Native and Compact Structured Latents for 3D Generation
This report presents the forensic synthetic code analysis of microsoft/TRELLIS.2, a Python project with 10,125 GitHub stars. SynthScan v2.0 examined 25,286 lines of code across 165 source files, recording 389 pattern matches distributed across 15 syntactic categories. The overall adjusted score of 21.2 places this repository in the Moderate AI signal band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.
Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.
This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.
The scanner identified 389 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.
Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | app.py | 9 | CODE | |
| LOW | app_texturing.py | 7 | CODE | |
| LOW | o-voxel/o_voxel/serialize.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/postprocess.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/__init__.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/__init__.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/__init__.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/__init__.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/__init__.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/io/npz.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/io/ply.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/io/ply.py | 2 | CODE | |
| LOW | o-voxel/o_voxel/io/__init__.py | 3 | CODE | |
| LOW | o-voxel/o_voxel/io/__init__.py | 4 | CODE | |
| LOW | o-voxel/o_voxel/io/__init__.py | 5 | CODE | |
| LOW | o-voxel/o_voxel/io/vxz.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/convert/__init__.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/convert/__init__.py | 2 | CODE | |
| LOW | o-voxel/o_voxel/convert/flexible_dual_grid.py | 1 | CODE | |
| LOW | o-voxel/o_voxel/convert/volumetic_attr.py | 1 | CODE | |
| LOW | o-voxel/examples/utils.py | 3 | CODE | |
| LOW | trellis2/__init__.py | 1 | CODE | |
| LOW | trellis2/__init__.py | 2 | CODE | |
| LOW | trellis2/__init__.py | 3 | CODE | |
| LOW | trellis2/__init__.py | 4 | CODE | |
| LOW | trellis2/__init__.py | 5 | CODE | |
| LOW | trellis2/__init__.py | 6 | CODE | |
| LOW | trellis2/representations/__init__.py | 30 | CODE | |
| LOW | trellis2/representations/__init__.py | 30 | CODE | |
| LOW | trellis2/representations/__init__.py | 30 | CODE | |
| LOW | trellis2/representations/__init__.py | 31 | CODE | |
| LOW | trellis2/representations/mesh/__init__.py | 1 | CODE | |
| LOW | trellis2/representations/mesh/__init__.py | 1 | CODE | |
| LOW | trellis2/representations/mesh/__init__.py | 1 | CODE | |
| LOW | trellis2/representations/mesh/__init__.py | 1 | CODE | |
| LOW | trellis2/representations/mesh/__init__.py | 1 | CODE | |
| LOW | trellis2/representations/mesh/__init__.py | 1 | CODE | |
| LOW | trellis2/representations/mesh/__init__.py | 1 | CODE | |
| LOW | trellis2/representations/mesh/__init__.py | 1 | CODE | |
| LOW | trellis2/representations/mesh/base.py | 1 | CODE | |
| LOW | trellis2/representations/voxel/__init__.py | 1 | CODE | |
| LOW | trellis2/renderers/__init__.py | 30 | CODE | |
| LOW | trellis2/renderers/__init__.py | 31 | CODE | |
| LOW | trellis2/renderers/__init__.py | 32 | CODE | |
| LOW | trellis2/renderers/__init__.py | 32 | CODE | |
| LOW | trellis2/renderers/mesh_renderer.py | 1 | CODE | |
| LOW | trellis2/renderers/pbr_mesh_renderer.py | 1 | CODE | |
| LOW | trellis2/datasets/structured_latent_svpbr.py | 4 | CODE | |
| LOW | trellis2/datasets/__init__.py | 39 | CODE | |
| LOW | trellis2/datasets/__init__.py | 40 | CODE | |
| LOW | trellis2/datasets/__init__.py | 42 | CODE | |
| LOW | trellis2/datasets/__init__.py | 42 | CODE | |
