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Quick Answer: Apple M2 Ultra offers 192GB VRAM and starts around $39.99. It delivers approximately 142 tokens/sec on deepseek-ai/DeepSeek-OCR. It typically draws 60W under load.
This GPU offers reliable throughput for local AI workloads. Pair it with the right model quantization to hit your desired tokens/sec, and monitor prices below to catch the best deal.
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| Model | Quantization | Tokens/sec | VRAM used |
|---|---|---|---|
| deepseek-ai/DeepSeek-OCR | Q4 | 142.31 tok/sEstimated Auto-generated benchmark | 2GB |
| bigcode/starcoder2-3b | Q4 | 140.13 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 140.07 tok/sEstimated Auto-generated benchmark | 2GB |
| google/embeddinggemma-300m | Q4 | 139.84 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | Q4 | 139.33 tok/sEstimated Auto-generated benchmark | 1GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q4 | 139.27 tok/sEstimated Auto-generated benchmark | 2GB |
| apple/OpenELM-1_1B-Instruct | Q4 | 137.85 tok/sEstimated Auto-generated benchmark | 1GB |
| google-t5/t5-3b | Q4 | 137.07 tok/sEstimated Auto-generated benchmark | 2GB |
| LiquidAI/LFM2-1.2B | Q4 | 136.28 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-1B | Q4 | 135.85 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-1B-Instruct | Q4 | 133.61 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-3-1b-it | Q4 | 132.98 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2b | Q4 | 132.92 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-granite/granite-3.3-2b-instruct | Q4 | 131.49 tok/sEstimated Auto-generated benchmark | 1GB |
| tencent/HunyuanOCR | Q4 | 129.98 tok/sEstimated Auto-generated benchmark | 1GB |
| nari-labs/Dia2-2B | Q4 | 126.85 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-1B-Instruct | Q4 | 126.73 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q4 | 126.36 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/gemma-3-1b-it | Q4 | 125.77 tok/sEstimated Auto-generated benchmark | 1GB |
| inference-net/Schematron-3B | Q4 | 125.20 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B | Q4 | 124.55 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-research/PowerMoE-3b | Q4 | 123.10 tok/sEstimated Auto-generated benchmark | 2GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q4 | 121.32 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-3B-Instruct | Q4 | 120.03 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-Guard-3-1B | Q4 | 119.96 tok/sEstimated Auto-generated benchmark | 1GB |
| WeiboAI/VibeThinker-1.5B | Q4 | 119.78 tok/sEstimated Auto-generated benchmark | 1GB |
| facebook/sam3 | Q4 | 118.68 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B | Q4 | 118.40 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q4 | 118.01 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-4B | Q4 | 117.84 tok/sEstimated Auto-generated benchmark | 2GB |
| liuhaotian/llava-v1.5-7b | Q4 | 117.80 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Llama-3.2-3B-Instruct | Q4 | 117.74 tok/sEstimated Auto-generated benchmark | 2GB |
| HuggingFaceH4/zephyr-7b-beta | Q4 | 117.71 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q4 | 117.36 tok/sEstimated Auto-generated benchmark | 4GB |
| google-bert/bert-base-uncased | Q4 | 117.34 tok/sEstimated Auto-generated benchmark | 1GB |
| microsoft/DialoGPT-medium | Q4 | 117.29 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-2 | Q4 | 117.18 tok/sEstimated Auto-generated benchmark | 4GB |
| rednote-hilab/dots.ocr | Q4 | 116.65 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 116.62 tok/sEstimated Auto-generated benchmark | 2GB |
| allenai/OLMo-2-0425-1B | Q4 | 116.58 tok/sEstimated Auto-generated benchmark | 1GB |
| openai-community/gpt2-large | Q4 | 116.51 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B | Q4 | 116.49 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-2-7b-chat-hf | Q4 | 116.45 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Reranker-0.6B | Q4 | 116.42 tok/sEstimated Auto-generated benchmark | 3GB |
| ibm-granite/granite-docling-258M | Q4 | 116.20 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q4 | 115.93 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B | Q4 | 115.82 tok/sEstimated Auto-generated benchmark | 3GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q4 | 115.81 tok/sEstimated Auto-generated benchmark | 4GB |
| sshleifer/tiny-gpt2 | Q4 | 115.41 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-3.3-8b-instruct | Q4 | 115.41 tok/sEstimated Auto-generated benchmark | 4GB |
| dicta-il/dictalm2.0-instruct | Q4 | 114.65 tok/sEstimated Auto-generated benchmark | 4GB |
| distilbert/distilgpt2 | Q4 | 114.58 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q4 | 114.22 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 114.18 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q4 | 114.10 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | 113.59 tok/sEstimated Auto-generated benchmark | 3GB |
