NVIDIA GeForce RTX 4080 SUPER vs AMD Radeon RX 9070 XT for local AI
Pick two to four systems or devices to see which runs more models, faster, for the kind of work you do.
Winner: NVIDIA GeForce RTX 4080 SUPER
For general chat: Its ten best models average a score of 95 vs 94; it is about 1.2ร faster on its top models.
 NVIDIA GeForce RTX 4080 SUPER
|
 AMD Radeon RX 9070 XT
|
|
|---|---|---|
| Memory | 16.0 GB VRAM | 16.0 GB VRAM |
| Usable for models | 16.0 GB | 16.0 GB |
| Memory bandwidth | 736 GB/s | 640 GB/s |
| FP16 compute | 52.2 TFLOPS | 97.3 TFLOPS |
| Launch price | $999 | $599 |
| Released | 2024 | 2025 |
| LLMs that run | 491 of 622 | 491 of 622 |
| LLMs that run well | 460 | 460 |
| Image models that run | 55 of 61 | 55 of 61 |
| Video models that run | 17 of 43 | 17 of 43 |
| Decision models that run | 68 of 70 | 68 of 70 |
| Top-10 LLM average score | 95 | 94 |
| Top-10 LLM average speed | 57.4 tok/s | 48.8 tok/s |
| Best LLM | Gemma 4 12B | Gemma 4 12B |
Highlighted values are the best of the two. Model results assume 8K of context.
LLMs
491 of 622 LLMs run on the NVIDIA GeForce RTX 4080 SUPER. 16.0 GB usable for models.
491 of 622 LLMs run on the AMD Radeon RX 9070 XT. 16.0 GB usable for models.
| Model | QualityRTX 4080 SUPER | SpeedRTX 4080 SUPER | RunsRTX 4080 SUPER | QualityRX 9070 XT | SpeedRX 9070 XT | RunsRX 9070 XT |
|---|---|---|---|---|---|---|
| Gemma 4 12B | 82Great quality (A) ยท 82 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. | 52.4 tok/s | Runs great | 82Great quality (A) ยท 82 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. | 39.2 tok/s | Runs great |
| K2 Horizon 7B | 80Great quality (A) ยท 80 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 96/100 (quality, fit, speed and memory use) sets the ranking. | 51.1 tok/s | Runs great | 80Great quality (A) ยท 80 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. | 38.3 tok/s | Runs great |
| SenseNova Loop 9B Preview | 78Great quality (A) ยท 78 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great | 77Great quality (A) ยท 77 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. | 48.6 tok/s | Runs great |
| Qwen3.8 27B | 80Great quality (A) ยท 80 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. | 42.0 tok/s | Runs welltight fit | 80Great quality (A) ยท 80 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 31.5 tok/s | Runs welltight fit |
| Ornith 1.5 9B | 77Great quality (A) ยท 77 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. | 47.7 tok/s | Runs great | 76Great quality (A) ยท 76 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. | 48.6 tok/s | Runs great |
| Qwen3.6 27B | 78Great quality (A) ยท 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. | 42.0 tok/s | Runs welltight fit | 78Great quality (A) ยท 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 31.5 tok/s | Runs welltight fit |
| Qwen3.5 9B | 76Great quality (A) ยท 76 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. | 47.7 tok/s | Runs great | 75Great quality (A) ยท 75 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. | 48.6 tok/s | Runs great |
| Qwen3.5 27B | 78Great quality (A) ยท 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. | 42.0 tok/s | Runs welltight fit | 78Great quality (A) ยท 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 31.5 tok/s | Runs welltight fit |
| Gemma 4 26B-A4B | 77Great quality (A) ยท 77 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 154 tok/s | Runs welltight fit | 77Great quality (A) ยท 77 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 132 tok/s | Runs welltight fit |
| Ornith 1.0 9B | 75Great quality (A) ยท 75 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 47.7 tok/s | Runs great | 74Great quality (A) ยท 74 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. | 48.6 tok/s | Runs great |
| TMax 9B | 74Great quality (A) ยท 74 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 51.4 tok/s | Runs great | 74Great quality (A) ยท 74 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 38.5 tok/s | Runs great |
| TMax 27B | 75Great quality (A) ยท 75 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 42.7 tok/s | Runs welltight fit | 75Great quality (A) ยท 75 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 32.0 tok/s | Runs welltight fit |
| Fara 1.5 27B | 73Great quality (A) ยท 73 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 42.7 tok/s | Runs welltight fit | 73Great quality (A) ยท 73 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 32.0 tok/s | Runs welltight fit |
| Raon-1 mini Preview (30B-A4B) | 73Great quality (A) ยท 73 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 144 tok/s | Runs welltight fit | 73Great quality (A) ยท 73 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 123 tok/s | Runs welltight fit |
| UI-Mate 27B | 72Great quality (A) ยท 72 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 42.7 tok/s | Runs welltight fit | 72Great quality (A) ยท 72 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 32.0 tok/s | Runs welltight fit |
| gpt-oss 20B | 70Great quality (A) ยท 70 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 141 tok/s | Runs great | 70Great quality (A) ยท 70 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 120 tok/s | Runs great |
| Apriel 1.5 15B Thinker | 69Good quality (B) ยท 69 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 50.2 tok/s | Runs great | 69Good quality (B) ยท 69 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 37.6 tok/s | Runs great |
| Nemotron 3.5 Bolt E4B | 70Great quality (A) ยท 70 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 102 tok/s | Runs great | 70Great quality (A) ยท 70 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 76.5 tok/s | Runs great |
| Granite 4.2 8B | 68Good quality (B) ยท 68 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 52.3 tok/s | Runs great | 68Good quality (B) ยท 68 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 39.2 tok/s | Runs great |
| Nanbeige4.2 3B | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 50.8 tok/s | Runs great | 68Good quality (B) ยท 68 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. | 82.6 tok/s | Runs great |
| Phi-4 Reasoning Vision 15B | 69Good quality (B) ยท 69 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. | 41.5 tok/s | Runs welltight fit | 66Good quality (B) ยท 66 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 44.7 tok/s | Runs great |
| MiMo V2.6 Distill Qwen 9B | 78Great quality (A) ยท 78 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 48.9 tok/s | Runs great | 77Great quality (A) ยท 77 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. | 49.9 tok/s | Runs great |
| Gemma 4 E4B | 68Good quality (B) ยท 68 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 102 tok/s | Runs great | 68Good quality (B) ยท 68 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 76.5 tok/s | Runs great |
| Nemotron Labs Dory 1.0 4B | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 53.3 tok/s | Runs great | 68Good quality (B) ยท 68 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 86.5 tok/s | Runs great |
| Qwen3 14B | 65Good quality (B) ยท 65 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 50.4 tok/s | Runs great | 65Good quality (B) ยท 65 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| Spark-X2.6 4B | 66Good quality (B) ยท 66 of 100: how capable the model is at F16, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 51.6 tok/s | Runs great | 66Good quality (B) ยท 66 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. | 83.8 tok/s | Runs great |
| Muse Glimmer 30B | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 49.8 tok/s | Runs great | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 37.3 tok/s | Runs great |
| Hermes 4 14B | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 50.5 tok/s | Runs great | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| DiffusionGemma 26B-A4B IT | 65Good quality (B) ยท 65 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. | 150 tok/s | Runs welltight fit | 65Good quality (B) ยท 65 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. | 128 tok/s | Runs welltight fit |
| Qwen3.6 35B-A3B | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| MiniCPM-V 4.7 35B-A3B | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Qwen3.5 35B-A3B | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Nex N2 Mini (35B-A3B) | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| LFM2.5 24B-A2B | 62Good quality (B) ยท 62 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 187 tok/s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 166 tok/s | Runs great |
| Ministral 3 14B | 62Good quality (B) ยท 62 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 53.5 tok/s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 40.1 tok/s | Runs great |
| Phi-4 (14B) | 62Good quality (B) ยท 62 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 50.8 tok/s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 38.0 tok/s | Runs great |
| Gemma 4 E2B | 62Good quality (B) ยท 62 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 92.2 tok/s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 69.0 tok/s | Runs great |
| InternVL3.5 8B | 62Good quality (B) ยท 62 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 53.9 tok/s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 40.4 tok/s | Runs great |
| Qwen3-VL 8B Instruct | 62Good quality (B) ยท 62 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 52.4 tok/s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 39.3 tok/s | Runs great |
| Qwen3.5 4B | 62Good quality (B) ยท 62 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 45.5 tok/s | Runs great | 62Good quality (B) ยท 62 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. | 73.9 tok/s | Runs great |
| Devstral Small 2 (24B) | 63Good quality (B) ยท 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 48.6 tok/s | Runs welltight fit | 63Good quality (B) ยท 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 36.4 tok/s | Runs welltight fit |
| Gemma 4 31B | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 47.5 tok/s | Runs welltight fit | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 35.5 tok/s | Runs welltight fit |
| Sage-A1.5 35B-A3B | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| InternVL3 14B | 63Good quality (B) ยท 63 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. | 41.5 tok/s | Runs welltight fit | 60Good quality (B) ยท 60 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 44.7 tok/s | Runs great |
| Ornith 1.5 35B-A3B | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Qwen2.5 14B Instruct | 60Good quality (B) ยท 60 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 50.8 tok/s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 38.0 tok/s | Runs great |
| Apodex 1.1 Mini (35B-A3B) | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Ornith 1.0 35B-A3B | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| TMax 4B | 61Good quality (B) ยท 61 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 50.3 tok/s | Runs great | 61Good quality (B) ยท 61 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 81.8 tok/s | Runs great |
| Agents-A1 4B | 60Good quality (B) ยท 60 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 46.7 tok/s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 75.9 tok/s | Runs great |
| GLM-4.1V 9B Thinking | 60Good quality (B) ยท 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 44.7 tok/s | Runs great | 59Good quality (B) ยท 59 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. | 45.6 tok/s | Runs great |
| Granite 4.1 8B | 60Good quality (B) ยท 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 52.3 tok/s | Runs great | 60Good quality (B) ยท 60 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. | 39.2 tok/s | Runs great |
| MiniCPM-V 4.5 8B | 60Good quality (B) ยท 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 52.9 tok/s | Runs great | 60Good quality (B) ยท 60 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. | 39.6 tok/s | Runs great |
| Nemotron Nano 9B v2 | 60Good quality (B) ยท 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 51.7 tok/s | Runs great | 60Good quality (B) ยท 60 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. | 38.7 tok/s | Runs great |
| Qwen3 8B | 60Good quality (B) ยท 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 56.2 tok/s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 42.1 tok/s | Runs great |
| Gemma 3 12B IT | 59Good quality (B) ยท 59 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. | 51.4 tok/s | Runs great | 59Good quality (B) ยท 59 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. | 38.5 tok/s | Runs great |
| GLM-4.7 Flash (30B-A3B) | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| UI-Mate 9B | 70Great quality (A) ยท 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. | 48.9 tok/s | Runs great | 69Good quality (B) ยท 69 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. | 49.9 tok/s | Runs great |
| UI-Venus 2 9B | 70Great quality (A) ยท 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. | 48.9 tok/s | Runs great | 69Good quality (B) ยท 69 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. | 49.9 tok/s | Runs great |
| Phi-4 Reasoning Plus (14B) | 69Good quality (B) ยท 69 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 50.9 tok/s | Runs great | 69Good quality (B) ยท 69 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 38.1 tok/s | Runs great |
| Ling 3.0 Tiny (8B-A1.3B) | 60Good quality (B) ยท 60 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. | 151 tok/s | Runs great | 60Good quality (B) ยท 60 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. | 132 tok/s | Runs great |
| Agents-A1 35B-A3B | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Qwen AgentWorld 35B-A3B | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| ERNIE 4.5 21B-A3B | 60Good quality (B) ยท 60 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. | 150 tok/s | Runs welltight fit | 60Good quality (B) ยท 60 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. | 128 tok/s | Runs welltight fit |
| Gemma 3 27B IT | 60Good quality (B) ยท 60 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. | 42.6 tok/s | Runs welltight fit | 60Good quality (B) ยท 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 31.9 tok/s | Runs welltight fit |
| Kimi-VL A3B Thinking 2506 | 58Good quality (B) ยท 58 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 133 tok/s | Runs great | 58Good quality (B) ยท 58 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 113 tok/s | Runs great |
| Qwen2.5 14B Instruct 1M | 58Good quality (B) ยท 58 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 50.5 tok/s | Runs great | 58Good quality (B) ยท 58 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| Mellum2.1 Thinking (12B-A2.5B) | 69Good quality (B) ยท 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. | 132 tok/s | Runs great | 69Good quality (B) ยท 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. | 112 tok/s | Runs great |
| Fara 1.5 4B | 58Good quality (B) ยท 58 of 100: how capable the model is at F16, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 46.7 tok/s | Runs great | 58Good quality (B) ยท 58 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. | 75.9 tok/s | Runs great |
| MiMo-VL 7B RL | 58Good quality (B) ยท 58 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. | 55.3 tok/s | Runs great | 58Good quality (B) ยท 58 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. | 41.4 tok/s | Runs great |
| Phi-4 Reasoning (14B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 50.9 tok/s | Runs great | 67Good quality (B) ยท 67 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 38.1 tok/s | Runs great |
| Devstral Small 1.1 (24B) | 58Good quality (B) ยท 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 49.6 tok/s | Runs welltight fit | 58Good quality (B) ยท 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 37.1 tok/s | Runs welltight fit |
| Magistral Small 2507 | 58Good quality (B) ยท 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 49.6 tok/s | Runs welltight fit | 58Good quality (B) ยท 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 37.1 tok/s | Runs welltight fit |
| MedGemma 27B Text IT | 58Good quality (B) ยท 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 43.2 tok/s | Runs welltight fit | 58Good quality (B) ยท 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 32.4 tok/s | Runs welltight fit |
| Mage-VL 4.7B | 56Good quality (B) ยท 56 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 44.7 tok/s | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 72.7 tok/s | Runs great |
| MiMo 7B RL | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 58.7 tok/s | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 44.0 tok/s | Runs great |
| Ministral 3 8B | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 51.6 tok/s | Runs great | 55Good quality (B) ยท 55 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. | 52.6 tok/s | Runs great |
| InternVL3 8B | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 57.9 tok/s | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 43.4 tok/s | Runs great |
| EXAONE 4.5 33B | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 43.2 tok/s | Runs welltight fit | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 32.3 tok/s | Runs welltight fit |
| Magistral Small 2506 | 57Good quality (B) ยท 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 49.6 tok/s | Runs welltight fit | 57Good quality (B) ยท 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 37.1 tok/s | Runs welltight fit |
| Mistral Small 3.2 24B | 57Good quality (B) ยท 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 48.6 tok/s | Runs welltight fit | 57Good quality (B) ยท 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 36.4 tok/s | Runs welltight fit |
| Terminal RSI 27B | 57Good quality (B) ยท 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 42.0 tok/s | Runs welltight fit | 57Good quality (B) ยท 57 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 31.5 tok/s | Runs welltight fit |
| Maple Preview (20B-A1B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 182 tok/s | Runs welltight fit | 67Good quality (B) ยท 67 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 162 tok/s | Runs welltight fit |
| Groot 19B A3B 261023 | 54Fair quality (C) ยท 54 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. | 150 tok/s | Runs great | 54Fair quality (C) ยท 54 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. | 128 tok/s | Runs great |
| Hemmingway 1.5 | 56Good quality (B) ยท 56 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 43.4 tok/s | Runs welltight fit | 56Good quality (B) ยท 56 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. | 32.5 tok/s | Runs welltight fit |
| Llama 3.1 Nemotron Nano 8B v1 | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Qwen3 4B Instruct 2507 | 54Fair quality (C) ยท 54 of 100: how capable the model is at F16, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 52.7 tok/s | Runs great | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 85.7 tok/s | Runs great |
| Qwen3-VL 4B Instruct | 54Fair quality (C) ยท 54 of 100: how capable the model is at F16, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 47.7 tok/s | Runs great | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 77.6 tok/s | Runs great |
| MiniCPM4 8B | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 56.2 tok/s | Runs great | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 42.1 tok/s | Runs great |
| Nemotron Cascade 2 30B-A3B | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 182 tok/s | Runs welltight fit | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 159 tok/s | Runs welltight fit |
| Mistral Small 3.1 24B | 55Good quality (B) ยท 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 48.7 tok/s | Runs welltight fit | 55Good quality (B) ยท 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 36.4 tok/s | Runs welltight fit |
| Trinity Mini (26B-A3B) | 55Good quality (B) ยท 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit | 55Good quality (B) ยท 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 150 tok/s | Runs welltight fit |
