14143,177 +13966,111 @@
"name": "IMAGE",
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@@ -14322,28 +14079,336 @@
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diff --git a/example_workflows/Projection_MultiView_Hy2.0_Qwen_4Views.json b/example_workflows/Projection_Hy20_Qwen_6Views.json
similarity index 57%
rename from example_workflows/Projection_MultiView_Hy2.0_Qwen_4Views.json
rename to example_workflows/Projection_Hy20_Qwen_6Views.json
index 3eeb049..26f6a5b 100644
--- a/example_workflows/Projection_MultiView_Hy2.0_Qwen_4Views.json
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},
@@ -11959,16 +18683,16 @@
"workflowRendererVersion": "LG",
"ue_links": [],
"links_added_by_ue": [],
- "frontendVersion": "1.42.8",
+ "frontendVersion": "1.42.11",
"VHS_latentpreview": false,
"VHS_latentpreviewrate": 0,
"VHS_MetadataImage": true,
"VHS_KeepIntermediate": true,
"ds": {
- "scale": 0.5644739300537777,
+ "scale": 0.8099455165607485,
"offset": [
- 2150.119492558386,
- 1224.4913647897
+ 2071.3317276461335,
+ 1622.5678676551404
]
}
},
diff --git a/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views.json b/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views.json
deleted file mode 100644
index 4539545..0000000
--- a/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views.json
+++ /dev/null
@@ -1,8504 +0,0 @@
-{
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diff --git a/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_LowPoly.json b/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_LowPoly.json
deleted file mode 100644
index d6e4cb3..0000000
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+++ /dev/null
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diff --git a/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_LowPoly_FullWorkflow_Fast.json b/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_LowPoly_FullWorkflow_Fast.json
deleted file mode 100644
index 9fd3ef7..0000000
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diff --git a/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_Upscaled.json b/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_Upscaled.json
deleted file mode 100644
index d9cd65f..0000000
--- a/example_workflows/Projection_MultiView_Hy2.0_Qwen_2Views_Upscaled.json
+++ /dev/null
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diff --git a/example_workflows/Projection_MultiView_with_Hunyuan3D2.0.json b/example_workflows/Projection_MultiView_with_Hunyuan3D2.0.json
deleted file mode 100644
index 755af65..0000000
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diff --git a/example_workflows/ReconViaGen_MeshOnly.json b/example_workflows/ReconViaGen_MeshOnly.json
deleted file mode 100644
index afdae1c..0000000
--- a/example_workflows/ReconViaGen_MeshOnly.json
+++ /dev/null
@@ -1,1019 +0,0 @@
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diff --git a/example_workflows/ReconViaGen_MeshOnly_FromVideo.json b/example_workflows/ReconViaGen_MeshOnly_FromVideo.json
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diff --git a/example_workflows/RefineMesh.json b/example_workflows/RefineMesh.json
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index b604831..0000000
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- "type": "LOAD3D_CAMERA",
- "link": null
- },
- {
- "name": "bg_image",
- "shape": 7,
- "type": "IMAGE",
- "link": null
- },
- {
- "name": "model_file",
- "type": "STRING,FILE_3D_GLB,FILE_3D_GLTF,FILE_3D_FBX,FILE_3D_OBJ,FILE_3D_STL,FILE_3D_USDZ,FILE_3D",
- "widget": {
- "name": "model_file"
- },
- "link": 480
- }
- ],
- "outputs": [],
- "properties": {
- "cnr_id": "comfy-core",
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- "Node name for S&R": "Preview3D"
- },
- "widgets_values": [
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- ""
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- },
- {
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- "order": 2,
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- "inputs": [],
- "outputs": [
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- },
- {
- "name": "mask",
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- "links": []
- },
- {
- "name": "image_with_alpha",
- "type": "IMAGE",
- "links": [
- 241
- ]
- }
- ],
- "properties": {
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "e7f9b30df7a09bcedf1c955e176754c73f983254",
- "Node name for S&R": "Trellis2LoadImageWithTransparency",
- "widget_ue_connectable": {}
- },
- "widgets_values": [
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- "image"
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- },
- {
- "id": 203,
- "type": "PrimitiveInt",
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- 7.869022281792564
- ],
- "size": [
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- 82
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- "flags": {},
- "order": 3,
- "mode": 0,
- "inputs": [],
- "outputs": [
- {
- "name": "INT",
- "type": "INT",
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- ]
- }
- ],
- "title": "Target Face Number",
- "properties": {
- "cnr_id": "comfy-core",
- "ver": "0.18.1",
- "Node name for S&R": "PrimitiveInt"
- },
- "widgets_values": [
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- ],
- "title": "Name",
- "properties": {
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- "Node name for S&R": "PrimitiveString"
- },
- "widgets_values": [
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- },
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- "size": [
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- "flags": {},
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- },
- {
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- }
- ],
- "outputs": [
- {
- "name": "mesh",
- "type": "MESHWITHVOXEL",
- "links": [
- 474
- ]
- },
- {
- "name": "bvh",
- "type": "BVH",
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- 477
- ]
- }
- ],
- "properties": {
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "a5242473f68fe91d5ef0b188f8658ae0da540237",
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- "groups": [
- {
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- ],
- "color": "#3f789e",
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- {
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- ],
- "color": "#3f789e",
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- "flags": {}
- }
- ],
- "config": {},
- "extra": {
- "workflowRendererVersion": "LG",
- "ue_links": [],
- "ds": {
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- "offset": [
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- },
- "links_added_by_ue": [],
- "frontendVersion": "1.42.8",
- "VHS_latentpreview": false,
- "VHS_latentpreviewrate": 0,
- "VHS_MetadataImage": true,
- "VHS_KeepIntermediate": true
- },
- "version": 0.4
-}
\ No newline at end of file
diff --git a/example_workflows/RefineMesh_MeshOnly.json b/example_workflows/RefineMesh_MeshOnly.json
index e79f714..7181665 100644
--- a/example_workflows/RefineMesh_MeshOnly.json
+++ b/example_workflows/RefineMesh_MeshOnly.json
@@ -1,19 +1,19 @@
{
- "id": "cd6e2e00-83cc-4795-abf1-09b46428c270",
+ "id": "bdcdd41a-9d6d-48d5-8de6-ab8903d3b227",
"revision": 0,
- "last_node_id": 234,
- "last_link_id": 482,
+ "last_node_id": 32,
+ "last_link_id": 65,
"nodes": [
{
- "id": 226,
- "type": "Trellis2LoadMesh",
+ "id": 1,