| llamafactory/tiny-random-Llama-3 | Q4 | 113.06 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | 113.05 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-4-mini-instruct | Q4 | 113.01 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q4 | 112.93 tok/sEstimated Auto-generated benchmark | 4GB |
| parler-tts/parler-tts-large-v1 | Q4 | 112.56 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q4 | 112.41 tok/sEstimated Auto-generated benchmark | 4GB |
| skt/kogpt2-base-v2 | Q4 | 111.88 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 111.82 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanVideo-1.5 | Q4 | 111.49 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1 | Q4 | 111.36 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-1.7B | Q4 | 111.29 tok/sEstimated Auto-generated benchmark | 4GB |
| bigscience/bloomz-560m | Q4 | 111.21 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM2-135M | Q4 | 111.08 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen-Image-Edit-2509 | Q4 | 111.05 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-3-270m-it | Q4 | 110.99 tok/sEstimated Auto-generated benchmark | 4GB |
| vikhyatk/moondream2 | Q4 | 110.95 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-1.5B-Instruct | Q4 | 110.62 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 110.58 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Math-1.5B | Q4 | 110.47 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-4B | Q4 | 110.32 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/Phi-3-mini-4k-instruct | Q4 | 110.27 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Base | Q4 | 110.03 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B-Instruct | Q4 | 110.01 tok/sEstimated Auto-generated benchmark | 3GB |
| BSC-LT/salamandraTA-7b-instruct | Q4 | 109.81 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.2-dev | Q4 | 109.65 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-xl | Q4 | 109.46 tok/sEstimated Auto-generated benchmark | 4GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q4 | 109.40 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-8B-Base | Q4 | 108.74 tok/sEstimated Auto-generated benchmark | 4GB |
| zai-org/GLM-4.6-FP8 | Q4 | 108.61 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3.1 | Q4 | 108.54 tok/sEstimated Auto-generated benchmark | 4GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q4 | 108.23 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-Embedding-8B | Q4 | 107.88 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-FP8 | Q4 | 107.83 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-0528 | Q4 | 107.54 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q4 | 106.71 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q4 | 106.56 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q4 | 106.53 tok/sEstimated Auto-generated benchmark | 4GB |
| Tongyi-MAI/Z-Image-Turbo | Q4 | 106.49 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/DialoGPT-small | Q4 | 106.37 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q4 | 106.00 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-4B-Base | Q4 | 105.92 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/DeepSeek-V3 | Q4 | 105.88 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B | Q4 | 105.80 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q4 | 105.69 tok/sEstimated Auto-generated benchmark | 2GB |
| lmsys/vicuna-7b-v1.5 | Q4 | 105.68 tok/sEstimated Auto-generated benchmark | 4GB |
| MiniMaxAI/MiniMax-M2 | Q4 | 105.61 tok/sEstimated Auto-generated benchmark | 4GB |
| IlyaGusev/saiga_llama3_8b | Q4 | 104.89 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-1.7B-Base | Q4 | 104.84 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-7B-Instruct | Q4 | 104.82 tok/sEstimated Auto-generated benchmark | 4GB |
| allenai/Olmo-3-7B-Think | Q4 | 104.52 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q4 | 104.45 tok/sEstimated Auto-generated benchmark | 4GB |
| rinna/japanese-gpt-neox-small | Q4 | 104.19 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-128k-instruct | Q4 | 103.63 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.1-dev | Q4 | 103.25 tok/sEstimated Auto-generated benchmark | 4GB |
| zai-org/GLM-4.5-Air | Q4 | 103.06 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-0.6B | Q4 | 102.79 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 102.75 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-1.5B | Q4 | 102.57 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-2-7b-hf | Q4 | 102.45 tok/sEstimated Auto-generated benchmark | 4GB |
| petals-team/StableBeluga2 | Q4 | 102.28 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B | Q4 | 102.05 tok/sEstimated Auto-generated benchmark | 4GB |
| EleutherAI/gpt-neo-125m | Q4 | 102.00 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-8B | Q4 | 101.69 tok/sEstimated Auto-generated benchmark | 4GB |
| hmellor/tiny-random-LlamaForCausalLM | Q4 | 101.65 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-1.5B | Q4 | 101.65 tok/sEstimated Auto-generated benchmark | 3GB |
