| { |
| "schema": 1, |
| "notes": "One entry per row of the results table. group matches the start of benchmark result labels; active_b/total_b are nominal; link is the public card (exact quant if possible).", |
| "models": [ |
| { |
| "group": "glimmer-udq4kxl-oc2", |
| "model": "Muse-Glimmer-30B", |
| "quant": "UD-Q4_K_XL", |
| "active_b": 29.6, |
| "total_b": 29.6, |
| "link": "https://huggingface.co/unsloth/Muse-Glimmer-30B-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Glimmer", |
| "offset": [ |
| 12, |
| -16 |
| ], |
| "size_gb": 15.88, |
| "size_offset": [ |
| -8, |
| 8 |
| ], |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "k2horizon-v2", |
| "model": "K2-Horizon-MoVA-36B-A4B", |
| "quant": "APEX i-quality v2", |
| "active_b": 4.0, |
| "total_b": 37.4, |
| "link": "https://huggingface.co/Myric/K2-Horizon-MoVA-36B-A4B-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "K2", |
| "offset": [ |
| 6, |
| 5 |
| ], |
| "size_gb": 22.6, |
| "base_country": "UAE", |
| "post_country": "UAE" |
| }, |
| { |
| "group": "kolibri1-apex-2.4bpw", |
| "model": "Kolibri-1 78B-A3.5B", |
| "quant": "APEX 2.4 bpw", |
| "active_b": 3.5, |
| "total_b": 78.1, |
| "link": "https://huggingface.co/Myric/Kolibri-1-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Kolibri 2.4bpw", |
| "size_gb": 24.38, |
| "base_country": "Germany", |
| "post_country": "Germany", |
| "offset": [ |
| -8, |
| 0 |
| ] |
| }, |
| { |
| "group": "kolibri1-uniform-q4k", |
| "model": "Kolibri-1 78B-A3.5B", |
| "quant": "Q4_K uniform", |
| "active_b": 3.5, |
| "total_b": 78.1, |
| "link": "https://huggingface.co/Myric/Kolibri-1-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Kolibri Q4", |
| "size_gb": 44.98, |
| "base_country": "Germany", |
| "post_country": "Germany", |
| "offset": [ |
| -8, |
| 0 |
| ] |
| }, |
| { |
| "group": "lagunaxs21-apex-iquality-v2-oc2", |
| "model": "Laguna-XS-2.1", |
| "quant": "APEX i-quality v2", |
| "active_b": 3.0, |
| "total_b": 33.4, |
| "link": "https://huggingface.co/Myric/Laguna-XS-2.1-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Laguna-XS", |
| "size_gb": 19.19, |
| "base_country": "US", |
| "post_country": "US", |
| "offset": [ |
| 8, |
| -12 |
| ] |
| }, |
| { |
| "group": "lagunaxs21-apex-dynamic-v2-oc2", |
| "model": "Laguna-XS-2.1", |
| "quant": "APEX dynamic v2", |
| "active_b": 3.0, |
| "total_b": 33.4, |
| "link": "https://huggingface.co/Myric/Laguna-XS-2.1-APEX-GGUF", |
| "box": "gb10", |
| "annotate": false, |
| "short": "Laguna-XS dyn", |
| "size_gb": 12.1, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "lagunas21-iquality-v2-oc2", |
| "model": "Laguna-S-2.1", |
| "quant": "APEX i-quality v2", |
| "active_b": 8.0, |
| "total_b": 117.6, |
| "link": "https://huggingface.co/Myric/Laguna-S-2.1-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "offset": [ |
| -8, |
| 8 |
| ], |
| "short": "Laguna-S", |
| "size_gb": 73.96, |
| "size_offset": [ |
| 6, |
| 8 |
| ], |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "nemotron3super-iquality-oc2", |
| "model": "Nemotron-3-Super-120B-A12B", |
| "quant": "APEX i-quality", |
| "active_b": 12.0, |
| "total_b": 120.0, |
| "link": "https://huggingface.co/Myric/Nemotron-3-Super-120B-A12B-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Nemotron-Super", |
| "size_gb": 85.78, |
| "offset": [ |
| 12, |
| 0 |
| ], |
| "size_offset": [ |
| -12, |
| -10 |
| ], |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "nemotron35-super-vl-iquality-oc2", |
