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https://github.com/comfyanonymous/ComfyUI.git
synced 2026-05-14 19:17:32 +08:00
Merge remote-tracking branch 'upstream/master' into moge
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commit
84254b388d
@ -15,16 +15,21 @@ class MESH:
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def __init__(self, vertices: torch.Tensor, faces: torch.Tensor,
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uvs: torch.Tensor | None = None,
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vertex_colors: torch.Tensor | None = None,
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texture: torch.Tensor | None = None):
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# vertices: (B, N, 3), faces: (B, M, 3). Optional fields:
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# - uvs: (B, N, 2) per-vertex texture coordinates.
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# - vertex_colors: (B, N, 3 or 4) per-vertex colors in [0, 1].
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# - texture: (B, H, W, 3) baseColor texture image in [0, 1] (comfy IMAGE format).
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self.vertices = vertices
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self.faces = faces
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self.uvs = uvs
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self.vertex_colors = vertex_colors
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self.texture = texture
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texture: torch.Tensor | None = None,
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vertex_counts: torch.Tensor | None = None,
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face_counts: torch.Tensor | None = None):
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assert (vertex_counts is None) == (face_counts is None), \
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"vertex_counts and face_counts must be provided together (both or neither)"
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self.vertices = vertices # vertices: (B, N, 3)
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self.faces = faces # faces: (B, M, 3)
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self.uvs = uvs # uvs: (B, N, 2)
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self.vertex_colors = vertex_colors # vertex_colors: (B, N, 3 or 4)
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self.texture = texture # texture: (B, H, W, 3)
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# When vertices/faces are zero-padded to a common N/M across the batch (variable-size mesh batch),
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# these hold the real per-item lengths (B,). None means rows are uniform and no slicing is needed.
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self.vertex_counts = vertex_counts
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self.face_counts = face_counts
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class File3D:
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@ -1,5 +1,4 @@
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import torch
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import numpy as np
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from comfy.ldm.modules.diffusionmodules.mmdit import get_1d_sincos_pos_embed_from_grid_torch
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import comfy.model_management
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from comfy_extras.nodes_save_3d import pack_variable_mesh_batch
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@ -1,14 +1,13 @@
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"""Save-side 3D nodes: mesh packing/slicing helpers + GLB writer + SaveGLB node.
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Pairs with nodes_load_3d.py (load-side counterpart).
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"""
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"""Save-side 3D nodes: mesh packing/slicing helpers + GLB writer + SaveGLB node."""
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import json
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import logging
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import os
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import struct
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from io import BytesIO
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import numpy as np
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from PIL import Image
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import torch
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from typing_extensions import override
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@ -17,10 +16,11 @@ from comfy.cli_args import args
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from comfy_api.latest import ComfyExtension, IO, Types
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def pack_variable_mesh_batch(vertices, faces, colors=None, uvs=None):
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def pack_variable_mesh_batch(vertices, faces, colors=None, uvs=None, texture=None):
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# Pack lists of (Nᵢ, *) vertex/face/color/uv tensors into padded batched tensors,
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# stashing per-item lengths as runtime attrs so consumers can recover the real slice.
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# uvs are 1:1 with vertices, so they're padded to max_vertices and read with vertex_counts.
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# colors and uvs are 1:1 with vertices, so they're padded to max_vertices and read with vertex_counts.