| facebook/opt-125m | Q4 | 101.61 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q4 | 101.54 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/VibeVoice-1.5B | Q4 | 101.51 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-8B | Q4 | 101.30 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B | Q4 | 101.23 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q4 | 101.18 tok/sEstimated Auto-generated benchmark | 2GB |
| huggyllama/llama-7b | Q4 | 101.08 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q4 | 100.56 tok/sEstimated Auto-generated benchmark | 2GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q4 | 100.40 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-0.6B-Base | Q4 | 100.34 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q4 | 100.15 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM-135M | Q4 | 100.10 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3-0324 | Q4 | 99.99 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-vision-instruct | Q4 | 99.79 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2 | Q4 | 99.74 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q4 | 99.63 tok/sEstimated Auto-generated benchmark | 4GB |
| EleutherAI/pythia-70m-deduped | Q4 | 99.57 tok/sEstimated Auto-generated benchmark | 4GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q4 | 99.49 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-multimodal-instruct | Q4 | 99.47 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q4 | 99.45 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-v0.1 | Q4 | 99.30 tok/sEstimated Auto-generated benchmark | 4GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q4 | 99.13 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 99.02 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2-0.5B | Q4 | 98.95 tok/sEstimated Auto-generated benchmark | 3GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q4 | 98.87 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | Q8 | 98.54 tok/sEstimated Auto-generated benchmark | 1GB |
| openai-community/gpt2-medium | Q4 | 98.13 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-4 | Q4 | 98.07 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q4 | 97.88 tok/sEstimated Auto-generated benchmark | 4GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q4 | 97.73 tok/sEstimated Auto-generated benchmark | 3GB |
| GSAI-ML/LLaDA-8B-Instruct | Q4 | 97.61 tok/sEstimated Auto-generated benchmark | 4GB |
| facebook/sam3 | Q8 | 97.18 tok/sEstimated Auto-generated benchmark | 1GB |
| numind/NuExtract-1.5 | Q4 | 96.76 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 96.75 tok/sEstimated Auto-generated benchmark | 4GB |
| allenai/OLMo-2-0425-1B | Q8 | 96.50 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2b | Q8 | 94.76 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-3B-Instruct | Q8 | 94.70 tok/sEstimated Auto-generated benchmark | 3GB |
| google/embeddinggemma-300m | Q8 | 94.26 tok/sEstimated Auto-generated benchmark | 1GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | 93.88 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | Q8 | 93.87 tok/sEstimated Auto-generated benchmark | 2GB |
| google-bert/bert-base-uncased | Q8 | 93.31 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/gemma-3-1b-it | Q8 | 92.26 tok/sEstimated Auto-generated benchmark | 1GB |
| bigcode/starcoder2-3b | Q8 | 91.74 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q8 | 91.59 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/Llama-3.2-1B-Instruct | Q8 | 91.53 tok/sEstimated Auto-generated benchmark | 1GB |
| nari-labs/Dia2-2B | Q8 | 91.22 tok/sEstimated Auto-generated benchmark | 3GB |
| ibm-granite/granite-3.3-2b-instruct | Q8 | 91.01 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-research/PowerMoE-3b | Q8 | 90.75 tok/sEstimated Auto-generated benchmark | 3GB |
| tencent/HunyuanOCR | Q8 | 90.68 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B-Instruct | Q8 | 90.55 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B | Q8 | 88.55 tok/sEstimated Auto-generated benchmark | 3GB |
| google/gemma-3-1b-it | Q8 | 88.53 tok/sEstimated Auto-generated benchmark | 1GB |
| microsoft/Phi-3-medium-128k-instruct | Q4 | 88.50 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-14B-Base | Q4 | 87.85 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q4 | 87.07 tok/sEstimated Auto-generated benchmark | 8GB |
| EssentialAI/rnj-1 | Q4 | 86.68 tok/sEstimated Auto-generated benchmark | 5GB |
| google-t5/t5-3b | Q8 | 86.26 tok/sEstimated Auto-generated benchmark | 3GB |
| google/gemma-2-9b-it | Q4 | 86.20 tok/sEstimated Auto-generated benchmark | 5GB |
| deepseek-ai/DeepSeek-OCR | Q8 | 86.12 tok/sEstimated Auto-generated benchmark | 4GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | 86.05 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-3B | Q8 | 85.92 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-Guard-3-1B | Q8 | 85.64 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-14B | Q4 | 84.20 tok/sEstimated Auto-generated benchmark | 7GB |