+ "type": "Trellis2LoadModel",
"pos": [
- -385.0735510204828,
- 158.88137472879367
+ -17.42477546290777,
+ 475.0196105884833
],
"size": [
- 270,
- 58
+ 301.71875,
+ 226
],
"flags": {},
"order": 0,
@@ -21,42 +21,51 @@
"inputs": [],
"outputs": [
{
- "name": "trimesh",
- "type": "TRIMESH",
+ "name": "pipeline",
+ "type": "TRELLIS2PIPELINE",
"links": [
- 460
+ 1
]
}
],
- "title": "Original Mesh",
"properties": {
"aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "a5242473f68fe91d5ef0b188f8658ae0da540237",
- "Node name for S&R": "Trellis2LoadMesh"
+ "ver": "c5d66aa46bf1bbf903fd4fe9ff086ac774bb7e03",
+ "Node name for S&R": "Trellis2LoadModel",
+ "widget_ue_connectable": {}
},
"widgets_values": [
- ""
+ "visualbruno/TRELLIS.2-4B-FP8",
+ "flash_attn",
+ "cuda",
+ true,
+ false,
+ "flex_gemm",
+ "flash_attn",
+ false
]
},
{
- "id": 119,
+ "id": 16,
"type": "Trellis2PreProcessImage",
"pos": [
- 432.4981118440155,
- -182.40504275448276
+ -24.6507706114636,
+ 823.0276436426453
],
"size": [
- 281.8229166666667,
+ 246.640625,
106
],
- "flags": {},
+ "flags": {
+ "collapsed": false
+ },
"order": 5,
"mode": 0,
"inputs": [
{
"name": "image",
"type": "IMAGE",
- "link": 241
+ "link": 34
}
],
"outputs": [
@@ -64,7 +73,7 @@
"name": "image",
"type": "IMAGE",
"links": [
- 461
+ 56
]
}
],
@@ -81,55 +90,94 @@
]
},
{
- "id": 39,
- "type": "Trellis2LoadModel",
+ "id": 4,
+ "type": "Trellis2MeshRefiner",
"pos": [
- 418.8462464575081,
- -492.4195525023097
+ 282.32674431117556,
+ 800.7422233671514
],
"size": [
- 301.71875,
- 202
+ 313.0729166666667,
+ 674
],
"flags": {},
- "order": 1,
+ "order": 6,
"mode": 0,
- "inputs": [],
- "outputs": [
+ "inputs": [
{
"name": "pipeline",
"type": "TRELLIS2PIPELINE",
+ "link": 1
+ },
+ {
+ "name": "trimesh",
+ "type": "TRIMESH",
+ "link": 2
+ },
+ {
+ "name": "image",
+ "type": "IMAGE",
+ "link": 56
+ }
+ ],
+ "outputs": [
+ {
+ "name": "mesh",
+ "type": "MESHWITHVOXEL",
"links": [
- 469
+ 57
]
+ },
+ {
+ "name": "bvh",
+ "type": "BVH",
+ "links": []
}
],
"properties": {
"aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "c5d66aa46bf1bbf903fd4fe9ff086ac774bb7e03",
- "Node name for S&R": "Trellis2LoadModel",
+ "ver": "87f48b0726b5d5e58b744bbac632331cd7a34103",
+ "Node name for S&R": "Trellis2MeshRefiner",
"widget_ue_connectable": {}
},
"widgets_values": [
- "microsoft/TRELLIS.2-4B",
- "flash_attn",
- "cuda",
- true,
+ 12345,
+ "fixed",
+ 1024,
+ 12,
+ 7.5,
+ 0.01,
+ 5,
+ 12,
+ 5,
+ 0.05,
+ 3,
+ 999999,
false,
- "flex_gemm",
- "flash_attn"
+ 16,
+ 0.1,
+ 1,
+ 0,
+ 0.9,
+ true,
+ 4,
+ "heun",
+ false,
+ 0,
+ 4,
+ 1
]
},
{
- "id": 227,
+ "id": 27,
"type": "Trellis2ReconstructMeshWithQuad",
"pos": [
- 1190.2002753188488,
- -496.8180011267565
+ 649.707053194698,
+ 586.6611746857501
],
"size": [
- 331.5878996659427,
- 142.11360851901668
+ 355.2359375,
+ 130
],
"flags": {},
"order": 8,
@@ -138,7 +186,7 @@
{
"name": "mesh",
"type": "MESHWITHVOXEL",
- "link": 470
+ "link": 58
}
],
"outputs": [
@@ -146,15 +194,14 @@
"name": "mesh",
"type": "MESHWITHVOXEL",
"links": [
- 472
+ 55
]
}
],
"properties": {
"aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "d4d66cfc9f1ce5b1c3b9a2e504ee4b24ffad48a5",
- "Node name for S&R": "Trellis2ReconstructMeshWithQuad",
- "widget_ue_connectable": {}
+ "ver": "76531be650c80cf3cbd5be445ad0b3f136ca8507",
+ "Node name for S&R": "Trellis2ReconstructMeshWithQuad"
},
"widgets_values": [
1,
@@ -164,50 +211,11 @@
]
},
{
- "id": 231,
- "type": "Trellis2FillHolesWithCuMesh",
- "pos": [
- 1203.103220151927,
- -621.2330460050034
- ],
- "size": [
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- 58
- ],
- "flags": {},
- "order": 7,
- "mode": 0,
- "inputs": [
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- "name": "mesh",
- "type": "MESHWITHVOXEL",
- "link": 474
- }
- ],
- "outputs": [
- {
- "name": "mesh",
- "type": "MESHWITHVOXEL",
- "links": [
- 470
- ]
- }
- ],
- "properties": {
- "aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "dc66f263e832b103a81a021bf6cd53eec8ff28af",
- "Node name for S&R": "Trellis2FillHolesWithCuMesh"
- },
- "widgets_values": [
- 1
- ]
- },
- {
- "id": 229,
+ "id": 10,
"type": "Trellis2SimplifyMesh",
"pos": [
- 1194.8431366936325,
- -292.14794928709534
+ 681.2572224915549,
+ 808.1679619955922
],
"size": [
270,
@@ -220,7 +228,7 @@
{
"name": "mesh",
"type": "MESHWITHVOXEL",
- "link": 472
+ "link": 55
},
{
"name": "target_face_num",
@@ -228,7 +236,7 @@
"widget": {
"name": "target_face_num"
},
- "link": 475
+ "link": 61
}
],
"outputs": [
@@ -236,34 +244,363 @@
"name": "mesh",
"type": "MESHWITHVOXEL",
"links": [
- 471
+ 59
]
}
],
"properties": {
"aux_id": "visualbruno/ComfyUI-Trellis2",
- "ver": "5d4c1474ceb477f40bbd6d437f7da90f3d6d9229",
- "Node name for S&R": "Trellis2SimplifyMesh"
+ "ver": "87f48b0726b5d5e58b744bbac632331cd7a34103",
+ "Node name for S&R": "Trellis2SimplifyMesh",
+ "widget_ue_connectable": {}
},
"widgets_values": [
- 500000,
+ 1000000,
"Cumesh"
]
},
{
- "id": 202,
- "type": "Preview3D",
+ "id": 30,
+ "type": "Trellis2FillHolesNicelyWithMeshlib",
"pos": [
- 369.6388214873717,
- 332.92876516342716
+ 677.8392601866202,
+ 982.1387092769613
],
"size": [
- 868.8731050199159,
- 920.1382602693357
+ 296.9859375,
+ 46
+ ],
+ "flags": {},
+ "order": 10,
+ "mode": 0,
+ "inputs": [
+ {
+ "name": "mesh",
+ "type": "MESHWITHVOXEL",
+ "link": 59
+ }
+ ],
+ "outputs": [
+ {
+ "name": "mesh",
+ "type": "MESHWITHVOXEL",
+ "links": [
+ 62
+ ]
+ },
+ {
+ "name": "holes_filled",
+ "type": "INT",
+ "links": null
+ }
+ ],
+ "properties": {
+ "aux_id": "visualbruno/ComfyUI-Trellis2",
+ "ver": "450c4c58e436d29c06fcdb6597b57a6ee315bdff",
+ "Node name for S&R": "Trellis2FillHolesNicelyWithMeshlib"
+ },
+ "widgets_values": []
+ },
+ {
+ "id": 31,
+ "type": "Trellis2SimplifyMesh",
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+ 1110.5802919485786
+ ],
+ "size": [
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+ 82
+ ],
+ "flags": {},
+ "order": 11,
+ "mode": 0,
+ "inputs": [
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+ "name": "mesh",
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+ },
+ {
+ "name": "target_face_num",
+ "type": "INT",
+ "widget": {
+ "name": "target_face_num"
+ },
+ "link": 63
+ }
+ ],
+ "outputs": [
+ {
+ "name": "mesh",
+ "type": "MESHWITHVOXEL",
+ "links": [
+ 64
+ ]
+ }
+ ],
+ "properties": {
+ "aux_id": "visualbruno/ComfyUI-Trellis2",
+ "ver": "87f48b0726b5d5e58b744bbac632331cd7a34103",
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+ },
+ "widgets_values": [
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+ "Cumesh"
+ ]
+ },
+ {
+ "id": 9,
+ "type": "Trellis2MeshWithVoxelToTrimesh",
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+ }
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+ "outputs": [
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+ ]
+ }
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+ "properties": {
+ "aux_id": "visualbruno/ComfyUI-Trellis2",
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+ "Node name for S&R": "Trellis2MeshWithVoxelToTrimesh",
+ "widget_ue_connectable": {}
+ },
+ "widgets_values": [
+ "90 degrees"
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+ },
+ {
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],
"flags": {},
"order": 13,
"mode": 0,
+ "inputs": [
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+ },
+ {
+ "name": "filename_prefix",
+ "type": "STRING",
