wd-eva02-tagger-2026-canary
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All GGUF weights belong in gguf/, never in benchmarks. Native raw reconstruction consumes the MoGe model plus five generative stages and exports a Gaussian PLY, a textured GLB and its base-color PNG. Vulkan inference hands its raw mesh and Gaussian outputs to a separate CUDA PBR process. The matching model repository is Asher-1/SAM_3D_OBJECTS_GGUF. Weights inherit the upstream SAM 3D Objects license. Use the helper from the checkout root; it refuses to overwrite an existing local model by default: The published MoGe ViT-L file is the F16 GGUF (`moge_vitl-f16.gguf`), also in the public model repository and part of the downloader's default f16 set. The helper still reconverts from the official `Ruicheng/moge-vitl` checkpoint (`huggingface_hub`) when another dtype or a fresh validation against upstream is needed. It preserves existing GGUF files unless explicitly given `--force`.
]633;E;echo "=== 3. hparams as seen by the C++ loader"\x3b timeout 60 ./build-vis/diff_tokenizer /tmp/hf_verify/sam3-q4_0.gguf /tmp/tok_diff 2>&1 | grep -E "mem_selection|max_cond|max_obj" ;a7ba6c53-87c6-427f-92bf-6a5106a2fee1]633;C# github: https://github.com/Asher-1/sam3-ggml This directory holds ready-to-run **GGUF** models for sam3.cpp. Each file name encodes three things: > **Architecture lineage**: this directory covers **2 architectures** — > **SAM 3** (`sam3-*`, `sam3-visual-*`) and the **SAM 2 family** > (`sam2*`, `sam2.1*`). There are **no SAM 1** checkpoints (SAM 1 / ViT-B/L/H is a separate > architecture not shipped by this project). The SAM 2 family is visual-only > (points/box + tracking); **SAM 3 full adds text-prompted detection (PCS)**: > type `"cat"` and get every cat in the image.
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Adjust provider, category or input/output filters. New models are added continuously.
Adjust monthly token usage to compare estimated API costs.
Uses collected, comparable USD-per-million-token rates. Snapshots exclude cache discounts, tiers, extra reasoning output and taxes. Check current source prices.
Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.
Not necessarily. Check each version’s license, commercial restrictions and policies. Self-hosting also incurs compute and maintenance costs.
Rankings depend on tasks, versions and methods. Compare accuracy, latency, reliability and costs on your own workload.