| LOW | trellis2/datasets/__init__.py | 43 | CODE | |
| LOW | trellis2/datasets/__init__.py | 43 | CODE | |
| LOW | trellis2/datasets/__init__.py | 44 | CODE | |
| LOW | trellis2/datasets/__init__.py | 44 | CODE | |
| LOW | trellis2/datasets/__init__.py | 45 | CODE | |
| LOW | trellis2/datasets/__init__.py | 45 | CODE | |
| LOW | trellis2/datasets/sparse_structure_latent.py | 3 | CODE | |
| LOW | trellis2/datasets/structured_latent_shape.py | 3 | CODE | |
| 139 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | o-voxel/o_voxel/rasterize.py | 0 | opencv intrinsics to opengl perspective matrix args: intrinsics (torch.tensor): [3, 3] opencv intrinsics matrix near (fl | STRING |
| HIGH | trellis2/renderers/mesh_renderer.py | 0 | opencv intrinsics to opengl perspective matrix args: intrinsics (torch.tensor): [3, 3] opencv intrinsics matrix near (fl | STRING |
| HIGH | trellis2/renderers/pbr_mesh_renderer.py | 0 | opencv intrinsics to opengl perspective matrix args: intrinsics (torch.tensor): [3, 3] opencv intrinsics matrix near (fl | STRING |
| HIGH | data_toolkit/blender_script/render_cond.py | 0 | loads a model with a supported file extension into the scene. args: object_path (str): path to the model file. raises: v | STRING |
| HIGH | data_toolkit/blender_script/dump_pbr.py | 0 | loads a model with a supported file extension into the scene. args: object_path (str): path to the model file. raises: v | STRING |
| HIGH | data_toolkit/blender_script/dump_mesh.py | 0 | loads a model with a supported file extension into the scene. args: object_path (str): path to the model file. raises: v | STRING |
| HIGH | data_toolkit/blender_script/render_cond.py | 0 | deletes all invisible objects in the scene. returns: none | STRING |
| HIGH | data_toolkit/blender_script/dump_pbr.py | 0 | deletes all invisible objects in the scene. returns: none | STRING |
| HIGH | data_toolkit/blender_script/dump_mesh.py | 0 | deletes all invisible objects in the scene. returns: none | STRING |
| HIGH | data_toolkit/blender_script/render_cond.py | 0 | returns the bounding box of the scene. taken from shap-e rendering script (https://github.com/openai/shap-e/blob/main/sh | STRING |
| HIGH | data_toolkit/blender_script/dump_pbr.py | 0 | returns the bounding box of the scene. taken from shap-e rendering script (https://github.com/openai/shap-e/blob/main/sh | STRING |
| HIGH | data_toolkit/blender_script/dump_mesh.py | 0 | returns the bounding box of the scene. taken from shap-e rendering script (https://github.com/openai/shap-e/blob/main/sh | STRING |
| HIGH | data_toolkit/blender_script/render_cond.py | 0 | normalizes the scene by scaling and translating it to fit in a unit cube centered at the origin. mostly taken from the p | STRING |
| HIGH | data_toolkit/blender_script/dump_pbr.py | 0 | normalizes the scene by scaling and translating it to fit in a unit cube centered at the origin. mostly taken from the p | STRING |
| HIGH | data_toolkit/blender_script/dump_mesh.py | 0 | normalizes the scene by scaling and translating it to fit in a unit cube centered at the origin. mostly taken from the p | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | train.py | 155 | except Exception as e: | CODE |
| MEDIUM | train.py | 156 | print(f'Error: {e}') | CODE |
| LOW | trellis2/datasets/components.py | 73 | except Exception as e: | CODE |
| MEDIUM | trellis2/datasets/components.py | 74 | print(f'Error loading {instance}: {e}') | CODE |
| MEDIUM | trellis2/datasets/components.py | 69 | def __getitem__(self, index) -> Dict[str, Any]: | CODE |
| LOW | trellis2/pipelines/base.py | 45 | except Exception as e: | CODE |
| LOW | trellis2/modules/sparse/basic.py | 426 | except Exception as e: | CODE |