| ERNIE 4.5 21B-A3B Thinking | 66Good quality (B) ยท 66 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 150 tok/s | Runs welltight fit | 66Good quality (B) ยท 66 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 128 tok/s | Runs welltight fit |
| AceReason Nemotron 14B | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 50.5 tok/s | Runs great | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| Ministral 3 14B Reasoning | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 53.5 tok/s | Runs great | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 40.1 tok/s | Runs great |
| OpenReasoning Nemotron 14B | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 50.5 tok/s | Runs great | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| Qwen2.5 Coder 14B Instruct | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 50.5 tok/s | Runs great | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| Apriel Nemotron 15B Thinker | 65Good quality (B) ยท 65 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 41.9 tok/s | Runs welltight fit | 62Good quality (B) ยท 62 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. | 45.2 tok/s | Runs great |
| GLM-4 9B 0414 | 52Fair quality (C) ยท 52 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. | 48.9 tok/s | Runs great | 51Fair quality (C) ยท 51 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. | 49.9 tok/s | Runs great |
| Hunyuan 7B Instruct | 52Fair quality (C) ยท 52 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. | 61.3 tok/s | Runs great | 52Fair quality (C) ยท 52 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. | 45.9 tok/s | Runs great |
| LFM2.5 8B-A1B | 52Fair quality (C) ยท 52 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. | 142 tok/s | Runs great | 52Fair quality (C) ยท 52 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. | 123 tok/s | Runs great |
| MiniCPM-o 2.6 8B | 52Fair quality (C) ยท 52 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. | 53.0 tok/s | Runs great | 52Fair quality (C) ยท 52 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. | 39.7 tok/s | Runs great |
| NorthCUA Nano | 52Fair quality (C) ยท 52 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. | 48.9 tok/s | Runs great | 51Fair quality (C) ยท 51 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. | 49.9 tok/s | Runs great |
| Qwen2.5-VL 7B Instruct | 52Fair quality (C) ยท 52 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. | 55.5 tok/s | Runs great | 52Fair quality (C) ยท 52 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. | 41.5 tok/s | Runs great |
| Nemotron 3 Nano 30B-A3B | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 182 tok/s | Runs welltight fit | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 159 tok/s | Runs welltight fit |
| Qwen3 30B-A3B Instruct 2507 | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 187 tok/s | Runs welltight fit | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 164 tok/s | Runs welltight fit |
| Mistral Small 3 24B (2501) | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 49.6 tok/s | Runs welltight fit | 53Fair quality (C) ยท 53 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. | 37.1 tok/s | Runs welltight fit |
| Falcon 3 10B Instruct | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 60.8 tok/s | Runs great | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 45.5 tok/s | Runs great |
| Mistral Nemo 12B Instruct | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 51.4 tok/s | Runs great | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 38.5 tok/s | Runs great |
| Granite 4.2 30B | 53Fair quality (C) ยท 53 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. | 50.7 tok/s | Runs welltight fit | 53Fair quality (C) ยท 53 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. | 37.9 tok/s | Runs welltight fit |
| Qwen3-VL 30B-A3B Thinking | 53Fair quality (C) ยท 53 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. | 187 tok/s | Runs welltight fit | 53Fair quality (C) ยท 53 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. | 164 tok/s | Runs welltight fit |
| DeepCoder 14B Preview | 62Good quality (B) ยท 62 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 50.5 tok/s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| DeepSeek R1 0528 Qwen3 8B | 62Good quality (B) ยท 62 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. | 56.2 tok/s | Runs great | 62Good quality (B) ยท 62 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. | 42.1 tok/s | Runs great |
| Qwen2.5 7B Instruct | 52Fair quality (C) ยท 52 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. | 60.4 tok/s | Runs great | 52Fair quality (C) ยท 52 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. | 45.2 tok/s | Runs great |
| Ling Mini 2.0 (16B-A1.4B) | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 186 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 167 tok/s | Runs great |
| Solar Pro Preview 22B | 50Fair quality (C) ยท 50 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. | 52.8 tok/s | Runs great | 50Fair quality (C) ยท 50 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. | 39.5 tok/s | Runs great |
| KAT-Coder V2.5 Dev (35B-A3B) | 63Good quality (B) ยท 63 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. | 194 tok/s | Runs welltight fit | 63Good quality (B) ยท 63 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. | 172 tok/s | Runs welltight fit |
| Foundation-Sec 1.1 8B Instruct | 50Fair quality (C) ยท 50 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. | 57.3 tok/s | Runs great | 50Fair quality (C) ยท 50 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. | 42.9 tok/s | Runs great |
| Gemma 2 9B IT | 50Fair quality (C) ยท 50 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. | 49.8 tok/s | Runs great | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 50.8 tok/s | Runs great |
| InternLM3 8B Instruct | 50Fair quality (C) ยท 50 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. | 52.3 tok/s | Runs great | 50Fair quality (C) ยท 50 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. | 39.1 tok/s | Runs great |
| InternVL2.5 8B | 50Fair quality (C) ยท 50 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. | 56.9 tok/s | Runs great | 50Fair quality (C) ยท 50 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. | 42.6 tok/s | Runs great |
| Olmo 3 7B Instruct | 50Fair quality (C) ยท 50 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. | 63.0 tok/s | Runs great | 50Fair quality (C) ยท 50 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. | 47.2 tok/s | Runs great |
| Qwen3 4B | 50Fair quality (C) ยท 50 of 100: how capable the model is at F16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 52.7 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 85.7 tok/s | Runs great |
| Dolphin Mistral 24B Venice Edition | 52Fair quality (C) ยท 52 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. | 48.6 tok/s | Runs welltight fit | 52Fair quality (C) ยท 52 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 36.4 tok/s | Runs welltight fit |
| Voxtral Small 24B | 52Fair quality (C) ยท 52 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. | 48.1 tok/s | Runs welltight fit | 52Fair quality (C) ยท 52 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 36.1 tok/s | Runs welltight fit |
| GLM-4 32B 0414 | 51Fair quality (C) ยท 51 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. | 45.6 tok/s | Runs welltight fit | 51Fair quality (C) ยท 51 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. | 34.1 tok/s | Runs welltight fit |
| Qwen3 30B-A3B | 51Fair quality (C) ยท 51 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. | 187 tok/s | Runs welltight fit | 51Fair quality (C) ยท 51 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. | 164 tok/s | Runs welltight fit |
| Qwen3-VL 30B-A3B Instruct | 51Fair quality (C) ยท 51 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. | 187 tok/s | Runs welltight fit | 51Fair quality (C) ยท 51 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. | 164 tok/s | Runs welltight fit |
| Pixtral 12B (2409) | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 50.6 tok/s | Runs great | 49Fair quality (C) ยท 49 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. | 37.9 tok/s | Runs great |
| Reka Flash 3.1 (21B) | 62Good quality (B) ยท 62 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. | 43.2 tok/s | Runs welltight fit | 62Good quality (B) ยท 62 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 32.4 tok/s | Runs welltight fit |
| DeepSeek R1 Distill Qwen 14B | 60Good quality (B) ยท 60 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 50.5 tok/s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| JanusCoder 14B | 60Good quality (B) ยท 60 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 50.5 tok/s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 37.8 tok/s | Runs great |
| GLiDE 9B | 50Fair quality (C) ยท 50 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. | 57.9 tok/s | Runs great | 50Fair quality (C) ยท 50 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. | 43.4 tok/s | Runs great |
| Mage-VL-Cowork 4.7B | 60Good quality (B) ยท 60 of 100: how capable the model is at F16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 44.7 tok/s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 72.7 tok/s | Runs great |
| Granite 4.2 3B | 52Fair quality (C) ยท 52 of 100: how capable the model is at F16, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 57.9 tok/s | Runs great | 52Fair quality (C) ยท 52 of 100: how capable the model is at F16, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 43.4 tok/s | Runs great |
| Qwen2.5 7B Instruct 1M | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 60.4 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 45.2 tok/s | Runs great |
| Kimi-VL A3B Instruct | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 133 tok/s | Runs great | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 113 tok/s | Runs great |
| MiniCPM5 2B | 60Good quality (B) ยท 60 of 100: how capable the model is at F16, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 84.1 tok/s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at F16, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 63.0 tok/s | Runs great |
| Dolphin 3.0 R1 Mistral 24B | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 49.6 tok/s | Runs welltight fit | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 37.1 tok/s | Runs welltight fit |
| EXAONE 4.0 32B | 50Fair quality (C) ยท 50 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. | 46.4 tok/s | Runs welltight fit | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 34.7 tok/s | Runs welltight fit |
| Granite 4.1 30B | 50Fair quality (C) ยท 50 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. | 51.4 tok/s | Runs welltight fit | 50Fair quality (C) ยท 50 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. | 38.5 tok/s | Runs welltight fit |
| Nemotron 3.5 Lightning 30B-A3B | 50Fair quality (C) ยท 50 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. | 194 tok/s | Runs welltight fit | 50Fair quality (C) ยท 50 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. | 172 tok/s | Runs welltight fit |
| Olmo 3.1 32B Instruct | 50Fair quality (C) ยท 50 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. | 46.0 tok/s | Runs welltight fit | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 34.5 tok/s | Runs welltight fit |
| Falcon-H1 7B Instruct | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 60.6 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 45.4 tok/s | Runs great |
| GLM-4 9B Chat (2024) | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 48.9 tok/s | Runs great | 47Fair quality (C) ยท 47 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. | 49.9 tok/s | Runs great |
| GLM-4 9B Chat 1M | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 48.5 tok/s | Runs great | 47Fair quality (C) ยท 47 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. | 49.5 tok/s | Runs great |
| Hermes 3 (Llama 3.1 8B) | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Llama 3.1 8B Instruct | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| MiniCPM-V 2.6 8B | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 56.8 tok/s | Runs great | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 42.5 tok/s | Runs great |
| Magistral Small 1.2 (24B) | 60Good quality (B) ยท 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 48.6 tok/s | Runs welltight fit | 60Good quality (B) ยท 60 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. | 36.4 tok/s | Runs welltight fit |
| LFM2 24B-A2B | 47Fair quality (C) ยท 47 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 192 tok/s | Runs great | 47Fair quality (C) ยท 47 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 170 tok/s | Runs great |
| Nemotron 3 Nano 4B | 50Fair quality (C) ยท 50 of 100: how capable the model is at F16, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 53.4 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 86.7 tok/s | Runs great |
| GLM-Z1 9B (0414) | 58Good quality (B) ยท 58 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 48.9 tok/s | Runs great | 57Good quality (B) ยท 57 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 49.9 tok/s | Runs great |
| Seed-Coder 8B Reasoning | 58Good quality (B) ยท 58 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 55.7 tok/s | Runs great | 58Good quality (B) ยท 58 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 41.7 tok/s | Runs great |
| Sarvam 30B | 49Fair quality (C) ยท 49 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. | 211 tok/s | Runs welltight fit | 49Fair quality (C) ยท 49 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. | 189 tok/s | Runs welltight fit |
| Hunyuan Hy-Memory 30B-A3B | 59Good quality (B) ยท 59 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 59Good quality (B) ยท 59 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Apertus v1.5 8B | 46Fair quality (C) ยท 46 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. | 51.7 tok/s | Runs great | 45Fair quality (C) ยท 45 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 52.7 tok/s | Runs great |
| DeepHermes 3 Llama 3 8B Preview | 46Fair quality (C) ยท 46 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. | 57.3 tok/s | Runs great | 46Fair quality (C) ยท 46 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. | 42.9 tok/s | Runs great |
| Dolphin 3.0 Llama 3.1 8B | 46Fair quality (C) ยท 46 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. | 57.3 tok/s | Runs great | 46Fair quality (C) ยท 46 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. | 42.9 tok/s | Runs great |
| EXAONE 3.5 7.8B | 46Fair quality (C) ยท 46 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. | 58.8 tok/s | Runs great | 46Fair quality (C) ยท 46 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. | 44.0 tok/s | Runs great |
| Granite 3.2 8B Instruct | 46Fair quality (C) ยท 46 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. | 56.3 tok/s | Runs great | 46Fair quality (C) ยท 46 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. | 42.2 tok/s | Runs great |
| Granite 3.3 8B | 46Fair quality (C) ยท 46 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. | 56.3 tok/s | Runs great | 46Fair quality (C) ยท 46 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. | 42.2 tok/s | Runs great |
| Ministral 8B (2410) | 46Fair quality (C) ยท 46 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. | 57.3 tok/s | Runs great | 46Fair quality (C) ยท 46 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. | 42.9 tok/s | Runs great |
| Qwen2.5-Omni 7B | 46Fair quality (C) ยท 46 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. | 42.9 tok/s | Runs great | 45Fair quality (C) ยท 45 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. | 43.7 tok/s | Runs great |
| Tรผlu 3 8B | 46Fair quality (C) ยท 46 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. | 57.3 tok/s | Runs great | 46Fair quality (C) ยท 46 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. | 42.9 tok/s | Runs great |
| Falcon 3 7B Instruct | 46Fair quality (C) ยท 46 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. | 61.7 tok/s | Runs great | 46Fair quality (C) ยท 46 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. | 46.2 tok/s | Runs great |
| InternLM2.5 20B Chat | 47Fair quality (C) ยท 47 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 45.5 tok/s | Runs welltight fit | 47Fair quality (C) ยท 47 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. | 34.1 tok/s | Runs welltight fit |
| EXAONE Deep 7.8B | 56Good quality (B) ยท 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. | 58.8 tok/s | Runs great | 56Good quality (B) ยท 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. | 44.0 tok/s | Runs great |
| Qwen3 4B Thinking 2507 | 56Good quality (B) ยท 56 of 100: how capable the model is at F16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 52.7 tok/s | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 85.7 tok/s | Runs great |
| Seed-Coder 8B Instruct | 56Good quality (B) ยท 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. | 55.7 tok/s | Runs great | 56Good quality (B) ยท 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. | 41.7 tok/s | Runs great |
| Moonlight 16B-A3B Instruct | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 133 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 113 tok/s | Runs great |
| Phi-3 Medium (14B) | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 53.5 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 40.0 tok/s | Runs great |
| Phi-3 Medium 128K Instruct | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 53.5 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 40.0 tok/s | Runs great |
| Gemma 3 4B IT | 45Fair quality (C) ยท 45 of 100: how capable the model is at F16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 49.3 tok/s | Runs great | 45Fair quality (C) ยท 45 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 80.1 tok/s | Runs great |
| Gemma 3n E4B | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 115 tok/s | Runs great | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 86.1 tok/s | Runs great |
| Aya Vision 8B | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 53.3 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 39.9 tok/s | Runs great |
| Dolphin 2.9.4 Llama 3.1 8B | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Granite 3.1 8B Instruct | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 56.3 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 42.2 tok/s | Runs great |
| Hermes 2 Pro Llama 3 8B | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| InternVL2 8B | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 56.9 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 42.6 tok/s | Runs great |
| Llama 3.1 Nemotron Nano 4B v1.1 | 44Fair quality (C) ยท 44 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. | 47.0 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 76.4 tok/s | Runs great |
| OpenChat 3.6 8B | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Qwen2-VL 7B Instruct | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 55.5 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 41.5 tok/s | Runs great |
| Phi-3 Small 8K Instruct | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 62.2 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 46.6 tok/s | Runs great |
| Command R7B | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| MedGemma 4B IT | 44Fair quality (C) ยท 44 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. | 49.3 tok/s | Runs great | 44Fair quality (C) ยท 44 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. | 80.1 tok/s | Runs great |
| Phi-4 Mini (3.8B) | 44Fair quality (C) ยท 44 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. | 55.2 tok/s | Runs great | 44Fair quality (C) ยท 44 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. | 41.3 tok/s | Runs great |
| Mistral Small 22B (2409) | 45Fair quality (C) ยท 45 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. | 52.5 tok/s | Runs welltight fit | 45Fair quality (C) ยท 45 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. | 39.3 tok/s | Runs welltight fit |
| Falcon-H1R 7B | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 60.6 tok/s | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 45.4 tok/s | Runs great |
