{"schemaVersion":"hugging-bay.fit-check.v1","generatedAt":"2026-07-10T03:22:17.259Z","artifactId":"hf-model-mradermacher-astrollama-3-8b-base-aic-gguf","repo":"mradermacher/astrollama-3-8b-base_aic-GGUF","webUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-astrollama-3-8b-base-aic-gguf","name":"astrollama-3-8b-base_aic-GGUF","paramsB":8,"activeB":8,"quant":"f16","weightFile":"astrollama-3-8b-base_aic.IQ3_M.gguf","fileSizeBytes":1,"ctx":8192,"batch":1,"estimate":{"weightsGb":0,"kvGb":1.07,"overheadGb":0.8,"totalGb":1.87},"gpus":[{"id":"t4-16","label":"NVIDIA T4 16GB (free Colab)","vramGb":16,"unified":false,"verdict":"fits","headroomGb":14.13,"totalGb":1.87},{"id":"l4-24","label":"NVIDIA L4 24GB","vramGb":24,"unified":false,"verdict":"fits","headroomGb":22.13,"totalGb":1.87},{"id":"rtx3060-12","label":"RTX 3060 12GB","vramGb":12,"unified":false,"verdict":"fits","headroomGb":10.13,"totalGb":1.87},{"id":"rtx4080-16","label":"RTX 4080 16GB","vramGb":16,"unified":false,"verdict":"fits","headroomGb":14.13,"totalGb":1.87},{"id":"rtx3090-24","label":"RTX 3090 24GB","vramGb":24,"unified":false,"verdict":"fits","headroomGb":22.13,"totalGb":1.87},{"id":"rtx4090-24","label":"RTX 4090 24GB","vramGb":24,"unified":false,"verdict":"fits","headroomGb":22.13,"totalGb":1.87},{"id":"a100-40","label":"A100 40GB","vramGb":40,"unified":false,"verdict":"fits","headroomGb":38.13,"totalGb":1.87},{"id":"a100-80","label":"A100 80GB","vramGb":80,"unified":false,"verdict":"fits","headroomGb":78.13,"totalGb":1.87},{"id":"h100-80","label":"H100 80GB","vramGb":80,"unified":false,"verdict":"fits","headroomGb":78.13,"totalGb":1.87},{"id":"apple-m-16","label":"Apple M-series 16GB (unified)","vramGb":16,"unified":true,"verdict":"fits","headroomGb":14.13,"totalGb":1.87},{"id":"apple-m-32","label":"Apple M-series 32GB (unified)","vramGb":32,"unified":true,"verdict":"fits","headroomGb":30.13,"totalGb":1.87},{"id":"apple-m-64","label":"Apple M-series 64GB (unified)","vramGb":64,"unified":true,"verdict":"fits","headroomGb":62.13,"totalGb":1.87},{"id":"apple-m-128","label":"Apple M-series 128GB (unified)","vramGb":128,"unified":true,"verdict":"fits","headroomGb":126.13,"totalGb":1.87},{"id":"cpu-ram-32","label":"CPU / 32GB system RAM","vramGb":32,"unified":true,"verdict":"fits","headroomGb":30.13,"totalGb":1.87},{"id":"cpu-ram-64","label":"CPU / 64GB system RAM","vramGb":64,"unified":true,"verdict":"fits","headroomGb":62.13,"totalGb":1.87}],"target":{"id":"t4-16","label":"NVIDIA T4 16GB (free Colab)","vramGb":16,"maxCtx":115968},"whatIf":[{"quant":"q2_k","bytesPerParam":0.33,"weightsGb":2.64,"totalGb":4.51,"verdict":"fits","headroomGb":11.49},{"quant":"q3_k_m","bytesPerParam":0.44,"weightsGb":3.52,"totalGb":5.39,"verdict":"fits","headroomGb":10.61},{"quant":"q4_k_m","bytesPerParam":0.57,"weightsGb":4.56,"totalGb":6.43,"verdict":"fits","headroomGb":9.57},{"quant":"q5_k_m","bytesPerParam":0.69,"weightsGb":5.52,"totalGb":7.39,"verdict":"fits","headroomGb":8.61},{"quant":"q6_k","bytesPerParam":0.82,"weightsGb":6.56,"totalGb":8.43,"verdict":"fits","headroomGb":7.57},{"quant":"q8_0","bytesPerParam":1.06,"weightsGb":8.48,"totalGb":10.35,"verdict":"fits","headroomGb":5.65},{"quant":"f16","bytesPerParam":2,"weightsGb":16,"totalGb":18.35,"verdict":"no","headroomGb":-2.35}],"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."]}