| LOW | data_toolkit/voxelize_pbr.py | 29 | except Exception as e: | CODE |
| MEDIUM | data_toolkit/voxelize_pbr.py | 30 | print(f'Error reading {sha256}.vxz: {e}') | CODE |
| LOW | data_toolkit/voxelize_pbr.py | 81 | except Exception as e: | CODE |
| MEDIUM | data_toolkit/voxelize_pbr.py | 82 | print(f'Error voxelizing {sha256}: {e}') | CODE |
| LOW | data_toolkit/build_metadata.py | 26 | except Exception as e: | CODE |
| LOW | data_toolkit/encode_shape_latent.py | 137 | except Exception as e: | CODE |
| LOW | data_toolkit/encode_shape_latent.py | 176 | except Exception as e: | CODE |
| MEDIUM | data_toolkit/encode_shape_latent.py | 121 | def loader(sha256): | CODE |
| LOW | data_toolkit/dual_grid.py | 28 | except Exception as e: | CODE |
| MEDIUM | data_toolkit/dual_grid.py | 29 | print(f'Error reading {sha256}.vxz: {e}') | CODE |
| LOW | data_toolkit/dual_grid.py | 83 | except Exception as e: | CODE |
| MEDIUM | data_toolkit/dual_grid.py | 84 | print(f'Error processing {sha256}: {e}') | CODE |
| LOW | data_toolkit/encode_pbr_latent.py | 134 | except Exception as e: | CODE |
| LOW | data_toolkit/encode_pbr_latent.py | 173 | except Exception as e: | CODE |
| MEDIUM | data_toolkit/encode_pbr_latent.py | 121 | def loader(sha256): | CODE |
| LOW | data_toolkit/asset_stats.py | 121 | except Exception as e: | CODE |
| MEDIUM | data_toolkit/asset_stats.py | 122 | print(f'Error processing {sha256}: {e}') | CODE |
| MEDIUM | data_toolkit/asset_stats.py | 63 | def worker(metadatum): | CODE |
| LOW | data_toolkit/encode_ss_latent.py | 123 | except Exception as e: | CODE |
| LOW | data_toolkit/encode_ss_latent.py | 155 | except Exception as e: | CODE |
| MEDIUM | data_toolkit/encode_ss_latent.py | 115 | def loader(sha256): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | o-voxel/o_voxel/serialize.py | 7 | CODE | |
| LOW | o-voxel/o_voxel/serialize.py | 39 | CODE | |
| LOW | o-voxel/o_voxel/io/vxz.py | 223 | CODE | |
| LOW | trellis2/renderers/mesh_renderer.py | 60 | CODE | |
| LOW | trellis2/renderers/pbr_mesh_renderer.py | 10 | CODE | |
| LOW | trellis2/renderers/pbr_mesh_renderer.py | 212 | CODE | |
| LOW | trellis2/datasets/sparse_voxel_pbr.py | 273 | CODE | |
| LOW | trellis2/datasets/structured_latent_svpbr.py | 94 | CODE | |
| LOW | trellis2/datasets/structured_latent_svpbr.py | 258 | CODE | |
| LOW | trellis2/datasets/structured_latent.py | 162 | CODE | |
| LOW | trellis2/datasets/flexi_dual_grid.py | 147 | CODE | |
| LOW | trellis2/pipelines/trellis2_image_to_3d.py | 489 | CODE | |
| LOW | trellis2/utils/general_utils.py | 166 | CODE | |
| LOW | trellis2/utils/general_utils.py | 198 | CODE | |
| LOW | trellis2/utils/mesh_utils.py | 9 | CODE | |
| LOW | trellis2/utils/mesh_utils.py | 120 | CODE | |
| LOW | trellis2/models/structured_latent_flow.py | 101 | CODE | |
| LOW | trellis2/models/sparse_structure_flow.py | 156 | CODE | |
| LOW | trellis2/models/sc_vaes/sparse_unet_vae.py | 12 | CODE | |
| LOW | trellis2/models/sc_vaes/sparse_unet_vae.py | 478 | CODE | |
| LOW | trellis2/trainers/basic.py | 423 | CODE | |
| LOW | trellis2/trainers/basic.py | 486 | CODE | |
| LOW | trellis2/trainers/basic.py | 522 | CODE | |
| LOW | trellis2/trainers/basic.py | 670 | CODE | |
| LOW | trellis2/trainers/basic.py | 815 | CODE | |
| LOW | trellis2/modules/attention/full_attn.py | 63 | CODE | |
| LOW | trellis2/modules/attention/modules.py | 66 | CODE | |
| LOW | trellis2/modules/sparse/basic.py | 238 | CODE | |
| LOW | trellis2/modules/sparse/basic.py | 732 | CODE | |
| LOW | trellis2/modules/sparse/attention/full_attn.py | 83 | CODE | |
| LOW | trellis2/modules/sparse/attention/modules.py | 99 | CODE | |
| LOW | data_toolkit/voxelize_pbr.py | 15 | CODE | |
| LOW | data_toolkit/dump_pbr.py | 28 | CODE | |