| "model": "Nemotron-3.5-Super-VL-120B-A12B", |
| "quant": "APEX i-quality", |
| "active_b": 12.0, |
| "total_b": 120.0, |
| "link": "https://huggingface.co/Myric/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Nemotron-3.5-SV", |
| "size_gb": 81.03, |
| "offset": [ |
| 12, |
| 0 |
| ], |
| "size_offset": [ |
| -10, |
| 6 |
| ], |
| "highlight": true, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "ornith122-iquality", |
| "model": "Ornith-1.5-122B", |
| "quant": "APEX i-quality", |
| "active_b": 12.0, |
| "total_b": 124.6, |
| "link": "https://huggingface.co/ornith-ai/Ornith-1.5-122B", |
| "box": "gb10", |
| "annotate": true, |
| "offset": [ |
| 8, |
| 10 |
| ], |
| "link_note": "APEX tiers not yet published; link is the base card", |
| "short": "Ornith-122B", |
| "size_gb": 75.46, |
| "size_offset": [ |
| -8, |
| -12 |
| ], |
| "base_country": "China", |
| "post_country": "US" |
| }, |
| { |
| "group": "ornith122-icompact", |
| "model": "Ornith-1.5-122B", |
| "quant": "APEX i-compact", |
| "active_b": 12.0, |
| "total_b": 124.6, |
| "link": "https://huggingface.co/ornith-ai/Ornith-1.5-122B", |
| "box": "gb10", |
| "annotate": true, |
| "link_note": "APEX tiers not yet published; link is the base card", |
| "short": "Ornith compact", |
| "size_gb": 58.1, |
| "base_country": "China", |
| "post_country": "US", |
| "offset": [ |
| 8, |
| -12 |
| ] |
| }, |
| { |
| "group": "bonsai2-pq2-oc2", |
| "model": "Ternary-Bonsai-2-27B", |
| "short": "Bonsai 27B", |
| "quant": "PQ2_0 (2.13 bpw)", |
| "active_b": 27.0, |
| "total_b": 27.0, |
| "size_gb": 7.21, |
| "link": "https://huggingface.co/prism-ml/Ternary-Bonsai-2-27B-gguf", |
| "box": "gb10", |
| "annotate": true, |
| "highlight": true, |
| "offset": [ |
| -12, |
| -12 |
| ], |
| "size_offset": [ |
| -8, |
| 8 |
| ], |
| "base_country": "China", |
| "post_country": "US" |
| }, |
| { |
| "group": "gemma4-12b-qat-grid", |
| "model": "Gemma-4-12B-it QAT", |
| "quant": "Q4_0 (grid)", |
| "active_b": 12.0, |
| "total_b": 12.0, |
| "link": "https://huggingface.co/google/gemma-4-12B-it-qat-q4_0-gguf", |
| "box": "gb10", |
| "annotate": true, |
| "link_note": "grid variant built locally; link is the Google QAT card", |
| "short": "Gemma-12B grid", |
| "offset": [ |
| 6, |
| 5 |
| ], |
| "size_gb": 6.98, |
| "size_offset": [ |
| 6, |
| -12 |
| ], |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "gemma4-12b-qat-google", |
| "model": "Gemma-4-12B-it QAT", |
| "quant": "Q4_0 (Google)", |
| "active_b": 12.0, |
| "total_b": 12.0, |
| "link": "https://huggingface.co/google/gemma-4-12B-it-qat-q4_0-gguf", |
| "box": "gb10", |
| "annotate": false, |
| "short": "Gemma-12B", |
| "size_gb": 6.98, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "mellum21-12b-a2.5b-thinking-q8_0-v2", |
| "model": "Mellum2.1-12B-A2.5B-Thinking", |
| "quant": "Q8_0", |
| "active_b": 2.5, |
| "total_b": 12.1, |
| "link": "https://huggingface.co/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Mellum Q8", |
| "offset": [ |
| -14, |
| 0 |
| ], |
| "size_gb": 12.93, |
| "base_country": "Czechia", |
| "post_country": "Czechia" |
| }, |
| { |
| "group": "thor-mellum21-apex-4.9bpw-v2", |
| "model": "Mellum2.1-12B-A2.5B-Thinking", |
| "quant": "APEX 4.9 bpw", |
| "active_b": 2.5, |
| "total_b": 12.1, |
| "link": "https://huggingface.co/Myric/Mellum2.1-12B-A2.5B-Thinking-APEX-GGUF", |
| "box": "thor", |
| "annotate": false, |
| "short": "Mellum 4.9bpw", |
| "size_gb": 7.44, |
