llamaperf

Gemma 3 12B

on M1 Max 64GB · LM Studio

Apple hardware
Oct 14, 2026
Throughput
33.0 t/s gen
Quant
QAT 4-bit (MLX)
System RAM
64 GB

Summary

User reports 33 t/s generation. Source evidence (verbatim): Source: https://famstack.dev/guides/mlx-vs-gguf-part-2-isolating-variables/ # Mac Studio M1Max64GB native generation after Gemma3QAT MLXdtype conversion Original author article March20,2026. Measured Mac Studio AppleM1 Max 64GB unified RAM,24GPUcores; CPUcorecount unknown. Gemma3-12B-it QAT4-bit MLX in LMStudio: author states generation increases from 28 to 33 tok/s after converting nonquantized dtype frombf16 tofloat16. No averaging or calculatedspeed used. Tested sourcequant repository verified https://huggingface.co/mlx-community/gemma-3-12b-it-qat-4bit ; convertedartifact generated locally with mlx_lm.convert --dtype float16, not a separate verifiedHFartifact. Testedrevision/runtimeversion/prompt/outputcounts/power/KVquant/speculation/residentRAM unknown. Separate reportedprefilltimes at655tokens6.2s→3.7s;8K114.4s→68.9s; do not derive nativeprefillT/s from approximate8K. Other charts report effectiveoutputtokens/totalrequesttime includingprefill, not generation; keep separate. Source: https://famstack.dev/guides/mlx-vs-gguf-part-2-isolating-variables/ . Rawlogs linkGitHub and were not fetched under sourceaccessstop. CurrentHFcard contains unrelated-looking multimodalmetadata; no testedhistoricalrevision established, so preserve artifact caveat. Selected run: locally converted float16 nonquantized dtype artifact, native generation 33 tok/s. Baseline before conversion is a separate run at 28 tok/s. Prompt processing speed unknown; do not derive it from prefill times.