Model Quant Measured Estimated RAM used App Source Date
SmolLM2 135M SmolLM2 135M Q8 246 tok/s 200 tok/s +23% 0.2 GB LM Studio community 2026-02-10
Whisper Tiny Whisper Tiny Q8 238 tok/s 200 tok/s +19% 0.1 GB MacWhisper editorial 2026-05-12
🔢 Nomic Embed Text Q8 235 tok/s 200 tok/s +18% 0.2 GB Jan community 2026-03-16
Qwen 2.5 0.5B Qwen 2.5 0.5B Q8 234 tok/s 200 tok/s +17% 0.8 GB Jan community 2026-03-13
🔢 GTE Large Q8 234 tok/s 200 tok/s +17% 0.4 GB Jan community 2026-02-07
SmolLM2 135M SmolLM2 135M FP16 223 tok/s 200 tok/s +12% 0.3 GB Ollama community 2026-03-04
SmolLM2 360M SmolLM2 360M Q8 223 tok/s 200 tok/s +12% 0.7 GB LM Studio editorial 2026-05-10
🗣️ Kokoro 82M Q8 222 tok/s 200 tok/s +11% 0.3 GB Xybrid CLI community 2026-04-04
Whisper Small Whisper Small Q8 222 tok/s 200 tok/s +11% 0.3 GB Xybrid CLI editorial 2026-02-23
Bonsai 8B (1-bit) Bonsai 8B (1-bit) Q1 221 tok/s 200 tok/s +11% 1.3 GB Ollama community 2026-03-02
Ternary Bonsai 1.7B Ternary Bonsai 1.7B Q2 221 tok/s 200 tok/s +11% 0.4 GB Xybrid CLI editorial 2026-01-03
🔢 all-MiniLM-L6-v2 Q8 220 tok/s 200 tok/s +10% 0.1 GB Xybrid CLI editorial 2026-01-19
SmolLM2 360M SmolLM2 360M FP16 218 tok/s 200 tok/s +9% 1.1 GB Xybrid CLI community 2026-03-12
🔢 BGE Small FP16 218 tok/s 200 tok/s +9% 0.1 GB Xybrid CLI editorial 2026-02-10
🗣️ KittenTTS Mini Q8 217 tok/s 200 tok/s +9% 0.1 GB Xybrid CLI community 2026-03-14
🔢 Nomic Embed Text FP16 216 tok/s 200 tok/s +8% 0.3 GB Ollama community 2026-01-17
Qwen 2.5 Coder 0.5B Qwen 2.5 Coder 0.5B FP16 215 tok/s 200 tok/s +8% 1.4 GB Ollama community 2026-02-19
🗣️ NeuTTS Air Q8 214 tok/s 182 tok/s +18% 0.9 GB Xybrid CLI community 2026-02-08
🔢 BGE Small Q8 212 tok/s 200 tok/s +6% 0.1 GB Jan community 2026-05-12
🗣️ KittenTTS Mini FP16 211 tok/s 200 tok/s +6% 0.2 GB Xybrid CLI community 2026-05-28
Qwen 2.5 Coder 0.5B Qwen 2.5 Coder 0.5B Q8 210 tok/s 200 tok/s +5% 0.9 GB LM Studio editorial 2026-05-23
🗣️ KittenTTS Nano Q8 209 tok/s 200 tok/s +5% 0.1 GB Piper community 2026-05-28
Qwen 2.5 0.5B Qwen 2.5 0.5B FP16 208 tok/s 200 tok/s +4% 1.3 GB Xybrid CLI community 2026-05-26
Wav2Vec2 Base Wav2Vec2 Base Q8 208 tok/s 200 tok/s +4% 0.2 GB MacWhisper editorial 2026-04-21
Whisper Small Whisper Small FP16 207 tok/s 200 tok/s +4% 0.6 GB MacWhisper editorial 2026-05-09
🔢 all-MiniLM-L6-v2 FP16 203 tok/s 200 tok/s +2% 0.1 GB Jan community 2026-04-20
🗣️ KittenTTS Nano FP16 203 tok/s 200 tok/s +2% 0.1 GB Piper community 2026-04-14
Whisper Tiny Whisper Tiny FP16 203 tok/s 200 tok/s +2% 0.1 GB MacWhisper editorial 2026-02-26
👁️ SmolVLM 500M Q8 203 tok/s 200 tok/s +2% 0.8 GB Jan community 2026-03-06
