A 16 GB MacBook Air (M1) and a gaming laptop with a 6 GB RTX 3060, joined over home Wi-Fi.
The cluster many people can build today, and the one that shows the limits: together the two laptops run 30B-class models neither holds alone, but slowly, and Wi-Fi adds a delay to every word and seconds to every long prompt. Use a cable if you can.
Connected by Wi-Fi 6 or 6E. The wait for the first word is worked out for a 1,000-token prompt (a short chat).
Wi-Fi slows every word. Each token crosses the network once per device, and Wi-Fi adds a few milliseconds each time, plus seconds for long prompts. A network cable, or a Thunderbolt cable between two Macs, is much faster.
llama.cpp RPCbest estimate for 173 of the 174 models the cluster adds
Mixed devices you already own, a Mac, a gaming PC, a mini PC or a Jetson, when one GGUF model won't fit on any of them alone.
ggml-rpc-server --host 0.0.0.0 --port 50052 -c # on each worker
llama-server -hf <model-GGUF> -ngl 99 --rpc 192.168.1.10:50052,192.168.1.11:50052 # on the main machine
Also works. The number is how many of the added models each one runs:
Watch it run: one device, the cluster, every device
The same answer on this cluster, at our estimated speeds. First the model reads your prompt (the devices light up blue), then it types. In a pipeline split the devices take turns on every word; in a tensor split they all work on each word together.
459 LLMs this cluster can run
Models the cluster adds come first, best match first, then the ones a single device already runs as well. Filter vs one device to pick. Speeds are estimates for one person chatting.
Quality
Model
Quant
Memory
Speed
Runs
Devices
Tool
vs one device
A75Great quality (A) · 75 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
C51Fair quality (C) · 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking.
B67Good quality (B) · 67 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
B66Good quality (B) · 66 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
B65Good quality (B) · 65 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
B65Good quality (B) · 65 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
B63Good quality (B) · 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
B63Good quality (B) · 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
B63Good quality (B) · 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
B62Good quality (B) · 62 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
D23Basic quality (D) · 23 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
B60Good quality (B) · 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
B57Good quality (B) · 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
B56Good quality (B) · 56 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 54/100 (quality, fit, speed and memory use) sets the ranking.
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 54/100 (quality, fit, speed and memory use) sets the ranking.
C53Fair quality (C) · 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
D39Basic quality (D) · 39 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 52/100 (quality, fit, speed and memory use) sets the ranking.
C49Fair quality (C) · 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 51/100 (quality, fit, speed and memory use) sets the ranking.
D36Basic quality (D) · 36 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking.
B56Good quality (B) · 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking.
D35Basic quality (D) · 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking.
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking.
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking.
D35Basic quality (D) · 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 42/100 (quality, fit, speed and memory use) sets the ranking.
D35Basic quality (D) · 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 41/100 (quality, fit, speed and memory use) sets the ranking.
D37Basic quality (D) · 37 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 40/100 (quality, fit, speed and memory use) sets the ranking.
D35Basic quality (D) · 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 39/100 (quality, fit, speed and memory use) sets the ranking.
D11Basic quality (D) · 11 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 34/100 (quality, fit, speed and memory use) sets the ranking.
A77Great quality (A) · 77 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 35.1 tok/s
A78Great quality (A) · 78 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 22.4 tok/s
B66Good quality (B) · 66 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 63.7 tok/s
A76Great quality (A) · 76 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking.