+ "widget": {
+ "name": "filename_prefix"
+ },
+ "link": 65
+ }
+ ],
+ "outputs": [
+ {
+ "name": "glb_path",
+ "type": "STRING",
+ "links": [
+ 6
+ ]
+ },
+ {
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+ },
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+ },
+ "widgets_values": [
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+ "outputs": [
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+ ]
+ }
+ ],
+ "title": "Target Face Number",
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+ "title": "Name",
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+ },
+ "widgets_values": [
+ "Refined"
+ ]
+ },
+ {
+ "id": 29,
+ "type": "Trellis2FillHolesWithCuMesh",
+ "pos": [
+ 673.7963754168153,
+ 457.8202675903388
+ ],
+ "size": [
+ 312.4361328125,
+ 58
+ ],
+ "flags": {},
+ "order": 7,
+ "mode": 0,
+ "inputs": [
+ {
+ "name": "mesh",
+ "type": "MESHWITHVOXEL",
+ "link": 57
+ }
+ ],
+ "outputs": [
+ {
+ "name": "mesh",
+ "type": "MESHWITHVOXEL",
+ "links": [
+ 58
+ ]
+ }
+ ],
+ "properties": {
+ "aux_id": "visualbruno/ComfyUI-Trellis2",
+ "ver": "450c4c58e436d29c06fcdb6597b57a6ee315bdff",
+ "Node name for S&R": "Trellis2FillHolesWithCuMesh"
+ },
+ "widgets_values": [
+ 1
+ ]
+ },
+ {
+ "id": 7,
+ "type": "Preview3D",
+ "pos": [
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+ 515.5064653203365
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+ "size": [
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+ 955.4554954018414
+ ],
+ "flags": {},
+ "order": 14,
+ "mode": 0,
"inputs": [
{
"name": "camera_info",
@@ -283,33 +620,68 @@
"widget": {
"name": "model_file"
},
- "link": 480
+ "link": 6
}
],
"outputs": [],
"properties": {
"cnr_id": "comfy-core",
- "ver": "0.18.1",
- "Node name for S&R": "Preview3D"
+ "ver": "0.6.0",
+ "Node name for S&R": "Preview3D",
+ "widget_ue_connectable": {},
+ "Last Time Model File": "C:/Git/ComfyUI/output/Pistol_Refined_RK4_00001_.glb",
+ "Scene Config": {
+ "showGrid": true,
+ "backgroundColor": "#282828",
+ "backgroundImage": "",
+ "backgroundRenderMode": "tiled"
+ },
+ "Camera Config": {
+ "cameraType": "perspective",
+ "fov": 35,
+ "state": {
+ "position": {
+ "x": -7.790522801971376,
+ "y": 2.7927264708519606,
+ "z": -2.7783310361284643
+ },
+ "target": {
+ "x": 0.048615204650881726,
+ "y": 1.3569662978296089,
+ "z": -0.15702319692534433
+ },
+ "zoom": 1,
+ "cameraType": "perspective"
+ }
+ },
+ "Light Config": {
+ "intensity": 3
+ },
+ "Model Config": {
+ "upDirection": "original",
+ "materialMode": "normal",
+ "showSkeleton": false
+ },
+ "Resource Folder": "Git/ComfyUI/output"
},
"widgets_values": [
- "",
+ "C:/Git/ComfyUI/output/Pistol_Refined_RK4_00001_.glb",
""
]
},
{
- "id": 69,
+ "id": 2,
"type": "Trellis2LoadImageWithTransparency",
"pos": [
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+ -682.7799045940628,
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"flags": {},
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+ "order": 4,
"mode": 0,
"inputs": [],
"outputs": [
@@ -327,7 +699,7 @@
"name": "image_with_alpha",
"type": "IMAGE",
"links": [
- 241
+ 34
]
}
],
@@ -338,392 +710,131 @@
"widget_ue_connectable": {}
},
"widgets_values": [
- "Image_1024_00101_.png",
+ "Tower04_6Views_Hy20_SourceImage_00001_.png",
"image"
]
- },
- {
- "id": 203,
- "type": "PrimitiveInt",
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- "outputs": [
- {
- "name": "INT",
- "type": "INT",
- "links": [
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- }
- ],
- "title": "Target Face Number",
- "properties": {
- "cnr_id": "comfy-core",
- "ver": "0.18.1",
- "Node name for S&R": "PrimitiveInt"
- },
- "widgets_values": [
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- {
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- "type": "STRING",
- "links": [
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- }
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- "title": "Name",
- "properties": {
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- "ver": "0.18.1",
- "Node name for S&R": "PrimitiveString"
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- {
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- "type": "TRIMESH",
- "link": 460
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- {
- "name": "image",
- "type": "IMAGE",
- "link": 461
- }
- ],
- "outputs": [
- {
- "name": "mesh",
- "type": "MESHWITHVOXEL",
- "links": [
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- },
- {
- "name": "bvh",
- "type": "BVH",
- "links": []
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- "properties": {
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- "outputs": [
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- "type": "MESHWITHVOXEL",
- "links": [
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- },
- {
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- "type": "INT",
- "links": null
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- "outputs": [
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[
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[
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+ [
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+ [
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+ [
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+ [
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@@ -731,10 +842,10 @@
"id": 1,
"title": "Configuration",
"bounding": [
- -414.5659226642583,
- -213.34811694305725,
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"color": "#3f789e",
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@@ -742,12 +853,12 @@
},
{
"id": 2,
- "title": "Generation",
+ "title": "Refiner",
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@@ -759,14 +870,14 @@
"workflowRendererVersion": "LG",
"ue_links": [],
"ds": {
- "scale": 0.6830134553650716,
+ "scale": 0.5730855330116891,
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- "frontendVersion": "1.42.8",
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diff --git a/example_workflows/Simple.json b/example_workflows/Simple.json
deleted file mode 100644
index 18ecd1a..0000000
--- a/example_workflows/Simple.json
+++ /dev/null
@@ -1,754 +0,0 @@
-{
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- "last_node_id": 205,
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- },
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- "name": "MASK",
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- },
- {
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- "name": "MASK_IMAGE",
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\ No newline at end of file
diff --git a/nodes.py b/nodes.py
index 217da1c..f4277dc 100644
--- a/nodes.py
+++ b/nodes.py
@@ -1,5 +1,6 @@
import os
import torch
+import torch.nn as nn
import torch.nn.functional as F
import torchvision.transforms as transforms
from PIL import Image, ImageSequence, ImageOps
@@ -5609,7 +5610,816 @@ class Trellis2MaxTokensCalculator:
print(f"Error, cannot get VRAM size : {e}")
max_tokens = default_max_tokens
- return (max_tokens,)
+ return (max_tokens,)
+
+class Trellis2ImageCondMultiViewGenerator:
+ @classmethod
+ def INPUT_TYPES(s):
+ return {
+ "required": {
+ "pipeline": ("TRELLIS2PIPELINE",),
+ "front_image": ("IMAGE",)
+ },
+ "optional": {
+ "back_image": ("IMAGE",),
+ "left_image": ("IMAGE",),
+ "right_image": ("IMAGE",),
+ },
+ }
+