Bonsai 8B (1-bit) Bonsai 8B (1-bit) Q1 202 tok/s 200 tok/s +1% 1.5 GB Jan community 2026-05-28
🗣️ OuteTTS 0.3 500M Q8 201 tok/s 200 tok/s +1% 0.6 GB Piper editorial 2026-03-15
Ternary Bonsai 4B Ternary Bonsai 4B Q2 199 tok/s 200 tok/s +0% 1.1 GB Jan community 2026-04-18
Whisper Medium Whisper Medium Q8 199 tok/s 182 tok/s +9% 1.0 GB Xybrid CLI community 2026-02-24
Ternary Bonsai 4B Ternary Bonsai 4B Q2 193 tok/s 200 tok/s -4% 1.1 GB Xybrid CLI community 2026-01-17
👁️ SmolVLM 500M FP16 191 tok/s 200 tok/s -4% 1.4 GB Ollama editorial 2026-02-06
🔢 GTE Large FP16 190 tok/s 200 tok/s -5% 0.7 GB LM Studio community 2026-01-14
🗣️ Kokoro 82M FP16 189 tok/s 200 tok/s -5% 0.4 GB Xybrid CLI community 2026-01-18
🎙️ Distil-Whisper Large V3 Q8 189 tok/s 182 tok/s +4% 1.0 GB Xybrid CLI community 2026-05-16
Ternary Bonsai 1.7B Ternary Bonsai 1.7B Q2 184 tok/s 200 tok/s -8% 0.4 GB Jan community 2026-05-12
🗣️ OuteTTS 0.3 500M FP16 183 tok/s 200 tok/s -8% 1.2 GB Xybrid CLI community 2026-04-08
Wav2Vec2 Base Wav2Vec2 Base FP16 182 tok/s 200 tok/s -9% 0.3 GB Xybrid CLI community 2026-03-28
🎙️ Distil-Whisper Large V3 FP16 177 tok/s 182 tok/s -3% 1.6 GB Xybrid CLI community 2026-04-02
🗣️ NeuTTS Air FP16 174 tok/s 182 tok/s -4% 1.6 GB Xybrid CLI community 2026-04-05
Bonsai Image 4B Bonsai Image 4B Q1 174 tok/s 152 tok/s +14% 1.5 GB Jan community 2026-01-01
Whisper Medium Whisper Medium FP16 170 tok/s 182 tok/s -7% 1.8 GB MacWhisper community 2026-03-16
Bonsai Image 4B Bonsai Image 4B Q2 169 tok/s 152 tok/s +11% 2.0 GB Ollama community 2026-03-04
Ternary Bonsai 8B Ternary Bonsai 8B Q2 161 tok/s 171 tok/s -6% 2.0 GB LM Studio editorial 2026-01-04
Ternary Bonsai 8B Ternary Bonsai 8B Q2 153 tok/s 171 tok/s -11% 2.0 GB Ollama community 2026-02-24
Qwen 3.5 0.8B Qwen 3.5 0.8B Q8 153 tok/s 152 tok/s +1% 1.0 GB LM Studio community 2026-04-21
TinyLlama 1.1B TinyLlama 1.1B Q8 143 tok/s 124 tok/s +15% 1.3 GB Jan community 2026-02-08
Qwen 3.5 0.8B Qwen 3.5 0.8B FP16 142 tok/s 152 tok/s -7% 1.9 GB Jan community 2026-02-22
Gemma 3 1B Gemma 3 1B Q8 142 tok/s 124 tok/s +15% 1.4 GB Jan community 2026-03-13
🎨 Stable Diffusion Turbo Q8 132 tok/s 130 tok/s +2% 1.4 GB Jan community 2026-05-16
Gemma 3 1B Gemma 3 1B FP16 130 tok/s 124 tok/s +5% 2.4 GB LM Studio community 2026-01-13
LFM2.5 1.2B LFM2.5 1.2B Q8 129 tok/s 117 tok/s +10% 1.6 GB Xybrid CLI editorial 2026-02-22
TinyLlama 1.1B TinyLlama 1.1B FP16 122 tok/s 124 tok/s -2% 2.4 GB Xybrid CLI editorial 2026-03-28
🎨 Stable Diffusion Turbo FP16 122 tok/s 130 tok/s -6% 2.5 GB Ollama community 2026-03-17
LFM2.5 1.2B LFM2.5 1.2B FP16 120 tok/s 117 tok/s +3% 2.7 GB LM Studio editorial 2026-05-08
