MacBook Pro + gaming PC + Raspberry Pi: what it runs together
A MacBook Pro with 48 GB, a gaming PC with an 8 GB RTX 4060 and a Raspberry Pi 4 on the same home network.
Together the Mac, the PC's graphics card and its system RAM run 100B-class mixture-of-experts models none of them can hold alone, at about 15 to 26 tokens per second, and 70B models at a better quant than the Mac manages alone. The Raspberry Pi adds memory but reads it more than 40 times slower than the Mac, so it is needed for almost nothing: leave it out.
Holds part of 1 model the cluster adds. Its memory is much slower than the others, so any model that needs it types slowly.
Tool to use
llama.cpp RPCbest estimate for 51 of the 51 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.
518 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
B65Good quality (B) · 65 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.
B63Good quality (B) · 63 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.
B69Good quality (B) · 69 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.
B64Good quality (B) · 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
B64Good quality (B) · 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
B65Good quality (B) · 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
B57Good quality (B) · 57 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.
B67Good quality (B) · 67 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.
B67Good quality (B) · 67 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.
B60Good quality (B) · 60 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.
B56Good quality (B) · 56 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.
B65Good quality (B) · 65 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.
B63Good quality (B) · 63 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.
B61Good quality (B) · 61 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.
C49Fair quality (C) · 49 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.
C47Fair quality (C) · 47 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.
B60Good quality (B) · 60 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.
B60Good quality (B) · 60 of 100: how capable the model is at Q2_K, 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 Q2_K, 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 Q2_K, whatever it runs on. Match score 54/100 (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 53/100 (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 53/100 (quality, fit, speed and memory use) sets the ranking.
C54Fair quality (C) · 54 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.
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.
C44Fair quality (C) · 44 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 49/100 (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 48/100 (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 45/100 (quality, fit, speed and memory use) sets the ranking.
D38Basic quality (D) · 38 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.
A76Great quality (A) · 76 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 95.9 tok/s
A72Great quality (A) · 72 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 106 tok/s
A77Great quality (A) · 77 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking.
Better on the clusterAlone: Runs well on Mac, 45.2 tok/s
A77Great quality (A) · 77 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.
Better on the clusterAlone: Slow on Mac, 7.5 tok/s
B67Good quality (B) · 67 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 Mac, 6.5 tok/s
B62Good quality (B) · 62 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 Mac, 6.7 tok/s
B62Good quality (B) · 62 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 Mac, 6.7 tok/s
B61Good quality (B) · 61 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 Mac, 6.5 tok/s
B61Good quality (B) · 61 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 Mac, 6.5 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.
Better on the clusterAlone: Slow on Mac, 6.7 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.
Better on the clusterAlone: Slow on Mac, 6.7 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.
Better on the clusterAlone: Slow on Mac, 6.7 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.
Better on the clusterAlone: Slow on Mac, 6.7 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.
Better on the clusterAlone: Slow on Mac, 6.5 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.
Better on the clusterAlone: Slow on Mac, 6.7 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.
Better on the clusterAlone: Slow on Mac, 6.5 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.
Better on the clusterAlone: Slow on Mac, 6.5 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.
Better on the clusterAlone: Slow on Mac, 6.7 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.
Better on the clusterAlone: Slow on Mac, 6.7 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.
Better on the clusterAlone: Slow on Mac, 6.5 tok/s
D36Basic quality (D) · 36 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.