| apple/OpenELM-1_1B-Instruct | Q8 | 83.87 tok/sEstimated Auto-generated benchmark | 1GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q8 | 82.67 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-Embedding-8B | Q8 | 82.60 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q8 | 82.56 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | 82.41 tok/sEstimated Auto-generated benchmark | 5GB |
| facebook/opt-125m | Q8 | 82.37 tok/sEstimated Auto-generated benchmark | 7GB |
| LiquidAI/LFM2-1.2B | Q8 | 82.25 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-3.3-8b-instruct | Q8 | 82.23 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q8 | 82.18 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q8 | 82.13 tok/sEstimated Auto-generated benchmark | 9GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q8 | 82.12 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-4-mini-instruct | Q8 | 81.95 tok/sEstimated Auto-generated benchmark | 7GB |
| OpenPipe/Qwen3-14B-Instruct | Q4 | 81.81 tok/sEstimated Auto-generated benchmark | 7GB |
| inference-net/Schematron-3B | Q8 | 81.75 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-3B-Instruct | Q8 | 81.50 tok/sEstimated Auto-generated benchmark | 3GB |
| WeiboAI/VibeThinker-1.5B | Q8 | 81.33 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/DialoGPT-small | Q8 | 81.16 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-14B | Q4 | 81.11 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B-Instruct | Q8 | 81.11 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-Guard-3-8B | Q8 | 81.01 tok/sEstimated Auto-generated benchmark | 9GB |
| distilbert/distilgpt2 | Q8 | 80.83 tok/sEstimated Auto-generated benchmark | 7GB |
| ibm-granite/granite-docling-258M | Q8 | 80.62 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-2-7b-hf | Q8 | 80.55 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-2-13b-chat-hf | Q4 | 80.54 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Coder-1.5B | Q8 | 80.51 tok/sEstimated Auto-generated benchmark | 5GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q8 | 80.51 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q8 | 80.44 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1 | Q8 | 80.36 tok/sEstimated Auto-generated benchmark | 7GB |
| google/gemma-3-270m-it | Q8 | 80.21 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3.1 | Q8 | 80.19 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B | Q8 | 79.79 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-vision-instruct | Q8 | 79.72 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-1.5B | Q8 | 79.35 tok/sEstimated Auto-generated benchmark | 5GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q8 | 79.17 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 79.16 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceH4/zephyr-7b-beta | Q8 | 78.86 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/VibeVoice-1.5B | Q8 | 78.79 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 78.73 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-4 | Q8 | 78.63 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 78.42 tok/sEstimated Auto-generated benchmark | 7GB |
| black-forest-labs/FLUX.1-dev | Q8 | 78.39 tok/sEstimated Auto-generated benchmark | 8GB |
| MiniMaxAI/MiniMax-M2 | Q8 | 78.30 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-0.5B | Q8 | 78.15 tok/sEstimated Auto-generated benchmark | 5GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | 78.04 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2-1.5B-Instruct | Q8 | 78.01 tok/sEstimated Auto-generated benchmark | 5GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q8 | 77.88 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3 | Q8 | 77.75 tok/sEstimated Auto-generated benchmark | 7GB |
| Tongyi-MAI/Z-Image-Turbo | Q8 | 77.71 tok/sEstimated Auto-generated benchmark | 8GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q8 | 77.49 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B | Q8 | 77.45 tok/sEstimated Auto-generated benchmark | 4GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q8 | 77.29 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 77.20 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q8 | 77.14 tok/sEstimated Auto-generated benchmark | 5GB |
| numind/NuExtract-1.5 | Q8 | 77.14 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-0528 | Q8 | 77.13 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3-mini-128k-instruct | Q8 | 77.11 tok/sEstimated Auto-generated benchmark | 7GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q8 | 77.07 tok/sEstimated Auto-generated benchmark | 9GB |
| dicta-il/dictalm2.0-instruct | Q8 | 77.03 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2-medium | Q8 | 76.80 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 76.80 tok/sEstimated Auto-generated benchmark | 8GB |
| deepseek-ai/DeepSeek-V3-0324 | Q8 | 76.60 tok/sEstimated Auto-generated benchmark | 7GB |