| "base_country": "Czechia", |
| "post_country": "Czechia" |
| }, |
| { |
| "group": "thor-mellum21-apex-4.3bpw-v2", |
| "model": "Mellum2.1-12B-A2.5B-Thinking", |
| "quant": "APEX 4.3 bpw", |
| "active_b": 2.5, |
| "total_b": 12.1, |
| "link": "https://huggingface.co/Myric/Mellum2.1-12B-A2.5B-Thinking-APEX-GGUF", |
| "box": "thor", |
| "annotate": false, |
| "short": "Mellum 4.3bpw", |
| "size_gb": 6.53, |
| "base_country": "Czechia", |
| "post_country": "Czechia" |
| }, |
| { |
| "group": "thor-mellum21-apex-3.7bpw-v2", |
| "model": "Mellum2.1-12B-A2.5B-Thinking", |
| "quant": "APEX 3.7 bpw", |
| "active_b": 2.5, |
| "total_b": 12.1, |
| "link": "https://huggingface.co/Myric/Mellum2.1-12B-A2.5B-Thinking-APEX-GGUF", |
| "box": "thor", |
| "annotate": true, |
| "offset": [ |
| -8, |
| 8 |
| ], |
| "short": "Mellum 3.7bpw", |
| "size_gb": 5.62, |
| "base_country": "Czechia", |
| "post_country": "Czechia" |
| }, |
| { |
| "group": "thor-mellum21-apex-3.1bpw-v2", |
| "model": "Mellum2.1-12B-A2.5B-Thinking", |
| "quant": "APEX 3.1 bpw", |
| "active_b": 2.5, |
| "total_b": 12.1, |
| "link": "https://huggingface.co/Myric/Mellum2.1-12B-A2.5B-Thinking-APEX-GGUF", |
| "box": "thor", |
| "annotate": true, |
| "offset": [ |
| 8, |
| -10 |
| ], |
| "short": "Mellum 3.1bpw", |
| "size_gb": 4.71, |
| "base_country": "Czechia", |
| "post_country": "Czechia" |
| }, |
| { |
| "group": "thor-mellum21-q4_k_m-stock-v2", |
| "model": "Mellum2.1-12B-A2.5B-Thinking", |
| "quant": "Q4_K_M stock", |
| "active_b": 2.5, |
| "total_b": 12.1, |
| "link": "https://huggingface.co/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF", |
| "box": "thor", |
| "annotate": false, |
| "short": "Mellum Q4", |
| "size_gb": 8.07, |
| "base_country": "Czechia", |
| "post_country": "Czechia" |
| }, |
| { |
| "group": "thor-mellum21-q6_k_l-bartowski-v2", |
| "model": "Mellum2.1-12B-A2.5B-Thinking", |
| "quant": "Q6_K_L bartowski", |
| "active_b": 2.5, |
| "total_b": 12.1, |
| "link": "https://huggingface.co/bartowski/Mellum2.1-12B-A2.5B-Thinking-GGUF", |
| "box": "thor", |
| "annotate": false, |
| "short": "Mellum Q6", |
| "size_gb": 11.81, |
| "base_country": "Czechia", |
| "post_country": "Czechia" |
| }, |
| { |
| "group": "thor-gptoss20b", |
| "model": "GPT-OSS-20B", |
| "quant": "MXFP4 (Thor)", |
| "active_b": 3.6, |
| "total_b": 20.9, |
| "link": "https://huggingface.co/ggml-org/gpt-oss-20b-GGUF", |
| "box": "thor", |
| "annotate": false, |
| "short": "GPT-OSS-20B", |
| "size_gb": 12.11, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "thor-lightning", |
| "model": "Nemotron-3.5-Lightning-30B-A3B", |
| "quant": "APEX compact (Thor)", |
| "active_b": 3.0, |
| "total_b": 30.0, |
| "link": "https://huggingface.co/Myric/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-APEX-GGUF", |
| "box": "thor", |
| "annotate": false, |
| "short": "Lightning", |
| "size_gb": 18.17, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "thor-gemma4-26b", |
| "model": "Gemma-4-26B-A4B", |
| "quant": "Q4_0 QAT (Thor)", |
| "active_b": 4.0, |
| "total_b": 25.8, |
| "link": "https://huggingface.co/google/gemma-4-26B-A4B-it-qat-q4_0-gguf", |
| "box": "thor", |
| "annotate": false, |
| "short": "Gemma-26B", |
| "size_gb": 14.44, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "thor-kolibri-iq-high", |
| "model": "Kolibri-1 78B-A3.5B", |
| "quant": "APEX i-quality high (Thor)", |
| "active_b": 3.5, |
| "total_b": 78.1, |
| "link": "https://huggingface.co/Myric/Kolibri-1-APEX-GGUF", |