| LOW | data_toolkit/utils.py | 51 | CODE | |
| LOW | data_toolkit/utils.py | 261 | CODE | |
| LOW | data_toolkit/utils.py | 293 | CODE | |
| LOW | data_toolkit/dump_mesh.py | 27 | CODE | |
| LOW | data_toolkit/dual_grid.py | 14 | CODE | |
| LOW | data_toolkit/asset_stats.py | 63 | CODE | |
| LOW | data_toolkit/blender_script/dump_pbr.py | 301 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | data_toolkit/blender_script/render_cond.py | 93 | bpy.context.scene.collection.objects.link(cam_empty) | CODE |
| CRITICAL | data_toolkit/blender_script/render_cond.py | 330 | bpy.context.scene.collection.objects.link(scene) | CODE |
| CRITICAL | data_toolkit/blender_script/dump_pbr.py | 156 | bpy.context.scene.collection.objects.link(scene) | CODE |
| CRITICAL | data_toolkit/blender_script/dump_mesh.py | 155 | bpy.context.scene.collection.objects.link(scene) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | o-voxel/o_voxel/convert/flexible_dual_grid.py | 29 | def mesh_to_flexible_dual_grid( | CODE |
| LOW | o-voxel/o_voxel/convert/flexible_dual_grid.py | 142 | def flexible_dual_grid_to_mesh( | CODE |
| LOW | o-voxel/o_voxel/convert/volumetic_attr.py | 42 | def textured_mesh_to_volumetric_attr( | CODE |
| LOW | o-voxel/o_voxel/convert/volumetic_attr.py | 305 | def blender_dump_to_volumetric_attr( | CODE |
| LOW | trellis2/renderers/pbr_mesh_renderer.py | 93 | def screen_space_ambient_occlusion( | CODE |
| LOW | trellis2/pipelines/trellis2_image_to_3d.py | 277 | def sample_shape_slat_cascade( | CODE |
| LOW | trellis2/utils/random_utils.py | 22 | def sphere_hammersley_sequence(n, num_samples, offset=(0, 0), remap=False): | CODE |
| LOW | trellis2/utils/elastic_utils.py | 173 | def register_memory_controller(self, memory_controller: MemoryController): | CODE |
| LOW | trellis2/utils/elastic_utils.py | 216 | def register_memory_controller(self, memory_controller: MemoryController): | CODE |
| LOW | trellis2/utils/data_utils.py | 27 | def load_balanced_group_indices( | CODE |
| LOW | trellis2/utils/render_utils.py | 12 | def yaw_pitch_r_fov_to_extrinsics_intrinsics(yaws, pitchs, rs, fovs): | CODE |
| LOW | trellis2/trainers/basic.py | 291 | def _master_params_to_state_dicts(self, master_params): | CODE |
| LOW | trellis2/trainers/basic.py | 305 | def _state_dicts_to_master_params(self, master_params, state_dicts): | CODE |
| LOW⚡ | trellis2/trainers/utils.py | 40 | def model_params_to_master_params(model_params, master_params): | CODE |
| LOW⚡ | trellis2/trainers/utils.py | 49 | def master_params_to_model_params(model_params, master_params): | CODE |
| LOW⚡ | trellis2/trainers/utils.py | 59 | def model_grads_to_master_grads(model_params, master_params): | CODE |
| LOW | trellis2/modules/attention/full_attn.py | 28 | def scaled_dot_product_attention(qkv: torch.Tensor) -> torch.Tensor: | CODE |
| LOW | trellis2/modules/attention/full_attn.py | 38 | def scaled_dot_product_attention(q: torch.Tensor, kv: torch.Tensor) -> torch.Tensor: | CODE |
| LOW | trellis2/modules/attention/full_attn.py | 49 | def scaled_dot_product_attention(q: torch.Tensor, k: torch.Tensor, v: torch.Tensor) -> torch.Tensor: | CODE |
| LOW | trellis2/modules/attention/full_attn.py | 63 | def scaled_dot_product_attention(*args, **kwargs): | CODE |
| LOW⚡ | trellis2/modules/sparse/attention/full_attn.py | 13 | def sparse_scaled_dot_product_attention(qkv: VarLenTensor) -> VarLenTensor: | CODE |
| LOW⚡ | trellis2/modules/sparse/attention/full_attn.py | 23 | def sparse_scaled_dot_product_attention(q: VarLenTensor, kv: Union[VarLenTensor, torch.Tensor]) -> VarLenTensor: | CODE |
| LOW | trellis2/modules/sparse/attention/full_attn.py | 34 | def sparse_scaled_dot_product_attention(q: torch.Tensor, kv: VarLenTensor) -> torch.Tensor: | CODE |