| petals-team/StableBeluga2 | Q8 | 76.52 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q8 | 76.34 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-7B-Instruct | Q8 | 76.24 tok/sEstimated Auto-generated benchmark | 7GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q8 | 76.11 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen3-1.7B-Base | Q8 | 76.04 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-8B-FP8 | Q8 | 76.00 tok/sEstimated Auto-generated benchmark | 9GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q8 | 75.92 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 75.68 tok/sEstimated Auto-generated benchmark | 3GB |
| lmsys/vicuna-7b-v1.5 | Q8 | 75.54 tok/sEstimated Auto-generated benchmark | 7GB |
| huggyllama/llama-7b | Q8 | 75.14 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3-mini-4k-instruct | Q8 | 74.96 tok/sEstimated Auto-generated benchmark | 7GB |
| black-forest-labs/FLUX.2-dev | Q8 | 74.91 tok/sEstimated Auto-generated benchmark | 8GB |
| microsoft/phi-2 | Q8 | 74.89 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-8B-Base | Q8 | 74.74 tok/sEstimated Auto-generated benchmark | 9GB |
| openai-community/gpt2-xl | Q8 | 74.58 tok/sEstimated Auto-generated benchmark | 7GB |
| tencent/HunyuanVideo-1.5 | Q8 | 74.46 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-0.6B-Base | Q8 | 74.38 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 74.33 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.1-8B | Q8 | 74.30 tok/sEstimated Auto-generated benchmark | 9GB |
| zai-org/GLM-4.6-FP8 | Q8 | 74.13 tok/sEstimated Auto-generated benchmark | 7GB |
| GSAI-ML/LLaDA-8B-Instruct | Q8 | 74.13 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/DialoGPT-medium | Q8 | 74.10 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-2-7b-chat-hf | Q8 | 74.09 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 73.71 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-Reranker-0.6B | Q8 | 73.62 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Meta-Llama-3-8B | Q8 | 73.60 tok/sEstimated Auto-generated benchmark | 9GB |
| IlyaGusev/saiga_llama3_8b | Q8 | 73.52 tok/sEstimated Auto-generated benchmark | 9GB |
| sshleifer/tiny-gpt2 | Q8 | 73.51 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q8 | 73.32 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM2-135M | Q8 | 73.31 tok/sEstimated Auto-generated benchmark | 7GB |
| EleutherAI/gpt-neo-125m | Q8 | 73.25 tok/sEstimated Auto-generated benchmark | 7GB |
| parler-tts/parler-tts-large-v1 | Q8 | 73.24 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B | Q8 | 73.14 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q8 | 73.14 tok/sEstimated Auto-generated benchmark | 7GB |
| allenai/Olmo-3-7B-Think | Q8 | 73.05 tok/sEstimated Auto-generated benchmark | 8GB |
| mistralai/Mistral-7B-v0.1 | Q8 | 73.05 tok/sEstimated Auto-generated benchmark | 7GB |
| hmellor/tiny-random-LlamaForCausalLM | Q8 | 72.81 tok/sEstimated Auto-generated benchmark | 7GB |
| bigscience/bloomz-560m | Q8 | 72.79 tok/sEstimated Auto-generated benchmark | 7GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q4 | 72.78 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-0.6B | Q8 | 72.77 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q8 | 72.73 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q8 | 72.73 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 72.71 tok/sEstimated Auto-generated benchmark | 4GB |
| ai-forever/ruGPT-3.5-13B | Q4 | 72.68 tok/sEstimated Auto-generated benchmark | 7GB |
| llamafactory/tiny-random-Llama-3 | Q8 | 72.49 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q8 | 72.46 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Math-1.5B | Q8 | 72.36 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen-Image-Edit-2509 | Q8 | 72.12 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-0.6B | Q8 | 72.12 tok/sEstimated Auto-generated benchmark | 6GB |
| EleutherAI/pythia-70m-deduped | Q8 | 71.62 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q8 | 71.55 tok/sEstimated Auto-generated benchmark | 7GB |
| GSAI-ML/LLaDA-8B-Base | Q8 | 71.48 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-4B-Base | Q8 | 71.27 tok/sEstimated Auto-generated benchmark | 4GB |
| rinna/japanese-gpt-neox-small | Q8 | 70.99 tok/sEstimated Auto-generated benchmark | 7GB |
| liuhaotian/llava-v1.5-7b | Q8 | 70.92 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q8 | 70.78 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2 | Q8 | 70.74 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q8 | 70.69 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q8 | 70.48 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-multimodal-instruct | Q8 | 70.43 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2-large | Q8 | 70.36 tok/sEstimated Auto-generated benchmark | 7GB |
| BSC-LT/salamandraTA-7b-instruct | Q8 | 69.97 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-4B | Q8 | 69.89 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM-135M | Q8 | 69.13 tok/sEstimated Auto-generated benchmark | 7GB |