| Olmo 3 7B Think | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 63.0 tok/s | Runs great | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 47.2 tok/s | Runs great |
| North Mini Code 1.0 (30B-A3B) | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Ministral 3 3B | 44Fair quality (C) ยท 44 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. | 55.1 tok/s | Runs great | 44Fair quality (C) ยท 44 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. | 41.2 tok/s | Runs great |
| Qwen2 7B Instruct | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 60.4 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 45.2 tok/s | Runs great |
| Qwen2.5 Coder 7B Instruct | 55Good quality (B) ยท 55 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 60.4 tok/s | Runs great | 55Good quality (B) ยท 55 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 45.2 tok/s | Runs great |
| Flint (40B-A2.5B) | 75Great quality (A) ยท 75 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. | 90.6 tok/s | Runs welloffloads to RAM | 75Great quality (A) ยท 75 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. | 86.5 tok/s | Runs welloffloads to RAM |
| Devstral Small 2505 | 55Good quality (B) ยท 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 49.6 tok/s | Runs welltight fit | 55Good quality (B) ยท 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 37.1 tok/s | Runs welltight fit |
| SenseNova 6.8 Code2Video | 55Good quality (B) ยท 55 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.7 tok/s | Runs welltight fit | 55Good quality (B) ยท 55 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. | 32.0 tok/s | Runs welltight fit |
| Hunyuan 4B Instruct | 42Fair quality (C) ยท 42 of 100: how capable the model is at F16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 50.2 tok/s | Runs great | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 81.6 tok/s | Runs great |
| Llama 3 8B Instruct | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Mistral-NeMo-Minitron 8B Instruct | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 54.7 tok/s | Runs great | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 41.0 tok/s | Runs great |
| OLMo 2 13B Instruct | 41Fair quality (C) ยท 41 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. | 65.9 tok/s | Runs great | 41Fair quality (C) ยท 41 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. | 49.3 tok/s | Runs great |
| Command R7B Arabic | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Llama 3.2 11B Vision Instruct | 41Fair quality (C) ยท 41 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 58.7 tok/s | Runs great | 41Fair quality (C) ยท 41 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 44.0 tok/s | Runs great |
| OpenReasoning Nemotron 7B | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 60.4 tok/s | Runs great | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 45.2 tok/s | Runs great |
| Qwen3 30B-A3B Thinking 2507 | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 187 tok/s | Runs welltight fit | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 164 tok/s | Runs welltight fit |
| Qwen3 Coder 30B-A3B | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 187 tok/s | Runs welltight fit | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 164 tok/s | Runs welltight fit |
| Axion 1.0 35B | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Command R (08-2024) 32B | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 45.9 tok/s | Runs welltight fit | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 34.4 tok/s | Runs welltight fit |
| Gemma 2 27B IT | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 54.6 tok/s | Runs welltight fit | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 40.8 tok/s | Runs welltight fit |
| Granite 4.0 H Small (32B-A9B) | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 109 tok/s | Runs welltight fit | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 89.1 tok/s | Runs welltight fit |
| Granite 4.1 3B | 46Fair quality (C) ยท 46 of 100: how capable the model is at F16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 62.3 tok/s | Runs great | 46Fair quality (C) ยท 46 of 100: how capable the model is at F16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 46.7 tok/s | Runs great |
| Foundation-Sec 8B Reasoning | 52Fair quality (C) ยท 52 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 52Fair quality (C) ยท 52 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| AFM 4.5B | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 45.9 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 74.5 tok/s | Runs great |
| Apertus 8B Instruct | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 57.1 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.8 tok/s | Runs great |
| Aya Expanse 8B | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Granite 3.0 8B Instruct | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 56.3 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.2 tok/s | Runs great |
| InternLM2.5 7B Chat | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 59.4 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 44.5 tok/s | Runs great |
| Nous Hermes 2 SOLAR 10.7B | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great | 39Basic quality (D) ยท 39 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. | 43.7 tok/s | Runs great |
| Phi-3.5 Mini Instruct | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 55.5 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 41.5 tok/s | Runs great |
| SOLAR 10.7B Instruct | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great | 39Basic quality (D) ยท 39 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. | 43.7 tok/s | Runs great |
| Olmo 3.1 32B Think | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 46.0 tok/s | Runs welltight fit | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 34.5 tok/s | Runs welltight fit |
| Aya Expanse 32B | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 45.9 tok/s | Runs welltight fit | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 34.4 tok/s | Runs welltight fit |
| Aya Vision 32B | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 44.8 tok/s | Runs welltight fit | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 33.5 tok/s | Runs welltight fit |
| OLMo 2 32B Instruct | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 46.0 tok/s | Runs welltight fit | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 34.5 tok/s | Runs welltight fit |
| DeepSeek Coder V2 Lite (16B) | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 149 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 128 tok/s | Runs great |
| NorthCUA Mini | 41Fair quality (C) ยท 41 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 194 tok/s | Runs welltight fit | 41Fair quality (C) ยท 41 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 172 tok/s | Runs welltight fit |
| Granite 4.0 H Tiny (7B-A1B) | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 167 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 149 tok/s | Runs great |
| DeepSeek R1 Distill Llama 8B | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Fara 7B | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 55.5 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 41.5 tok/s | Runs great |
| Qianfan-OCR 4B | 50Fair quality (C) ยท 50 of 100: how capable the model is at F16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 44.7 tok/s | Runs great | 50Fair quality (C) ยท 50 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. | 72.7 tok/s | Runs great |
| DeepSeek V2 Lite Chat | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 149 tok/s | Runs great | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 128 tok/s | Runs great |
| Codestral 22B | 52Fair quality (C) ยท 52 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. | 52.5 tok/s | Runs welltight fit | 52Fair quality (C) ยท 52 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. | 39.3 tok/s | Runs welltight fit |
| LFM3 1.7B | 56Good quality (B) ยท 56 of 100: how capable the model is at F16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 123 tok/s | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at F16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 91.7 tok/s | Runs great |
| GLM-Z1 32B (0414) | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 45.6 tok/s | Runs welltight fit | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 34.1 tok/s | Runs welltight fit |
| Dolphin 2.9 Llama 3 8B | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Phi-3.5 Vision Instruct | 38Basic quality (D) ยท 38 of 100: how capable the model is at F16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 51.1 tok/s | Runs great | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 83.0 tok/s | Runs great |
| LFM2 8B-A1B | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 142 tok/s | Runs great | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 123 tok/s | Runs great |
| InternLM2 Chat 20B | 39Basic quality (D) ยท 39 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. | 45.5 tok/s | Runs welltight fit | 35Basic quality (D) ยท 35 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. | 44.0 tok/s | Runs great |
| Phi-4 Multimodal Instruct | 44Fair quality (C) ยท 44 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. | 82.6 tok/s | Runs great | 44Fair quality (C) ยท 44 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. | 61.8 tok/s | Runs great |
| EXAONE 3.0 7.8B Instruct | 38Basic quality (D) ยท 38 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. | 58.8 tok/s | Runs great | 38Basic quality (D) ยท 38 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. | 44.0 tok/s | Runs great |
| Mistral 7B Instruct v0.3 | 38Basic quality (D) ยท 38 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. | 63.4 tok/s | Runs great | 38Basic quality (D) ยท 38 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. | 47.5 tok/s | Runs great |
| S5 nano | 37Basic quality (D) ยท 37 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 45.5 tok/s | Runs great | 37Basic quality (D) ยท 37 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. | 73.9 tok/s | Runs great |
| LightOnOCR-3 4B | 48Fair quality (C) ยท 48 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 46.7 tok/s | Runs great | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 75.9 tok/s | Runs great |
| Zamba2 7B Instruct | 38Basic quality (D) ยท 38 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. | 62.5 tok/s | Runs great | 38Basic quality (D) ยท 38 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. | 46.8 tok/s | Runs great |
| MiniCPM3 4B | 38Basic quality (D) ยท 38 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 52.1 tok/s | Runs great | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 84.6 tok/s | Runs great |
| Gemma 3n E2B | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 106 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 79.4 tok/s | Runs great |
| OLMo 2 7B Instruct | 36Basic quality (D) ยท 36 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. | 63.0 tok/s | Runs great | 36Basic quality (D) ยท 36 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. | 47.2 tok/s | Runs great |
| Phi-3 Mini 128K Instruct | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 55.5 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 41.5 tok/s | Runs great |
| Phi-3 Mini 4K Instruct | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 55.5 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 41.5 tok/s | Runs great |
| Voxtral Mini 3B | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 45.3 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 73.6 tok/s | Runs great |
| Yi 1.5 9B Chat | 36Basic quality (D) ยท 36 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. | 52.1 tok/s | Runs great | 35Basic quality (D) ยท 35 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. | 53.2 tok/s | Runs great |
| Jamba Reasoning 3B | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 66.2 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 49.6 tok/s | Runs great |
| LFM2.5-VL 3B | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 67.9 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 50.9 tok/s | Runs great |
| Laguna XS 2.1 (33B-A3B) | 68Good quality (B) ยท 68 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. | 93.2 tok/s | Runs welloffloads to RAM | 68Good quality (B) ยท 68 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. | 87.5 tok/s | Runs welloffloads to RAM |
| LLM4Decompile 22B V2 | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 52.5 tok/s | Runs welltight fit | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 39.3 tok/s | Runs welltight fit |
| Hermes 2 Pro Mistral 7B | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| Starling LM 7B Beta | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| Granite 4.0 Micro (3B) | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 62.3 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 46.7 tok/s | Runs great |
| CodeGeeX4 All 9B | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 48.9 tok/s | Runs great | 45Fair quality (C) ยท 45 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. | 49.9 tok/s | Runs great |
| SmolLM3 3B | 42Fair quality (C) ยท 42 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 68.8 tok/s | Runs great | 42Fair quality (C) ยท 42 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 51.5 tok/s | Runs great |
| OpenChat 3.5 (0106) | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| Phi-4 Mini Reasoning (3.8B) | 46Fair quality (C) ยท 46 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 55.2 tok/s | Runs great | 46Fair quality (C) ยท 46 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 41.3 tok/s | Runs great |
| North Micro Vision | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 85.5 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 64.0 tok/s | Runs great |
| Aya 23 8B | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 57.3 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 42.9 tok/s | Runs great |
| Phi-3 Vision 128K Instruct | 34Basic quality (D) ยท 34 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 51.1 tok/s | Runs great | 34Basic quality (D) ยท 34 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. | 83.0 tok/s | Runs great |
| RecurrentGemma 9B IT | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 47.8 tok/s | Runs great | 33Basic quality (D) ยท 33 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. | 48.7 tok/s | Runs great |
| Falcon3 Mamba 7B Instruct | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 63.3 tok/s | Runs great | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 47.4 tok/s | Runs great |
| WeVisOne-VL 4B | 45Fair quality (C) ยท 45 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 43.9 tok/s | Runs great | 45Fair quality (C) ยท 45 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. | 71.3 tok/s | Runs great |
| LFM3-VL 2B | 50Fair quality (C) ยท 50 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 110 tok/s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at F16, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 82.7 tok/s | Runs great |
| DeepSeek R1 Distill Qwen 7B | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 60.4 tok/s | Runs great | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 45.2 tok/s | Runs great |
| Mistral 7B Instruct v0.2 | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| Nous Hermes 2 Mistral 7B DPO | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| OpenChat 3.5 (1210) | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| LFM2.5 2.6B | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 78.5 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 58.8 tok/s | Runs great |
| Jamba2 3B | 42Fair quality (C) ยท 42 of 100: how capable the model is at F16, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 70.0 tok/s | Runs great | 42Fair quality (C) ยท 42 of 100: how capable the model is at F16, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 52.4 tok/s | Runs great |
| Nanbeige4.3 33B | 80Great quality (A) ยท 80 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. | 11.4 tok/s | Runs welloffloads to RAM | 80Great quality (A) ยท 80 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. | 10.5 tok/s | Runs welloffloads to RAM |
| OpenHermes 2.5 Mistral 7B | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| Starling LM 7B Alpha | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| Qwen2.5-VL 3B Instruct | 34Basic quality (D) ยท 34 of 100: how capable the model is at F16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 56.5 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at F16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 42.3 tok/s | Runs great |
| Granite 4.0 H Micro | 38Basic quality (D) ยท 38 of 100: how capable the model is at F16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 66.4 tok/s | Runs great | 38Basic quality (D) ยท 38 of 100: how capable the model is at F16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 49.8 tok/s | Runs great |
| Llama 3.2 3B Instruct | 35Basic quality (D) ยท 35 of 100: how capable the model is at F16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 66.0 tok/s | Runs great | 35Basic quality (D) ยท 35 of 100: how capable the model is at F16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 49.4 tok/s | Runs great |
| CogVLM2 Llama 3 Chat 19B | 31Basic quality (D) ยท 31 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. | 59.9 tok/s | Runs welltight fit | 31Basic quality (D) ยท 31 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. | 44.9 tok/s | Runs welltight fit |
| Raon 1 nano | 35Basic quality (D) ยท 35 of 100: how capable the model is at F16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 60.0 tok/s | Runs great | 35Basic quality (D) ยท 35 of 100: how capable the model is at F16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 45.0 tok/s | Runs great |
| Mistral 7B Instruct v0.1 | 30Basic quality (D) ยท 30 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. | 63.5 tok/s | Runs great | 30Basic quality (D) ยท 30 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. | 47.6 tok/s | Runs great |
| DeepSeek Prover V2 7B | 40Fair quality (C) ยท 40 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. | 66.6 tok/s | Runs great | 40Fair quality (C) ยท 40 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. | 49.8 tok/s | Runs great |
| Yi Coder 9B Chat | 40Fair quality (C) ยท 40 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. | 52.1 tok/s | Runs great | 39Basic quality (D) ยท 39 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. | 53.2 tok/s | Runs great |
| Falcon-H1 3B Instruct | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 67.3 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 50.4 tok/s | Runs great |
| LLaVA 1.6 Mistral 7B | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 60.8 tok/s | Runs great | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 45.5 tok/s | Runs great |
| Gemma 1.1 7B IT | 27Basic quality (D) ยท 27 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. | 73.4 tok/s | Runs great | 27Basic quality (D) ยท 27 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. | 55.0 tok/s | Runs great |
| StableLM 2 12B Chat | 27Basic quality (D) ยท 27 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. | 51.6 tok/s | Runs great | 27Basic quality (D) ยท 27 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 46.0 tok/s | Runs great |
| StarCoder2 15B Instruct | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 46.8 tok/s | Runs great | 38Basic quality (D) ยท 38 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. | 42.4 tok/s | Runs great |
| Neural Chat 7B v3.3 | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| Unlimited OCR 2 (3B-A0.6B) | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 139 tok/s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at F16, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 123 tok/s | Runs great |
| Chandra OCR 2 | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 86.8 tok/s | Runs great | 48Fair quality (C) ยท 48 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 65.0 tok/s | Runs great |