Better on the clusterAlone: Slow on Mac, 6.9 tok/s
D33Basic quality (D) · 33 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: Slow on Mac, 7.0 tok/s
D30Basic quality (D) · 30 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 Mac, 6.9 tok/s
A+91Excellent quality (A+) · 91 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 96/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 44.3 tok/s
A+92Excellent quality (A+) · 92 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+92Excellent quality (A+) · 92 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+92Excellent quality (A+) · 92 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+91Excellent quality (A+) · 91 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+90Excellent quality (A+) · 90 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+90Excellent quality (A+) · 90 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+87Excellent quality (A+) · 87 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 53.8 tok/s
A+87Excellent quality (A+) · 87 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 39.9 tok/s
A+89Excellent quality (A+) · 89 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+88Excellent quality (A+) · 88 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+88Excellent quality (A+) · 88 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+85Excellent quality (A+) · 85 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 83.1 tok/s
A84Great quality (A) · 84 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 53.8 tok/s
A+86Excellent quality (A+) · 86 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A+86Excellent quality (A+) · 86 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A79Great quality (A) · 79 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 47.4 tok/s
A79Great quality (A) · 79 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 53.8 tok/s
A81Great quality (A) · 81 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 62.2 tok/s
A77Great quality (A) · 77 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 42.4 tok/s
A77Great quality (A) · 77 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 49.8 tok/s
A77Great quality (A) · 77 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 49.8 tok/s
A76Great quality (A) · 76 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 47.4 tok/s
A76Great quality (A) · 76 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 49.8 tok/s
A75Great quality (A) · 75 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 49.8 tok/s
A74Great quality (A) · 74 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 48.8 tok/s
A73Great quality (A) · 73 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 49.8 tok/s
A73Great quality (A) · 73 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 49.8 tok/s
A71Great quality (A) · 71 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 53.8 tok/s
A+90Excellent quality (A+) · 90 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 10.4 tok/s
A70Great quality (A) · 70 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 41.3 tok/s
A70Great quality (A) · 70 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 71.7 tok/s
A+89Excellent quality (A+) · 89 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 10.4 tok/s
B69Good quality (B) · 69 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 64.1 tok/s
A+88Excellent quality (A+) · 88 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 10.4 tok/s
A70Great quality (A) · 70 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 72.7 tok/s
B69Good quality (B) · 69 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 Mac, 57.7 tok/s
A+85Excellent quality (A+) · 85 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 10.5 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 Mac, 53.8 tok/s
B64Good quality (B) · 64 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 41.3 tok/s
A83Great quality (A) · 83 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 Mac, 10.5 tok/s
A80Great quality (A) · 80 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 Mac, 11.3 tok/s
A81Great quality (A) · 81 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, 10.5 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q2_K, 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, 89.9 tok/s
A70Great quality (A) · 70 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 Mac, 48.0 tok/s
B61Good quality (B) · 61 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 Mac, 62.2 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.
One device is enoughAlone: Runs great on Mac, 66.6 tok/s
B58Good quality (B) · 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 89.9 tok/s
A76Great quality (A) · 76 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 Mac, 11.9 tok/s
B57Good quality (B) · 57 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 41.3 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 41.3 tok/s
B58Good quality (B) · 58 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 Mac, 62.2 tok/s
B56Good quality (B) · 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 51.4 tok/s
A77Great quality (A) · 77 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: Runs well on Mac, 12.5 tok/s
B60Good quality (B) · 60 of 100: how capable the model is at F16, 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, 42.4 tok/s
A78Great quality (A) · 78 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 Mac, 24.1 tok/s
B58Good quality (B) · 58 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 Mac, 28.9 tok/s
A76Great quality (A) · 76 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.
IOK2 Horizon 7BInstitute of Foundation Models · 9.0B
One device is enoughAlone: Runs well on NVIDIA PC, 37.1 tok/s
C53Fair quality (C) · 53 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 Mac, 38.1 tok/s
A72Great quality (A) · 72 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 well on Mac, 12.0 tok/s
B67Good quality (B) · 67 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: Runs well on Mac, 10.3 tok/s
B69Good quality (B) · 69 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 well on NVIDIA PC, 51.5 tok/s
A74Great quality (A) · 74 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, 34.6 tok/s
A74Great quality (A) · 74 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, 35.5 tok/s
B66Good quality (B) · 66 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: Runs well on Mac, 10.3 tok/s
B68Good quality (B) · 68 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: Runs well on Mac, 10.9 tok/s
A73Great quality (A) · 73 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, 34.6 tok/s
B68Good quality (B) · 68 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 well on Mac, 10.5 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q8_0, 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, 75.0 tok/s
B67Good quality (B) · 67 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 well on NVIDIA PC, 51.5 tok/s
A72Great quality (A) · 72 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 well on NVIDIA PC, 34.6 tok/s
B65Good quality (B) · 65 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: Runs well on Mac, 11.2 tok/s
B68Good quality (B) · 68 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 well on Mac, 12.0 tok/s
C52Fair quality (C) · 52 of 100: how capable the model is at Q8_0, 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, 49.6 tok/s
B65Good quality (B) · 65 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: Runs well on Mac, 11.4 tok/s
A71Great quality (A) · 71 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 well on NVIDIA PC, 34.6 tok/s
C50Fair quality (C) · 50 of 100: how capable the model is at Q8_0, 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, 41.3 tok/s
A70Great quality (A) · 70 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, 37.3 tok/s
B66Good quality (B) · 66 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 Mac, 10.7 tok/s
B67Good quality (B) · 67 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, 55.6 tok/s
B63Good quality (B) · 63 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 Mac, 11.4 tok/s
B63Good quality (B) · 63 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 Mac, 11.4 tok/s
B63Good quality (B) · 63 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 Mac, 11.4 tok/s
B66Good quality (B) · 66 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 Mac, 12.2 tok/s
B66Good quality (B) · 66 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 Mac, 12.2 tok/s
B68Good quality (B) · 68 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 Mac, 19.7 tok/s
B68Good quality (B) · 68 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 Mac, 19.4 tok/s
B64Good quality (B) · 64 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 Mac, 10.4 tok/s
B63Good quality (B) · 63 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 Mac, 12.7 tok/s
B67Good quality (B) · 67 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, 42.7 tok/s
B64Good quality (B) · 64 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 well on Mac, 12.0 tok/s
B62Good quality (B) · 62 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 Mac, 11.7 tok/s
B64Good quality (B) · 64 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 well on Mac, 12.2 tok/s
B63Good quality (B) · 63 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 Mac, 11.6 tok/s
B66Good quality (B) · 66 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 well on Mac, 19.1 tok/s
B63Good quality (B) · 63 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 well on Mac, 10.7 tok/s
B66Good quality (B) · 66 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 well on Mac, 19.7 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.
