relateanything-ggml-full is an open-weight model from Asher, released under other. Its published files total 2.4 GB. It draws 435 downloads a month.
Nine downstream conversions of the three official RelateAnything models run with native C++17/GGML on CPU, CUDA and Vulkan.
Parameters—
Context—
Weights1.9 GB
Licenseother
AccessOpen weights
Monthly Downloads435
Model Card
Nine downstream conversions of the three official RelateAnything models run with native C++17/GGML on CPU, CUDA and Vulkan. The graph implements DINOv3, box prompt, spatial pool, pair sampler, relation transformer, deformable read, interaction and the dynamic vocabulary head, including calibrated triplets. C++ inference needs no PyTorch, Python model execution or cuDNN. All tensors have passed the declared storage conversion check. The full released vocabulary and calibration match the official full-vocabulary Python API. Execution provenance is verified; strict numerical equality, speed superiority for every configuration, and all six-axis metrics remain unmet. See alignment status. The…
Excerpt from the card by Asher, licensed other.
Identity and Version
- Repository
- Asher-1/relateanything-ggml-full
- Publisher
- Asher
- Task
- Not stated by the source
- Modality
- Other
- Library
- ggml
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- 2377ca3539bf5c4f09161a886a38dd0fc7517bd0
- First published
- 2026-09-30
- Last updated
- 2026-10-12
Files and Weights
2,260 files, 2.4 GB in total. The weights are 12 files totalling 1.9 GB in gguf.
Weights12 files · 1.9 GB
Configuration1735 files · 64.7 MB
Documentation40 files · 316.7 KB
Other471 files · 497.6 MB
Repository2 files · 55.4 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| gguf/relsgg-vitb16-f16.gguf | Weights | 247.7 MB | fbd6e868e171 |
| gguf/relsgg-vitb16-f32.gguf | Weights | 494.9 MB | f7d2aa576587 |
| gguf/relsgg-vitb16-q8_0.gguf | Weights | 143.4 MB | 44f40492955b |
| gguf/relsgg-vitb16-text-student-f32.gguf | Weights | 44.9 MB | 8cd368fa8692 |
| gguf/relsgg-vits16-f16.gguf | Weights | 112.4 MB | bd5d0eabc417 |
| gguf/relsgg-vits16-f32.gguf | Weights | 224.3 MB | b87e7cff5e56 |
| gguf/relsgg-vits16-q8_0.gguf | Weights | 70.5 MB | d281ace4ad9a |
| gguf/relsgg-vits16-text-student-f32.gguf | Weights | 44.9 MB | 8cd368fa8692 |
| gguf/relsgg-vits16plus-f16.gguf | Weights | 126.6 MB | 36ed9f832324 |
| gguf/relsgg-vits16plus-f32.gguf | Weights | 252.6 MB | 24970d851dec |
| gguf/relsgg-vits16plus-q8_0.gguf | Weights | 78.0 MB | c19c25acae19 |
| gguf/relsgg-vits16plus-text-student-f32.gguf | Weights | 44.9 MB | 8cd368fa8692 |
| assets/reel/shots.json | Configuration | 1.6 KB | — |
| assets/relate_datasets.package.json | Configuration | 821 B | — |
| benchmarks/alignment_20261008/source_breakdown.json | Configuration | 121.9 KB | — |
| benchmarks/alignment_retention_20261008.json | Configuration | 1.6 MB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vitb16/f16/results.json | Configuration | 5.0 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vitb16/f16/run_provenance.json | Configuration | 11.3 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vitb16/f32/results.json | Configuration | 4.7 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vitb16/f32/run_provenance.json | Configuration | 11.3 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vitb16/q8_0/results.json | Configuration | 5.1 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vitb16/q8_0/run_provenance.json | Configuration | 11.3 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16/f16/results.json | Configuration | 5.0 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16/f16/run_provenance.json | Configuration | 11.3 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16/f32/results.json | Configuration | 4.8 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16/f32/run_provenance.json | Configuration | 11.3 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16/q8_0/results.json | Configuration | 5.0 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16/q8_0/run_provenance.json | Configuration | 11.3 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16plus/f16/results.json | Configuration | 5.0 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16plus/f16/run_provenance.json | Configuration | 11.4 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16plus/f32/results.json | Configuration | 4.8 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16plus/f32/run_provenance.json | Configuration | 11.4 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16plus/q8_0/results.json | Configuration | 5.1 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/relsgg-vits16plus/q8_0/run_provenance.json | Configuration | 11.4 KB | — |
| benchmarks/continuation_20261008/dense_candidate_audit/summary.json | Configuration | 38.7 KB | — |
| benchmarks/continuation_20261008/dense_default_splus/results.json | Configuration | 4.6 KB | — |
| benchmarks/continuation_20261008/dense_strict/boxes.json | Configuration | 6.9 KB | — |
| benchmarks/continuation_20261008/dense_strict/relsgg-vitb16-cpu-f16-stages/run_provenance.json | Configuration | 14.2 KB | — |
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| benchmarks/continuation_20261008/dense_strict/relsgg-vitb16-vulkan-f16-stages/run_provenance.json | Configuration | 14.4 KB | — |
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| benchmarks/continuation_20261008/dense_strict/relsgg-vits16-cpu-f16-stages/run_provenance.json | Configuration | 14.2 KB | — |
| benchmarks/continuation_20261008/dense_strict/relsgg-vits16-cpu-f32-stages/run_provenance.json | Configuration | 14.2 KB | — |