| LLM4Decompile 9B V2 | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 52.1 tok/s | Runs great | 37Basic quality (D) ยท 37 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. | 53.2 tok/s | Runs great |
| Hermes 3 Llama 3.2 3B | 32Basic quality (D) ยท 32 of 100: how capable the model is at F16, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 66.0 tok/s | Runs great | 32Basic quality (D) ยท 32 of 100: how capable the model is at F16, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 49.4 tok/s | Runs great |
| Orca 2 13B | 26Basic quality (D) ยท 26 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. | 69.4 tok/s | Runs great | 26Basic quality (D) ยท 26 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. | 52.0 tok/s | Runs great |
| Qwen1.5 14B Chat | 28Basic quality (D) ยท 28 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. | 82.4 tok/s | Runs welltight fit | 28Basic quality (D) ยท 28 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. | 61.7 tok/s | Runs welltight fit |
| Qwen3.5 2B | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 93.4 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 69.9 tok/s | Runs great |
| Falcon Mamba 7B Instruct | 30Basic quality (D) ยท 30 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. | 63.3 tok/s | Runs great | 30Basic quality (D) ยท 30 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. | 47.4 tok/s | Runs great |
| Qwen2.5 3B Instruct | 34Basic quality (D) ยท 34 of 100: how capable the model is at F16, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 68.6 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at F16, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 51.4 tok/s | Runs great |
| Gemma 7B IT | 25Basic quality (D) ยท 25 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. | 73.4 tok/s | Runs great | 25Basic quality (D) ยท 25 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. | 55.0 tok/s | Runs great |
| Qwen1.5 7B Chat | 25Basic quality (D) ยท 25 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. | 81.2 tok/s | Runs great | 25Basic quality (D) ยท 25 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. | 60.8 tok/s | Runs great |
| Qwen3-Omni 30B-A3B Instruct | 58Good quality (B) ยท 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 84.9 tok/s | Runs welloffloads to RAM | 58Good quality (B) ยท 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 79.7 tok/s | Runs welloffloads to RAM |
| Zephyr 7B Beta | 26Basic quality (D) ยท 26 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. | 63.5 tok/s | Runs great | 26Basic quality (D) ยท 26 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. | 47.6 tok/s | Runs great |
| Baichuan 2 13B Chat | 24Basic quality (D) ยท 24 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. | 65.0 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 48.7 tok/s | Runs great |
| DeepSeek MoE 16B Chat | 24Basic quality (D) ยท 24 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. | 155 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 133 tok/s | Runs great |
| Llama 2 13B Chat | 24Basic quality (D) ยท 24 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. | 69.4 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 52.0 tok/s | Runs great |
| InternLM2 Math Plus 20B | 38Basic quality (D) ยท 38 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. | 45.5 tok/s | Runs welltight fit | 33Basic quality (D) ยท 33 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. | 44.0 tok/s | Runs great |
| Falcon 3 3B Instruct | 30Basic quality (D) ยท 30 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. | 65.6 tok/s | Runs great | 30Basic quality (D) ยท 30 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. | 49.1 tok/s | Runs great |
| Qwen3-VL 2B Instruct | 36Basic quality (D) ยท 36 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. | 99.5 tok/s | Runs great | 36Basic quality (D) ยท 36 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. | 74.5 tok/s | Runs great |
| TMax 2B | 40Fair quality (C) ยท 40 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. | 113 tok/s | Runs great | 40Fair quality (C) ยท 40 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. | 84.4 tok/s | Runs great |
| Qwen1.5 MoE A2.7B Chat | 23Basic quality (D) ยท 23 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 140 tok/s | Runs great | 23Basic quality (D) ยท 23 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 120 tok/s | Runs great |
| Unlimited OCR (3B-A0.6B) | 40Fair quality (C) ยท 40 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. | 139 tok/s | Runs great | 40Fair quality (C) ยท 40 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. | 123 tok/s | Runs great |
| DeepSeek Coder 6.7B Instruct | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 68.2 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 51.1 tok/s | Runs great |
| Qwen2.5-Math 7B Instruct | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 60.4 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 45.2 tok/s | Runs great |
| CodeGemma 7B | 33Basic quality (D) ยท 33 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 73.4 tok/s | Runs great | 33Basic quality (D) ยท 33 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 55.0 tok/s | Runs great |
| OLMoE 1B-7B Instruct | 26Basic quality (D) ยท 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 151 tok/s | Runs great | 26Basic quality (D) ยท 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 132 tok/s | Runs great |
| Mathstral 7B | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 63.4 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 47.5 tok/s | Runs great |
| LFM2 2.6B | 34Basic quality (D) ยท 34 of 100: how capable the model is at F16, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 82.5 tok/s | Runs great | 34Basic quality (D) ยท 34 of 100: how capable the model is at F16, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 61.8 tok/s | Runs great |
| Orca 2 7B | 22Basic quality (D) ยท 22 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 68.2 tok/s | Runs great | 22Basic quality (D) ยท 22 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 51.1 tok/s | Runs great |
| Nemotron Mini 4B Instruct | 22Basic quality (D) ยท 22 of 100: how capable the model is at F16, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 50.6 tok/s | Runs great | 22Basic quality (D) ยท 22 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 64/100 (quality, fit, speed and memory use) sets the ranking. | 82.2 tok/s | Runs great |
| MiniCPM-V 4.7 1B | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 137 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 102 tok/s | Runs great |
| Qwen2.5-Omni 3B | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 83.0 tok/s | Runs great | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 62.2 tok/s | Runs great |
| Codestral Mamba 7B | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 63.1 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 47.2 tok/s | Runs great |
| LLaVA 1.5 13B | 20Basic quality (D) ยท 20 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. | 67.7 tok/s | Runs great | 20Basic quality (D) ยท 20 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. | 50.7 tok/s | Runs great |
| WizardLM 13B v1.2 | 20Basic quality (D) ยท 20 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. | 69.4 tok/s | Runs great | 20Basic quality (D) ยท 20 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. | 52.0 tok/s | Runs great |
| Granite Code 8B Instruct (128K) | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 57.1 tok/s | Runs great | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 42.8 tok/s | Runs great |
| InternLM2 Math Plus 7B | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 59.4 tok/s | Runs great | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 44.5 tok/s | Runs great |
| LLM4Decompile 6.7B V2 | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 68.2 tok/s | Runs great | 32Basic quality (D) ยท 32 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 51.1 tok/s | Runs great |
| Granite Code 20B Instruct | 34Basic quality (D) ยท 34 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 45.0 tok/s | Runs welltight fit | 30Basic quality (D) ยท 30 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. | 43.6 tok/s | Runs great |
| Yi 1.5 6B Chat | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 75.9 tok/s | Runs great | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 56.8 tok/s | Runs great |
| Baichuan 2 7B Chat | 20Basic quality (D) ยท 20 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 61.2 tok/s | Runs great | 20Basic quality (D) ยท 20 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 45.9 tok/s | Runs great |
| Llama 2 7B Chat | 20Basic quality (D) ยท 20 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 68.2 tok/s | Runs great | 20Basic quality (D) ยท 20 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 51.1 tok/s | Runs great |
| StarCoder2 15B (base) | 31Basic quality (D) ยท 31 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 46.8 tok/s | Runs great | 30Basic quality (D) ยท 30 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. | 42.4 tok/s | Runs great |
| Granite 3.2 2B Instruct | 30Basic quality (D) ยท 30 of 100: how capable the model is at F16, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 83.8 tok/s | Runs great | 30Basic quality (D) ยท 30 of 100: how capable the model is at F16, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 62.7 tok/s | Runs great |
| Granite 3.3 2B | 30Basic quality (D) ยท 30 of 100: how capable the model is at F16, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 83.8 tok/s | Runs great | 30Basic quality (D) ยท 30 of 100: how capable the model is at F16, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 62.7 tok/s | Runs great |
| Vicuna 13B v1.5 | 19Basic quality (D) ยท 19 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. | 69.4 tok/s | Runs great | 19Basic quality (D) ยท 19 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. | 52.0 tok/s | Runs great |
| SQLCoder 7B v2 | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 68.2 tok/s | Runs great | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 51.1 tok/s | Runs great |
| EXAONE 3.5 2.4B | 30Basic quality (D) ยท 30 of 100: how capable the model is at F16, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 88.0 tok/s | Runs great | 30Basic quality (D) ยท 30 of 100: how capable the model is at F16, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 65.9 tok/s | Runs great |
| Kimi Linear 48B-A3B | 51Fair quality (C) ยท 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. | 95.9 tok/s | Runs welloffloads to RAM | 51Fair quality (C) ยท 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. | 91.5 tok/s | Runs welloffloads to RAM |
| Granite Vision 3.2 2B | 26Basic quality (D) ยท 26 of 100: how capable the model is at F16, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 71.1 tok/s | Runs great | 26Basic quality (D) ยท 26 of 100: how capable the model is at F16, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 53.3 tok/s | Runs great |
| DeepSeek LLM 7B Chat | 18Basic quality (D) ยท 18 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. | 66.6 tok/s | Runs great | 18Basic quality (D) ยท 18 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. | 49.8 tok/s | Runs great |
| Granite 3.1 2B Instruct | 28Basic quality (D) ยท 28 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 83.8 tok/s | Runs great | 28Basic quality (D) ยท 28 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 62.7 tok/s | Runs great |
| Gemma 2 2B | 28Basic quality (D) ยท 28 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 81.2 tok/s | Runs great | 28Basic quality (D) ยท 28 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 60.8 tok/s | Runs great |
| Qwen3 1.7B | 30Basic quality (D) ยท 30 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 104 tok/s | Runs great | 30Basic quality (D) ยท 30 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 78.2 tok/s | Runs great |
| Kolibri 1 (78B-A3.5B) | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 55.4 tok/s | Slowheavy RAM offload | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 54.3 tok/s | Slowheavy RAM offload |
| Qwen2.5 Coder 3B Instruct | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 68.6 tok/s | Runs great | 36Basic quality (D) ยท 36 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 51.4 tok/s | Runs great |
| WeVisOne VL 2B | 27Basic quality (D) ยท 27 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 86.9 tok/s | Runs great | 27Basic quality (D) ยท 27 of 100: how capable the model is at F16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 65.0 tok/s | Runs great |
| LLaVA 1.5 7B | 16Basic quality (D) ยท 16 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 65.1 tok/s | Runs great | 16Basic quality (D) ยท 16 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 48.8 tok/s | Runs great |
| Qwen3-VL 32B Instruct | 65Good quality (B) ยท 65 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. | 10.3 tok/s | Runs welloffloads to RAM | 54Fair quality (C) ยท 54 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. | 22.4 tok/s | Runs welloffloads to RAM |
| Qwen3 32B | 53Fair quality (C) ยท 53 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. | 29.9 tok/s | Runs welloffloads to RAM | 63Good quality (B) ยท 63 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. | 10.1 tok/s | Runs welloffloads to RAM |
| Granite 3.0 2B Instruct | 26Basic quality (D) ยท 26 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. | 80.6 tok/s | Runs great | 26Basic quality (D) ยท 26 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. | 60.3 tok/s | Runs great |
| SmolVLM2 2.2B Instruct | 24Basic quality (D) ยท 24 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. | 94.2 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 70.5 tok/s | Runs great |
| MiniCPM5 1B | 36Basic quality (D) ยท 36 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. | 196 tok/s | Runs great | 36Basic quality (D) ยท 36 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. | 147 tok/s | Runs great |
| Granite Code 34B Instruct | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking. | 44.0 tok/s | Runs welltight fit | 28Basic quality (D) ยท 28 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. | 32.9 tok/s | Runs welltight fit |
| StarCoder 15B | 25Basic quality (D) ยท 25 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking. | 47.2 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 42.8 tok/s | Runs great |
| WizardMath 7B v1.1 | 26Basic quality (D) ยท 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking. | 63.5 tok/s | Runs great | 26Basic quality (D) ยท 26 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking. | 47.6 tok/s | Runs great |
| Granite 3.1 3B-A800M Instruct | 20Basic quality (D) ยท 20 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. | 123 tok/s | Runs great | 20Basic quality (D) ยท 20 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. | 106 tok/s | Runs great |
| Vicuna 7B v1.5 | 14Basic quality (D) ยท 14 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. | 68.2 tok/s | Runs great | 14Basic quality (D) ยท 14 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. | 51.1 tok/s | Runs great |
| Qwen3-Next 80B-A3B Thinking | 60Good quality (B) ยท 60 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. | 60.8 tok/s | Slowheavy RAM offload | 60Good quality (B) ยท 60 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. | 59.7 tok/s | Slowheavy RAM offload |
| Code Llama 7B Instruct | 24Basic quality (D) ยท 24 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. | 68.2 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 51.1 tok/s | Runs great |
| SmolVLM 2.2B Instruct | 22Basic quality (D) ยท 22 of 100: how capable the model is at F16, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 94.2 tok/s | Runs great | 22Basic quality (D) ยท 22 of 100: how capable the model is at F16, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 70.5 tok/s | Runs great |
| Yi 6B Chat | 20Basic quality (D) ยท 20 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. | 75.9 tok/s | Runs great | 20Basic quality (D) ยท 20 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. | 56.8 tok/s | Runs great |
| TeleOCR | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 149 tok/s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at F16, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 112 tok/s | Runs great |
| Qwen3 Next 80B-A3B Instruct | 58Good quality (B) ยท 58 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. | 60.8 tok/s | Slowheavy RAM offload | 58Good quality (B) ยท 58 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. | 59.7 tok/s | Slowheavy RAM offload |
| OLMo 7B Instruct | 14Basic quality (D) ยท 14 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. | 66.8 tok/s | Runs great | 14Basic quality (D) ยท 14 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. | 50.0 tok/s | Runs great |
| Code Llama 13B Instruct | 25Basic quality (D) ยท 25 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 89.7 tok/s | Runs welltight fit | 25Basic quality (D) ยท 25 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 67.2 tok/s | Runs welltight fit |
| Granite 3.0 3B-A800M Instruct | 18Basic quality (D) ยท 18 of 100: how capable the model is at F16, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 123 tok/s | Runs great | 18Basic quality (D) ยท 18 of 100: how capable the model is at F16, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 106 tok/s | Runs great |
| Falcon-H1 34B Instruct | 44Fair quality (C) ยท 44 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. | 42.1 tok/s | Runs welloffloads to RAM | 44Fair quality (C) ยท 44 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. | 31.9 tok/s | Runs welloffloads to RAM |
| InternLM 7B | 12Basic quality (D) ยท 12 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. | 62.8 tok/s | Runs great | 12Basic quality (D) ยท 12 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. | 47.0 tok/s | Runs great |
| Zamba2 2.7B Instruct | 22Basic quality (D) ยท 22 of 100: how capable the model is at F16, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 79.7 tok/s | Runs great | 22Basic quality (D) ยท 22 of 100: how capable the model is at F16, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 59.7 tok/s | Runs great |
| Baichuan M2 32B | 49Fair quality (C) ยท 49 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. | 30.2 tok/s | Runs welloffloads to RAM | 58Good quality (B) ยท 58 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. | 10.2 tok/s | Runs welloffloads to RAM |
| Qwen2.5 32B Instruct | 49Fair quality (C) ยท 49 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. | 29.9 tok/s | Runs welloffloads to RAM | 58Good quality (B) ยท 58 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. | 10.1 tok/s | Runs welloffloads to RAM |
| Seed-OSS 36B Instruct | 56Good quality (B) ยท 56 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. | 17.1 tok/s | Runs welloffloads to RAM | 56Good quality (B) ยท 56 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. | 15.3 tok/s | Runs welloffloads to RAM |
| LFM2.5 1.2B Instruct | 32Basic quality (D) ยท 32 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. | 181 tok/s | Runs great | 32Basic quality (D) ยท 32 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. | 136 tok/s | Runs great |
| EXAONE 4.0 1.2B | 30Basic quality (D) ยท 30 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. | 166 tok/s | Runs great | 30Basic quality (D) ยท 30 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. | 124 tok/s | Runs great |
| Nemotron 3.5 Bolt 74B-A9B | 64Good quality (B) ยท 64 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. | 24.7 tok/s | Slowheavy RAM offload | 64Good quality (B) ยท 64 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. | 24.1 tok/s | Slowheavy RAM offload |
| MiniCPM-OCR 1.0 1.3B | 42Fair quality (C) ยท 42 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. | 163 tok/s | Runs great | 42Fair quality (C) ยท 42 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. | 122 tok/s | Runs great |