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# texture is (B, H, W, 3) — passed through unchanged
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batch_size = len(vertices)
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max_vertices = max(v.shape[0] for v in vertices)
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max_faces = max(f.shape[0] for f in faces)
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@ -35,51 +35,45 @@ def pack_variable_mesh_batch(vertices, faces, colors=None, uvs=None):
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packed_faces[i, :f.shape[0]] = f
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packed_colors = None
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color_counts = None
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if colors is not None:
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max_colors = max(c.shape[0] for c in colors)
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packed_colors = colors[0].new_zeros((batch_size, max_colors, colors[0].shape[1]))
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color_counts = torch.tensor([c.shape[0] for c in colors], device=colors[0].device, dtype=torch.int64)
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packed_colors = colors[0].new_zeros((batch_size, max_vertices, colors[0].shape[1]))
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for i, c in enumerate(colors):
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assert c.shape[0] == vertices[i].shape[0], (
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f"vertex_colors[{i}] has {c.shape[0]} entries, expected {vertices[i].shape[0]} (1:1 with vertices)"
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)
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packed_colors[i, :c.shape[0]] = c
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packed_uvs = None
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if uvs is not None:
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packed_uvs = uvs[0].new_zeros((batch_size, max_vertices, uvs[0].shape[1]))
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for i, u in enumerate(uvs):
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assert u.shape[0] == vertices[i].shape[0], (
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f"uvs[{i}] has {u.shape[0]} entries, expected {vertices[i].shape[0]} (1:1 with vertices)"
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)
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packed_uvs[i, :u.shape[0]] = u
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mesh = Types.MESH(packed_vertices, packed_faces, uvs=packed_uvs, vertex_colors=packed_colors)
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mesh.vertex_counts = vertex_counts
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mesh.face_counts = face_counts
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if color_counts is not None:
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mesh.color_counts = color_counts
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return mesh
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return Types.MESH(packed_vertices, packed_faces,
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uvs=packed_uvs, vertex_colors=packed_colors, texture=texture,
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vertex_counts=vertex_counts, face_counts=face_counts)
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def get_mesh_batch_item(mesh, index):
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# Returns (vertices, faces, colors) for batch index, slicing to real lengths
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# if pack_variable_mesh_batch added per-item counts.
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if hasattr(mesh, "vertex_counts"):
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# Returns (vertices, faces, colors, uvs) for batch index, slicing to real lengths
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# if the mesh carries per-item counts (variable-size batch).
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v_colors = getattr(mesh, "vertex_colors", None)
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v_uvs = getattr(mesh, "uvs", None)
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if getattr(mesh, "vertex_counts", None) is not None:
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vertex_count = int(mesh.vertex_counts[index].item())
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face_count = int(mesh.face_counts[index].item())
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vertices = mesh.vertices[index, :vertex_count]
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faces = mesh.faces[index, :face_count]
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colors = None
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v_colors = getattr(mesh, "vertex_colors", None)
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if v_colors is not None:
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if hasattr(mesh, "color_counts"):
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color_count = int(mesh.color_counts[index].item())
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colors = v_colors[index, :color_count]
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else:
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colors = v_colors[index, :vertex_count]
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return vertices, faces, colors
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colors = v_colors[index, :vertex_count] if v_colors is not None else None
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uvs = v_uvs[index, :vertex_count] if v_uvs is not None else None
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return vertices, faces, colors, uvs
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colors = None
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v_colors = getattr(mesh, "vertex_colors", None)
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if v_colors is not None:
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colors = v_colors[index]
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return mesh.vertices[index], mesh.faces[index], colors
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colors = v_colors[index] if v_colors is not None else None
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uvs = v_uvs[index] if v_uvs is not None else None
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return mesh.vertices[index], mesh.faces[index], colors, uvs
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def save_glb(vertices, faces, filepath, metadata=None,
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@ -99,15 +93,34 @@ def save_glb(vertices, faces, filepath, metadata=None,
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# Convert tensors to numpy arrays
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vertices_np = vertices.cpu().numpy().astype(np.float32)
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faces_np = faces.cpu().numpy().astype(np.uint32)
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faces_signed = faces.cpu().numpy().astype(np.int64)
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uvs_np = uvs.cpu().numpy().astype(np.float32) if uvs is not None else None
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colors_np = vertex_colors.cpu().numpy().astype(np.float32) if vertex_colors is not None else None
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if colors_np is not None:
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colors_np = np.clip(colors_np, 0.0, 1.0)
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n_verts = vertices_np.shape[0]