One device is enoughAlone: Runs well on Mac, 27.8 tok/s
B62Good quality (B) · 62 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 well on Mac, 10.5 tok/s
B64Good quality (B) · 64 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 well on NVIDIA PC, 38.0 tok/s
B66Good quality (B) · 66 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 well on NVIDIA PC, 35.5 tok/s
B66Good quality (B) · 66 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 well on NVIDIA PC, 35.5 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.
One device is enoughAlone: Runs well on Mac, 11.4 tok/s
B65Good quality (B) · 65 of 100: how capable the model is at Q6_K, 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, 41.4 tok/s
C46Fair quality (C) · 46 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 Mac, 41.3 tok/s
B62Good quality (B) · 62 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 Mac, 12.0 tok/s
B62Good quality (B) · 62 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 Mac, 12.2 tok/s
B62Good quality (B) · 62 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 Mac, 11.5 tok/s
B62Good quality (B) · 62 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 Mac, 11.5 tok/s
B62Good quality (B) · 62 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, 73.9 tok/s
B64Good quality (B) · 64 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 Mac, 19.5 tok/s
B60Good quality (B) · 60 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 Mac, 12.9 tok/s
B58Good quality (B) · 58 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 Mac, 11.4 tok/s
B58Good quality (B) · 58 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 Mac, 11.4 tok/s
B58Good quality (B) · 58 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 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.
One device is enoughAlone: Runs well on Mac, 10.6 tok/s
B62Good quality (B) · 62 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 Mac, 13.8 tok/s
B60Good quality (B) · 60 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 Mac, 11.6 tok/s
B60Good quality (B) · 60 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 Mac, 11.7 tok/s
B60Good quality (B) · 60 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 Mac, 12.2 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: Runs well on Mac, 19.3 tok/s
B57Good quality (B) · 57 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, 11.2 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: Runs well on Mac, 19.5 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: Runs well on Mac, 19.5 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: Runs well on Mac, 19.5 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: Runs well on Mac, 19.5 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: Runs well on Mac, 20.7 tok/s
B61Good quality (B) · 61 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, 49.7 tok/s
B58Good quality (B) · 58 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 Mac, 11.9 tok/s
B56Good quality (B) · 56 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, 11.4 tok/s
B59Good quality (B) · 59 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, 48.9 tok/s
B58Good quality (B) · 58 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 Mac, 12.0 tok/s
B58Good quality (B) · 58 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 Mac, 13.0 tok/s
C49Fair quality (C) · 49 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 Mac, 20.8 tok/s
B60Good quality (B) · 60 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.
One device is enoughAlone: Runs well on Mac, 19.6 tok/s
B60Good quality (B) · 60 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.
One device is enoughAlone: Runs well on Mac, 19.1 tok/s
B60Good quality (B) · 60 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.
One device is enoughAlone: Runs well on Mac, 19.5 tok/s
B55Good quality (B) · 55 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 Mac, 11.4 tok/s
B60Good quality (B) · 60 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, 40.4 tok/s
B58Good quality (B) · 58 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.
One device is enoughAlone: Runs well on NVIDIA PC, 40.8 tok/s
B60Good quality (B) · 60 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.
One device is enoughAlone: Runs well on Mac, 20.7 tok/s
B58Good quality (B) · 58 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.