Llama 3.2 1B Llama 3.2 1B Q8 107 tok/s 101 tok/s +6% 1.8 GB Jan community 2026-01-17
Phi-4 Mini Phi-4 Mini Q5 105 tok/s 35 tok/s +200% 2.9 GB Ollama editorial 2026-02-15
Llama 3.2 1B Llama 3.2 1B FP16 100 tok/s 101 tok/s -1% 3.0 GB Xybrid CLI editorial 2026-04-03
🧠 DeepSeek R1 Distill 1.5B Q8 99 tok/s 83 tok/s +19% 1.9 GB Xybrid CLI community 2026-01-06
SmolLM2 1.7B SmolLM2 1.7B Q8 94 tok/s 80 tok/s +18% 2.0 GB Ollama editorial 2026-05-11
Qwen 2.5 Coder 1.5B Qwen 2.5 Coder 1.5B Q8 93 tok/s 85 tok/s +9% 2.0 GB Ollama community 2026-03-15
StableLM 2 1.6B StableLM 2 1.6B Q8 89 tok/s 83 tok/s +7% 2.3 GB Ollama editorial 2026-01-06
🗣️ Dia 1.6B Q8 88 tok/s 83 tok/s +6% 2.0 GB Xybrid CLI community 2026-03-14
Whisper Large V3 Whisper Large V3 Q8 88 tok/s 88 tok/s +0% 2.0 GB Xybrid CLI editorial 2026-05-23
Whisper Large V3 Whisper Large V3 FP16 86 tok/s 88 tok/s -2% 3.7 GB Xybrid CLI community 2026-04-18
👁️ Moondream 2B Q8 86 tok/s 74 tok/s +16% 2.2 GB LM Studio editorial 2026-01-15
🗣️ Dia 1.6B FP16 82 tok/s 83 tok/s -1% 3.7 GB Xybrid CLI editorial 2026-04-06
SmolLM2 1.7B SmolLM2 1.7B FP16 81 tok/s 80 tok/s +1% 4.2 GB Xybrid CLI community 2026-02-25
Qwen 2.5 Coder 1.5B Qwen 2.5 Coder 1.5B FP16 80 tok/s 85 tok/s -6% 3.9 GB Xybrid CLI community 2026-05-14
Llama 3.2 3B Llama 3.2 3B Q8 78 tok/s 41 tok/s +90% 3.8 GB LM Studio editorial 2026-02-18
👁️ Moondream 2B FP16 78 tok/s 74 tok/s +5% 4.4 GB Jan community 2026-02-08
Qwen 3.5 2B Qwen 3.5 2B Q8 78 tok/s 65 tok/s +20% 3.0 GB Ollama editorial 2026-03-01
🧠 DeepSeek R1 Distill 1.5B FP16 76 tok/s 83 tok/s -8% 3.8 GB Jan community 2026-04-08
StableLM 2 1.6B StableLM 2 1.6B FP16 75 tok/s 83 tok/s -10% 4.2 GB Jan community 2026-03-25
Mistral 7B Mistral 7B Q4 71 tok/s 19 tok/s +274% 4.3 GB LM Studio editorial 2026-02-15
Gemma 4 E2B Gemma 4 E2B Q8 70 tok/s 61 tok/s +15% 3.2 GB Jan community 2026-04-22
🎨 Stable Diffusion 3.5 Medium Q8 69 tok/s 59 tok/s +17% 3.2 GB LM Studio community 2026-01-13
Qwen 3.5 2B Qwen 3.5 2B FP16 67 tok/s 65 tok/s +3% 5.4 GB Jan community 2026-04-21
Gemma 4 E2B Gemma 4 E2B FP16 66 tok/s 61 tok/s +8% 4.7 GB LM Studio community 2026-03-21
🎨 Stable Diffusion 3.5 Medium FP16 65 tok/s 59 tok/s +10% 5.5 GB Xybrid CLI community 2026-04-22
Qwen 2.5 7B Qwen 2.5 7B Q4 64 tok/s 18 tok/s +256% 4.6 GB Ollama community 2026-03-01
👨‍💻 StarCoder2 3B Q8 55 tok/s 44 tok/s +25% 3.6 GB Xybrid CLI community 2026-02-09
Qwen 2.5 3B Qwen 2.5 3B Q8 52 tok/s 43 tok/s +21% 3.7 GB Ollama community 2026-03-28
Qwen 2.5 Coder 3B Qwen 2.5 Coder 3B Q8 52 tok/s 43 tok/s +21% 4.3 GB Xybrid CLI community 2026-04-18