| rednote-hilab/dots.ocr | Q8 | 69.09 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q8 | 69.03 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | 68.77 tok/sEstimated Auto-generated benchmark | 5GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q8 | 68.75 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-8B | Q8 | 68.51 tok/sEstimated Auto-generated benchmark | 9GB |
| skt/kogpt2-base-v2 | Q8 | 68.44 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B | Q8 | 68.08 tok/sEstimated Auto-generated benchmark | 5GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q8 | 68.01 tok/sEstimated Auto-generated benchmark | 9GB |
| zai-org/GLM-4.5-Air | Q8 | 67.76 tok/sEstimated Auto-generated benchmark | 7GB |
| vikhyatk/moondream2 | Q8 | 67.70 tok/sEstimated Auto-generated benchmark | 7GB |
| openai/gpt-oss-safeguard-20b | Q4 | 64.93 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-30B-A3B | Q4 | 64.10 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q4 | 64.07 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q4 | 62.65 tok/sEstimated Auto-generated benchmark | 10GB |
| openai/gpt-oss-20b | Q4 | 62.45 tok/sEstimated Auto-generated benchmark | 10GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q4 | 62.44 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q4 | 62.06 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q4 | 61.70 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 61.27 tok/sEstimated Auto-generated benchmark | 9GB |
| google/gemma-2-27b-it | Q4 | 61.01 tok/sEstimated Auto-generated benchmark | 14GB |
| microsoft/Phi-3-medium-128k-instruct | Q8 | 60.45 tok/sEstimated Auto-generated benchmark | 14GB |
| meta-llama/Llama-2-13b-chat-hf | Q8 | 60.31 tok/sEstimated Auto-generated benchmark | 13GB |
| unsloth/gpt-oss-20b-BF16 | Q4 | 60.26 tok/sEstimated Auto-generated benchmark | 10GB |
| Qwen/Qwen2.5-14B | Q8 | 60.24 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q4 | 59.84 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q4 | 59.54 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-Small-Instruct-2409 | Q4 | 58.36 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q4 | 57.80 tok/sEstimated Auto-generated benchmark | 15GB |
| OpenPipe/Qwen3-14B-Instruct | Q8 | 56.85 tok/sEstimated Auto-generated benchmark | 14GB |
| google/gemma-2-9b-it | Q8 | 56.33 tok/sEstimated Auto-generated benchmark | 10GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | 54.08 tok/sEstimated Auto-generated benchmark | 10GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q8 | 54.02 tok/sEstimated Auto-generated benchmark | 9GB |
| ibm-research/PowerMoE-3b | FP16 | 53.83 tok/sEstimated Auto-generated benchmark | 6GB |
| bigcode/starcoder2-3b | FP16 | 53.79 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen3-14B-Base | Q8 | 53.74 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen2.5-3B | FP16 | 53.63 tok/sEstimated Auto-generated benchmark | 6GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q8 | 53.56 tok/sEstimated Auto-generated benchmark | 16GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | 53.49 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | 53.38 tok/sEstimated Auto-generated benchmark | 15GB |
| ai-forever/ruGPT-3.5-13B | Q8 | 53.34 tok/sEstimated Auto-generated benchmark | 13GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 53.12 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-3B-Instruct | FP16 | 53.07 tok/sEstimated Auto-generated benchmark | 6GB |
| facebook/sam3 | FP16 | 52.90 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-3-1b-it | FP16 | 52.80 tok/sEstimated Auto-generated benchmark | 2GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q8 | 52.69 tok/sEstimated Auto-generated benchmark | 10GB |
| Qwen/Qwen3-14B | Q8 | 52.13 tok/sEstimated Auto-generated benchmark | 14GB |
| EssentialAI/rnj-1 | Q8 | 51.89 tok/sEstimated Auto-generated benchmark | 10GB |
| LiquidAI/LFM2-1.2B | FP16 | 51.87 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-OCR | FP16 | 51.73 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.2-3B | FP16 | 51.41 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 51.19 tok/sEstimated Auto-generated benchmark | 14GB |
| nari-labs/Dia2-2B | FP16 | 51.16 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 51.07 tok/sEstimated Auto-generated benchmark | 6GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | FP16 | 51.02 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | FP16 | 50.43 tok/sEstimated Auto-generated benchmark | 6GB |
| apple/OpenELM-1_1B-Instruct | FP16 | 50.30 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | FP16 | 49.41 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B-Instruct | FP16 | 49.19 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-3B-Instruct | FP16 | 49.18 tok/sEstimated Auto-generated benchmark | 6GB |
| inference-net/Schematron-3B | FP16 | 48.84 tok/sEstimated Auto-generated benchmark | 6GB |