IOK2 Horizon 7BInstitute of Foundation Models · 9.0B
Better on the clusterAlone: Runs well on Mac, 10.4 tok/s
A70Great quality (A) · 70 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 32.3 tok/s
B65Good quality (B) · 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 52.1 tok/s
B64Good quality (B) · 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 52.2 tok/s
B63Good quality (B) · 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 52.4 tok/s
B66Good quality (B) · 66 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 35.2 tok/s
B62Good quality (B) · 62 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 35.7 tok/s
B61Good quality (B) · 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 53.3 tok/s
B65Good quality (B) · 65 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 33.6 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 52.4 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 52.2 tok/s
B59Good quality (B) · 59 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 52.5 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 35.2 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 28.2 tok/s
B56Good quality (B) · 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 41.2 tok/s
B56Good quality (B) · 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 48.0 tok/s
B64Good quality (B) · 64 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 10.6 tok/s
C54Fair quality (C) · 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 48.2 tok/s
C54Fair quality (C) · 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 48.2 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 54.8 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 43.8 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 48.2 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 48.0 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 47.9 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.1 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.0 tok/s
C51Fair quality (C) · 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 48.2 tok/s
C51Fair quality (C) · 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 47.9 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 64.6 tok/s
C54Fair quality (C) · 54 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 35.2 tok/s
C50Fair quality (C) · 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 54.7 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.1 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 37.7 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 11.4 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 10.9 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 10.6 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.3 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 11.4 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 10.6 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 28.2 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 10.7 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 40.4 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 60.0 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.3 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.0 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.0 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.0 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 9.1 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 65.8 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 11.2 tok/s
A78Great quality (A) · 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 51.8 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.0 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.0 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 9.1 tok/s
A78Great quality (A) · 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 51.8 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 70.0 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 67.2 tok/s
C51Fair quality (C) · 51 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 70.0 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 52.2 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 28.2 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.3 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.1 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.0 tok/s
A76Great quality (A) · 76 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 51.8 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 10.5 tok/s
C48Fair quality (C) · 48 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 11.3 tok/s
C51Fair quality (C) · 51 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 65.1 tok/s
A75Great quality (A) · 75 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 51.8 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 70.0 tok/s
C50Fair quality (C) · 50 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.0 tok/s
A74Great quality (A) · 74 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 51.8 tok/s
A74Great quality (A) · 74 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 51.8 tok/s
C41Fair quality (C) · 41 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 52.2 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 11.3 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 71.1 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 64.3 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 70.0 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 25.4 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 30.0 tok/s
C46Fair quality (C) · 46 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 7.8 tok/s
C45Fair quality (C) · 45 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 65.8 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 7.8 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 70.0 tok/s
B68Good quality (B) · 68 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 49.0 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 20.2 tok/s
C50Fair quality (C) · 50 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Slow on NVIDIA PC, 4.8 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 71.5 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 18.9 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 28.8 tok/s
C41Fair quality (C) · 41 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 70.0 tok/s
C41Fair quality (C) · 41 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 66.4 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 11.6 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 13.5 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 71.5 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 11.4 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 11.4 tok/s
A80Great quality (A) · 80 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 5.1 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 18.9 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.6 tok/s
D39Basic quality (D) · 39 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 42.8 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 11.4 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 63.1 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 24.8 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Slow on NVIDIA PC, 4.9 tok/s
D35Basic quality (D) · 35 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 11.1 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 68.2 tok/s
D32Basic quality (D) · 32 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 13.8 tok/s
D33Basic quality (D) · 33 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 10.6 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 13.8 tok/s
D32Basic quality (D) · 32 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 10.9 tok/s
D31Basic quality (D) · 31 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 10.6 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 46.1 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 9.7 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 12.8 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 13.8 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 11.6 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 13.9 tok/s
B68Good quality (B) · 68 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 5.2 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.1 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 15.3 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 13.9 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 13.8 tok/s
D25Basic quality (D) · 25 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 6.0 tok/s
D23Basic quality (D) · 23 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 10.4 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 10.4 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 10.7 tok/s
D22Basic quality (D) · 22 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 8.1 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 9.6 tok/s
D16Basic quality (D) · 16 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 13.8 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on Mac, 7.7 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 10.4 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 10.1 tok/s
D15Basic quality (D) · 15 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
Faster on the clusterAlone: Runs well on Mac, 13.5 tok/s
D16Basic quality (D) · 16 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 10.4 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 54/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on NVIDIA PC, 101 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 5.2 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 5.1 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 5.1 tok/s
D33Basic quality (D) · 33 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 44/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 5.1 tok/s
D31Basic quality (D) · 31 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 43/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Slow on NVIDIA PC, 5.0 tok/s
B67Good quality (B) · 67 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 71.9 tok/s
B65Good quality (B) · 65 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 69.6 tok/s