| Hermes 4.3 36B | 55Good quality (B) ยท 55 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. | 17.1 tok/s | Runs welloffloads to RAM | 55Good quality (B) ยท 55 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. | 15.3 tok/s | Runs welloffloads to RAM |
| StarCoder2 7B | 24Basic quality (D) ยท 24 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. | 64.1 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 48.0 tok/s | Runs great |
| Qwen2-VL 2B Instruct | 24Basic quality (D) ยท 24 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. | 95.9 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 71.8 tok/s | Runs great |
| StableLM Zephyr 3B | 16Basic quality (D) ยท 16 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. | 75.7 tok/s | Runs great | 16Basic quality (D) ยท 16 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. | 56.7 tok/s | Runs great |
| Granite Code 3B Instruct (128K) | 20Basic quality (D) ยท 20 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. | 60.9 tok/s | Runs great | 20Basic quality (D) ยท 20 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. | 45.6 tok/s | Runs great |
| Granite 4.0 H 1B | 28Basic quality (D) ยท 28 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. | 145 tok/s | Runs great | 28Basic quality (D) ยท 28 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. | 109 tok/s | Runs great |
| PaddleOCR-VL 1.6 0.9B | 42Fair quality (C) ยท 42 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. | 221 tok/s | Runs great | 42Fair quality (C) ยท 42 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. | 165 tok/s | Runs great |
| Qwen2.5-VL 32B Instruct | 47Fair quality (C) ยท 47 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. | 26.2 tok/s | Runs welloffloads to RAM | 47Fair quality (C) ยท 47 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 22.1 tok/s | Runs welloffloads to RAM |
| Falcon-H1 1.5B Instruct | 26Basic quality (D) ยท 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. | 137 tok/s | Runs great | 26Basic quality (D) ยท 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. | 102 tok/s | Runs great |
| SmolLM2 1.7B Instruct | 20Basic quality (D) ยท 20 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. | 124 tok/s | Runs great | 20Basic quality (D) ยท 20 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. | 92.8 tok/s | Runs great |
| Phi-2 2.7B | 16Basic quality (D) ยท 16 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. | 76.2 tok/s | Runs great | 16Basic quality (D) ยท 16 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. | 57.1 tok/s | Runs great |
| Stable Code Instruct 3B | 20Basic quality (D) ยท 20 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. | 75.7 tok/s | Runs great | 20Basic quality (D) ยท 20 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. | 56.7 tok/s | Runs great |
| Hunyuan 1.8B Instruct | 22Basic quality (D) ยท 22 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. | 118 tok/s | Runs great | 22Basic quality (D) ยท 22 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. | 88.7 tok/s | Runs great |
| Phi-3.5 MoE (42B-A6.6B) | 39Basic quality (D) ยท 39 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 61.9 tok/s | Runs welloffloads to RAM | 39Basic quality (D) ยท 39 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 57.6 tok/s | Runs welloffloads to RAM |
| EXAONE Deep 32B | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 36.4 tok/s | Runs welloffloads to RAM | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 29.0 tok/s | Runs welloffloads to RAM |
| QwQ 32B | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 30.2 tok/s | Runs welloffloads to RAM | 65Good quality (B) ยท 65 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 10.2 tok/s | Runs welloffloads to RAM |
| InternVL3.5 38B | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 13.3 tok/s | Runs welloffloads to RAM | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 12.2 tok/s | Runs welloffloads to RAM |
| Qwen2.5 1.5B Instruct | 24Basic quality (D) ยท 24 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. | 138 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 103 tok/s | Runs great |
| LFM2-VL 1.6B | 24Basic quality (D) ยท 24 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. | 134 tok/s | Runs great | 24Basic quality (D) ยท 24 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. | 100 tok/s | Runs great |
| LFM2 1.2B | 26Basic quality (D) ยท 26 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. | 181 tok/s | Runs great | 26Basic quality (D) ยท 26 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. | 136 tok/s | Runs great |
| OpenReasoning Nemotron 32B | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 30.2 tok/s | Runs welloffloads to RAM | 63Good quality (B) ยท 63 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. | 10.2 tok/s | Runs welloffloads to RAM |
| Skywork OR1 32B | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 30.2 tok/s | Runs welloffloads to RAM | 63Good quality (B) ยท 63 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. | 10.2 tok/s | Runs welloffloads to RAM |
| InternLM2.5 1.8B Chat | 18Basic quality (D) ยท 18 of 100: how capable the model is at F16, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 112 tok/s | Runs great | 18Basic quality (D) ยท 18 of 100: how capable the model is at F16, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 84.0 tok/s | Runs great |
| Qwen3.5 0.8B | 26Basic quality (D) ยท 26 of 100: how capable the model is at F16, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 244 tok/s | Runs great | 26Basic quality (D) ยท 26 of 100: how capable the model is at F16, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 182 tok/s | Runs great |
| Qwen3 Coder Next (80B-A3B) | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 61.4 tok/s | Slowheavy RAM offload | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 60.3 tok/s | Slowheavy RAM offload |
| Llama 3.2 1B Instruct | 22Basic quality (D) ยท 22 of 100: how capable the model is at F16, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking. | 171 tok/s | Runs great | 22Basic quality (D) ยท 22 of 100: how capable the model is at F16, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking. | 128 tok/s | Runs great |
| Falcon 7B Instruct | 6Basic quality (D) ยท 6 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. | 63.7 tok/s | Runs great | 6Basic quality (D) ยท 6 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. | 47.7 tok/s | Runs great |
| InternVL3 38B | 49Fair quality (C) ยท 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. | 13.3 tok/s | Runs welloffloads to RAM | 49Fair quality (C) ยท 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. | 12.2 tok/s | Runs welloffloads to RAM |
| DeepSeek R1 Distill Qwen 32B | 50Fair quality (C) ยท 50 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. | 29.9 tok/s | Runs welloffloads to RAM | 60Good quality (B) ยท 60 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. | 10.1 tok/s | Runs welloffloads to RAM |
| Yi 1.5 34B Chat | 35Basic quality (D) ยท 35 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. | 38.6 tok/s | Runs welloffloads to RAM | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking. | 29.8 tok/s | Runs welloffloads to RAM |
| GLiDE 2B | 17Basic quality (D) ยท 17 of 100: how capable the model is at F16, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking. | 113 tok/s | Runs great | 17Basic quality (D) ยท 17 of 100: how capable the model is at F16, whatever it runs on. Match score 60/100 (quality, fit, speed and memory use) sets the ranking. | 84.4 tok/s | Runs great |
| OpenHands LM 32B | 49Fair quality (C) ยท 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. | 30.2 tok/s | Runs welloffloads to RAM | 58Good quality (B) ยท 58 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. | 10.2 tok/s | Runs welloffloads to RAM |
| Falcon 3 1B Instruct | 16Basic quality (D) ยท 16 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. | 127 tok/s | Runs great | 16Basic quality (D) ยท 16 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. | 95.0 tok/s | Runs great |
| Gemma 2B IT | 12Basic quality (D) ยท 12 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. | 84.4 tok/s | Runs great | 12Basic quality (D) ยท 12 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. | 63.2 tok/s | Runs great |
| Spark X2.6 1.7B | 16Basic quality (D) ยท 16 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. | 124 tok/s | Runs great | 16Basic quality (D) ยท 16 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. | 92.8 tok/s | Runs great |
| StarCoder2 3B | 18Basic quality (D) ยท 18 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. | 70.0 tok/s | Runs great | 18Basic quality (D) ยท 18 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. | 52.4 tok/s | Runs great |
| DeepScaleR 1.5B Preview | 26Basic quality (D) ยท 26 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. | 119 tok/s | Runs great | 26Basic quality (D) ยท 26 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. | 89.2 tok/s | Runs great |
| Qwen2.5 Coder 32B Instruct | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking. | 29.9 tok/s | Runs welloffloads to RAM | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 24.7 tok/s | Runs welloffloads to RAM |
| Qwen2 1.5B Instruct | 16Basic quality (D) ยท 16 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. | 138 tok/s | Runs great | 16Basic quality (D) ยท 16 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. | 103 tok/s | Runs great |
| Gemma 3 1B | 20Basic quality (D) ยท 20 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. | 212 tok/s | Runs great | 20Basic quality (D) ยท 20 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. | 159 tok/s | Runs great |
| Nous Hermes 2 Mixtral 8x7B DPO | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking. | 27.9 tok/s | Runs welloffloads to RAM | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking. | 26.3 tok/s | Runs welloffloads to RAM |
| Llama 3.3 Nemotron Super 49B v1.5 | 67Good quality (B) ยท 67 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. | 3.8 tok/s | Slowheavy RAM offload | 67Good quality (B) ยท 67 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. | 3.7 tok/s | Slowheavy RAM offload |
| SmolLM 1.7B Instruct | 14Basic quality (D) ยท 14 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. | 124 tok/s | Runs great | 14Basic quality (D) ยท 14 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. | 92.8 tok/s | Runs great |
| QwQ 32B Preview | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking. | 30.2 tok/s | Runs welloffloads to RAM | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 24.9 tok/s | Runs welloffloads to RAM |
| Qwen2.5 Coder 1.5B Instruct | 26Basic quality (D) ยท 26 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. | 138 tok/s | Runs great | 26Basic quality (D) ยท 26 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. | 103 tok/s | Runs great |
| OLMo 2 1B Instruct | 14Basic quality (D) ยท 14 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. | 143 tok/s | Runs great | 14Basic quality (D) ยท 14 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. | 107 tok/s | Runs great |
| Jamba 1.5 Mini | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking. | 28.2 tok/s | Runs welloffloads to RAM | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking. | 26.8 tok/s | Runs welloffloads to RAM |
| Mixtral 8x7B Instruct | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 58/100 (quality, fit, speed and memory use) sets the ranking. | 27.9 tok/s | Runs welloffloads to RAM | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 26.3 tok/s | Runs welloffloads to RAM |
| LLaVA 1.6 34B | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 35.0 tok/s | Runs welloffloads to RAM | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking. | 27.6 tok/s | Runs welloffloads to RAM |
| StableLM 2 1.6B Chat | 10Basic quality (D) ยท 10 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. | 129 tok/s | Runs great | 10Basic quality (D) ยท 10 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. | 96.8 tok/s | Runs great |
| StableLM 2 Zephyr 1.6B | 10Basic quality (D) ยท 10 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. | 129 tok/s | Runs great | 10Basic quality (D) ยท 10 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. | 96.8 tok/s | Runs great |
| LFM2 700M | 18Basic quality (D) ยท 18 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. | 286 tok/s | Runs great | 18Basic quality (D) ยท 18 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. | 214 tok/s | Runs great |
| DeepSeek R1 Distill Qwen 1.5B | 22Basic quality (D) ยท 22 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. | 119 tok/s | Runs great | 22Basic quality (D) ยท 22 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. | 89.2 tok/s | Runs great |
| Yi 34B Chat | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 38.6 tok/s | Runs welloffloads to RAM | 28Basic quality (D) ยท 28 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. | 29.8 tok/s | Runs welloffloads to RAM |
| Qwen1.5 32B Chat | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 32.0 tok/s | Runs welloffloads to RAM | 30Basic quality (D) ยท 30 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. | 26.1 tok/s | Runs welloffloads to RAM |
| d1 2B | 21Basic quality (D) ยท 21 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. | 110 tok/s | Runs great | 21Basic quality (D) ยท 21 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. | 82.7 tok/s | Runs great |
| Qwen3 0.6B | 14Basic quality (D) ยท 14 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. | 283 tok/s | Runs great | 14Basic quality (D) ยท 14 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. | 212 tok/s | Runs great |
| Hunyuan A13B (80B-A13B) | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking. | 15.9 tok/s | Slowheavy RAM offload | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 56/100 (quality, fit, speed and memory use) sets the ranking. | 15.6 tok/s | Slowheavy RAM offload |
| Yi Coder 1.5B Chat | 16Basic quality (D) ยท 16 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. | 143 tok/s | Runs great | 16Basic quality (D) ยท 16 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. | 107 tok/s | Runs great |
| CodeGemma 2B | 14Basic quality (D) ยท 14 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. | 84.4 tok/s | Runs great | 14Basic quality (D) ยท 14 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. | 63.2 tok/s | Runs great |
| Qwen2.5-Math 1.5B Instruct | 20Basic quality (D) ยท 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. | 138 tok/s | Runs great | 20Basic quality (D) ยท 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. | 103 tok/s | Runs great |
| Falcon-H1 0.5B Instruct | 14Basic quality (D) ยท 14 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. | 408 tok/s | Runs great | 14Basic quality (D) ยท 14 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. | 305 tok/s | Runs great |
| LFM2.5 350M | 14Basic quality (D) ยท 14 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. | 606 tok/s | Runs great | 14Basic quality (D) ยท 14 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. | 453 tok/s | Runs great |
| GLiDE 0.8B | 11Basic quality (D) ยท 11 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. | 283 tok/s | Runs great | 11Basic quality (D) ยท 11 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. | 212 tok/s | Runs great |
| LFM2-VL 450M | 12Basic quality (D) ยท 12 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. | 471 tok/s | Runs great | 12Basic quality (D) ยท 12 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. | 353 tok/s | Runs great |
| DeepSeek Coder 1.3B Instruct | 12Basic quality (D) ยท 12 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. | 157 tok/s | Runs great | 12Basic quality (D) ยท 12 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. | 118 tok/s | Runs great |
| LLM4Decompile 1.3B V2 | 12Basic quality (D) ยท 12 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. | 157 tok/s | Runs great | 12Basic quality (D) ยท 12 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. | 118 tok/s | Runs great |
| LFM2 350M | 12Basic quality (D) ยท 12 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. | 606 tok/s | Runs great | 12Basic quality (D) ยท 12 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. | 453 tok/s | Runs great |
| SmolVLM 500M Instruct | 10Basic quality (D) ยท 10 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. | 416 tok/s | Runs great | 10Basic quality (D) ยท 10 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. | 311 tok/s | Runs great |
| Granite 4.0 H 350M | 12Basic quality (D) ยท 12 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. | 623 tok/s | Runs great | 12Basic quality (D) ยท 12 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. | 467 tok/s | Runs great |
| Hunyuan 0.5B Instruct | 8Basic quality (D) ยท 8 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. | 393 tok/s | Runs great | 8Basic quality (D) ยท 8 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. | 294 tok/s | Runs great |
| Qwen2.5 0.5B Instruct | 10Basic quality (D) ยท 10 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. | 433 tok/s | Runs great | 10Basic quality (D) ยท 10 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. | 324 tok/s | Runs great |
| TinyLlama 1.1B Chat | 6Basic quality (D) ยท 6 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. | 193 tok/s | Runs great | 6Basic quality (D) ยท 6 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. | 144 tok/s | Runs great |
| LFM2.5 230M | 10Basic quality (D) ยท 10 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. | 922 tok/s | Runs great | 10Basic quality (D) ยท 10 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. | 690 tok/s | Runs great |
| SmolLM2 360M Instruct | 8Basic quality (D) ยท 8 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. | 589 tok/s | Runs great | 8Basic quality (D) ยท 8 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. | 441 tok/s | Runs great |
| Qwen2 57B-A14B Instruct | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 51/100 (quality, fit, speed and memory use) sets the ranking. | 13.3 tok/s | Slowheavy RAM offload | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 51/100 (quality, fit, speed and memory use) sets the ranking. | 13.0 tok/s | Slowheavy RAM offload |
| Hermes 4 70B | 51Fair quality (C) ยท 51 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. | 3.1 tok/s | Slowheavy RAM offload | 51Fair quality (C) ยท 51 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. | 3.0 tok/s | Slowheavy RAM offload |
| Llama 3.3 70B Instruct | 51Fair quality (C) ยท 51 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. | 3.1 tok/s | Slowheavy RAM offload | 51Fair quality (C) ยท 51 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. | 3.0 tok/s | Slowheavy RAM offload |
| DeepSeek Coder 33B Instruct | 30Basic quality (D) ยท 30 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. | 27.6 tok/s | Runs welloffloads to RAM | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 23.1 tok/s | Runs welloffloads to RAM |
| Qwen2 0.5B Instruct | 6Basic quality (D) ยท 6 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. | 433 tok/s | Runs great | 6Basic quality (D) ยท 6 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. | 324 tok/s | Runs great |
| InternVL3 78B | 51Fair quality (C) ยท 51 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. | 2.6 tok/s | Very slowheavy RAM offload | 51Fair quality (C) ยท 51 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. | 2.6 tok/s | Very slowheavy RAM offload |
| Qwen2.5 72B Instruct | 51Fair quality (C) ยท 51 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. | 2.9 tok/s | Very slowheavy RAM offload | 51Fair quality (C) ยท 51 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. | 2.9 tok/s | Very slowheavy RAM offload |
| Qwen2.5-VL 72B Instruct | 51Fair quality (C) ยท 51 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. | 2.9 tok/s | Very slowheavy RAM offload | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 2.8 tok/s | Very slowheavy RAM offload |
| ERNIE 4.5 0.3B | 6Basic quality (D) ยท 6 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. | 589 tok/s | Runs great | 6Basic quality (D) ยท 6 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. | 441 tok/s | Runs great |