| "box": "thor", |
| "annotate": false, |
| "short": "Kolibri high", |
| "size_gb": 42.85, |
| "base_country": "Germany", |
| "post_country": "Germany" |
| }, |
| { |
| "group": "thor-kolibri-iq-low", |
| "model": "Kolibri-1 78B-A3.5B", |
| "quant": "APEX i-quality low (Thor)", |
| "active_b": 3.5, |
| "total_b": 78.1, |
| "link": "https://huggingface.co/Myric/Kolibri-1-APEX-GGUF", |
| "box": "thor", |
| "annotate": false, |
| "short": "Kolibri low", |
| "size_gb": 42.85, |
| "base_country": "Germany", |
| "post_country": "Germany" |
| }, |
| { |
| "group": "lfm25-24b-a2b-qad-q4_0-v2", |
| "model": "LFM2.5-24B-A2B", |
| "quant": "QAD Q4_0", |
| "active_b": 2.0, |
| "total_b": 24.0, |
| "link": "https://huggingface.co/LiquidAI/LFM2.5-24B-A2B-GGUF", |
| "box": "gb10", |
| "annotate": false, |
| "short": "LFM2.5", |
| "size_gb": 13.58, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "lfm25-24b-a2b-q8_0-v2", |
| "model": "LFM2.5-24B-A2B", |
| "quant": "Q8_0", |
| "active_b": 2.0, |
| "total_b": 24.0, |
| "link": "https://huggingface.co/LiquidAI/LFM2.5-24B-A2B-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "LFM Q8", |
| "size_gb": 25.49, |
| "base_country": "US", |
| "post_country": "US", |
| "offset": [ |
| 8, |
| -14 |
| ] |
| }, |
| { |
| "group": "lfm25-24b-a2b-bf16src-iq3_xxs-v2", |
| "model": "LFM2.5-24B-A2B", |
| "quant": "IQ3_XXS (BF16 src)", |
| "active_b": 2.0, |
| "total_b": 24.0, |
| "link": "https://huggingface.co/LiquidAI/LFM2.5-24B-A2B", |
| "box": "gb10", |
| "annotate": false, |
| "link_note": "custom BF16-source build; link is the base card", |
| "short": "LFM IQ3", |
| "size_gb": 10.5, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "nemotron35-bolt-74b-nvidia24gb-oc2", |
| "model": "Nemotron-3.5-Bolt-74B-A9B", |
| "quant": "24 GB quant", |
| "active_b": 9.0, |
| "total_b": 74.0, |
| "link": "https://huggingface.co/nvidia/NVIDIA-Nemotron-3.5-Bolt-74B-A9B-24GB-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "offset": [ |
| 8, |
| 6 |
| ], |
| "short": "Bolt-74B", |
| "size_gb": 22.02, |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "spark-x2.6-4b-q6_k", |
| "model": "Spark-X2.6-4B", |
| "quant": "Q6_K", |
| "active_b": 4.1, |
| "total_b": 4.1, |
| "link": "https://huggingface.co/Myric/Spark-X2.6-4B-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Spark-2.6", |
| "offset": [ |
| 6, |
| 5 |
| ], |
| "size_gb": 3.38, |
| "base_country": "China", |
| "post_country": "China" |
| }, |
| { |
| "group": "spark-x2.5-4b-bf16", |
| "model": "Spark-X2.5-4B", |
| "quant": "BF16", |
| "active_b": 4.1, |
| "total_b": 4.1, |
| "link": "https://huggingface.co/Myric/Spark-X2.5-4B-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "offset": [ |
| -10, |
| 8 |
| ], |
| "short": "Spark-2.5 BF16", |
| "size_gb": 8.23, |
| "size_offset": [ |
| -10, |
| 8 |
| ], |
| "base_country": "China", |
| "post_country": "China" |
| }, |
| { |
| "group": "spark-x2.5-4b-q6_k", |
| "model": "Spark-X2.5-4B", |
| "quant": "Q6_K", |
| "active_b": 4.1, |
| "total_b": 4.1, |
| "link": "https://huggingface.co/Myric/Spark-X2.5-4B-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Spark-2.5 Q6", |
| "offset": [ |
| 6, |
| 5 |
| ], |
| "size_gb": 3.38, |
| "base_country": "China", |
| "post_country": "China" |
| }, |
| { |
| "group": "minicpm5-2b-q8", |
| "model": "MiniCPM5-2B", |
| "quant": "Q8_0", |
| "active_b": 2.5, |
| "total_b": 2.5, |