B67Good quality (B) · 67 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 68.6 tok/s
B66Good quality (B) · 66 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 91.7 tok/s
B65Good quality (B) · 65 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
B64Good quality (B) · 64 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 55.3 tok/s
B64Good quality (B) · 64 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 91.7 tok/s
B63Good quality (B) · 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 55.3 tok/s
B61Good quality (B) · 61 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 61.4 tok/s
B63Good quality (B) · 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 55.3 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 68.0 tok/s
B66Good quality (B) · 66 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 26.3 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 148 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 83.3 tok/s
B62Good quality (B) · 62 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 59.6 tok/s
B59Good quality (B) · 59 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 63.0 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 63.0 tok/s
B59Good quality (B) · 59 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 60.4 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
A80Great quality (A) · 80 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.2 tok/s
A74Great quality (A) · 74 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 70.1 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 39.5 tok/s
A78Great quality (A) · 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.2 tok/s
C54Fair quality (C) · 54 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 84.8 tok/s
A78Great quality (A) · 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.2 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 60.4 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 84.8 tok/s
C51Fair quality (C) · 51 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 78.2 tok/s
C51Fair quality (C) · 51 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 92.9 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 54.3 tok/s
A73Great quality (A) · 73 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.3 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 72.1 tok/s
C48Fair quality (C) · 48 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 84.8 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 41.4 tok/s
A72Great quality (A) · 72 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.3 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 63.0 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 87.0 tok/s
C46Fair quality (C) · 46 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 64.3 tok/s
C48Fair quality (C) · 48 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
C45Fair quality (C) · 45 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 84.2 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 54.3 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 68.2 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 68.1 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 88.7 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 66.6 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 65.6 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 67.3 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 84.7 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 77.8 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 42.4 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 66.6 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 74.3 tok/s
C45Fair quality (C) · 45 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
C45Fair quality (C) · 45 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.0 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 85.4 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 88.7 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 67.2 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 69.3 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 68.2 tok/s
C41Fair quality (C) · 41 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 91.5 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 103 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 61.5 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
B64Good quality (B) · 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 4.9 tok/s
B63Good quality (B) · 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.9 tok/s
B63Good quality (B) · 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.5 tok/s
D39Basic quality (D) · 39 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 97.7 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 64.3 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 60.6 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.0 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.0 tok/s
D39Basic quality (D) · 39 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 84.2 tok/s
C41Fair quality (C) · 41 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 61.2 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 34.5 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 73.8 tok/s
B62Good quality (B) · 62 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.2 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 65.8 tok/s
D37Basic quality (D) · 37 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 70.3 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.9 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 150 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 61.4 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 68.2 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 7.7 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.2 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 66.7 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 68.0 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 98.6 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 92.5 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.1 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.1 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 61.8 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.0 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 72.2 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 64.3 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 89.2 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 41.4 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.3 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 108 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 88.1 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 68.0 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.1 tok/s
D33Basic quality (D) · 33 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 76.3 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.9 tok/s
D35Basic quality (D) · 35 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D35Basic quality (D) · 35 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 150 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 81.7 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.2 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 55.9 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.1 tok/s
B56Good quality (B) · 56 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.4 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.9 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.6 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 54.1 tok/s
D31Basic quality (D) · 31 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 89.2 tok/s
D33Basic quality (D) · 33 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.2 tok/s
D33Basic quality (D) · 33 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D33Basic quality (D) · 33 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 65.3 tok/s
D33Basic quality (D) · 33 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 68.9 tok/s
B55Good quality (B) · 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.3 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.1 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 87.1 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 65.0 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 83.0 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 83.0 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.8 tok/s
D31Basic quality (D) · 31 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D31Basic quality (D) · 31 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.5 tok/s
D31Basic quality (D) · 31 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 72.4 tok/s
C53Fair quality (C) · 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.7 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.2 tok/s
D33Basic quality (D) · 33 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 34.5 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.9 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.8 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 74.5 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 60.4 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 80.4 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 83.0 tok/s
C51Fair quality (C) · 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.7 tok/s
C51Fair quality (C) · 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.7 tok/s
D29Basic quality (D) · 29 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
C50Fair quality (C) · 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.9 tok/s
C50Fair quality (C) · 50 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.1 tok/s
D27Basic quality (D) · 27 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 86.1 tok/s
C50Fair quality (C) · 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.8 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 68.1 tok/s