| surya ocr 2.5 | 15Basic quality (D) ยท 15 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. | 307 tok/s | Runs great | 15Basic quality (D) ยท 15 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. | 230 tok/s | Runs great |
| DeepSeek R1 Distill Llama 70B | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 3.1 tok/s | Slowheavy RAM offload | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 3.0 tok/s | Slowheavy RAM offload |
| Tรผlu 3 70B | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 3.1 tok/s | Slowheavy RAM offload | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 3.0 tok/s | Slowheavy RAM offload |
| SmolVLM 256M Instruct | 6Basic quality (D) ยท 6 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. | 815 tok/s | Runs great | 6Basic quality (D) ยท 6 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. | 610 tok/s | Runs great |
| Gemma 3 270M | 6Basic quality (D) ยท 6 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. | 785 tok/s | Runs great | 6Basic quality (D) ยท 6 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. | 588 tok/s | Runs great |
| SmolLM 360M Instruct | 5Basic quality (D) ยท 5 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. | 589 tok/s | Runs great | 5Basic quality (D) ยท 5 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. | 441 tok/s | Runs great |
| Code Llama 34B Instruct | 26Basic quality (D) ยท 26 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 31.9 tok/s | Runs welloffloads to RAM | 26Basic quality (D) ยท 26 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. | 25.9 tok/s | Runs welloffloads to RAM |
| Llama 3.1 70B Instruct | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 3.1 tok/s | Slowheavy RAM offload | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 50/100 (quality, fit, speed and memory use) sets the ranking. | 3.0 tok/s | Slowheavy RAM offload |
| Hermes 3 (Llama 3.1 70B) | 47Fair quality (C) ยท 47 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. | 3.1 tok/s | Slowheavy RAM offload | 47Fair quality (C) ยท 47 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. | 3.0 tok/s | Slowheavy RAM offload |
| SmolLM2 135M Instruct | 4Basic quality (D) ยท 4 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. | 1,631 tok/s | Runs great | 4Basic quality (D) ยท 4 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. | 1,221 tok/s | Runs great |
| QVQ 72B Preview | 47Fair quality (C) ยท 47 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. | 2.9 tok/s | Very slowheavy RAM offload | 47Fair quality (C) ยท 47 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. | 2.8 tok/s | Very slowheavy RAM offload |
| Llama 3.1 Nemotron 70B Instruct | 46Fair quality (C) ยท 46 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. | 3.1 tok/s | Slowheavy RAM offload | 46Fair quality (C) ยท 46 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. | 3.0 tok/s | Slowheavy RAM offload |
| Apertus v1.5 70B | 46Fair quality (C) ยท 46 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. | 3.0 tok/s | Very slowheavy RAM offload | 46Fair quality (C) ยท 46 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. | 2.9 tok/s | Very slowheavy RAM offload |
| Falcon-H1 Tiny 90M Instruct | 3Basic quality (D) ยท 3 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. | 2,355 tok/s | Runs great | 3Basic quality (D) ยท 3 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. | 1,764 tok/s | Runs great |
| SmolLM 135M Instruct | 2Basic quality (D) ยท 2 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. | 1,631 tok/s | Runs great | 2Basic quality (D) ยท 2 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. | 1,221 tok/s | Runs great |
| Kimi Dev 72B | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking. | 2.9 tok/s | Very slowheavy RAM offload | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 48/100 (quality, fit, speed and memory use) sets the ranking. | 2.9 tok/s | Very slowheavy RAM offload |
| Qwen2 72B Instruct | 44Fair quality (C) ยท 44 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. | 2.9 tok/s | Very slowheavy RAM offload | 44Fair quality (C) ยท 44 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. | 2.9 tok/s | Very slowheavy RAM offload |
| Qwen2-VL 72B Instruct | 44Fair quality (C) ยท 44 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. | 2.9 tok/s | Very slowheavy RAM offload | 44Fair quality (C) ยท 44 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. | 2.8 tok/s | Very slowheavy RAM offload |
| Qwen2.5 Coder 0.5B Instruct | 8Basic quality (D) ยท 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. | 433 tok/s | Runs great | 8Basic quality (D) ยท 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. | 324 tok/s | Runs great |
| Apertus 70B Instruct | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking. | 3.1 tok/s | Slowheavy RAM offload | 42Fair quality (C) ยท 42 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 47/100 (quality, fit, speed and memory use) sets the ranking. | 3.0 tok/s | Slowheavy RAM offload |
| Llama 3 70B Instruct | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. | 3.1 tok/s | Slowheavy RAM offload | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. | 3.0 tok/s | Slowheavy RAM offload |
| Command R 35B (v01) | 37Basic quality (D) ยท 37 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. | 5.1 tok/s | Slowheavy RAM offload | 37Basic quality (D) ยท 37 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. | 5.1 tok/s | Slowheavy RAM offload |
| Aya 23 35B | 35Basic quality (D) ยท 35 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. | 5.1 tok/s | Slowheavy RAM offload | 35Basic quality (D) ยท 35 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. | 5.1 tok/s | Slowheavy RAM offload |
| Falcon 40B Instruct | 11Basic quality (D) ยท 11 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 44/100 (quality, fit, speed and memory use) sets the ranking. | 14.6 tok/s | Runs welloffloads to RAM | 11Basic quality (D) ยท 11 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 43/100 (quality, fit, speed and memory use) sets the ranking. | 13.1 tok/s | Runs welloffloads to RAM |
| Qwen2.5-Math 72B Instruct | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 41/100 (quality, fit, speed and memory use) sets the ranking. | 3.2 tok/s | Slowheavy RAM offload | 40Fair quality (C) ยท 40 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 41/100 (quality, fit, speed and memory use) sets the ranking. | 3.1 tok/s | Slowheavy RAM offload |
| DeepSeek LLM 67B Chat | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 41/100 (quality, fit, speed and memory use) sets the ranking. | 3.6 tok/s | Slowheavy RAM offload | 28Basic quality (D) ยท 28 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 41/100 (quality, fit, speed and memory use) sets the ranking. | 3.5 tok/s | Slowheavy RAM offload |
| Llama 2 70B Chat | 25Basic quality (D) ยท 25 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 39/100 (quality, fit, speed and memory use) sets the ranking. | 3.5 tok/s | Slowheavy RAM offload | 25Basic quality (D) ยท 25 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 39/100 (quality, fit, speed and memory use) sets the ranking. | 3.4 tok/s | Slowheavy RAM offload |
| Code Llama 70B Instruct | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 37/100 (quality, fit, speed and memory use) sets the ranking. | 3.5 tok/s | Slowheavy RAM offload | 30Basic quality (D) ยท 30 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 37/100 (quality, fit, speed and memory use) sets the ranking. | 3.4 tok/s | Slowheavy RAM offload |
| gpt-oss 120B | 84Great quality (A) ยท 84 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 84Great quality (A) ยท 84 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kimi K3.1 Pro (2.8T) | 69Good quality (B) ยท 69 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 69Good quality (B) ยท 69 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V4.1 Flash 1017 (552B-A16B) | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-5.3 (753B-A40B) | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3.8 Max (2.4T-A95B) | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kimi K3 (2.8T) | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| LongCat 2.5 (1.6T-A48B) | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiMo V2.6 Pro (1T-A42B) | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ling 3.1 Flash 1019 (560B-A25B) | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 68Good quality (B) ยท 68 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax M3.1 Flash (428B-A23B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Nex N2.6 (321B-A18B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Step 5 Preview (600B-A27B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-5.3 Flash (320B-A18B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiMo V2.6 Flash (310B-A15B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V4.1 Flash (552B-A16B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Mistral Large 4 (1T-A52B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3.8 Flash Next (125B-A6B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-5.2 (753B-A40B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Hunyuan Hy4 Preview (780B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Muse Spark Open (816B-A42B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V4 Pro (1.6T-A49B) | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 67Good quality (B) ยท 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kimi K2.6 (1T) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ling 3.1 Flash (560B-A25B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiMo V2.5 Pro (1T-A42B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Intern-S2 (397B-A17B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-5.1 (744B-A40B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Nex N2 Pro (397B-A17B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V4 Pro (April 2026) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Naive N0.5 Flash (309B-A15.5B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3.5 397B-A17B | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax M3 (427B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-5 (744B-A40B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| K2-Horizon (375B-A23B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Hunyuan Hy3 (295B-A21B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Beam 1.0 (501B-A23B) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kimi K2.5 (1T) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kimi K2.7 Code (1T) | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V4 Flash (284B-A13B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiMo V2.5 (310B-A15B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ornith 1.5 397B-A17B | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Nemotron 3.5 Super VL 120B-A12B | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V3.2 (671B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Inkling Small (276B-A12B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-4.7 (355B-A32B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Inkling (975B-A41B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax M2.7 (230B-A10B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Step 3.7 Flash (198B-A11B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Nemotron 3 Ultra 550B-A55B | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek R1 0528 (671B) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kimi K2 Thinking (1T) | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ornith 1.5 122B-A10B | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V3.2 Exp | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ling 2.6 1T | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax M2.5 (230B-A10B) | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek R1 (671B) | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V4 Flash (April 2026) | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3.5 122B-A10B | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Step 3.5 Flash (196B-A11B) | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V3.1 Terminus | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 64Good quality (B) ยท 64 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V3.1 (671B) | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kimi K2 Instruct 0905 (1T) | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax M2.1 (230B-A10B) | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3 235B-A22B Thinking 2507 | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3 Coder 480B-A35B | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiMo V2 Flash (309B-A15B) | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ling 1T | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Mistral Large 3 (675B) | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3 235B-A22B Instruct 2507 | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Solar Open 2 250B | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 63Good quality (B) ยท 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kimi K2 Instruct (July 2025) | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax M2 (230B-A10B) | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3-VL 235B-A22B Instruct | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 62Good quality (B) ยท 62 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Command A+ (218B-A25B) | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| K-EXAONE 236B-A23B | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| LongCat Flash Chat (560B) | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Nemotron 3 Super 120B-A12B | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen3 235B-A22B | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 61Good quality (B) ยท 61 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Devstral 2 (123B) | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| InternVL3.5 241B-A28B | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Laguna S 2.1 (118B-A8B) | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Llama 3.1 Nemotron Ultra 253B v1 | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 60Good quality (B) ยท 60 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Baichuan M3 235B-A22B | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-4.6 (355B-A32B) | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V3 0324 (671B) | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-4.6V | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax-M1 80K | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 58Good quality (B) ยท 58 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Command A Reasoning (111B) | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-4.5 (355B-A32B) | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ling 3.0 Flash (127B-A5B) | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax-M1 40K | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 57Good quality (B) ยท 57 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Mistral Small 4 (119B-A6B) | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Mistral Medium 3.5 (128B) | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Trinity Large Thinking (400B-A13B) | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Command A (111B) | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| ERNIE 4.5 300B-A47B | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-4.5V | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Hermes 4 405B | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ling 2.6 Flash (104B-A7.4B) | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Mistral Large 2.1 (2411) | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Solar Open 100B | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| GLM-4.5 Air (106B-A12B) | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Mistral Large 2 (123B) | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| NorthCUA Pro | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Pixtral Large 124B (2411) | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ring Flash 2.0 (100B-A6B) | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 54Fair quality (C) ยท 54 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| dots.llm1 Instruct | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ling Flash 2.0 (100B-A6B) | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax-Text-01 | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Tรผlu 3 405B | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 53Fair quality (C) ยท 53 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V3 (671B) | 52Fair quality (C) ยท 52 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 52Fair quality (C) ยท 52 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Sarvam 105B | 52Fair quality (C) ยท 52 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 52Fair quality (C) ยท 52 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek Coder V2 (236B) | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Leanstral 119B-A6B | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 51Fair quality (C) ยท 51 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek Coder V2 Instruct (0614) | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V2.5 1210 | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Llama 3.1 405B Instruct | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Llama 4 Maverick (17B x 128E) | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Llama 4 Scout 17B-16E | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 50Fair quality (C) ยท 50 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Command R+ (08-2024) 104B | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V2.5 | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Groot 65B A6B 261023 | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Jamba 1.5 Large | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 49Fair quality (C) ยท 49 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ling 3.0 flash Sante | 47Fair quality (C) ยท 47 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 47Fair quality (C) ยท 47 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Llama 3.2 90B Vision Instruct | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 46Fair quality (C) ยท 46 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Command R+ 104B (04-2024) | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 44Fair quality (C) ยท 44 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 6/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| DeepSeek V2 Chat | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 5/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 43Fair quality (C) ยท 43 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 5/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Mixtral 8x22B Instruct | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 5/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 38Basic quality (D) ยท 38 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 5/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen1.5 110B Chat | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 4/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 36Basic quality (D) ยท 36 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 4/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Grok-1 (314B) | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 4/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 4/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Snowflake Arctic Instruct | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 4/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 35Basic quality (D) ยท 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 4/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Falcon 180B Chat | 23Basic quality (D) ยท 23 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 3/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 23Basic quality (D) ยท 23 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 3/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
Image models
55 of 61 image models run on the NVIDIA GeForce RTX 4080 SUPER. 16.0 GB usable for models.
55 of 61 image models run on the AMD Radeon RX 9070 XT. 16.0 GB usable for models.