| google-t5/t5-3b | FP16 | 48.67 tok/sEstimated Auto-generated benchmark | 6GB |
| WeiboAI/VibeThinker-1.5B | FP16 | 48.37 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-2b | FP16 | 48.19 tok/sEstimated Auto-generated benchmark | 4GB |
| google-bert/bert-base-uncased | FP16 | 47.53 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | FP16 | 47.18 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-1B | FP16 | 46.75 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/gemma-3-1b-it | FP16 | 46.48 tok/sEstimated Auto-generated benchmark | 2GB |
| allenai/OLMo-2-0425-1B | FP16 | 45.88 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-3.3-2b-instruct | FP16 | 45.50 tok/sEstimated Auto-generated benchmark | 4GB |
| google/embeddinggemma-300m | FP16 | 45.48 tok/sEstimated Auto-generated benchmark | 1GB |
| tencent/HunyuanOCR | FP16 | 45.47 tok/sEstimated Auto-generated benchmark | 3GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | FP16 | 44.83 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q8 | 44.82 tok/sEstimated Auto-generated benchmark | 31GB |
| mistralai/Mistral-7B-Instruct-v0.1 | FP16 | 44.75 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-BF16 | Q8 | 44.71 tok/sEstimated Auto-generated benchmark | 20GB |
| HuggingFaceH4/zephyr-7b-beta | FP16 | 44.70 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-0.6B-Base | FP16 | 44.69 tok/sEstimated Auto-generated benchmark | 13GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 44.69 tok/sEstimated Auto-generated benchmark | 17GB |
| allenai/Olmo-3-7B-Think | FP16 | 44.66 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/VibeVoice-1.5B | FP16 | 44.65 tok/sEstimated Auto-generated benchmark | 11GB |
| skt/kogpt2-base-v2 | FP16 | 44.60 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3-mini-4k-instruct | FP16 | 44.54 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q8 | 44.41 tok/sEstimated Auto-generated benchmark | 31GB |
| unsloth/Llama-3.2-1B-Instruct | FP16 | 44.22 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | FP16 | 44.19 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.1-8B | FP16 | 44.14 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Embedding-4B | FP16 | 44.09 tok/sEstimated Auto-generated benchmark | 9GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | FP16 | 44.01 tok/sEstimated Auto-generated benchmark | 15GB |
| zai-org/GLM-4.5-Air | FP16 | 44.00 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | FP16 | 43.87 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2-1.5B-Instruct | FP16 | 43.85 tok/sEstimated Auto-generated benchmark | 11GB |
| mistralai/Mistral-7B-v0.1 | FP16 | 43.66 tok/sEstimated Auto-generated benchmark | 15GB |
| lmsys/vicuna-7b-v1.5 | FP16 | 43.61 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/phi-2 | FP16 | 43.58 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 43.51 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3 | FP16 | 43.44 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Reranker-0.6B | FP16 | 43.42 tok/sEstimated Auto-generated benchmark | 13GB |
| Qwen/Qwen3-4B-Instruct-2507 | FP16 | 43.21 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q8 | 43.18 tok/sEstimated Auto-generated benchmark | 31GB |
| openai/gpt-oss-safeguard-20b | Q8 | 43.15 tok/sEstimated Auto-generated benchmark | 22GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 43.14 tok/sEstimated Auto-generated benchmark | 8GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q8 | 43.09 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2-0.5B-Instruct | FP16 | 42.96 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-Math-1.5B | FP16 | 42.94 tok/sEstimated Auto-generated benchmark | 11GB |
| huggyllama/llama-7b | FP16 | 42.93 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/DialoGPT-small | FP16 | 42.91 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | 42.79 tok/sEstimated Auto-generated benchmark | 11GB |
| deepseek-ai/DeepSeek-R1-0528 | FP16 | 42.77 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q8 | 42.77 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 42.75 tok/sEstimated Auto-generated benchmark | 15GB |
| Gensyn/Qwen2.5-0.5B-Instruct | FP16 | 42.70 tok/sEstimated Auto-generated benchmark | 11GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q8 | 42.69 tok/sEstimated Auto-generated benchmark | 20GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | FP16 | 42.68 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-8B-FP8 | FP16 | 42.62 tok/sEstimated Auto-generated benchmark | 17GB |
| dicta-il/dictalm2.0-instruct | FP16 | 42.51 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | 42.47 tok/sEstimated Auto-generated benchmark | 17GB |
| rinna/japanese-gpt-neox-small | FP16 | 42.45 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q8 | 42.43 tok/sEstimated Auto-generated benchmark | 31GB |