| LOW | trellis2/modules/sparse/attention/full_attn.py | 45 | def sparse_scaled_dot_product_attention(q: VarLenTensor, k: VarLenTensor, v: VarLenTensor) -> VarLenTensor: | CODE |
| LOW | trellis2/modules/sparse/attention/full_attn.py | 60 | def sparse_scaled_dot_product_attention(q: VarLenTensor, k: torch.Tensor, v: torch.Tensor) -> VarLenTensor: | CODE |
| LOW | trellis2/modules/sparse/attention/full_attn.py | 72 | def sparse_scaled_dot_product_attention(q: torch.Tensor, k: VarLenTensor, v: VarLenTensor) -> torch.Tensor: | CODE |
| LOW | trellis2/modules/sparse/attention/full_attn.py | 83 | def sparse_scaled_dot_product_attention(*args, **kwargs): | CODE |
| LOW | trellis2/modules/sparse/attention/windowed_attn.py | 67 | def sparse_windowed_scaled_dot_product_self_attention( | CODE |
| LOW | trellis2/modules/sparse/attention/windowed_attn.py | 126 | def sparse_windowed_scaled_dot_product_cross_attention( | CODE |
| LOW | data_toolkit/utils.py | 37 | def sphere_hammersley_sequence(n, num_samples, offset=(0, 0)): | CODE |
| LOW | data_toolkit/blender_script/dump_pbr.py | 292 | def try_extract_image_with_factor(link, expected_channel='RGB'): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | o-voxel/o_voxel/rasterize.py | 110 | CODE | |
| LOW | o-voxel/o_voxel/postprocess.py | 14 | CODE | |
| LOW | o-voxel/o_voxel/convert/flexible_dual_grid.py | 139 | CODE | |
| LOW | trellis2/representations/mesh/base.py | 121 | CODE | |
| LOW | trellis2/datasets/structured_latent_svpbr.py | 152 | CODE | |
| LOW | trellis2/pipelines/trellis2_image_to_3d.py | 42 | CODE | |
| LOW | trellis2/pipelines/trellis2_image_to_3d.py | 162 | CODE | |
| LOW | trellis2/pipelines/trellis2_image_to_3d.py | 489 | CODE | |
| LOW | trellis2/pipelines/trellis2_texturing.py | 39 | CODE | |
| LOW | trellis2/pipelines/trellis2_texturing.py | 157 | CODE | |
| LOW | trellis2/models/structured_latent_flow.py | 16 | CODE | |
| LOW | trellis2/models/sparse_structure_flow.py | 57 | CODE | |
| LOW | trellis2/trainers/basic.py | 60 | CODE | |
| LOW | trellis2/trainers/vae/shape_vae.py | 60 | CODE | |
| LOW | trellis2/modules/attention/full_attn.py | 24 | CODE | |
| LOW | trellis2/modules/attention/modules.py | 20 | CODE | |
| LOW | trellis2/modules/transformer/modulated.py | 13 | CODE | |
| LOW | trellis2/modules/transformer/modulated.py | 84 | CODE | |
| LOW | trellis2/modules/transformer/blocks.py | 33 | CODE | |
| LOW | trellis2/modules/transformer/blocks.py | 66 | CODE | |
| LOW | trellis2/modules/transformer/blocks.py | 121 | CODE | |
| LOW | trellis2/modules/sparse/attention/modules.py | 28 | CODE | |
| LOW | trellis2/modules/sparse/transformer/modulated.py | 14 | CODE | |
| LOW | trellis2/modules/sparse/transformer/modulated.py | 85 | CODE | |
| LOW | trellis2/modules/sparse/transformer/blocks.py | 28 | CODE | |
| LOW | trellis2/modules/sparse/transformer/blocks.py | 83 | CODE | |
| LOW | trellis2/modules/sparse/conv/conv_flex_gemm.py | 60 | CODE | |
| LOW | trellis2/modules/sparse/conv/conv_spconv.py | 73 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 135 | # Step 1: Aggressive simplification (3x target) | COMMENT |
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 140 | # Step 2: Clean up topology (duplicates, non-manifolds, isolated parts) | COMMENT |
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 148 | # Step 3: Final simplification to target count | COMMENT |
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 153 | # Step 4: Final Cleanup loop | COMMENT |
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 161 | # Step 5: Unify face orientations | COMMENT |
| LOW | data_toolkit/README.md | 5 | ### Step 1: Install Dependencies | COMMENT |
