{"schemaVersion":"hugging-bay.fit-check.v1","generatedAt":"2026-07-11T05:00:34.670Z","artifactId":"hf-model-pbhappliedsystems-qwen3-6-27b-gguf-f16","repo":"pbhappliedsystems/qwen3.6-27B-gguf-F16","webUrl":"https://huggingbay.xyz/artifact/hf-model-pbhappliedsystems-qwen3-6-27b-gguf-f16","name":"qwen3.6-27B-gguf-F16","paramsB":27,"activeB":27,"quant":"f16","weightFile":"qwen3.6-27B-gguf-F16.gguf","fileSizeBytes":null,"ctx":8192,"batch":1,"estimate":{"weightsGb":54,"kvGb":1.61,"overheadGb":4.32,"totalGb":59.93},"gpus":[{"id":"t4-16","label":"NVIDIA T4 16GB (free Colab)","vramGb":16,"unified":false,"verdict":"no","headroomGb":-43.93,"totalGb":59.93},{"id":"l4-24","label":"NVIDIA L4 24GB","vramGb":24,"unified":false,"verdict":"no","headroomGb":-35.93,"totalGb":59.93},{"id":"rtx3060-12","label":"RTX 3060 12GB","vramGb":12,"unified":false,"verdict":"no","headroomGb":-47.93,"totalGb":59.93},{"id":"rtx4080-16","label":"RTX 4080 16GB","vramGb":16,"unified":false,"verdict":"no","headroomGb":-43.93,"totalGb":59.93},{"id":"rtx3090-24","label":"RTX 3090 24GB","vramGb":24,"unified":false,"verdict":"no","headroomGb":-35.93,"totalGb":59.93},{"id":"rtx4090-24","label":"RTX 4090 24GB","vramGb":24,"unified":false,"verdict":"no","headroomGb":-35.93,"totalGb":59.93},{"id":"a100-40","label":"A100 40GB","vramGb":40,"unified":false,"verdict":"no","headroomGb":-19.93,"totalGb":59.93},{"id":"a100-80","label":"A100 80GB","vramGb":80,"unified":false,"verdict":"fits","headroomGb":20.07,"totalGb":59.93},{"id":"h100-80","label":"H100 80GB","vramGb":80,"unified":false,"verdict":"fits","headroomGb":20.07,"totalGb":59.93},{"id":"apple-m-16","label":"Apple M-series 16GB (unified)","vramGb":16,"unified":true,"verdict":"no","headroomGb":-43.93,"totalGb":59.93},{"id":"apple-m-32","label":"Apple M-series 32GB (unified)","vramGb":32,"unified":true,"verdict":"no","headroomGb":-27.93,"totalGb":59.93},{"id":"apple-m-64","label":"Apple M-series 64GB (unified)","vramGb":64,"unified":true,"verdict":"tight","headroomGb":4.07,"totalGb":59.93},{"id":"apple-m-128","label":"Apple M-series 128GB (unified)","vramGb":128,"unified":true,"verdict":"fits","headroomGb":68.07,"totalGb":59.93},{"id":"cpu-ram-32","label":"CPU / 32GB system RAM","vramGb":32,"unified":true,"verdict":"no","headroomGb":-27.93,"totalGb":59.93},{"id":"cpu-ram-64","label":"CPU / 64GB system RAM","vramGb":64,"unified":true,"verdict":"tight","headroomGb":4.07,"totalGb":59.93}],"target":{"id":"rtx3090-24","label":"RTX 3090 24GB","vramGb":24,"maxCtx":0},"whatIf":[{"quant":"q2_k","bytesPerParam":0.33,"weightsGb":8.91,"totalGb":11.32,"verdict":"fits","headroomGb":12.68},{"quant":"q3_k_m","bytesPerParam":0.44,"weightsGb":11.88,"totalGb":14.44,"verdict":"fits","headroomGb":9.56},{"quant":"q4_k_m","bytesPerParam":0.57,"weightsGb":15.39,"totalGb":18.23,"verdict":"fits","headroomGb":5.77},{"quant":"q5_k_m","bytesPerParam":0.69,"weightsGb":18.63,"totalGb":21.73,"verdict":"tight","headroomGb":2.27},{"quant":"q6_k","bytesPerParam":0.82,"weightsGb":22.14,"totalGb":25.52,"verdict":"no","headroomGb":-1.52},{"quant":"q8_0","bytesPerParam":1.06,"weightsGb":28.62,"totalGb":32.52,"verdict":"no","headroomGb":-8.52},{"quant":"f16","bytesPerParam":2,"weightsGb":54,"totalGb":59.93,"verdict":"no","headroomGb":-35.93}],"guidance":["verdict per GPU: fits (<=90% VRAM) / tight (<=100%) / no.","If it does not fit at this precision, check /api/artifacts/{id}/quantizations or the per-quant rows for a smaller mirror.","Estimates: weights + fp16 KV-cache(ctx,batch) + overhead. Real usage varies by runtime."]}