One device is enoughAlone: Runs well on NVIDIA PC, 39.1 tok/s
C47Fair quality (C) · 47 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.
One device is enoughAlone: Runs well on Mac, 22.2 tok/s
B58Good quality (B) · 58 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.
One device is enoughAlone: Runs well on NVIDIA PC, 38.1 tok/s
B59Good quality (B) · 59 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, 51.0 tok/s
C52Fair quality (C) · 52 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 Mac, 71.4 tok/s
B57Good quality (B) · 57 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.
One device is enoughAlone: Runs well on Mac, 12.2 tok/s
C47Fair quality (C) · 47 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.
One device is enoughAlone: Runs well on Mac, 20.8 tok/s
B60Good quality (B) · 60 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, 67.5 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 Mac, 49.6 tok/s
B58Good quality (B) · 58 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.
One device is enoughAlone: Runs well on Mac, 19.5 tok/s
B58Good quality (B) · 58 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.
One device is enoughAlone: Runs well on Mac, 19.6 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at F16, 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, 52.2 tok/s
B57Good quality (B) · 57 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 Mac, 13.0 tok/s
B57Good quality (B) · 57 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, 40.8 tok/s
B58Good quality (B) · 58 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 Mac, 19.5 tok/s
B57Good quality (B) · 57 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, 38.0 tok/s
B57Good quality (B) · 57 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, 38.4 tok/s
C53Fair quality (C) · 53 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 Mac, 11.1 tok/s
B57Good quality (B) · 57 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, 51.0 tok/s
B55Good quality (B) · 55 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 Mac, 13.0 tok/s
B55Good quality (B) · 55 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, 48.9 tok/s
B57Good quality (B) · 57 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 Mac, 19.5 tok/s
B55Good quality (B) · 55 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, 42.3 tok/s
B55Good quality (B) · 55 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, 40.2 tok/s
B55Good quality (B) · 55 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, 40.5 tok/s
B57Good quality (B) · 57 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, 37.6 tok/s
C52Fair quality (C) · 52 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 Mac, 11.5 tok/s
B57Good quality (B) · 57 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, 32.4 tok/s
C42Fair quality (C) · 42 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 Mac, 24.5 tok/s
B57Good quality (B) · 57 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 Mac, 23.7 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 well on NVIDIA PC, 42.6 tok/s
C53Fair quality (C) · 53 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, 52.2 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 well on NVIDIA PC, 42.7 tok/s
C53Fair quality (C) · 53 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, 42.3 tok/s
C50Fair quality (C) · 50 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 Mac, 11.3 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 well on NVIDIA PC, 40.5 tok/s
B55Good quality (B) · 55 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, 35.5 tok/s
C51Fair quality (C) · 51 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, 37.8 tok/s
C53Fair quality (C) · 53 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.
One device is enoughAlone: Runs great on NVIDIA PC, 44.0 tok/s
C50Fair quality (C) · 50 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, 11.5 tok/s
C53Fair quality (C) · 53 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.
One device is enoughAlone: Runs well on NVIDIA PC, 37.4 tok/s
C53Fair quality (C) · 53 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.
One device is enoughAlone: Runs great on NVIDIA PC, 42.1 tok/s
C50Fair quality (C) · 50 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, 11.6 tok/s
C51Fair quality (C) · 51 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.
One device is enoughAlone: Runs well on Mac, 13.0 tok/s
B56Good quality (B) · 56 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 Mac, 84.9 tok/s
C52Fair quality (C) · 52 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.
One device is enoughAlone: Runs great 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 68/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 12.3 tok/s
C52Fair quality (C) · 52 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, 46.4 tok/s
C51Fair quality (C) · 51 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.
One device is enoughAlone: Runs well on NVIDIA PC, 41.6 tok/s
C51Fair quality (C) · 51 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.
One device is enoughAlone: Runs great on NVIDIA PC, 43.8 tok/s
C51Fair quality (C) · 51 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.