| Model | QualityRTX 4080 SUPER | SpeedRTX 4080 SUPER | RunsRTX 4080 SUPER | QualityRX 9070 XT | SpeedRX 9070 XT | RunsRX 9070 XT |
|---|---|---|---|---|---|---|
| FLUX 3 Image Klein | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. | 9.2 s | Runs great | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. | 8.7 s | Runs great |
| Z-Image Turbo | 83Great quality (A) ยท 83 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 4.1 s | Runs great | 83Great quality (A) ยท 83 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 3.8 s | Runs great |
| ERNIE-Image Turbo | 84Great quality (A) ยท 84 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 5.2 s | Runs welltight fit | 84Great quality (A) ยท 84 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 4.9 s | Runs welltight fit |
| FLUX.2 [klein] 4B | 77Great quality (A) ยท 77 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 1.6 s | Runs great | 77Great quality (A) ยท 77 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 1.5 s | Runs great |
| FLUX.2 [klein] 9B | 83Great quality (A) ยท 83 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 3.1 s | Runs greatencoder in RAM | 83Great quality (A) ยท 83 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 2.9 s | Runs greatencoder in RAM |
| Z-Image | 80Great quality (A) ยท 80 of 100: how capable the model is at FP8, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 22 s | Runs well | 80Great quality (A) ยท 80 of 100: how capable the model is at FP8, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 20 s | Runs well |
| Krea 2 Turbo | 92Excellent quality (A+) ยท 92 of 100: how capable the model is at FP16, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 7.9 s | Runs greatCPU offload | 92Excellent quality (A+) ยท 92 of 100: how capable the model is at FP16, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 7.4 s | Runs greatCPU offload |
| Lumina-Image 2.0 | 62Good quality (B) ยท 62 of 100: how capable the model is at FP16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 9.9 s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at FP16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 9.3 s | Runs great |
| FLUX.1 Krea [dev] | 76Great quality (A) ยท 76 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 20 s | Runs welltight fit | 76Great quality (A) ยท 76 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 19 s | Runs welltight fit |
| ERNIE-Image | 81Great quality (A) ยท 81 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 37 s | Runs welltight fit | 81Great quality (A) ยท 81 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 35 s | Runs welltight fit |
| FLUX.1 [dev] | 74Great quality (A) ยท 74 of 100: how capable the model is at NF4, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 19 s | Runs welltight fit | 74Great quality (A) ยท 74 of 100: how capable the model is at NF4, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 18 s | Runs welltight fit |
| MOSS-Image SFT | 82Great quality (A) ยท 82 of 100: how capable the model is at FP16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 21 s | Runs wellencoder in RAM | 82Great quality (A) ยท 82 of 100: how capable the model is at FP16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 20 s | Runs wellencoder in RAM |
| FLUX.1 [schnell] | 65Good quality (B) ยท 65 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 3.4 s | Runs welltight fit | 65Good quality (B) ยท 65 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 3.2 s | Runs welltight fit |
| Kolors | 58Good quality (B) ยท 58 of 100: how capable the model is at FP8, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 5.1 s | Runs great | 58Good quality (B) ยท 58 of 100: how capable the model is at FP8, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 4.8 s | Runs great |
| Chroma1-HD | 72Great quality (A) ยท 72 of 100: how capable the model is at NF4, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 31 s | Runs well | 72Great quality (A) ยท 72 of 100: how capable the model is at NF4, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 29 s | Runs well |
| Stable Diffusion 3.5 Large Turbo | 57Good quality (B) ยท 57 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 2.7 s | Runs great | 57Good quality (B) ยท 57 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 2.5 s | Runs great |
| Ideogram 4 | 85Excellent quality (A+) ยท 85 of 100: how capable the model is at NF4, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 41 s | Slowencoder in RAM | 85Excellent quality (A+) ยท 85 of 100: how capable the model is at NF4, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 38 s | Runs wellencoder in RAM |
| Stable Diffusion 3.5 Medium | 57Good quality (B) ยท 57 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 9.7 s | Runs great | 57Good quality (B) ยท 57 of 100: how capable the model is at Q8 GGUF, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 9.2 s | Runs great |
| Juggernaut XL v9 | 62Good quality (B) ยท 62 of 100: how capable the model is at FP16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 6.3 s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at FP16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 6.0 s | Runs great |
| RealVisXL V5.0 | 62Good quality (B) ยท 62 of 100: how capable the model is at FP16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 6.3 s | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at FP16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 6.0 s | Runs great |
| FLUX.1 Kontext [dev] | 76Great quality (A) ยท 76 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 37 s | Runs welltight fit | 76Great quality (A) ยท 76 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 35 s | Runs welltight fit |
| Animagine XL 4.0 | 60Good quality (B) ยท 60 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 5.9 s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 5.6 s | Runs great |
| Illustrious XL v0.1 | 60Good quality (B) ยท 60 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 5.9 s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 5.6 s | Runs great |
| OmniGen2 | 64Good quality (B) ยท 64 of 100: how capable the model is at FP8, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 20 s | Runs well | 64Good quality (B) ยท 64 of 100: how capable the model is at FP8, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 19 s | Runs well |
| Playground v2.5 | 60Good quality (B) ยท 60 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 11 s | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 9.9 s | Runs great |
| DreamShaper XL v2 Turbo | 58Good quality (B) ยท 58 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 1.8 s | Runs great | 58Good quality (B) ยท 58 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 1.7 s | Runs great |
| Pony Diffusion V6 XL | 58Good quality (B) ยท 58 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 5.4 s | Runs great | 58Good quality (B) ยท 58 of 100: how capable the model is at FP16, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. | 5.0 s | Runs great |
| Stable Diffusion 3.5 Large | 61Good quality (B) ยท 61 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 19 s | Runs well | 61Good quality (B) ยท 61 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 18 s | Runs well |
| HiDream-I1 Fast | 70Great quality (A) ยท 70 of 100: how capable the model is at NF4, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 16 s | Runs wellencoder in RAM | 70Great quality (A) ยท 70 of 100: how capable the model is at NF4, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 15 s | Runs wellencoder in RAM |
| FLUX.1 Fill [dev] | 74Great quality (A) ยท 74 of 100: how capable the model is at FP8, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 17 s | Runs welltight fit ยท encoder in RAM | 74Great quality (A) ยท 74 of 100: how capable the model is at FP8, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 16 s | Runs welltight fit ยท encoder in RAM |
| Animagine XL 3.1 | 56Good quality (B) ยท 56 of 100: how capable the model is at FP16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 5.9 s | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at FP16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 5.6 s | Runs great |
| Stable Diffusion XL 1.0 | 55Good quality (B) ยท 55 of 100: how capable the model is at FP16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 6.3 s | Runs great | 55Good quality (B) ยท 55 of 100: how capable the model is at FP16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 6.0 s | Runs great |
| PixArt-ฮฃ XL 1024 | 50Fair quality (C) ยท 50 of 100: how capable the model is at FP16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 2.1 s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at FP16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 2.0 s | Runs great |
| HiDream-I1 Dev | 74Great quality (A) ยท 74 of 100: how capable the model is at NF4, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 28 s | Runs wellencoder in RAM | 74Great quality (A) ยท 74 of 100: how capable the model is at NF4, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 26 s | Runs wellencoder in RAM |
| SDXL-Lightning (4-step) | 54Fair quality (C) ยท 54 of 100: how capable the model is at FP16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 1.0 s | Runs great | 54Fair quality (C) ยท 54 of 100: how capable the model is at FP16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 0.9 s | Runs great |
| Stable Diffusion 3 Medium | 50Fair quality (C) ยท 50 of 100: how capable the model is at FP8, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 3.9 s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at FP8, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 3.7 s | Runs great |
| AuraFlow v0.3 | 56Good quality (B) ยท 56 of 100: how capable the model is at FP8, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 18 s | Runs well | 56Good quality (B) ยท 56 of 100: how capable the model is at FP8, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 17 s | Runs well |
| Hunyuan-DiT v1.2 | 52Fair quality (C) ยท 52 of 100: how capable the model is at FP16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 8.5 s | Runs great | 52Fair quality (C) ยท 52 of 100: how capable the model is at FP16, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 8.0 s | Runs great |
| HiDream-I1 Full | 78Great quality (A) ยท 78 of 100: how capable the model is at NF4, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 73 s | Slowencoder in RAM | 78Great quality (A) ยท 78 of 100: how capable the model is at NF4, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 69 s | Slowencoder in RAM |
| Stable Cascade | 50Fair quality (C) ยท 50 of 100: how capable the model is at FP8, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 6.3 s | Runs great | 50Fair quality (C) ยท 50 of 100: how capable the model is at FP8, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 6.0 s | Runs great |
| Iris-3B | 72Great quality (A) ยท 72 of 100: how capable the model is at FP16, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 24 s | Runs wellencoder in RAM | 72Great quality (A) ยท 72 of 100: how capable the model is at FP16, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 22 s | Runs wellencoder in RAM |
| CogView4 6B | 68Good quality (B) ยท 68 of 100: how capable the model is at FP8, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 24 s | Runs wellencoder in RAM | 68Good quality (B) ยท 68 of 100: how capable the model is at FP8, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 23 s | Runs wellencoder in RAM |
| Fibo 2.0 Dev | 93Excellent quality (A+) ยท 93 of 100: how capable the model is at FP16, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 41 s | SlowCPU offload | 93Excellent quality (A+) ยท 93 of 100: how capable the model is at FP16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 39 s | Runs wellCPU offload |
| FLUX.2 [dev] | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at FP8, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 59 s | Slowtight fit ยท CPU offload | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at FP8, whatever it runs on. Match score 71/100 (quality, fit, speed and memory use) sets the ranking. | 56 s | Slowtight fit ยท CPU offload |
| Qwen-Image 2512 | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at FP8, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 2.5 min | Very slowCPU offload | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at FP8, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 2.3 min | Very slowCPU offload |
| Qwen-Image | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at FP8, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 2.5 min | Very slowCPU offload | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at FP8, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 2.3 min | Very slowCPU offload |
| FireRed-Image-Edit 1.1 | 85Excellent quality (A+) ยท 85 of 100: how capable the model is at FP8, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 2.2 min | SlowCPU offload | 85Excellent quality (A+) ยท 85 of 100: how capable the model is at FP8, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 2.1 min | SlowCPU offload |
| Qwen-Image-Edit 2511 | 84Great quality (A) ยท 84 of 100: how capable the model is at FP8, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 2.2 min | SlowCPU offload | 84Great quality (A) ยท 84 of 100: how capable the model is at FP8, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 2.1 min | SlowCPU offload |
| SDXL Turbo | 40Fair quality (C) ยท 40 of 100: how capable the model is at FP16, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 0.2 s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at FP16, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 0.2 s | Runs great |
| Kandinsky 3 | 48Fair quality (C) ยท 48 of 100: how capable the model is at FP16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 13 s | Runs greatencoder in RAM | 48Fair quality (C) ยท 48 of 100: how capable the model is at FP16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 13 s | Runs greatencoder in RAM |
| Realistic Vision V5.1 | 42Fair quality (C) ยท 42 of 100: how capable the model is at FP16, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 1.7 s | Runs great | 42Fair quality (C) ยท 42 of 100: how capable the model is at FP16, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 1.6 s | Runs great |
| DreamShaper 8 | 40Fair quality (C) ยท 40 of 100: how capable the model is at FP16, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 1.7 s | Runs great | 40Fair quality (C) ยท 40 of 100: how capable the model is at FP16, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 1.6 s | Runs great |
| Stable Diffusion 1.5 | 35Basic quality (D) ยท 35 of 100: how capable the model is at FP16, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking. | 1.7 s | Runs great | 35Basic quality (D) ยท 35 of 100: how capable the model is at FP16, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking. | 1.6 s | Runs great |
| LCM DreamShaper v7 | 30Basic quality (D) ยท 30 of 100: how capable the model is at FP16, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 0.4 s | Runs great | 30Basic quality (D) ยท 30 of 100: how capable the model is at FP16, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 0.3 s | Runs great |
| SD Turbo | 28Basic quality (D) ยท 28 of 100: how capable the model is at FP16, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 0.1 s | Runs great | 28Basic quality (D) ยท 28 of 100: how capable the model is at FP16, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 0.1 s | Runs great |
| MiniMax H3 Image | 91Excellent quality (A+) ยท 91 of 100: how capable the model is at FP8, whatever it runs on. Match score 12/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 91Excellent quality (A+) ยท 91 of 100: how capable the model is at FP8, whatever it runs on. Match score 12/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Cosmos3-Super Text2Image (64B) | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at FP8, whatever it runs on. Match score 12/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at FP8, whatever it runs on. Match score 12/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| HunyuanImage 3.0 (80B-A13B) | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at FP8, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at FP8, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen-Image 2.1 | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Ming-Image 0.1 Design | 84Great quality (A) ยท 84 of 100: how capable the model is at FP8, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 84Great quality (A) ยท 84 of 100: how capable the model is at FP8, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Qwen-Image 2.1 Turbo | 82Great quality (A) ยท 82 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 82Great quality (A) ยท 82 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
Video models
17 of 43 video models run on the NVIDIA GeForce RTX 4080 SUPER. 16.0 GB usable for models.
17 of 43 video models run on the AMD Radeon RX 9070 XT. 16.0 GB usable for models.
| Model | QualityRTX 4080 SUPER | SpeedRTX 4080 SUPER | RunsRTX 4080 SUPER | QualityRX 9070 XT | SpeedRX 9070 XT | RunsRX 9070 XT |
|---|---|---|---|---|---|---|
| LTX-Video 2B | 49Fair quality (C) ยท 49 of 100: how capable the model is at FP8, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 32 s | Runs great | 49Fair quality (C) ยท 49 of 100: how capable the model is at FP8, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 30 s | Runs great |
| Wan 2.1 T2V 1.3B | 53Fair quality (C) ยท 53 of 100: how capable the model is at FP8, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 5.1 min | Runs well | 53Fair quality (C) ยท 53 of 100: how capable the model is at FP8, whatever it runs on. Match score 76/100 (quality, fit, speed and memory use) sets the ranking. | 4.8 min | Runs well |
| CogVideoX 5B | 53Fair quality (C) ยท 53 of 100: how capable the model is at FP8, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 3.8 min | Runs welltight fit | 53Fair quality (C) ยท 53 of 100: how capable the model is at FP8, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 3.6 min | Runs welltight fit |
| CogVideoX 5B I2V | 53Fair quality (C) ยท 53 of 100: how capable the model is at FP8, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 3.8 min | Runs welltight fit | 53Fair quality (C) ยท 53 of 100: how capable the model is at FP8, whatever it runs on. Match score 75/100 (quality, fit, speed and memory use) sets the ranking. | 3.6 min | Runs welltight fit |
| CogVideoX 2B | 44Fair quality (C) ยท 44 of 100: how capable the model is at FP8, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 76 s | Runs great | 44Fair quality (C) ยท 44 of 100: how capable the model is at FP8, whatever it runs on. Match score 74/100 (quality, fit, speed and memory use) sets the ranking. | 72 s | Runs great |
| Wan 2.1 VACE 1.3B | 53Fair quality (C) ยท 53 of 100: how capable the model is at FP8, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 5.5 min | Runs welltight fit | 53Fair quality (C) ยท 53 of 100: how capable the model is at FP8, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 5.2 min | Runs welltight fit |
| Kandinsky 6.0 Video Lite (3B, video + audio) | 68Good quality (B) ยท 68 of 100: how capable the model is at FP16, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 7.7 min | Runs welltight fit ยท encoder in RAM | 68Good quality (B) ยท 68 of 100: how capable the model is at FP16, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 7.2 min | Runs welltight fit ยท encoder in RAM |
| Bernini-R A14B (video generation + editing) | 83Great quality (A) ยท 83 of 100: how capable the model is at FP8, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 19.8 min | SlowCPU offload | 83Great quality (A) ยท 83 of 100: how capable the model is at FP8, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. | 18.6 min | SlowCPU offload |
| Wan 2.1 I2V 14B 480P | 68Good quality (B) ยท 68 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 26.7 min | Slowtight fit ยท encoder in RAM | 68Good quality (B) ยท 68 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. | 25.1 min | Slowtight fit ยท encoder in RAM |
| SkyReels V2 Diffusion Forcing 1.3B | 50Fair quality (C) ยท 50 of 100: how capable the model is at FP8, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 6.7 min | Runs wellencoder in RAM | 50Fair quality (C) ยท 50 of 100: how capable the model is at FP8, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 6.3 min | Runs wellencoder in RAM |
| HY-OmniWeaving (8.3B, unified video) | 76Great quality (A) ยท 76 of 100: how capable the model is at FP16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 16.2 min | SlowCPU offload | 76Great quality (A) ยท 76 of 100: how capable the model is at FP16, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 15.2 min | SlowCPU offload |
| FramePack I2V (HunyuanVideo 13B) | 72Great quality (A) ยท 72 of 100: how capable the model is at FP8, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 11.0 min | Runs wellCPU offload | 72Great quality (A) ยท 72 of 100: how capable the model is at FP8, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. | 10.3 min | Runs wellCPU offload |
| SCAIL-2 14B (character animation) | 78Great quality (A) ยท 78 of 100: how capable the model is at FP8, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking. | 33.0 min | SlowCPU offload | 78Great quality (A) ยท 78 of 100: how capable the model is at FP8, whatever it runs on. Match score 66/100 (quality, fit, speed and memory use) sets the ranking. | 31.0 min | SlowCPU offload |
| Wan 2.2 S2V 14B (speech to video) | 74Great quality (A) ยท 74 of 100: how capable the model is at FP8, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 27.5 min | SlowCPU offload | 74Great quality (A) ยท 74 of 100: how capable the model is at FP8, whatever it runs on. Match score 65/100 (quality, fit, speed and memory use) sets the ranking. | 25.9 min | SlowCPU offload |
| AnimateDiff v3 (SD 1.5) | 35Basic quality (D) ยท 35 of 100: how capable the model is at FP16, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 28 s | Runs great | 35Basic quality (D) ยท 35 of 100: how capable the model is at FP16, whatever it runs on. Match score 62/100 (quality, fit, speed and memory use) sets the ranking. | 27 s | Runs great |
| SkyReels V2 T2V 14B 540P | 72Great quality (A) ยท 72 of 100: how capable the model is at FP8, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 38.5 min | Slowtight fit ยท CPU offload | 72Great quality (A) ยท 72 of 100: how capable the model is at FP8, whatever it runs on. Match score 61/100 (quality, fit, speed and memory use) sets the ranking. | 36.2 min | Slowtight fit ยท CPU offload |
| Mochi 1 Preview (10B) | 60Good quality (B) ยท 60 of 100: how capable the model is at FP8, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 30.3 min | Slowtight fit ยท CPU offload | 60Good quality (B) ยท 60 of 100: how capable the model is at FP8, whatever it runs on. Match score 57/100 (quality, fit, speed and memory use) sets the ranking. | 28.5 min | Slowtight fit ยท CPU offload |
| Cosmos3-Super Image2Video (64B) | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at FP16, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at FP16, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Kandinsky 6.0 Pro (29B, video + audio) | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at FP16, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at FP16, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| MiniMax H3 (33B, video + audio) | 83Great quality (A) ยท 83 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 83Great quality (A) ยท 83 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| HunyuanVideo 1.5 (8.3B) | 82Great quality (A) ยท 82 of 100: how capable the model is at FP8, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 82Great quality (A) ยท 82 of 100: how capable the model is at FP8, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| LTX-2.5 (22B, video + audio) | 81Great quality (A) ยท 81 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 81Great quality (A) ยท 81 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| LTX-2.3 | 79Great quality (A) ยท 79 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 79Great quality (A) ยท 79 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Wan 2.2 I2V A14B | 79Great quality (A) ยท 79 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 79Great quality (A) ยท 79 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Wan 2.2 T2V A14B | 79Great quality (A) ยท 79 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 79Great quality (A) ยท 79 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| SkyReels V2 T2V 14B 720P | 76Great quality (A) ยท 76 of 100: how capable the model is at FP8, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 76Great quality (A) ยท 76 of 100: how capable the model is at FP8, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| LTX-2 (19B, video + audio) | 76Great quality (A) ยท 76 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 76Great quality (A) ยท 76 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Step-Video T2V (30B) | 74Great quality (A) ยท 74 of 100: how capable the model is at FP8, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 74Great quality (A) ยท 74 of 100: how capable the model is at FP8, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Wan-Dancer 14B (music to dance) | 74Great quality (A) ยท 74 of 100: how capable the model is at FP8, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 74Great quality (A) ยท 74 of 100: how capable the model is at FP8, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Wan 2.1 I2V 14B 720P | 72Great quality (A) ยท 72 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 72Great quality (A) ยท 72 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Wan 2.1 T2V 14B | 72Great quality (A) ยท 72 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 72Great quality (A) ยท 72 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Wan 2.1 VACE 14B | 72Great quality (A) ยท 72 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 72Great quality (A) ยท 72 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Wan 2.2 Animate 14B | 72Great quality (A) ยท 72 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 72Great quality (A) ยท 72 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Open-Sora 2.0 (11B) | 70Great quality (A) ยท 70 of 100: how capable the model is at FP16, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 70Great quality (A) ยท 70 of 100: how capable the model is at FP16, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Cosmos-Predict2 14B Video2World | 68Good quality (B) ยท 68 of 100: how capable the model is at FP8, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 68Good quality (B) ยท 68 of 100: how capable the model is at FP8, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| HunyuanVideo 13B | 66Good quality (B) ยท 66 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| HunyuanVideo I2V 13B | 66Good quality (B) ยท 66 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 9/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| LTX-Video 13B 0.9.8 (distilled) | 66Good quality (B) ยท 66 of 100: how capable the model is at FP8, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 66Good quality (B) ยท 66 of 100: how capable the model is at FP8, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Wan 2.2 TI2V 5B | 65Good quality (B) ยท 65 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 65Good quality (B) ยท 65 of 100: how capable the model is at Q4 GGUF, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Cosmos 1.0 Diffusion 7B Text2World | 60Good quality (B) ยท 60 of 100: how capable the model is at FP16, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 60Good quality (B) ยท 60 of 100: how capable the model is at FP16, whatever it runs on. Match score 8/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| CogVideoX 1.5 5B | 58Good quality (B) ยท 58 of 100: how capable the model is at FP8, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 58Good quality (B) ยท 58 of 100: how capable the model is at FP8, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Cosmos-Predict2 2B Video2World | 56Good quality (B) ยท 56 of 100: how capable the model is at FP8, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 56Good quality (B) ยท 56 of 100: how capable the model is at FP8, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| Allegro (2.8B) | 52Fair quality (C) ยท 52 of 100: how capable the model is at FP16, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 52Fair quality (C) ยท 52 of 100: how capable the model is at FP16, whatever it runs on. Match score 7/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
Decision models
68 of 70 decision models run on the NVIDIA GeForce RTX 4080 SUPER. 16.0 GB usable for models.