+ RETURN_TYPES = ("IMAGE_CONDS", "IMAGE_CONDS", "VIEWS_LIST", "TRELLIS2PIPELINE",)
+ RETURN_NAMES = ("conds_512", "conds_1024", "views_list", "pipeline",)
+ FUNCTION = "process"
+ CATEGORY = "Trellis2Wrapper"
+ OUTPUT_NODE = True
+
+ def process(self,
+ pipeline,
+ front_image,
+ back_image = None,
+ left_image = None,
+ right_image = None):
+
+ front_pil = tensor2pil(front_image)
+
+ # Convert optional view image tensors to PIL
+ back_pil = tensor2pil(back_image) if back_image is not None else None
+ left_pil = tensor2pil(left_image) if left_image is not None else None
+ right_pil = tensor2pil(right_image) if right_image is not None else None
+
+ # Collect views
+ views_dict = {'front': front_pil}
+ if back_pil is not None: views_dict['back'] = back_pil
+ if left_pil is not None: views_dict['left'] = left_pil
+ if right_pil is not None: views_dict['right'] = right_pil
+
+ views_list = list(views_dict.keys())
+
+ # Calculate conditioning per view
+ conds_512 = {}
+ conds_1024 = {}
+
+ pipeline.load_image_cond_model()
+
+ for v, img in views_dict.items():
+ c512 = pipeline.get_cond([img], 512)
+ c1024 = pipeline.get_cond([img], 1024)
+ conds_512[v] = c512
+ conds_1024[v] = c1024
+
+ if not pipeline.keep_models_loaded:
+ pipeline.unload_image_cond_model()
+
+ return (conds_512, conds_1024, views_list, pipeline,)
+
+class Trellis2SparseMultiViewGenerator:
+ @classmethod
+ def INPUT_TYPES(s):
+ return {
+ "required": {
+ "pipeline": ("TRELLIS2PIPELINE",),
+ "image_conds": ("IMAGE_CONDS",),
+ "views_list": ("VIEWS_LIST",),
+ "seed": ("INT", {"default": 0, "min": 0, "max": 0x7fffffff}),
+ "sparse_structure_steps": ("INT",{"default":12, "min":1, "max":100},),
+ "sparse_structure_guidance_strength": ("FLOAT",{"default":6.50,"min":0.00,"max":99.99,"step":0.01}),
+ "sparse_structure_guidance_rescale": ("FLOAT",{"default":0.05,"min":0.00,"max":1.00,"step":0.01}),
+ "sparse_structure_rescale_t": ("FLOAT",{"default":4.00,"min":0.00,"max":9.99,"step":0.01}),
+ "sparse_structure_sampler": (["euler", "heun", "rk4", "rk5"], {"default": "euler"}),
+ "sparse_structure_resolution": ("INT", {"default":32,"min":32,"max":128,"step":4}),
+ "sparse_structure_guidance_interval_start": ("FLOAT",{"default":0.10,"min":0.00,"max":1.00,"step":0.01}),
+ "sparse_structure_guidance_interval_end": ("FLOAT",{"default":1.00,"min":0.00,"max":1.00,"step":0.01}),
+ "fill_holes":("BOOLEAN",{"default":True}),
+ "hole_iterations": ("INT",{"default":1,"min":1,"max":9,"step":1}),
+ "verbose": ("BOOLEAN",{"default":False}),
+ "dino_lock": ("FLOAT",{"default":0.00,"min":0.00,"max":1.00,"step":0.01}),
+ "dino_substeps": ("INT",{"default":4,"min":1,"max":99,"step":1}),
+ "hole_fill_algorithm": (["morphological_closing","flood_fill","remove_small_holes"],{"default":"flood_fill"}),
+ "dino_foundation_cap": ("FLOAT",{"default":1.00,"min":0.01,"max":1.00,"step":0.01}),
+ "keep_only_shell": ("BOOLEAN",{"default":True}),
+ "front_axis": (["z", "x"], {"default": "z"}),
+ "blend_temperature": ("FLOAT", {"default": 1.0, "min": 0.1, "max": 10.0, "step": 0.1}),
+ },
+ }
+
+ RETURN_TYPES = ("COORDS", "INT", "VIEWS_LIST", "TRELLIS2PIPELINE",)
+ RETURN_NAMES = ("coords", "sparse_structure_resolution", "views_list", "pipeline",)
+ FUNCTION = "process"
+ CATEGORY = "Trellis2Wrapper"
+ OUTPUT_NODE = True
+
+ def process(self, pipeline, image_conds, views_list, seed,
+ # sparse
+ sparse_structure_steps,
+ sparse_structure_guidance_strength,
+ sparse_structure_guidance_rescale,
+ sparse_structure_rescale_t,
+ sparse_structure_sampler,
+ sparse_structure_resolution,
+ sparse_structure_guidance_interval_start,
+ sparse_structure_guidance_interval_end,
+ fill_holes,
+ hole_iterations,
+ verbose,
+ dino_lock,
+ dino_substeps,
+ hole_fill_algorithm,
+ dino_foundation_cap,
+ keep_only_shell,
+ front_axis,
+ blend_temperature
+ ):
+
+ self.seed_all(seed)
+
+ sparse_structure_guidance_interval = [sparse_structure_guidance_interval_start,sparse_structure_guidance_interval_end]
+ sparse_structure_sampler_params = {"steps":sparse_structure_steps,"guidance_strength":sparse_structure_guidance_strength,"guidance_rescale":sparse_structure_guidance_rescale,"guidance_interval":sparse_structure_guidance_interval,"rescale_t":sparse_structure_rescale_t}
+
+ sparse_sampler_prefix = pipeline.GetSamplerName(sparse_structure_sampler)
+ pipeline.load_sparse_structure_model()
+
+ if pipeline.low_vram:
+ for v in image_conds:
+ image_conds[v] = pipeline._cond_to(image_conds[v], pipeline.device)
+
+ # Sample sparse structure latent
+ flow_model = pipeline.models['sparse_structure_flow_model']
+ reso = flow_model.resolution
+ in_channels = flow_model.in_channels
+ noise = torch.randn(1, in_channels, reso, reso, reso).to(pipeline.device)
+
+ sampler_class = getattr(samplers, f"Flow{sparse_sampler_prefix}MultiViewGuidanceIntervalSampler", samplers.FlowEulerMultiViewGuidanceIntervalSampler)
+ sampler = sampler_class(
+ sigma_min=1e-5,
+ resolution=flow_model.resolution if hasattr(flow_model, 'resolution') else flow_model[0].resolution
+ )
+
+ sparse_structure_sampler_params = {**pipeline.sparse_structure_sampler_params, **sparse_structure_sampler_params}
+
+ if pipeline.low_vram:
+ flow_model.to(pipeline.device)
+
+ z_s = sampler.sample(
+ flow_model,
+ noise,
+ conds=image_conds,
+ **sparse_structure_sampler_params,
+ views=views_list,
+ front_axis=front_axis,
+ blend_temperature=blend_temperature,
+ verbose=verbose,
+ dino_lock=dino_lock,
+ dino_substeps=dino_substeps,
+ dino_foundation_cap=dino_foundation_cap,
+ tqdm_desc="Sampling sparse structure (MultiView)",
+ ).samples
+
+ if pipeline.low_vram:
+ flow_model.cpu()
+ pipeline._cleanup_cuda()
+
+ # Decode sparse structure latent
+ decoder = pipeline.models['sparse_structure_decoder']
+ if pipeline.low_vram:
+ decoder.to(pipeline.device)
+
+ # Standard decoding logic from sample_sparse_structure
+ decoded = decoder(z_s) > 0
+
+ if pipeline.low_vram:
+ decoder.cpu()
+ pipeline._cleanup_cuda()
+
+ # if resolution != decoded.shape[2]:
+ # ratio = decoded.shape[2] // resolution
+ # decoded = torch.nn.functional.max_pool3d(decoded.float(), ratio, ratio, 0) > 0.5
+ if sparse_structure_resolution != decoded.shape[2]:
+ if sparse_structure_resolution < decoded.shape[2]:
+ ratio = decoded.shape[2] // sparse_structure_resolution
+ decoded = torch.nn.functional.max_pool3d(decoded.float(), ratio, ratio, 0) > 0.5
+ else:
+ decoded = torch.nn.functional.interpolate(decoded.float(), size=(sparse_structure_resolution, sparse_structure_resolution, sparse_structure_resolution), mode='nearest') > 0.5
+
+ # Optionally fill holes in the sparse voxel grid using the selected algorithm
+ if fill_holes:
+ hole_structure = 1
+ try:
+ from scipy.ndimage import binary_closing, label, binary_fill_holes
+ arr = decoded.cpu().numpy()
+ if arr.ndim == 5:
+ arr = arr[:, 0]
+ closed = np.zeros_like(arr)
+ for b in range(arr.shape[0]):
+ filled = arr[b].astype(np.bool_)
+ inv = ~filled
+ labeled, num_features = label(inv)
+ border_mask = np.zeros_like(inv)
+ border_mask[0,:,:] = border_mask[-1,:,:] = 1
+ border_mask[:,0,:] = border_mask[:,-1,:] = 1
+ border_mask[:,:,0] = border_mask[:,:,-1] = 1
+ border_labels = np.unique(labeled[border_mask==1])
+ holes = np.isin(labeled, border_labels, invert=True) & (labeled > 0)
+ n_holes = np.unique(labeled[holes]).size
+ print(f"[Sparse HoleFill] Batch {b}: Found {n_holes} holes before filling.")