C49Fair quality (C) · 49 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, 44.5 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q6_K, 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, 48.9 tok/s
C51Fair quality (C) · 51 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, 40.8 tok/s
C49Fair quality (C) · 49 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 well on NVIDIA PC, 41.6 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q6_K, 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, 42.3 tok/s
C49Fair quality (C) · 49 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, 43.8 tok/s
C47Fair quality (C) · 47 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 well on NVIDIA PC, 37.8 tok/s
C45Fair quality (C) · 45 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 Mac, 10.7 tok/s
C49Fair quality (C) · 49 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, 40.3 tok/s
C45Fair quality (C) · 45 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 50.1 tok/s
C49Fair quality (C) · 49 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, 28.0 tok/s
C49Fair quality (C) · 49 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, 38.5 tok/s
C49Fair quality (C) · 49 of 100: how capable the model is at Q6_K, 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, 42.8 tok/s
C49Fair quality (C) · 49 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 Mac, 12.3 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, 41.6 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, 41.6 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at F16, 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, 136 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, 41.3 tok/s
C49Fair quality (C) · 49 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, 23.7 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 Mac, 31.2 tok/s
C49Fair quality (C) · 49 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, 35.5 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, 43.8 tok/s
C49Fair quality (C) · 49 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, 35.5 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 Mac, 14.5 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, 44.0 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, 42.1 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q6_K, 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, 51.0 tok/s
C47Fair quality (C) · 47 of 100: how capable the model is at Q6_K, 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, 43.7 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, 40.3 tok/s
C50Fair quality (C) · 50 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 Mac, 76.5 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: Runs great on NVIDIA PC, 37.9 tok/s
C45Fair quality (C) · 45 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 well on NVIDIA PC, 41.6 tok/s
C45Fair quality (C) · 45 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 well on NVIDIA PC, 41.6 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: Runs well on Mac, 23.3 tok/s
C46Fair quality (C) · 46 of 100: how capable the model is at Q8_0, 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, 50.0 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 43.7 tok/s
C42Fair quality (C) · 42 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 Mac, 10.7 tok/s
C44Fair quality (C) · 44 of 100: how capable the model is at Q6_K, 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, 48.0 tok/s
C45Fair quality (C) · 45 of 100: how capable the model is at Q6_K, 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, 44.3 tok/s
C42Fair quality (C) · 42 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 Mac, 10.8 tok/s
C45Fair quality (C) · 45 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, 41.2 tok/s
C46Fair quality (C) · 46 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
C43Fair quality (C) · 43 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, 44.8 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 71.4 tok/s
C43Fair quality (C) · 43 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 well on NVIDIA PC, 42.7 tok/s
C43Fair quality (C) · 43 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 well on NVIDIA PC, 40.9 tok/s
C43Fair quality (C) · 43 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 well on NVIDIA PC, 40.9 tok/s
C43Fair quality (C) · 43 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 well on NVIDIA PC, 41.6 tok/s
C45Fair quality (C) · 45 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, 35.2 tok/s
C43Fair quality (C) · 43 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, 41.6 tok/s
C43Fair quality (C) · 43 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, 41.6 tok/s
C43Fair quality (C) · 43 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, 41.6 tok/s
C43Fair quality (C) · 43 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, 51.4 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at F16, 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, 136 tok/s
C45Fair quality (C) · 45 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, 35.5 tok/s
C43Fair quality (C) · 43 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, 43.8 tok/s
C44Fair quality (C) · 44 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, 39.5 tok/s
C43Fair quality (C) · 43 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, 41.6 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 Mac, 41.8 tok/s
C43Fair quality (C) · 43 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, 37.5 tok/s
C43Fair quality (C) · 43 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, 44.3 tok/s
C41Fair quality (C) · 41 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, 45.2 tok/s
C41Fair quality (C) · 41 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, 21.0 tok/s
C43Fair quality (C) · 43 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, 44.1 tok/s
C44Fair quality (C) · 44 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, 68.5 tok/s
C43Fair quality (C) · 43 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, 39.5 tok/s
C44Fair quality (C) · 44 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, 54.5 tok/s
C43Fair quality (C) · 43 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, 20.7 tok/s
C44Fair quality (C) · 44 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, 53.1 tok/s
C41Fair quality (C) · 41 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, 40.9 tok/s
D39Basic quality (D) · 39 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 Mac, 52.4 tok/s
C41Fair quality (C) · 41 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, 41.6 tok/s
C41Fair quality (C) · 41 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, 41.6 tok/s
C41Fair quality (C) · 41 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, 41.6 tok/s
C41Fair quality (C) · 41 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, 41.3 tok/s
C44Fair quality (C) · 44 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, 63.0 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, 40.3 tok/s