| LOW | data_toolkit/README.md | 13 | ### Step 2: Initialize Metadata | COMMENT |
| LOW | data_toolkit/README.md | 32 | ### Step 3: Download Data | COMMENT |
| LOW | data_toolkit/README.md | 60 | ### Step 4: Process Mesh and PBR Textures | COMMENT |
| LOW | data_toolkit/README.md | 88 | ### Step 5: Convert to O-Voxels | COMMENT |
| LOW | data_toolkit/README.md | 112 | ### Step 6: Encode Latents | COMMENT |
| LOW | data_toolkit/README.md | 152 | ### Step 7: Render Image Conditions | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | data_toolkit/blender_script/render_cond.py | 184 | Loads a model with a supported file extension into the scene. Args: object_path (str): Path to the model fi | STRING |
| HIGH | data_toolkit/blender_script/dump_pbr.py | 52 | Loads a model with a supported file extension into the scene. Args: object_path (str): Path to the model fi | STRING |
| HIGH | data_toolkit/blender_script/dump_mesh.py | 51 | Loads a model with a supported file extension into the scene. Args: object_path (str): Path to the model fi | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | o-voxel/o_voxel/io/npz.py | 6 | __all__ = [ | CODE |
| LOW | o-voxel/o_voxel/io/ply.py | 8 | __all__ = [ | CODE |
| LOW | o-voxel/o_voxel/io/vxz.py | 15 | __all__ = [ | CODE |
| LOW | o-voxel/o_voxel/convert/flexible_dual_grid.py | 6 | __all__ = [ | CODE |
| LOW | o-voxel/o_voxel/convert/volumetic_attr.py | 12 | __all__ = [ | CODE |
| LOW | trellis2/models/sc_vaes/fdg_vae.py | 80 | def set_resolution(self, resolution: int) -> None: | CODE |
| LOW | trellis2/modules/attention/full_attn.py | 7 | __all__ = [ | CODE |
| LOW | trellis2/modules/sparse/linear.py | 5 | __all__ = [ | CODE |
| LOW | trellis2/modules/sparse/norm.py | 7 | __all__ = [ | CODE |
| LOW | trellis2/modules/sparse/basic.py | 7 | __all__ = [ | CODE |
| LOW | trellis2/modules/sparse/nonlinearity.py | 5 | __all__ = [ | CODE |
| LOW⚡ | trellis2/modules/sparse/attention/full_attn.py | 7 | __all__ = [ | CODE |
| LOW | trellis2/modules/sparse/attention/windowed_attn.py | 8 | __all__ = [ | CODE |
| LOW | trellis2/modules/sparse/spatial/basic.py | 6 | __all__ = [ | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 135 | # Step 1: Aggressive simplification (3x target) | COMMENT |
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 140 | # Step 2: Clean up topology (duplicates, non-manifolds, isolated parts) | COMMENT |
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 148 | # Step 3: Final simplification to target count | COMMENT |
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 153 | # Step 4: Final Cleanup loop | COMMENT |
| LOW⚡ | o-voxel/o_voxel/postprocess.py | 161 | # Step 5: Unify face orientations | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | trellis2/utils/general_utils.py | 184 | # Create a white background image | COMMENT |
| MEDIUM | data_toolkit/utils.py | 279 | # Create a white background image | COMMENT |
| MEDIUM | data_toolkit/blender_script/render_cond.py | 385 | # Create a list of views | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | o-voxel/src/rasterize/config.h | 1 | #pragma once | COMMENT |
| LOW | o-voxel/src/rasterize/auxiliary.h | 281 | #define DEBUG_PRINT(...) printf(__VA_ARGS__) | COMMENT |
| LOW | .github/workflows/codeql.yml | 1 | # For most projects, this workflow file will not need changing; you simply need | COMMENT |
| LOW | .github/workflows/codeql.yml | 61 | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | .github/workflows/codeql.yml | 56 | # If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | data_toolkit/utils.py | 9 | # Read the file from the path | COMMENT |
| LOW | data_toolkit/utils.py | 197 | # Open the file for writing | COMMENT |