+ if hole_fill_algorithm == "morphological_closing":
+ closed[b] = binary_closing(arr[b], structure=np.ones((hole_structure,)*3), iterations=hole_iterations)
+ elif hole_fill_algorithm == "flood_fill":
+ # Robust structure-preserving hole filling:
+ # 1. Morphological closing to connect small gaps
+ # 2. Fill internal holes
+ # 3. Keep only the largest connected component
+ from scipy.ndimage import binary_closing, label, binary_fill_holes
+ # Step 1: Morphological closing (small structure, 1 iter)
+ closed1 = binary_closing(arr[b], structure=np.ones((hole_structure,)*3), iterations=hole_iterations)
+ # Step 2: Fill internal holes
+ filled = binary_fill_holes(closed1)
+ # Step 3: Keep only the largest connected component
+ labeled, num = label(filled)
+ if num > 0:
+ sizes = np.bincount(labeled.ravel())
+ sizes[0] = 0 # background
+ largest = sizes.argmax()
+ closed[b] = (labeled == largest)
+ else:
+ closed[b] = filled
+ elif hole_fill_algorithm == "remove_small_holes":
+ # Remove small holes by area (2D slices)
+ from skimage.morphology import remove_small_holes
+ # Apply per-slice (z axis)
+ temp = np.copy(arr[b])
+ for z in range(temp.shape[0]):
+ temp[z] = remove_small_holes(temp[z].astype(bool), area_threshold=hole_structure**2)
+ closed[b] = temp
+ else:
+ print(f"[Sparse HoleFill] Unknown algorithm: {hole_fill_algorithm}, skipping.")
+ closed[b] = arr[b]
+ # Count holes after filling
+ filled2 = closed[b].astype(np.bool_)
+ inv2 = ~filled2
+ labeled2, num_features2 = label(inv2)
+ border_labels2 = np.unique(labeled2[border_mask==1])
+ holes2 = np.isin(labeled2, border_labels2, invert=True) & (labeled2 > 0)
+ n_holes2 = np.unique(labeled2[holes2]).size
+ print(f"[Sparse HoleFill] Batch {b}: {n_holes-n_holes2} holes filled, {n_holes2} remain after filling.")
+
+ # Optionally remove deeply interior voxels, keeping surface and near-surface structure
+ if keep_only_shell:
+ from scipy.ndimage import binary_erosion
+
+ filled = closed[b].astype(np.bool_)
+ before_count = int(filled.sum())
+ struct = np.ones((3, 3, 3), dtype=bool)
+ # Erode twice: only voxels surviving 2 erosion passes are >=2 layers deep
+ # This preserves thin structures (e.g. necks with 3x3 cross-section)
+ eroded = binary_erosion(filled, structure=struct, border_value=0)
+ eroded = binary_erosion(eroded, structure=struct, border_value=0)
+ # Remove only deeply interior voxels (>=2 layers from any surface)
+ shell = filled & ~eroded
+ closed[b] = shell
+ after_count = int(shell.sum())
+ if verbose:
+ print(f"[Sparse Shell] Batch {b}: {before_count} -> {after_count} voxels (removed {before_count - after_count} deeply interior)")
+
+ decoded = torch.from_numpy(closed).to(decoded.device)
+
+
+ # Debug: print tensor info before extracting coordinates
+ if verbose:
+ print(f"[Sparse HoleFill] decoded shape: {decoded.shape}, dtype: {decoded.dtype}, device: {decoded.device}")
+ print(f"[Sparse HoleFill] decoded min: {decoded.min().item()}, max: {decoded.max().item()}, unique: {torch.unique(decoded)}")
+ # Safety: ensure tensor is contiguous and on CPU for argwhere
+ decoded = decoded.contiguous().cpu()
+
+ except ImportError:
+ print("[Warning] scipy or skimage not installed, skipping hole filling.")
+ except Exception as e:
+ print(f"[Warning] Hole filling failed: {e}")
+
+ try:
+ coords = torch.argwhere(decoded)[:, [0, 1, 2, 3]].int()
+ except Exception as e:
+ print(f"[Sparse HoleFill] Error in torch.argwhere: {e}")
+ raise
+
+ if verbose:
+ print(f"[Sparse HoleFill] coords shape: {coords.shape}, min: {coords.min(dim=0).values.tolist() if coords.numel()>0 else 'empty'}, max: {coords.max(dim=0).values.tolist() if coords.numel()>0 else 'empty'}")
+
+ if coords.numel() == 0:
+ raise RuntimeError("No voxels remain after hole filling/shell extraction. The mask is empty. Adjust your input, mask, or hole filling parameters.")
+ else:
+ coords = torch.argwhere(decoded)[:, [0, 2, 3, 4]].int()
+
+ coords = coords.cpu()
+
+ del decoded
+ del z_s
+ if pipeline.low_vram:
+ for v in image_conds:
+ image_conds[v] = pipeline._cond_cpu(image_conds[v])
+ pipeline._cleanup_cuda()
+
+ return (coords, sparse_structure_resolution, views_list, pipeline,)
+
+ def seed_all(self, seed: int = 0):
+ import random
+ """
+ Set random seeds of all components.