C43Fair quality (C) · 43 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 well on NVIDIA PC, 35.5 tok/s
C41Fair quality (C) · 41 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, 43.8 tok/s
D24Basic quality (D) · 24 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 Mac, 45.1 tok/s
C43Fair quality (C) · 43 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 well on Mac, 26.9 tok/s
C43Fair quality (C) · 43 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 well on Mac, 20.7 tok/s
C41Fair quality (C) · 41 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, 41.6 tok/s
C42Fair quality (C) · 42 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, 55.2 tok/s
D36Basic quality (D) · 36 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 Mac, 11.2 tok/s
C41Fair quality (C) · 41 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, 40.3 tok/s
D36Basic quality (D) · 36 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 Mac, 11.5 tok/s
D37Basic quality (D) · 37 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 Mac, 48.2 tok/s
C41Fair quality (C) · 41 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, 38.7 tok/s
D39Basic quality (D) · 39 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 well on NVIDIA PC, 41.6 tok/s
D39Basic quality (D) · 39 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 well on NVIDIA PC, 39.7 tok/s
C42Fair quality (C) · 42 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, 56.1 tok/s
D36Basic quality (D) · 36 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 Mac, 10.7 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at F16, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 42.4 tok/s
D39Basic quality (D) · 39 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 well on Mac, 14.5 tok/s
D36Basic quality (D) · 36 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 well on Mac, 14.8 tok/s
C40Fair quality (C) · 40 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, 50.0 tok/s
D39Basic quality (D) · 39 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, 50.1 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at F16, 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, 60.3 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: Runs great on NVIDIA PC, 41.6 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at F16, 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, 55.2 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: Runs well on Mac, 27.0 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, 43.1 tok/s
C42Fair quality (C) · 42 of 100: how capable the model is at F16, 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, 81.6 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 well on NVIDIA PC, 41.6 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 well on NVIDIA PC, 41.5 tok/s
D35Basic quality (D) · 35 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 Mac, 52.4 tok/s
D32Basic quality (D) · 32 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 well on Mac, 20.4 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at F16, 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, 50.5 tok/s
D36Basic quality (D) · 36 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 Mac, 73.5 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 well on Mac, 14.5 tok/s
D32Basic quality (D) · 32 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 Mac, 42.8 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, 40.9 tok/s
D36Basic quality (D) · 36 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: Runs great on NVIDIA PC, 46.1 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: Runs well on NVIDIA PC, 37.8 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at Q8_0, 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, 74.9 tok/s
D34Basic quality (D) · 34 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: Runs well on NVIDIA PC, 45.7 tok/s
D36Basic quality (D) · 36 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: Runs great on NVIDIA PC, 45.4 tok/s
D33Basic quality (D) · 33 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 Mac, 48.2 tok/s
D33Basic quality (D) · 33 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 well on Mac, 10.8 tok/s
C40Fair quality (C) · 40 of 100: how capable the model is at Q8_0, 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, 78.1 tok/s
D38Basic quality (D) · 38 of 100: how capable the model is at Q8_0, 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, 53.3 tok/s
D36Basic quality (D) · 36 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: Runs well on NVIDIA PC, 41.6 tok/s
D37Basic quality (D) · 37 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, 41.8 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, 49.5 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: Runs well on Mac, 26.9 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: Runs well on Mac, 26.9 tok/s
D36Basic quality (D) · 36 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, 49.7 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, 44.5 tok/s
D32Basic quality (D) · 32 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: Runs great on Mac, 33.8 tok/s
D30Basic quality (D) · 30 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: Runs great on Mac, 42.8 tok/s
D36Basic quality (D) · 36 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: Runs great on NVIDIA PC, 42.7 tok/s
D36Basic quality (D) · 36 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: Runs great on NVIDIA PC, 45.9 tok/s
D34Basic quality (D) · 34 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: Runs great on NVIDIA PC, 46.1 tok/s
D34Basic quality (D) · 34 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: Runs great on NVIDIA PC, 46.1 tok/s
D31Basic quality (D) · 31 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 well on Mac, 11.1 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: Runs well on Mac, 18.1 tok/s
D33Basic quality (D) · 33 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 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 61/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on NVIDIA PC, 37.8 tok/s
D35Basic quality (D) · 35 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 53.0 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 54.0 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 55.0 tok/s
D33Basic quality (D) · 33 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.
One device is enoughAlone: Runs great on NVIDIA PC, 46.1 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 79.8 tok/s
D28Basic quality (D) · 28 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.
One device is enoughAlone: Runs great on Mac, 42.8 tok/s
D34Basic quality (D) · 34 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.
One device is enoughAlone: Runs great on NVIDIA PC, 45.8 tok/s
D34Basic quality (D) · 34 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.
One device is enoughAlone: Runs great on NVIDIA PC, 43.8 tok/s
D32Basic quality (D) · 32 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.
