BENCHMARKS: TRELLIS.2 local working — 289s/~4.8min gen, SOTA quality
trellis_mac verified end-to-end: 18.4MB PBR GLB, clean coherent geometry on a thin-ringed astrolabe (far beyond SF3D draft quality). ~15GB one-time download then ~5min cached generation. All three local image->3D paths now live: sf3d (fast draft), trellis_mac (SOTA local), plus fal cloud tier. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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@ -31,7 +31,16 @@ First-run downloads (one-time): schnell/dev ~31GB & ~16–19 min each, Klein 9B
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**First A/B (same prompt, 2026-07-12):** FLUX.2 Klein 4B local (8s, $0) vs nano-banana via OpenRouter (`google/gemini-2.5-flash-image`, 7.7s, $0.0387 exact-billed). Klein: cleaner product-photo subject. nano-banana: richer scene dressing (books/inkwell/quill, dust motes) + finer engraving detail. Verdict: Klein is the volume workhorse; nano-banana wins on scene storytelling per prompt-adherence expectations (Elo 1154 vs ~1083).
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## Mesh-gen (installed; first real run blocked on owner HuggingFace auth)
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## Mesh-gen (local, validated 2026-07-13)
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| Operator | Config | Result |
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| `sf3d` | image → GLB, MPS, tex 1024 | **~5s**, ~9GB peak, 1.5MB GLB. Fast draft tier — good on solid objects, struggles on thin/open geometry. Needs `OMP_NUM_THREADS=1`+`KMP_DUPLICATE_LIB_OK` (segfaults otherwise). |
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| `trellis_mac` | TRELLIS.2-4B, pipeline 1024, tex 2048, MPS | **289s (~4.8 min) generation** + 16s bake, 18.4MB GLB with PBR. SOTA-tier local quality — clean coherent geometry even on a thin-ringed astrolabe (dramatically better than SF3D). First run adds a one-time ~15GB download (~30 min); cached after. Needs `HF_HUB_DISABLE_XET=1` + the OMP guards. |
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| `bg_remove_local` | RMBG-2.0, MPS, 1024 | seconds; clean transparent cutout. Run before SF3D for a big geometry improvement. Note: keeps original RGB under alpha (upscale before cutout). |
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**Local image→3D verdict:** `trellis_mac` for hero assets (~5 min, SOTA), `sf3d` for fast drafts (~5s). Both free/offline; fal cloud (`fal_trellis2` etc.) for on-demand SOTA without the local wait.
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## Mesh-gen — earlier install notes (superseded by the table above)
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| Operator | Install | Runtime status |
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| `sf3d` | venv + Metal texture_baker/uv_unwrapper kernels compiled OK; torch 2.13 MPS available | Runs end-to-end; **weights gated** — `stabilityai/stable-fast-3d` returns `GatedRepoError` until the owner accepts the license + sets an HF token. Then expect seconds-to-a-minute on MPS. |
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