+ """
+ random.seed(seed)
+ np.random.seed(seed)
+ torch.manual_seed(seed)
+ torch.cuda.manual_seed_all(seed)
+
+class Trellis2ShapeMultiViewGenerator:
+ @classmethod
+ def INPUT_TYPES(s):
+ return {
+ "required": {
+ "pipeline": ("TRELLIS2PIPELINE",),
+ "image_conds": ("IMAGE_CONDS",),
+ "views_list": ("VIEWS_LIST",),
+ "coords": ("COORDS",),
+ "resolution": ([512,1024],{"default":1024}),
+ "shape_steps": ("INT",{"default":12, "min":1, "max":100},),
+ "shape_guidance_strength": ("FLOAT",{"default":6.50,"min":0.00,"max":99.99,"step":0.01}),
+ "shape_guidance_rescale": ("FLOAT",{"default":0.05,"min":0.00,"max":1.00,"step":0.01}),
+ "shape_rescale_t": ("FLOAT",{"default":4.00,"min":0.00,"max":9.99,"step":0.01}),
+ "shape_sampler": (["euler", "heun", "rk4", "rk5"], {"default": "euler"}),
+ "shape_guidance_interval_start": ("FLOAT",{"default":0.10,"min":0.00,"max":1.00,"step":0.01}),
+ "shape_guidance_interval_end": ("FLOAT",{"default":1.00,"min":0.00,"max":1.00,"step":0.01}),
+ "verbose": ("BOOLEAN",{"default":False}),
+ "dino_lock": ("FLOAT",{"default":0.00,"min":0.00,"max":1.00,"step":0.01}),
+ "dino_substeps": ("INT",{"default":4,"min":1,"max":99,"step":1}),
+ "dino_foundation_cap": ("FLOAT",{"default":1.00,"min":0.01,"max":1.00,"step":0.01}),
+ "front_axis": (["z", "x"], {"default": "z"}),
+ "blend_temperature": ("FLOAT", {"default": 1.0, "min": 0.1, "max": 10.0, "step": 0.1}),
+ },
+ }
+
+ RETURN_TYPES = ("SHAPE_SLAT", "INT", "VIEWS_LIST", "TRELLIS2PIPELINE",)
+ RETURN_NAMES = ("shape_slat", "resolution", "views_list", "pipeline",)
+ FUNCTION = "process"
+ CATEGORY = "Trellis2Wrapper"
+ OUTPUT_NODE = True
+
+ def process(self, pipeline, image_conds, views_list, coords, resolution,
+ # shape
+ shape_steps,
+ shape_guidance_strength,
+ shape_guidance_rescale,
+ shape_rescale_t,
+ shape_sampler,
+ shape_guidance_interval_start,
+ shape_guidance_interval_end,
+ verbose,
+ dino_lock,
+ dino_substeps,
+ dino_foundation_cap,
+ front_axis,
+ blend_temperature
+ ):
+
+ shape_guidance_interval = [shape_guidance_interval_start, shape_guidance_interval_end]
+ shape_slat_sampler_params = {"steps":shape_steps,"guidance_strength":shape_guidance_strength,"guidance_rescale":shape_guidance_rescale,"guidance_interval":shape_guidance_interval,"rescale_t":shape_rescale_t}
+
+ if resolution == 512:
+ pipeline.load_shape_slat_flow_model_512()
+ shape_slat = self.sample(
+ pipeline, shape_sampler,
+ image_conds, views_list,
+ pipeline.models['shape_slat_flow_model_512'],
+ coords, shape_slat_sampler_params,
+ front_axis=front_axis,
+ blend_temperature=blend_temperature,
+ verbose=verbose,
+ dino_lock=dino_lock,
+ dino_substeps=dino_substeps,
+ dino_foundation_cap=dino_foundation_cap
+ )
+ if not pipeline.keep_models_loaded:
+ pipeline.unload_shape_slat_flow_model_512()
+
+ elif resolution == 1024:
+ pipeline.load_shape_slat_flow_model_1024()
+ shape_slat = self.sample(
+ pipeline, shape_sampler,
+ image_conds, views_list,
+ pipeline.models['shape_slat_flow_model_1024'],
+ coords, shape_slat_sampler_params,
+ front_axis=front_axis,
+ blend_temperature=blend_temperature,
+ verbose=verbose,
+ dino_lock=dino_lock,
+ dino_substeps=dino_substeps,
+ dino_foundation_cap=dino_foundation_cap
+ )
+ if not pipeline.keep_models_loaded:
+ pipeline.unload_shape_slat_flow_model_1024()
+
+ return (shape_slat, resolution, views_list, pipeline,)
+
+ def sample(
+ self,
+ pipeline,
+ shape_sampler,
+ conds: dict,
+ views: list,
+ flow_model,
+ coords: torch.Tensor,
+ sampler_params: dict = {},
+ front_axis: str = 'z',
+ blend_temperature: float = 2.0,
+ verbose: bool = False,
+ dino_lock: float = 0.00,
+ dino_substeps: int = 4,
+ dino_foundation_cap: float = 0.92
+ ) -> SparseTensor:
+ if pipeline.low_vram:
+ for v in conds:
+ conds[v] = pipeline._cond_to(conds[v], pipeline.device)
+
+ coords_dev = coords.to(pipeline.device)
+ noise = SparseTensor(
+ feats=torch.randn(coords.shape[0], flow_model.in_channels, device=pipeline.device),
+ coords=coords_dev,
+ )
+
+ # sampler = samplers.FlowEulerMultiViewGuidanceIntervalSampler(
+ # sigma_min=1e-5,
+ # resolution=flow_model.resolution,
+ # )
+ sampler_class = getattr(samplers, f"Flow{shape_sampler}MultiViewGuidanceIntervalSampler", samplers.FlowEulerMultiViewGuidanceIntervalSampler)
+ sampler = sampler_class(
+ sigma_min=1e-5,
+ resolution=flow_model.resolution if hasattr(flow_model, 'resolution') else flow_model[0].resolution
+ )
+
+ sampler_params = {**pipeline.shape_slat_sampler_params, **sampler_params}
+
+ if pipeline.low_vram:
+ flow_model.to(pipeline.device)
+
+ slat = sampler.sample(
+ flow_model,
+ noise,
+ conds=conds,
+ **sampler_params,
+ views=views,
+ front_axis=front_axis,
+ blend_temperature=blend_temperature,
+ verbose=verbose,
+ dino_lock = dino_lock,
+ dino_substeps = dino_substeps,
+ dino_foundation_cap = dino_foundation_cap,
+ tqdm_desc="Sampling shape SLat (MultiView)",
+ ).samples
+
+ if pipeline.low_vram:
+ flow_model.cpu()
+ pipeline._cleanup_cuda()
+
+ std = torch.tensor(pipeline.shape_slat_normalization['std'])[None].to(slat.device)
+ mean = torch.tensor(pipeline.shape_slat_normalization['mean'])[None].to(slat.device)
+ slat = slat * std + mean
+
+ del coords_dev
+ if pipeline.low_vram:
+ for v in conds:
+ conds[v] = pipeline._cond_cpu(conds[v])
+ pipeline._cleanup_cuda()
+
+ return slat
+
+class Trellis2ShapeCascadeMultiViewGenerator:
+ @classmethod
+ def INPUT_TYPES(s):
+ return {
+ "required": {
+ "pipeline": ("TRELLIS2PIPELINE",),
+ "image_conds": ("IMAGE_CONDS",),
+ "views_list": ("VIEWS_LIST",),
+ "shape_slat": ("SHAPE_SLAT",),
+ "from_resolution": ("INT",),
+ "to_resolution": ([1024,1536,2048,2560,3072,3584,4096],{"default":1024}),
+ "sparse_structure_resolution": ("INT", {"default":32,"min":32,"max":128,"step":4}),
+ "max_num_tokens": ("INT",{"default":999999,"min":0,"max":999999}),
+ "shape_steps": ("INT",{"default":12, "min":1, "max":100},),
+ "shape_guidance_strength": ("FLOAT",{"default":6.50,"min":0.00,"max":99.99,"step":0.01}),
+ "shape_guidance_rescale": ("FLOAT",{"default":0.05,"min":0.00,"max":1.00,"step":0.01}),
+ "shape_rescale_t": ("FLOAT",{"default":4.00,"min":0.00,"max":9.99,"step":0.01}),
+ "shape_sampler": (["euler", "heun", "rk4", "rk5"], {"default": "euler"}),
+ "shape_guidance_interval_start": ("FLOAT",{"default":0.10,"min":0.00,"max":1.00,"step":0.01}),
+ "shape_guidance_interval_end": ("FLOAT",{"default":1.00,"min":0.00,"max":1.00,"step":0.01}),
+ "verbose": ("BOOLEAN",{"default":False}),
+ "dino_lock": ("FLOAT",{"default":0.00,"min":0.00,"max":1.00,"step":0.01}),
+ "dino_substeps": ("INT",{"default":4,"min":1,"max":99,"step":1}),
+ "dino_foundation_cap": ("FLOAT",{"default":1.00,"min":0.01,"max":1.00,"step":0.01}),
+ "front_axis": (["z", "x"], {"default": "z"}),
+ "blend_temperature": ("FLOAT", {"default": 1.0, "min": 0.1, "max": 10.0, "step": 0.1}),
+ },
+ }
+
+ RETURN_TYPES = ("SHAPE_SLAT","INT","VIEWS_LIST", "TRELLIS2PIPELINE","INT",)
+ RETURN_NAMES = ("shape_slat","resolution","views_list", "pipeline","num_tokens")
+ FUNCTION = "process"
+ CATEGORY = "Trellis2Wrapper"
+ OUTPUT_NODE = True
+
+ def process(self, pipeline, image_conds, views_list, shape_slat, from_resolution, to_resolution, sparse_structure_resolution, max_num_tokens,
+ # shape
+ shape_steps,
+ shape_guidance_strength,
+ shape_guidance_rescale,
+ shape_rescale_t,
+ shape_sampler,
+ shape_guidance_interval_start,
+ shape_guidance_interval_end,
+ verbose,
+ dino_lock,
+ dino_substeps,
+ dino_foundation_cap,
+ front_axis,