One device is enoughAlone: Runs great on NVIDIA PC, 46.1 tok/s
D32Basic quality (D) · 32 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.
One device is enoughAlone: Runs great on NVIDIA PC, 46.1 tok/s
D32Basic quality (D) · 32 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.
One device is enoughAlone: Runs great on NVIDIA PC, 46.1 tok/s
D32Basic quality (D) · 32 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.
One device is enoughAlone: Runs great on NVIDIA PC, 46.1 tok/s
D36Basic quality (D) · 36 of 100: how capable the model is at F16, 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, 72.5 tok/s
D34Basic quality (D) · 34 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, 37.8 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q8_0, 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, 55.0 tok/s
D32Basic quality (D) · 32 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 well on NVIDIA PC, 41.6 tok/s
D25Basic quality (D) · 25 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 well on Mac, 28.7 tok/s
D34Basic quality (D) · 34 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 well on Mac, 14.4 tok/s
D33Basic quality (D) · 33 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, 45.3 tok/s
D32Basic quality (D) · 32 of 100: how capable the model is at Q8_0, 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, 53.0 tok/s
D30Basic quality (D) · 30 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, 46.1 tok/s
D30Basic quality (D) · 30 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, 46.1 tok/s
D34Basic quality (D) · 34 of 100: how capable the model is at Q8_0, 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, 66.1 tok/s
D30Basic quality (D) · 30 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, 43.1 tok/s
D30Basic quality (D) · 30 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 well on NVIDIA PC, 41.5 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q4_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 Mac, 33.8 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at Q4_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 Mac, 37.4 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q4_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, 46.1 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at Q8_0, 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, 52.6 tok/s
D32Basic quality (D) · 32 of 100: how capable the model is at F16, 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, 67.0 tok/s
D28Basic quality (D) · 28 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, 44.8 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 Mac, 33.8 tok/s
D30Basic quality (D) · 30 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, 67.2 tok/s
D30Basic quality (D) · 30 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, 67.2 tok/s
D22Basic quality (D) · 22 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 Mac, 42.8 tok/s
D28Basic quality (D) · 28 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, 45.9 tok/s
D30Basic quality (D) · 30 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, 70.5 tok/s
D30Basic quality (D) · 30 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, 83.7 tok/s
D30Basic quality (D) · 30 of 100: how capable the model is at F16, 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, 61.2 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, 46.1 tok/s
D30Basic quality (D) · 30 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 well on Mac, 18.1 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, 44.1 tok/s
D28Basic quality (D) · 28 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, 41.8 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q8_0, 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, 67.2 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at Q8_0, 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, 65.1 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, 46.1 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, 46.1 tok/s
D23Basic quality (D) · 23 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.
One device is enoughAlone: Runs well on Mac, 28.7 tok/s
D28Basic quality (D) · 28 of 100: how capable the model is at F16, 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, 53.7 tok/s
D26Basic quality (D) · 26 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, 45.5 tok/s
D27Basic quality (D) · 27 of 100: how capable the model is at Q8_0, 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, 69.7 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q8_0, 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, 57.0 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at F16, 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, 50.9 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at F16, 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, 50.5 tok/s
D21Basic quality (D) · 21 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 well on Mac, 28.7 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q8_0, 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, 64.6 tok/s
D21Basic quality (D) · 21 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 well on Mac, 26.8 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at F16, 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, 117 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 well on NVIDIA PC, 40.9 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, 46.6 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at Q8_0, 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, 75.5 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at F16, 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, 67.0 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 42.2 tok/s
D23Basic quality (D) · 23 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 Mac, 30.7 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 55/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 82.5 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at F16, 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, 50.9 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at F16, 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, 49.6 tok/s
D26Basic quality (D) · 26 of 100: how capable the model is at F16, 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, 90.0 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at Q8_0, 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, 60.7 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at F16, 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, 117 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 well on NVIDIA PC, 44.5 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 well on NVIDIA PC, 40.9 tok/s
D22Basic quality (D) · 22 of 100: how capable the model is at Q8_0, 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, 75.5 tok/s
D24Basic quality (D) · 24 of 100: how capable the model is at Q8_0, 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, 76.9 tok/s
D21Basic quality (D) · 21 of 100: how capable the model is at Q6_K, 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, 40.6 tok/s
D18Basic quality (D) · 18 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.
One device is enoughAlone: Runs great on Mac, 36.4 tok/s
D18Basic quality (D) · 18 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.