👨‍💻 StarCoder2 3B FP16 47 tok/s 44 tok/s +7% 6.8 GB Ollama community 2026-01-08
Llama 3.2 3B Llama 3.2 3B Q8 45 tok/s 41 tok/s +10% 4.5 GB Xybrid CLI community 2026-01-18
Qwen 2.5 3B Qwen 2.5 3B FP16 43 tok/s 43 tok/s +0% 8.1 GB Jan community 2026-05-26
🎨 SDXL Turbo Q8 43 tok/s 42 tok/s +2% 4.5 GB Jan community 2026-05-11
Llama 3.2 3B Llama 3.2 3B FP16 41 tok/s 41 tok/s +0% 8.2 GB Jan community 2026-04-19
Gemma 3 12B Gemma 3 12B Q4 40 tok/s 11 tok/s +264% 7.3 GB LM Studio editorial 2026-03-05
Qwen 2.5 Coder 3B Qwen 2.5 Coder 3B FP16 40 tok/s 43 tok/s -7% 7.4 GB Ollama editorial 2026-03-13
🎨 SDXL Turbo FP16 40 tok/s 42 tok/s -5% 7.6 GB Ollama community 2026-03-12
Phi-4 Mini Phi-4 Mini Q8 40 tok/s 35 tok/s +14% 5.7 GB Jan community 2026-01-01
Phi-4 Mini Phi-4 Mini FP16 39 tok/s 35 tok/s +11% 8.6 GB Ollama community 2026-03-04
Qwen 3.5 4B Qwen 3.5 4B Q8 36 tok/s 33 tok/s +9% 5.3 GB Xybrid CLI community 2026-05-16
Gemma 4 E4B Gemma 4 E4B Q8 35 tok/s 30 tok/s +17% 5.9 GB LM Studio community 2026-05-11
Gemma 3n E2B Gemma 3n E2B Q8 34 tok/s 31 tok/s +10% 5.1 GB Ollama community 2026-01-04
Gemma 3 4B Gemma 3 4B Q8 32 tok/s 31 tok/s +3% 5.8 GB Ollama community 2026-02-11
Gemma 4 E4B Gemma 4 E4B FP16 30 tok/s 30 tok/s +0% 11.5 GB LM Studio editorial 2026-02-26
Gemma 3n E2B Gemma 3n E2B FP16 29 tok/s 31 tok/s -6% 9.5 GB Jan community 2026-03-24
Qwen 3.5 4B Qwen 3.5 4B FP16 29 tok/s 33 tok/s -12% 9.4 GB LM Studio editorial 2026-03-13
Gemma 3 4B Gemma 3 4B FP16 28 tok/s 31 tok/s -10% 11.0 GB LM Studio community 2026-05-25
Gemma 3n E4B Gemma 3n E4B Q8 24 tok/s 20 tok/s +20% 8.4 GB Jan community 2026-02-09
👨‍💻 DeepSeek Coder 6.7B Q8 24 tok/s 20 tok/s +20% 8.4 GB Jan community 2026-03-17
Qwen 2.5 7B Qwen 2.5 7B Q8 22 tok/s 18 tok/s +22% 8.8 GB Ollama community 2026-04-08
🧠 DeepSeek R1 Distill 7B Q8 22 tok/s 18 tok/s +22% 8.9 GB Ollama community 2026-04-08
👁️ LLaVA 1.6 7B Q8 22 tok/s 19 tok/s +16% 9.4 GB LM Studio editorial 2026-02-23
Mistral 7B Mistral 7B Q8 21 tok/s 19 tok/s +11% 9.7 GB LM Studio community 2026-01-20
Qwen 2.5 Coder 7B Qwen 2.5 Coder 7B Q8 21 tok/s 18 tok/s +17% 9.5 GB Jan community 2026-02-07
🧠 DeepSeek R1 Distill 7B FP16 20 tok/s 18 tok/s +11% 17.0 GB Xybrid CLI community 2026-02-09
Llama 3.1 8B Llama 3.1 8B Q8 20 tok/s 17 tok/s +18% 8.9 GB Ollama community 2026-03-02
🧠 DeepSeek R1 Distill 8B Q8 20 tok/s 17 tok/s +18% 9.5 GB LM Studio editorial 2026-05-11
Phi-4 Medium Phi-4 Medium Q6 20 tok/s 18 tok/s +11% 11.4 GB Jan community 2026-04-20
Qwen 2.5 VL 7B Qwen 2.5 VL 7B Q8 20 tok/s 17 tok/s +18% 9.1 GB Xybrid CLI community 2026-01-06