+ blend_temperature
+ ):
+
+ shape_guidance_interval = [shape_guidance_interval_start, shape_guidance_interval_end]
+ shape_slat_sampler_params = {"steps":shape_steps,"guidance_strength":shape_guidance_strength,"guidance_rescale":shape_guidance_rescale,"guidance_interval":shape_guidance_interval,"rescale_t":shape_rescale_t}
+
+ args = pipeline._pretrained_args
+ shape_sampler_prefix = pipeline.GetSamplerName(shape_sampler)
+
+ pipeline.load_shape_slat_flow_model_1024()
+ flow_model = pipeline.models['shape_slat_flow_model_1024']
+
+ sampler_class = getattr(samplers, f"Flow{shape_sampler_prefix}MultiViewGuidanceIntervalSampler", samplers.FlowEulerMultiViewGuidanceIntervalSampler)
+ sampler = sampler_class(
+ sigma_min=1e-5,
+ resolution=flow_model.resolution if hasattr(flow_model, 'resolution') else flow_model[0].resolution
+ )
+
+ pipeline.shape_slat_sampler = sampler
+
+ slat, hr_resolution, num_tokens = self.sample(pipeline, shape_slat, from_resolution, to_resolution, sparse_structure_resolution, max_num_tokens, image_conds, shape_slat_sampler_params, flow_model, verbose, dino_lock, dino_substeps, dino_foundation_cap, views_list, front_axis, blend_temperature)
+
+ if not pipeline.keep_models_loaded:
+ pipeline.unload_shape_slat_flow_model_1024()
+
+ return (slat, hr_resolution, views_list, pipeline, num_tokens,)
+
+ def sample(self, pipeline, slat, lr_resolution, resolution, sparse_structure_resolution, max_num_tokens, conds, sampler_params, flow_model, verbose, dino_lock, dino_substeps, dino_foundation_cap, views, front_axis, blend_temperature):
+ # Upsample
+ pipeline.load_shape_slat_decoder()
+ if pipeline.low_vram:
+ pipeline.models['shape_slat_decoder'].to(pipeline.device)
+ pipeline.models['shape_slat_decoder'].low_vram = True
+ hr_coords = pipeline.models['shape_slat_decoder'].upsample(slat, upsample_times=4)
+ if pipeline.low_vram:
+ pipeline.models['shape_slat_decoder'].cpu()
+ pipeline.models['shape_slat_decoder'].low_vram = False
+
+ if not pipeline.keep_models_loaded:
+ pipeline.unload_shape_slat_decoder()
+
+ hr_resolution = resolution
+ ratio = (sparse_structure_resolution / 32)
+
+ while True:
+ quant_coords = torch.cat([
+ hr_coords[:, :1],
+ ((hr_coords[:, 1:] + 0.5) / (lr_resolution * ratio) * (hr_resolution // 16)).int(),
+ ], dim=1)
+ coords = quant_coords.unique(dim=0)
+ num_tokens = coords.shape[0]
+ if num_tokens < max_num_tokens:
+ if hr_resolution != resolution:
+ print(f"Due to the limited number of tokens, the resolution is reduced to {hr_resolution}.")
+ print(f"Num Tokens: {num_tokens}")
+ break
+ hr_resolution -= 128
+ if hr_resolution < 1024 and resolution >= 1024:
+ print(f"Num Tokens: {num_tokens}")
+ hr_resolution = 1024
+ break
+ if hr_resolution < 512:
+ print(f"Num Tokens: {num_tokens}")
+ hr_resolution = 512
+ break
+
+ if pipeline.low_vram:
+ for v in conds:
+ conds[v] = pipeline._cond_to(conds[v], pipeline.device)
+
+ coords_dev = coords.to(pipeline.device)
+ # Sample structured latent
+ noise = SparseTensor(
+ feats=torch.randn(coords.shape[0], flow_model.in_channels, device=pipeline.device),
+ coords=coords_dev,
+ )
+ sampler_params = {**pipeline.shape_slat_sampler_params, **sampler_params}
+ if pipeline.low_vram:
+ flow_model.to(pipeline.device)
+ slat = pipeline.shape_slat_sampler.sample(
+ flow_model,
+ noise,
+ conds=conds,
+ **sampler_params,
+ views=views,
+ front_axis=front_axis,
+ blend_temperature=blend_temperature,
+ verbose=verbose,
+ dino_lock=dino_lock,
+ dino_substeps=dino_substeps,
+ dino_foundation_cap=dino_foundation_cap,
+ tqdm_desc="Sampling shape SLat (MultiView HR)",
+ ).samples
+
+ if pipeline.low_vram:
+ flow_model.cpu()
+ pipeline._cleanup_cuda()
+
+ std = torch.tensor(pipeline.shape_slat_normalization['std'])[None].to(slat.device)
+ mean = torch.tensor(pipeline.shape_slat_normalization['mean'])[None].to(slat.device)
+ slat = slat * std + mean
+
+ del coords_dev
+ if pipeline.low_vram:
+ for v in conds:
+ conds[v] = pipeline._cond_cpu(conds[v])
+ pipeline._cleanup_cuda()
+
+ return slat, hr_resolution, num_tokens
+
+class Trellis2TexSlatMultiViewGenerator:
+ @classmethod
+ def INPUT_TYPES(s):
+ return {
+ "required": {
+ "pipeline": ("TRELLIS2PIPELINE",),
+ "image_conds": ("IMAGE_CONDS",),
+ "views_list": ("VIEWS_LIST",),
+ "shape_slat": ("SHAPE_SLAT",),
+ "resolution": ([512,1024],{"default":1024}),
+ "texture_steps": ("INT",{"default":12, "min":1, "max":100},),
+ "texture_guidance_strength": ("FLOAT",{"default":6.50,"min":0.00,"max":99.99,"step":0.01}),
+ "texture_guidance_rescale": ("FLOAT",{"default":0.05,"min":0.00,"max":1.00,"step":0.01}),
+ "texture_rescale_t": ("FLOAT",{"default":4.00,"min":0.00,"max":9.99,"step":0.01}),
+ "texture_sampler": (["euler", "heun", "rk4", "rk5"], {"default": "euler"}),
+ "texture_guidance_interval_start": ("FLOAT",{"default":0.00,"min":0.00,"max":1.00,"step":0.01}),
+ "texture_guidance_interval_end": ("FLOAT",{"default":0.90,"min":0.00,"max":1.00,"step":0.01}),
+ "verbose": ("BOOLEAN",{"default":False}),
+ "dino_lock": ("FLOAT",{"default":0.00,"min":0.00,"max":1.00,"step":0.01}),
+ "dino_substeps": ("INT",{"default":4,"min":1,"max":99,"step":1}),
+ "dino_foundation_cap": ("FLOAT",{"default":1.00,"min":0.01,"max":1.00,"step":0.01}),
+ "front_axis": (["z", "x"], {"default": "z"}),
+ "blend_temperature": ("FLOAT", {"default": 1.0, "min": 0.1, "max": 10.0, "step": 0.1}),
+ },
+ }
+
+ RETURN_TYPES = ("TEXTURE_SLAT", "VIEWS_LIST", "TRELLIS2PIPELINE",)
+ RETURN_NAMES = ("texture_slat", "views_list", "pipeline",)
+ FUNCTION = "process"
+ CATEGORY = "Trellis2Wrapper"
+ OUTPUT_NODE = True
+
+ def process(self, pipeline, image_conds, views_list, shape_slat, resolution,
+ # shape
+ texture_steps,
+ texture_guidance_strength,
+ texture_guidance_rescale,
+ texture_rescale_t,
+ texture_sampler,
+ texture_guidance_interval_start,
+ texture_guidance_interval_end,
+ verbose,
+ dino_lock,
+ dino_substeps,
+ dino_foundation_cap,
+ front_axis,
+ blend_temperature
+ ):
+
+ texture_guidance_interval = [texture_guidance_interval_start,texture_guidance_interval_end]
+ tex_slat_sampler_params = {"steps":texture_steps,"guidance_strength":texture_guidance_strength,"guidance_rescale":texture_guidance_rescale,"guidance_interval":texture_guidance_interval,"rescale_t":texture_rescale_t}
+
+ if resolution == 512:
+ pipeline.load_tex_slat_flow_model_512()
+ flow_model = pipeline.models['tex_slat_flow_model_512']
+ else:
+ pipeline.load_tex_slat_flow_model_1024()
+ flow_model = pipeline.models['tex_slat_flow_model_1024']
+
+ tex_slat = self.sample(
+ pipeline,
+ texture_sampler,
+ image_conds, views_list,
+ shape_slat=shape_slat,
+ flow_model=flow_model,
+ sampler_params=tex_slat_sampler_params,
+ front_axis=front_axis,
+ blend_temperature=blend_temperature,
+ verbose=verbose,
+ dino_lock=dino_lock,
+ dino_substeps=dino_substeps,
+ dino_foundation_cap=dino_foundation_cap
+ )
+
+ if not pipeline.keep_models_loaded:
+ if resolution == 512:
+ pipeline.unload_tex_slat_flow_model_512()
+ else:
+ pipeline.unload_tex_slat_flow_model_1024()
+
+ return (tex_slat, views_list, pipeline,)
+
+ def sample(
+ self,
+ pipeline,
+ sampler,
+ conds: dict,
+ views: list,
+ shape_slat: SparseTensor,
+ flow_model,
+ sampler_params: dict = {},
+ front_axis: str = 'z',
+ blend_temperature: float = 2.0,
+ verbose: bool = False,
+ dino_lock: float = 0.00,
+ dino_substeps: int = 4,
+ dino_foundation_cap: float = 0.92
+ ) -> SparseTensor:
+ """
+ Sample structured latent for texture with multi-view blending.