One device is enoughAlone: Runs great on Mac, 35.5 tok/s
D22Basic quality (D) · 22 of 100: how capable the model is at Q8_0, 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, 63.9 tok/s
D17Basic quality (D) · 17 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 well on NVIDIA PC, 39.9 tok/s
D22Basic quality (D) · 22 of 100: how capable the model is at F16, 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, 63.2 tok/s
D16Basic quality (D) · 16 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.
One device is enoughAlone: Runs great on Mac, 36.4 tok/s
D22Basic quality (D) · 22 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 Mac, 82.1 tok/s
D21Basic quality (D) · 21 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.
One device is enoughAlone: Runs well on Mac, 23.6 tok/s
D22Basic quality (D) · 22 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 Mac, 82.5 tok/s
D20Basic quality (D) · 20 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 Mac, 85.9 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, 45.5 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at F16, 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, 50.9 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 Mac, 40.9 tok/s
D21Basic quality (D) · 21 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 Mac, 76.5 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q8_0, 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, 56.1 tok/s
D20Basic quality (D) · 20 of 100: how capable the model is at F16, 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, 78.3 tok/s
D16Basic quality (D) · 16 of 100: how capable the model is at F16, 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, 52.9 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 Mac, 42.8 tok/s
D16Basic quality (D) · 16 of 100: how capable the model is at Q8_0, 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, 60.7 tok/s
D18Basic quality (D) · 18 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 52/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on Mac, 77.7 tok/s
D16Basic quality (D) · 16 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, 46.9 tok/s
D16Basic quality (D) · 16 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, 61.1 tok/s
D13Basic quality (D) · 13 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, 48.5 tok/s
D16Basic quality (D) · 16 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, 50.9 tok/s
D18Basic quality (D) · 18 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, 106 tok/s
D17Basic quality (D) · 17 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 Mac, 78.1 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q4_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, 45.6 tok/s
D14Basic quality (D) · 14 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, 52.9 tok/s
D16Basic quality (D) · 16 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 Mac, 85.9 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, 58.0 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, 58.0 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, 67.7 tok/s
D14Basic quality (D) · 14 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, 104 tok/s
D14Basic quality (D) · 14 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 Mac, 85.9 tok/s
D15Basic quality (D) · 15 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, 114 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, 67.7 tok/s
D10Basic quality (D) · 10 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, 47.8 tok/s
D10Basic quality (D) · 10 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, 47.8 tok/s
D14Basic quality (D) · 14 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, 151 tok/s
D11Basic quality (D) · 11 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 49/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs well on Mac, 11.3 tok/s
D14Basic quality (D) · 14 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, 224 tok/s
D12Basic quality (D) · 12 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, 174 tok/s
D11Basic quality (D) · 11 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, 104 tok/s
D12Basic quality (D) · 12 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, 224 tok/s
D12Basic quality (D) · 12 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, 230 tok/s
D5Basic quality (D) · 5 of 100: how capable the model is at Q4_K_M, 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, 46.2 tok/s
D10Basic quality (D) · 10 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, 154 tok/s
D10Basic quality (D) · 10 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, 160 tok/s
D10Basic quality (D) · 10 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, 341 tok/s
D8Basic quality (D) · 8 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, 145 tok/s
D8Basic quality (D) · 8 of 100: how capable the model is at F16, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 160 tok/s
D8Basic quality (D) · 8 of 100: how capable the model is at F16, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 218 tok/s
D6Basic quality (D) · 6 of 100: how capable the model is at F16, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 71.2 tok/s
D6Basic quality (D) · 6 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, 160 tok/s
D6Basic quality (D) · 6 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, 218 tok/s
D6Basic quality (D) · 6 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, 301 tok/s
D6Basic quality (D) · 6 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, 290 tok/s
D5Basic quality (D) · 5 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.
One device is enoughAlone: Runs great on NVIDIA PC, 218 tok/s
D4Basic quality (D) · 4 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.
One device is enoughAlone: Runs great on NVIDIA PC, 603 tok/s
D3Basic quality (D) · 3 of 100: how capable the model is at F16, whatever it runs on. Match score 43/100 (quality, fit, speed and memory use) sets the ranking.
One device is enoughAlone: Runs great on NVIDIA PC, 870 tok/s
D2Basic quality (D) · 2 of 100: how capable the model is at F16, whatever it runs on. Match score 43/100 (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 M4 Pro (48 GB) 
NVIDIA GeForce RTX 4060 
Raspberry Pi 4 (8 GB) 