68 of 70 decision models run on the AMD Radeon RX 9070 XT. 16.0 GB usable for models.
| Model | QualityRTX 4080 SUPER | SpeedRTX 4080 SUPER | RunsRTX 4080 SUPER | QualityRX 9070 XT | SpeedRX 9070 XT | RunsRX 9070 XT |
|---|---|---|---|---|---|---|
| Qwen3 Reranker 4B | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at F16, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. | 78 ms | Runs great | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at F16, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. | 63 ms | Runs great |
| zerank-2 | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at F16, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. | 78 ms | Runs great | 88Excellent quality (A+) ยท 88 of 100: how capable the model is at F16, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. | 63 ms | Runs great |
| Jina Reranker v3.5 | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at F16, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 15 ms | Runs great | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at F16, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 13 ms | Runs great |
| Shieldstral 1.0 3B | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at F16, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 75 ms | Runs great | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at F16, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 61 ms | Runs great |
| Qwen3 Reranker 8B | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 133 ms | Runs well | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. | 97 ms | Runs great |
| Intern-Decision 4B | 84Great quality (A) ยท 84 of 100: how capable the model is at F16, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 56 ms | Runs great | 84Great quality (A) ยท 84 of 100: how capable the model is at F16, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 52 ms | Runs great |
| Jina Reranker v3 | 84Great quality (A) ยท 84 of 100: how capable the model is at F16, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 15 ms | Runs great | 84Great quality (A) ยท 84 of 100: how capable the model is at F16, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. | 13 ms | Runs great |
| d1 3B | 82Great quality (A) ยท 82 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 40 ms | Runs great | 82Great quality (A) ยท 82 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 37 ms | Runs great |
| mxbai-rerank-large v2 | 82Great quality (A) ยท 82 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 32 ms | Runs great | 82Great quality (A) ยท 82 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 27 ms | Runs great |
| FRIDA-Decisions | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 11 ms | Runs great | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 8.3 ms | Runs great |
| GLiNER2.5 Decide | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 8.2 ms | Runs great | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 6.6 ms | Runs great |
| LemonDecider 4B | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 43 ms | Runs great | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 28 ms | Runs great |
| Qwen3 Reranker 0.6B | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 15 ms | Runs great | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 13 ms | Runs great |
| zerank-1 small | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 36 ms | Runs great | 80Great quality (A) ยท 80 of 100: how capable the model is at F16, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. | 29 ms | Runs great |
| Skywork Reward V2 Llama 3.1 8B | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 226 ms | Runs well | 90Excellent quality (A+) ยท 90 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. | 142 ms | Runs well |
| BGE Reranker v2 Gemma | 78Great quality (A) ยท 78 of 100: how capable the model is at F16, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 50 ms | Runs great | 78Great quality (A) ยท 78 of 100: how capable the model is at F16, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 41 ms | Runs great |
| Llama Prompt Guard 2 86M | 76Great quality (A) ยท 76 of 100: how capable the model is at F16, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 8.8 ms | Runs great | 76Great quality (A) ยท 76 of 100: how capable the model is at F16, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 7.0 ms | Runs great |
| mxbai-rerank-base v2 | 76Great quality (A) ยท 76 of 100: how capable the model is at F16, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 13 ms | Runs great | 76Great quality (A) ยท 76 of 100: how capable the model is at F16, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. | 11 ms | Runs great |
| Qwen3Guard Gen 4B | 83Great quality (A) ยท 83 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. | 106 ms | Runs great | 83Great quality (A) ยท 83 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. | 98 ms | Runs great |
| GLiClass ModernBERT Large v3 | 74Great quality (A) ยท 74 of 100: how capable the model is at F16, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 7.4 ms | Runs great | 74Great quality (A) ยท 74 of 100: how capable the model is at F16, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 6.1 ms | Runs great |
| OpenAI Privacy Filter | 78Great quality (A) ยท 78 of 100: how capable the model is at F16, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 4.4 ms | Runs great | 78Great quality (A) ยท 78 of 100: how capable the model is at F16, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. | 4.3 ms | Runs great |
| Skywork Reward V2 Qwen3 8B | 84Great quality (A) ยท 84 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 228 ms | Runs well | 84Great quality (A) ยท 84 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. | 144 ms | Runs well |
| BGE Reranker v2 M3 | 72Great quality (A) ยท 72 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 14 ms | Runs great | 72Great quality (A) ยท 72 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 10 ms | Runs great |
| DeBERTa v3 Large Zero-shot v2.0 | 72Great quality (A) ยท 72 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 7.7 ms | Runs great | 72Great quality (A) ยท 72 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 6.3 ms | Runs great |
| DuoGuard 0.5B | 72Great quality (A) ยท 72 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 12 ms | Runs great | 72Great quality (A) ยท 72 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 9.2 ms | Runs great |
| Skywork Reward V2 Qwen3 0.6B | 72Great quality (A) ยท 72 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 24 ms | Runs great | 72Great quality (A) ยท 72 of 100: how capable the model is at F16, whatever it runs on. Match score 87/100 (quality, fit, speed and memory use) sets the ranking. | 17 ms | Runs great |
| GTE Reranker ModernBERT Base | 70Great quality (A) ยท 70 of 100: how capable the model is at F16, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 6.6 ms | Runs great | 70Great quality (A) ยท 70 of 100: how capable the model is at F16, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 5.6 ms | Runs great |
| Jina Reranker v2 Base Multilingual | 70Great quality (A) ยท 70 of 100: how capable the model is at F16, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 8.8 ms | Runs great | 70Great quality (A) ยท 70 of 100: how capable the model is at F16, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 7.0 ms | Runs great |
| ModernBERT Large Zero-shot v2.0 | 70Great quality (A) ยท 70 of 100: how capable the model is at F16, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 7.4 ms | Runs great | 70Great quality (A) ยท 70 of 100: how capable the model is at F16, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. | 6.1 ms | Runs great |
| Qwen3Guard Gen 8B | 85Excellent quality (A+) ยท 85 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. | 194 ms | Runs well | 85Excellent quality (A+) ยท 85 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. | 178 ms | Runs well |
| GLiGuard 300M | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 7.6 ms | Runs great | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 6.2 ms | Runs great |
| Granite Embedding Reranker English R2 | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 6.6 ms | Runs great | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 5.6 ms | Runs great |
| Laya | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 7.6 ms | Runs great | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 6.2 ms | Runs great |
| Llama Prompt Guard 2 22M | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 5.2 ms | Runs great | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 4.8 ms | Runs great |
| Qwen3Guard Gen 0.6B | 74Great quality (A) ยท 74 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 35 ms | Runs great | 74Great quality (A) ยท 74 of 100: how capable the model is at F16, whatever it runs on. Match score 85/100 (quality, fit, speed and memory use) sets the ranking. | 39 ms | Runs great |
| Llama 3.1 Nemotron Safety Guard 8B v3 | 83Great quality (A) ยท 83 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. | 190 ms | Runs well | 83Great quality (A) ยท 83 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. | 175 ms | Runs well |
| Granite Guardian 4.1 8B | 83Great quality (A) ยท 83 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. | 198 ms | Runs well | 83Great quality (A) ยท 83 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. | 182 ms | Runs well |
| GLiClass Base v3 | 66Good quality (B) ยท 66 of 100: how capable the model is at F16, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 5.6 ms | Runs great | 66Good quality (B) ยท 66 of 100: how capable the model is at F16, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 5.0 ms | Runs great |
| ProtectAI DeBERTa v3 Prompt Injection v2 | 66Good quality (B) ยท 66 of 100: how capable the model is at F16, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 7.1 ms | Runs great | 66Good quality (B) ยท 66 of 100: how capable the model is at F16, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. | 5.9 ms | Runs great |
| WildGuard 7B | 79Great quality (A) ยท 79 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. | 172 ms | Runs well | 79Great quality (A) ยท 79 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. | 158 ms | Runs well |
| NuExtract 2.0 2B | 69Good quality (B) ยท 69 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 104 ms | Runs great | 67Good quality (B) ยท 67 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 108 ms | Runs great |
| DeBERTa v3 Base Zero-shot v2.0 | 64Good quality (B) ยท 64 of 100: how capable the model is at F16, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 5.5 ms | Runs great | 64Good quality (B) ยท 64 of 100: how capable the model is at F16, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 5.0 ms | Runs great |
| NuExtract 2.0 4B | 72Great quality (A) ยท 72 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. | 129 ms | Runs great | 72Great quality (A) ยท 72 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. | 153 ms | Runs well |
| GLiNER2 Base v1 | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 5.8 ms | Runs great | 68Good quality (B) ยท 68 of 100: how capable the model is at F16, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 5.1 ms | Runs great |
| Granite Guardian 3.3 8B | 79Great quality (A) ยท 79 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 193 ms | Runs well | 79Great quality (A) ยท 79 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 178 ms | Runs well |
| HHEM 2.1 Open | 62Good quality (B) ยท 62 of 100: how capable the model is at F16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 7.7 ms | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at F16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 6.3 ms | Runs great |
| LettuceDetect Large | 66Good quality (B) ยท 66 of 100: how capable the model is at F16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 18 ms | Runs great | 66Good quality (B) ยท 66 of 100: how capable the model is at F16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 12 ms | Runs great |
| Laya Multilingual | 60Good quality (B) ยท 60 of 100: how capable the model is at F16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 6.7 ms | Runs great | 60Good quality (B) ยท 60 of 100: how capable the model is at F16, whatever it runs on. Match score 82/100 (quality, fit, speed and memory use) sets the ranking. | 5.7 ms | Runs great |
| ShieldGemma 2B | 58Good quality (B) ยท 58 of 100: how capable the model is at F16, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 52 ms | Runs great | 58Good quality (B) ยท 58 of 100: how capable the model is at F16, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 43 ms | Runs great |
| ShieldGemma 9B | 64Good quality (B) ยท 64 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. | 150 ms | Runs well | 63Good quality (B) ยท 63 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. | 102 ms | Runs great |
| GLiNER Multi v2.1 | 62Good quality (B) ยท 62 of 100: how capable the model is at F16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 6.5 ms | Runs great | 62Good quality (B) ยท 62 of 100: how capable the model is at F16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 5.5 ms | Runs great |
| BART Large MNLI | 56Good quality (B) ยท 56 of 100: how capable the model is at F16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 7.5 ms | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at F16, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. | 6.2 ms | Runs great |
| ms-marco MiniLM L6 v2 | 52Fair quality (C) ยท 52 of 100: how capable the model is at F16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 4.4 ms | Runs great | 52Fair quality (C) ยท 52 of 100: how capable the model is at F16, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 4.2 ms | Runs great |
| Llama Guard 3 8B | 67Good quality (B) ยท 67 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 190 ms | Runs well | 67Good quality (B) ยท 67 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. | 175 ms | Runs well |
| Llama Guard 3 1B | 56Good quality (B) ยท 56 of 100: how capable the model is at F16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 67 ms | Runs great | 56Good quality (B) ยท 56 of 100: how capable the model is at F16, whatever it runs on. Match score 77/100 (quality, fit, speed and memory use) sets the ranking. | 73 ms | Runs great |
| Llama Guard 4 12B | 65Good quality (B) ยท 65 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. | 282 ms | Runs well | 65Good quality (B) ยท 65 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. | 259 ms | Runs well |
| Nemotron Content Safety Reasoning 4B | 77Great quality (A) ยท 77 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. | 1.2 s | Slow | 75Great quality (A) ยท 75 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 73/100 (quality, fit, speed and memory use) sets the ranking. | 1.3 s | Slow |
| DynaGuard 8B | 78Great quality (A) ยท 78 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. | 2.2 s | Very slow | 78Great quality (A) ยท 78 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. | 2.9 s | Very slow |
| Selene 1 Mini 8B | 79Great quality (A) ยท 79 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. | 2.1 s | Very slow | 79Great quality (A) ยท 79 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. | 2.7 s | Very slow |
| gpt-oss-safeguard 20B | 76Great quality (A) ยท 76 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 1.2 s | Slowtight fit | 76Great quality (A) ยท 76 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. | 1.4 s | Very slowtight fit |
| DynaGuard 1.7B | 66Good quality (B) ยท 66 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. | 391 ms | Runs well | 69Good quality (B) ยท 69 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. | 713 ms | Slow |
| CompassJudger-2 7B | 77Great quality (A) ยท 77 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. | 2.0 s | Very slow | 77Great quality (A) ยท 77 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. | 2.6 s | Very slow |
| GLIDER | 65Good quality (B) ยท 65 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 68/100 (quality, fit, speed and memory use) sets the ranking. | 1.0 s | Slow | 65Good quality (B) ยท 65 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. | 1.3 s | Slow |
| Prometheus 2 7B | 67Good quality (B) ยท 67 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. | 1.9 s | Very slow | 67Good quality (B) ยท 67 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. | 2.4 s | Very slow |
| Flow Judge v0.1 | 63Good quality (B) ยท 63 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. | 1.0 s | Slow | 63Good quality (B) ยท 63 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. | 1.3 s | Slow |
| ShieldGemma 27B | 64Good quality (B) ยท 64 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 59/100 (quality, fit, speed and memory use) sets the ranking. | 607 ms | Slowoffloads to RAM | 62Good quality (B) ยท 62 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. | 354 ms | Runs welloffloads to RAM |
| CompassJudger-2 32B | 81Great quality (A) ยท 81 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. | 22.7 s | Very slowoffloads to RAM | 81Great quality (A) ยท 81 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. | 23.6 s | Very slowoffloads to RAM |
| Prometheus 2 8x7B | 71Great quality (A) ยท 71 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. | 18.5 s | Very slowheavy RAM offload | 71Great quality (A) ยท 71 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 46/100 (quality, fit, speed and memory use) sets the ranking. | 18.6 s | Very slowheavy RAM offload |
| GLiDE 27B | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 86Excellent quality (A+) ยท 86 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 11/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
| gpt-oss-safeguard 120B | 80Great quality (A) ยท 80 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run | 80Great quality (A) ยท 80 of 100: how capable the model is at MXFP4, whatever it runs on. Match score 10/100 (quality, fit, speed and memory use) sets the ranking. | โ | Won't run |
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 โMeasuredโ come from a linked benchmark.