+ """
+ if pipeline.low_vram:
+ for v in conds:
+ conds[v] = pipeline._cond_to(conds[v], pipeline.device)
+
+ # Normalize shape slat for conditioning
+ std = torch.tensor(pipeline.shape_slat_normalization['std'])[None].to(shape_slat.device)
+ mean = torch.tensor(pipeline.shape_slat_normalization['mean'])[None].to(shape_slat.device)
+ shape_slat_normalized = (shape_slat - mean) / std
+
+ #coords = shape_slat.coords
+ #coords_dev = coords.to(pipeline.device)
+
+ # Calculate noise channels: total input - concat cond channels
+ in_channels = flow_model.in_channels if isinstance(flow_model, nn.Module) else flow_model[0].in_channels
+ noise_channels = in_channels - shape_slat.feats.shape[1]
+
+ # noise = SparseTensor(
+ # feats=torch.randn(coords.shape[0], noise_channels, device=pipeline.device),
+ # coords=coords_dev,
+ # )
+ noise = shape_slat.replace(feats=torch.randn(shape_slat.coords.shape[0], in_channels - shape_slat.feats.shape[1]).to(pipeline.device))
+
+ sampler_params = {**pipeline.tex_slat_sampler_params, **sampler_params}
+
+ # sampler = samplers.FlowEulerMultiViewGuidanceIntervalSampler(
+ # sigma_min=1e-5,
+ # resolution=flow_model.resolution,
+ # )
+ tex_sampler_prefix = pipeline.GetSamplerName(sampler)
+
+ sampler_class = getattr(samplers, f"Flow{tex_sampler_prefix}MultiViewGuidanceIntervalSampler", samplers.FlowEulerMultiViewGuidanceIntervalSampler)
+ sampler = sampler_class(
+ sigma_min=1e-5,
+ resolution=flow_model.resolution if hasattr(flow_model, 'resolution') else flow_model[0].resolution
+ )
+
+ if pipeline.low_vram:
+ flow_model.to(pipeline.device)
+
+ slat = sampler.sample(
+ flow_model,
+ noise,
+ conds=conds,
+ **sampler_params,
+ views=views,
+ front_axis=front_axis,
+ blend_temperature=blend_temperature,
+ concat_cond=shape_slat_normalized,
+ verbose=verbose,
+ dino_lock=dino_lock,
+ dino_substeps=dino_substeps,
+ dino_foundation_cap=dino_foundation_cap,
+ tqdm_desc="Sampling texture SLat (MultiView)",
+ ).samples
+
+ if pipeline.low_vram:
+ flow_model.cpu()
+ pipeline._cleanup_cuda()
+
+ std = torch.tensor(pipeline.tex_slat_normalization['std'])[None].to(slat.device)
+ mean = torch.tensor(pipeline.tex_slat_normalization['mean'])[None].to(slat.device)
+ slat = slat * std + mean
+
+ #del coords_dev
+ if pipeline.low_vram:
+ for v in conds:
+ conds[v] = pipeline._cond_cpu(conds[v])
+ pipeline._cleanup_cuda()
+
+ return slat
NODE_CLASS_MAPPINGS = {
"Trellis2LoadModel": Trellis2LoadModel,
@@ -5671,6 +6481,11 @@ NODE_CLASS_MAPPINGS = {
"Trellis2ExtractImagesFromVideo": Trellis2ExtractImagesFromVideo,
"Trellis2MaxTokensCalculator": Trellis2MaxTokensCalculator,
"Trellis2FillHolesNicelyWithMeshlib": Trellis2FillHolesNicelyWithMeshlib,
+ "Trellis2SparseMultiViewGenerator": Trellis2SparseMultiViewGenerator,
+ "Trellis2ImageCondMultiViewGenerator": Trellis2ImageCondMultiViewGenerator,
+ "Trellis2ShapeMultiViewGenerator": Trellis2ShapeMultiViewGenerator,
+ "Trellis2ShapeCascadeMultiViewGenerator": Trellis2ShapeCascadeMultiViewGenerator,
+ "Trellis2TexSlatMultiViewGenerator": Trellis2TexSlatMultiViewGenerator,
}
@@ -5734,4 +6549,9 @@ NODE_DISPLAY_NAME_MAPPINGS = {
"Trellis2ExtractImagesFromVideo": "Trellis2 - Extract Images from Video",
"Trellis2MaxTokensCalculator": "Trellis2 - Max Tokens Calculator",
"Trellis2FillHolesNicelyWithMeshlib": "Trellis2 - Fill Holes Nicely With Meshlib",
+ "Trellis2SparseMultiViewGenerator": "Trellis2 - Sparse MultiView Generator",
+ "Trellis2ImageCondMultiViewGenerator": "Trellis2 - ImageCond MultiView Generator",
+ "Trellis2ShapeMultiViewGenerator": "Trellis2 - Shape MultiView Generator",
+ "Trellis2ShapeCascadeMultiViewGenerator": "Trellis2 - Shape Cascade MultiView Generator",
+ "Trellis2TexSlatMultiViewGenerator": "Trellis2 - Tex Slat MultiView Generator",
}
diff --git a/trellis2/pipelines/samplers/flow_euler.py b/trellis2/pipelines/samplers/flow_euler.py
index a467575..3d44733 100644
--- a/trellis2/pipelines/samplers/flow_euler.py
+++ b/trellis2/pipelines/samplers/flow_euler.py
@@ -164,7 +164,7 @@ class DinoLockMixin:
tqdm_desc: str = "Sampling",
dino_lock: float = 0.0,
dino_substeps: int = 4,
- dino_foundation_cap: float = 0.92,
+ dino_foundation_cap: float = 0.92,
**kwargs
):
# Strip keys that must not reach the model
@@ -183,7 +183,10 @@ class DinoLockMixin:
**kwargs)
if dino_lock <= 0.0:
- return super().sample(model, noise, cond, steps, rescale_t, verbose,
+ return super().sample(model, noise, cond,
+ steps = steps,
+ rescale_t = rescale_t,
+ verbose = verbose,
tqdm_desc=tqdm_desc,
neg_cond=neg_cond,
guidance_strength=guidance_strength,