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if n_verts == 0:
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raise ValueError("save_glb: vertices is empty")
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if faces_signed.size > 0:
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fmin = int(faces_signed.min())
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fmax = int(faces_signed.max())
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if fmin < 0 or fmax >= n_verts:
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raise ValueError(
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f"save_glb: face index out of range [0, {n_verts}): min={fmin}, max={fmax}"
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)
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if uvs_np is not None and uvs_np.shape[0] != n_verts:
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raise ValueError(
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f"save_glb: uvs has {uvs_np.shape[0]} entries but vertex count is {n_verts}"
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)
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if colors_np is not None and colors_np.shape[0] != n_verts:
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raise ValueError(
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f"save_glb: vertex_colors has {colors_np.shape[0]} entries but vertex count is {n_verts}"
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)
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faces_np = faces_signed.astype(np.uint32)
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texture_png_bytes = None
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if texture_image is not None:
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import io as _io
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buf = _io.BytesIO()
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buf = BytesIO()
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texture_image.save(buf, format="PNG")
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texture_png_bytes = buf.getvalue()
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@ -127,8 +140,13 @@ def save_glb(vertices, faces, filepath, metadata=None,
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colors_buffer_padded = pad_to_4_bytes(colors_buffer)
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texture_buffer_padded = pad_to_4_bytes(texture_buffer)
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buffer_data = (vertices_buffer_padded + indices_buffer_padded
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+ uvs_buffer_padded + colors_buffer_padded + texture_buffer_padded)
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buffer_data = b"".join([
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vertices_buffer_padded,
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indices_buffer_padded,
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uvs_buffer_padded,
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colors_buffer_padded,
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texture_buffer_padded,
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])
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vertices_byte_length = len(vertices_buffer)
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vertices_byte_offset = 0
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@ -254,7 +272,7 @@ def save_glb(vertices, faces, filepath, metadata=None,
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if materials:
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gltf["materials"] = materials
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if metadata is not None:
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if metadata:
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gltf["asset"]["extras"] = metadata
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# Convert the JSON to bytes
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@ -266,8 +284,7 @@ def save_glb(vertices, faces, filepath, metadata=None,
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gltf_json_padded = pad_json_to_4_bytes(gltf_json)
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# Create the GLB header
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# Magic glTF
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# Create the GLB header (a 4-byte ASCII magic identifier glTF)
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glb_header = struct.pack('<4sII', b'glTF', 2, 12 + 8 + len(gltf_json_padded) + 8 + len(buffer_data))
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# Create JSON chunk header (chunk type 0)
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@ -339,23 +356,22 @@ class SaveGLB(IO.ComfyNode):
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"subfolder": subfolder,
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"type": "output"
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})
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counter += 1
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else:
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# Handle Mesh input - save vertices and faces as GLB; carry optional UVs / colors / texture.
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uvs_b = getattr(mesh, "uvs", None)
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texture_b = getattr(mesh, "texture", None)
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texture_np = None
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if texture_b is not None:
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texture_np = (texture_b.clamp(0.0, 1.0).cpu().numpy() * 255).astype(np.uint8)
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assert texture_np.ndim == 4 and texture_np.shape[-1] == 3, (
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f"texture must be (B, H, W, 3) RGB, got shape {tuple(texture_np.shape)}"
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)
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for i in range(mesh.vertices.shape[0]):
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vertices_i, faces_i, v_colors = get_mesh_batch_item(mesh, i)
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vertices_i, faces_i, v_colors, uvs_i = get_mesh_batch_item(mesh, i)
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if vertices_i.shape[0] == 0 or faces_i.shape[0] == 0:
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logging.warning(f"SaveGLB: skipping empty mesh at batch index {i}")
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continue
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uvs_i = None
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if uvs_b is not None:
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uvs_i = uvs_b[i, :vertices_i.shape[0]] if hasattr(mesh, "vertex_counts") else uvs_b[i]
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tex_img = None
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if texture_b is not None:
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from PIL import Image
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arr = (texture_b[i].clamp(0.0, 1.0).cpu().numpy() * 255).astype(np.uint8)
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tex_img = Image.fromarray(arr, mode="RGB")
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tex_img = Image.fromarray(texture_np[i], mode="RGB") if texture_np is not None else None
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f = f"{filename}_{counter:05}_.glb"
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save_glb(vertices_i, faces_i, os.path.join(full_output_folder, f), metadata,
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uvs=uvs_i,
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