Gemma 3n E4B Gemma 3n E4B FP16 19 tok/s 20 tok/s -5% 14.8 GB Xybrid CLI community 2026-04-06
👁️ LLaVA 1.6 7B FP16 19 tok/s 19 tok/s +0% 17.8 GB Ollama community 2026-03-15
LFM2.5 8B A1B LFM2.5 8B A1B Q8 19 tok/s 16 tok/s +19% 11.3 GB LM Studio editorial 2026-03-02
LFM2.5 8B A1B LFM2.5 8B A1B FP16 18 tok/s 16 tok/s +13% 19.6 GB Ollama community 2026-01-16
Mistral 7B Mistral 7B FP16 18 tok/s 19 tok/s -5% 17.3 GB Ollama community 2026-03-12
Phi-4 Medium Phi-4 Medium Q8 18 tok/s 18 tok/s +0% 16.4 GB Ollama community 2026-02-06
👨‍💻 DeepSeek Coder 6.7B FP16 18 tok/s 20 tok/s -10% 15.1 GB Ollama community 2026-02-12
Qwen 2.5 Coder 7B Qwen 2.5 Coder 7B FP16 18 tok/s 18 tok/s +0% 17.2 GB LM Studio editorial 2026-01-14
Llama 3.1 8B Llama 3.1 8B FP16 17 tok/s 17 tok/s +0% 20.9 GB Jan community 2026-04-21
🧠 DeepSeek R1 Distill 8B FP16 17 tok/s 17 tok/s +0% 18.0 GB Ollama community 2026-02-10
Qwen 3.5 9B Qwen 3.5 9B Q8 17 tok/s 15 tok/s +13% 10.2 GB Jan community 2026-05-28
🧠 Qwen3 8B Q8 17 tok/s 16 tok/s +6% 11.3 GB Jan community 2026-02-22
Qwen 2.5 7B Qwen 2.5 7B FP16 16 tok/s 18 tok/s -11% 19.1 GB Jan community 2026-02-22
Qwen 3.5 9B Qwen 3.5 9B FP16 16 tok/s 15 tok/s +7% 19.6 GB Ollama community 2026-04-08
Qwen 2.5 VL 7B Qwen 2.5 VL 7B FP16 16 tok/s 17 tok/s -6% 18.5 GB Jan community 2026-04-09
Gemma 4 26B A4B Gemma 4 26B A4B Q6 14 tok/s 13 tok/s +8% 23.5 GB LM Studio editorial 2026-02-10
🧠 Qwen3 8B FP16 14 tok/s 16 tok/s -12% 17.6 GB LM Studio community 2026-04-21
Gemma 4 26B A4B Gemma 4 26B A4B Q5 14 tok/s 13 tok/s +8% 21.3 GB Xybrid CLI community 2026-05-13
👨‍💻 Laguna XS.2 Q5 13 tok/s 11 tok/s +18% 25.7 GB Jan community 2026-02-10
🎨 FLUX.1 Schnell Q8 13 tok/s 11 tok/s +18% 13.9 GB Ollama community 2026-02-26
Qwen 3.5 35B A3B Qwen 3.5 35B A3B Q5 12 tok/s 11 tok/s +9% 26.9 GB Jan community 2026-01-11
👨‍💻 Laguna XS.2 Q6 12 tok/s 11 tok/s +9% 29.0 GB LM Studio editorial 2026-05-11
🎨 FLUX.1 Schnell FP16 12 tok/s 11 tok/s +9% 30.5 GB Xybrid CLI community 2026-01-05
Gemma 3 12B Gemma 3 12B Q8 12 tok/s 11 tok/s +9% 15.5 GB Xybrid CLI community 2026-01-21
Mistral Nemo 12B Mistral Nemo 12B Q8 12 tok/s 11 tok/s +9% 15.7 GB Xybrid CLI community 2026-05-12
Qwen 3.5 35B A3B Qwen 3.5 35B A3B Q4 12 tok/s 11 tok/s +9% 21.3 GB Xybrid CLI community 2026-05-09
Gemma 3 12B Gemma 3 12B FP16 11 tok/s 11 tok/s +0% 29.0 GB LM Studio community 2026-04-06
Gemma 4 31B Gemma 4 31B Q5 11 tok/s 11 tok/s +0% 25.5 GB Xybrid CLI community 2026-05-23
Mistral Nemo 12B Mistral Nemo 12B FP16 10 tok/s 11 tok/s -9% 28.3 GB Ollama editorial 2026-04-19
Gemma 4 31B Gemma 4 31B Q6 10 tok/s 11 tok/s -9% 27.7 GB LM Studio editorial 2026-02-09