C50Fair quality (C) · 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.7 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 66.4 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.5 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 55.4 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 56.7 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 50.4 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 79.8 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 70.5 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 63.1 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 63.1 tok/s
C48Fair quality (C) · 48 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.2 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 17.4 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 68.9 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 27.6 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.4 tok/s
D25Basic quality (D) · 25 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 170 tok/s
C45Fair quality (C) · 45 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 6.2 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 10.5 tok/s
D22Basic quality (D) · 22 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 78.9 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 68.3 tok/s
D23Basic quality (D) · 23 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 70.4 tok/s
D23Basic quality (D) · 23 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 39.5 tok/s
D32Basic quality (D) · 32 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 17.4 tok/s
D22Basic quality (D) · 22 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 57.5 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 68.1 tok/s
C41Fair quality (C) · 41 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 74.4 tok/s
C41Fair quality (C) · 41 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 101 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 73.6 tok/s
C43Fair quality (C) · 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.4 tok/s
D19Basic quality (D) · 19 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 68.1 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.6 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.4 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 69.3 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 51.5 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 62.4 tok/s
D16Basic quality (D) · 16 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 75.5 tok/s
D39Basic quality (D) · 39 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.4 tok/s
D15Basic quality (D) · 15 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 102 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 37.4 tok/s
D35Basic quality (D) · 35 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 89.6 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.4 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 38.6 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 103 tok/s
D29Basic quality (D) · 29 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 75.6 tok/s
D31Basic quality (D) · 31 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 82.7 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 98.3 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 95.9 tok/s
D19Basic quality (D) · 19 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 131 tok/s
D19Basic quality (D) · 19 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 119 tok/s
D10Basic quality (D) · 10 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 92.5 tok/s
D16Basic quality (D) · 16 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 102 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 93.3 tok/s
D17Basic quality (D) · 17 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 131 tok/s
D19Basic quality (D) · 19 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 123 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 93.3 tok/s
D5Basic quality (D) · 5 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 73.9 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 66.3 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 54.4 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 111 tok/s
D25Basic quality (D) · 25 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 82.7 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 62.8 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Slow on NVIDIA PC, 5.5 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 62.4 tok/s
D19Basic quality (D) · 19 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 37.3 tok/s
D14Basic quality (D) · 14 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 39.5 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 54.1 tok/s
D22Basic quality (D) · 22 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 62.8 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 78.0 tok/s
D22Basic quality (D) · 22 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 61.2 tok/s
D15Basic quality (D) · 15 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 142 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 54.4 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 95.0 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 54/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 22.6 tok/s
D17Basic quality (D) · 17 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 54/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 111 tok/s
D19Basic quality (D) · 19 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 54/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 50.4 tok/s
D19Basic quality (D) · 19 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 62.8 tok/s
D19Basic quality (D) · 19 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 96.8 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 156 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 156 tok/s
D15Basic quality (D) · 15 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 57.9 tok/s
D14Basic quality (D) · 14 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 129 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 53/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 131 tok/s
D16Basic quality (D) · 16 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 52/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 51.5 tok/s
D15Basic quality (D) · 15 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 52/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 62.8 tok/s
D15Basic quality (D) · 15 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 52/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 56.6 tok/s
D13Basic quality (D) · 13 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 52/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 56.6 tok/s
D13Basic quality (D) · 13 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 52/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 65.4 tok/s
D15Basic quality (D) · 15 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 51/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 140 tok/s
D9Basic quality (D) · 9 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 51/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 59.0 tok/s
D9Basic quality (D) · 9 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 51/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 59.0 tok/s
D14Basic quality (D) · 14 of 100: how capable the model is at F16, whatever it runs on. Match score 51/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 276 tok/s
D14Basic quality (D) · 14 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 186 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 83.7 tok/s
D12Basic quality (D) · 12 of 100: how capable the model is at F16, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 276 tok/s
D10Basic quality (D) · 10 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 83.7 tok/s
D12Basic quality (D) · 12 of 100: how capable the model is at F16, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 285 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 129 tok/s
D12Basic quality (D) · 12 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 49/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 215 tok/s
D8Basic quality (D) · 8 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 49/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 179 tok/s
D10Basic quality (D) · 10 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 49/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 190 tok/s
D8Basic quality (D) · 8 of 100: how capable the model is at F16, whatever it runs on. Match score 49/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 269 tok/s
D10Basic quality (D) · 10 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 197 tok/s
D10Basic quality (D) · 10 of 100: how capable the model is at F16, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 421 tok/s
D8Basic quality (D) · 8 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 197 tok/s
D5Basic quality (D) · 5 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 88.0 tok/s
D6Basic quality (D) · 6 of 100: how capable the model is at F16, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 269 tok/s
D6Basic quality (D) · 6 of 100: how capable the model is at F16, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 372 tok/s
D6Basic quality (D) · 6 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 197 tok/s
D5Basic quality (D) · 5 of 100: how capable the model is at F16, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 269 tok/s
D6Basic quality (D) · 6 of 100: how capable the model is at F16, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 358 tok/s
D4Basic quality (D) · 4 of 100: how capable the model is at F16, whatever it runs on. Match score 45/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 744 tok/s
D3Basic quality (D) · 3 of 100: how capable the model is at F16, whatever it runs on. Match score 45/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 1,075 tok/s
D2Basic quality (D) · 2 of 100: how capable the model is at F16, whatever it runs on. Match score 44/100 (quality, fit, speed and memory use) sets the ranking.
Estimates come from published hardware specs and our open formulas, not from running the model on your machine. Real speed varies with runtime, drivers and settings. Numbers marked “Measured” come from a linked benchmark.
Apple M1 (16 GB) 