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| benchmarks/continuation_20261008/dense_strict/relsgg-vits16-cuda-f16-stages/run_provenance.json | Configuration | 14.3 KB | — |
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| benchmarks/continuation_20261008/dense_strict/relsgg-vits16plus-cpu-f16-stages/run_provenance.json | Configuration | 14.4 KB | — |
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| benchmarks/continuation_20261008/dense_strict/relsgg-vits16plus-cuda-f16-stages/run_provenance.json | Configuration | 14.4 KB | — |
| benchmarks/continuation_20261008/dense_strict/relsgg-vits16plus-cuda-f32-stages/run_provenance.json | Configuration | 14.4 KB | — |
| benchmarks/continuation_20261008/dense_strict/relsgg-vits16plus-cuda-q8_0-stages/run_provenance.json | Configuration | 14.5 KB | — |
| benchmarks/continuation_20261008/dense_strict/relsgg-vits16plus-vulkan-f16-stages/run_provenance.json | Configuration | 14.5 KB | — |
| benchmarks/continuation_20261008/dense_strict/relsgg-vits16plus-vulkan-f32-stages/run_provenance.json | Configuration | 14.5 KB | — |
| benchmarks/continuation_20261008/dense_strict/relsgg-vits16plus-vulkan-q8_0-stages/run_provenance.json | Configuration | 14.6 KB | — |
| benchmarks/continuation_20261008/dense_strict/results.json | Configuration | 63.4 KB | — |
| benchmarks/continuation_20261008/full_graph_strict/contracts-cpu.json | Configuration | 395 B | — |
| benchmarks/continuation_20261008/full_graph_strict/contracts-cuda.json | Configuration | 395 B | — |
| benchmarks/continuation_20261008/full_graph_strict/contracts-vulkan.json | Configuration | 395 B | — |
| benchmarks/continuation_20261008/full_graph_strict/inputs.json | Configuration | 15.1 KB | — |
| benchmarks/continuation_20261008/full_graph_strict/preprocessing_parity.json | Configuration | 5.9 KB | — |
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| benchmarks/continuation_20261008/full_graph_strict/quantization_audit/components/results.json | Configuration | 775.8 KB | — |
| benchmarks/continuation_20261008/full_graph_strict/quantization_audit/components/run_provenance.json | Configuration | 10.2 KB | — |
| benchmarks/continuation_20261008/full_graph_strict/quantization_audit/relsgg-vitb16/f16/oracle/metadata.json | Configuration | 281 B | — |
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| benchmarks/continuation_20261008/full_graph_strict/quantization_audit/relsgg-vitb16/q8_0/oracle/metadata.json | Configuration | 280 B | — |
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| benchmarks/continuation_20261008/full_graph_strict/quantization_audit/relsgg-vits16/f16/oracle/metadata.json | Configuration | 279 B | — |
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| benchmarks/continuation_20261008/full_graph_strict/quantization_audit/summary.json | Configuration | 148.1 KB | — |
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| benchmarks/continuation_20261008/full_graph_strict/relsgg-vitb16/cuda-f16/000_9282.json | Configuration | 6.6 KB | — |
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| benchmarks/continuation_20261008/metric_subsets/PSG/relsgg-vitb16/cpu-f16/results.json | Configuration | 5.9 KB | — |
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| benchmarks/continuation_20261008/metric_subsets/VG150/relsgg-vitb16/cpu-f16/results.json | Configuration | 5.9 KB | — |
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| benchmarks/continuation_20261008/metric_subsets/VG150/relsgg-vitb16/python/vocabulary.json | Configuration | 646 B | — |
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| benchmarks/continuation_20261008/metric_subsets/summary.json | Configuration | 170.5 KB | — |
| benchmarks/continuation_20261008/metric_subsets_spatialsense/SpatialSense-test/relsgg-vitb16/cpu-f16/results.json | Configuration | 10.0 KB | — |
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| benchmarks/continuation_20261008/metric_subsets_spatialsense/SpatialSense-test/relsgg-vitb16/python/vocabulary.json | Configuration | 124 B | — |
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| benchmarks/continuation_20261008/metric_subsets_spatialsense/SpatialSense-test/relsgg-vits16/python/vocabulary.json | Configuration | 124 B | — |
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| benchmarks/continuation_20261008/metric_subsets_spatialsense/SpatialSense-valid/relsgg-vitb16/cpu-f16/results.json | Configuration | 9.1 KB | — |
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| benchmarks/continuation_20261008/metric_subsets_spatialsense/SpatialSense-valid/relsgg-vitb16/python/vocabulary.json | Configuration | 124 B | — |
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| benchmarks/continuation_20261008/metric_subsets_spatialsense/SpatialSense-valid/relsgg-vits16/python/vocabulary.json | Configuration | 124 B | — |
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| pyproject.toml | Other | 3.4 KB | — |
| reports/20261009-options-alignment.zip | Other | 93.2 MB | b6e8e6bd18dc |
| reports/20261010-post-vulkan-fix.zip | Other | 92.9 MB | 9a5c2a30c63a |
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License and Download
- License
- other
- Access
- Open weights, no gate
- Download size
- 1.9 GB
Download from Asher
Released by Asher through its official repository on Hugging Face. Read the license.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 1.9 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About relateanything-ggml-full
What license is relateanything-ggml-full released under?
other, as its publisher declares it. Read the license text before commercial use.