| "link": "https://huggingface.co/openbmb/MiniCPM5-2B-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "MiniCPM5", |
| "offset": [ |
| 6, |
| 6 |
| ], |
| "size_gb": 2.68, |
| "base_country": "China", |
| "post_country": "China" |
| }, |
| { |
| "group": "lfm3-1.7b-q4", |
| "model": "LFM3-1.7B", |
| "quant": "Q4_0", |
| "active_b": 1.73, |
| "total_b": 1.73, |
| "link": "https://huggingface.co/LiquidAI/LFM3-1.7B-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "LFM3-1.7B", |
| "offset": [ |
| 6, |
| 6 |
| ], |
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| "size_offset": [ |
| 6, |
| 6 |
| ], |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "flint-5bpw", |
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| "quant": "APEX 5bpw", |
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| "total_b": 39.8, |
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| "box": "gb10", |
| "annotate": true, |
| "short": "Flint", |
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| 8, |
| 0 |
| ], |
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| "size_offset": [ |
| 8, |
| 8 |
| ], |
| "base_country": "US", |
| "post_country": "US" |
| }, |
| { |
| "group": "qwen38-flash-next-middle", |
| "model": "Qwen3.8-Flash-Next", |
| "quant": "APEX MIDDLE", |
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| "link": "https://huggingface.co/Myric/Qwen3.8-Flash-Next-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Flash-Next", |
| "offset": [ |
| -10, |
| 10 |
| ], |
| "size_gb": 86.0, |
| "size_offset": [ |
| 8, |
| 8 |
| ], |
| "base_country": "China", |
| "post_country": "China" |
| }, |
| { |
| "group": "ornith35-apex-iquality", |
| "model": "Ornith-1.5-35B-A3B", |
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| "active_b": 3.0, |
| "total_b": 35.5, |
| "link": "https://huggingface.co/Myric/Ornith-1.5-35B-A3B-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Ornith-35B", |
| "offset": [ |
| 12, |
| -12 |
| ], |
| "size_gb": 21.67, |
| "size_offset": [ |
| 8, |
| 8 |
| ], |
| "base_country": "China", |
| "post_country": "US" |
| }, |
| { |
| "group": "glm47-flash-apex-iquality", |
| "model": "GLM-4.7-Flash", |
| "quant": "APEX i-quality", |
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| "link": "https://huggingface.co/Myric/GLM-4.7-Flash-APEX-GGUF", |
| "box": "gb10", |
| "annotate": true, |
| "short": "GLM-4.7", |
| "offset": [ |
| 8, |
| 8 |
| ], |
| "size_gb": 16.6, |
| "size_offset": [ |
| 8, |
| 8 |
| ], |
| "base_country": "China", |
| "post_country": "China" |
| }, |
| { |
| "group": "glimmer-heretic-q4km", |
| "model": "Muse-Glimmer-30B-heretic", |
| "quant": "Q4_K_M", |
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| "link": "https://huggingface.co/darkc0de/Muse-Glimmer-30B-heretic", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Heretic", |
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| 12, |
| 8 |
| ], |
| "size_gb": 17.31, |
| "size_offset": [ |
| 8, |
| -10 |
| ], |
| "base_country": "US", |
| "post_country": "Abliterated" |
| }, |
| { |
| "group": "qwen38-27b-q4km", |
| "model": "Qwen3.8-27B", |
| "quant": "Q4_K_M", |
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| "total_b": 27.0, |
| "link": "https://huggingface.co/Qwen/Qwen3.8-27B", |
| "box": "gb10", |
| "annotate": true, |
| "short": "Qwen3.8-27B", |
| "offset": [ |
| 8, |
| 8 |
| ], |
| "size_gb": 16.46, |
| "size_offset": [ |
| 8, |
| 8 |
| ], |
| "base_country": "China", |
| "post_country": "China" |
| } |
| ] |
| } |
|
|