| BSC-LT/salamandraTA-7b-instruct | FP16 | 42.39 tok/sEstimated Auto-generated benchmark | 15GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q8 | 42.38 tok/sEstimated Auto-generated benchmark | 20GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | FP16 | 42.36 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-4B | FP16 | 42.36 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-4-mini-instruct | FP16 | 42.27 tok/sEstimated Auto-generated benchmark | 15GB |
| GSAI-ML/LLaDA-8B-Base | FP16 | 42.23 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Embedding-8B | FP16 | 42.16 tok/sEstimated Auto-generated benchmark | 17GB |
| hmellor/tiny-random-LlamaForCausalLM | FP16 | 42.13 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/DialoGPT-medium | FP16 | 42.05 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceTB/SmolLM-135M | FP16 | 42.01 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-Guard-3-8B | FP16 | 41.98 tok/sEstimated Auto-generated benchmark | 17GB |
| llamafactory/tiny-random-Llama-3 | FP16 | 41.98 tok/sEstimated Auto-generated benchmark | 15GB |
| black-forest-labs/FLUX.1-dev | FP16 | 41.91 tok/sEstimated Auto-generated benchmark | 16GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | FP16 | 41.87 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-1.5B | FP16 | 41.79 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | FP16 | 41.73 tok/sEstimated Auto-generated benchmark | 17GB |
| black-forest-labs/FLUX.2-dev | FP16 | 41.52 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 41.33 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | FP16 | 41.29 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-4-multimodal-instruct | FP16 | 41.20 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-Small-Instruct-2409 | Q8 | 41.18 tok/sEstimated Auto-generated benchmark | 23GB |
| Qwen/Qwen2.5-0.5B-Instruct | FP16 | 41.16 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-32B | Q4 | 41.16 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-4B-Thinking-2507 | FP16 | 41.15 tok/sEstimated Auto-generated benchmark | 9GB |
| petals-team/StableBeluga2 | FP16 | 41.14 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q8 | 41.12 tok/sEstimated Auto-generated benchmark | 31GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q4 | 40.93 tok/sEstimated Auto-generated benchmark | 34GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | FP16 | 40.91 tok/sEstimated Auto-generated benchmark | 15GB |
| codellama/CodeLlama-34b-hf | Q4 | 40.89 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-32B | Q4 | 40.70 tok/sEstimated Auto-generated benchmark | 16GB |
| meta-llama/Llama-2-7b-chat-hf | FP16 | 40.63 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 40.45 tok/sEstimated Auto-generated benchmark | 16GB |
| ibm-granite/granite-3.3-8b-instruct | FP16 | 40.40 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 40.39 tok/sEstimated Auto-generated benchmark | 17GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q4 | 40.21 tok/sEstimated Auto-generated benchmark | 16GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | FP16 | 40.16 tok/sEstimated Auto-generated benchmark | 17GB |
| parler-tts/parler-tts-large-v1 | FP16 | 40.15 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V3-0324 | FP16 | 40.14 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | FP16 | 40.10 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1 | FP16 | 40.07 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-xl | FP16 | 40.06 tok/sEstimated Auto-generated benchmark | 15GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | FP16 | 40.02 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B | Q8 | 40.00 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2.5-0.5B | FP16 | 39.97 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-1.7B | FP16 | 39.87 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | FP16 | 39.83 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | FP16 | 39.73 tok/sEstimated Auto-generated benchmark | 15GB |
| Tongyi-MAI/Z-Image-Turbo | FP16 | 39.72 tok/sEstimated Auto-generated benchmark | 16GB |
| rednote-hilab/dots.ocr | FP16 | 39.62 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | FP16 | 39.49 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2-7B-Instruct | FP16 | 39.45 tok/sEstimated Auto-generated benchmark | 15GB |
| GSAI-ML/LLaDA-8B-Instruct | FP16 | 39.36 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-2-7b-hf | FP16 | 39.25 tok/sEstimated Auto-generated benchmark | 15GB |
| swiss-ai/Apertus-8B-Instruct-2509 | FP16 | 39.23 tok/sEstimated Auto-generated benchmark | 17GB |
| HuggingFaceTB/SmolLM2-135M | FP16 | 39.21 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Embedding-0.6B | FP16 | 39.19 tok/sEstimated Auto-generated benchmark | 13GB |
| vikhyatk/moondream2 | FP16 | 39.09 tok/sEstimated Auto-generated benchmark | 15GB |
| openai/gpt-oss-20b | Q8 | 39.08 tok/sEstimated Auto-generated benchmark | 20GB |
| Qwen/Qwen-Image-Edit-2509 | FP16 | 39.01 tok/sEstimated Auto-generated benchmark | 16GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | FP16 | 38.99 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-0.6B | FP16 | 38.95 tok/sEstimated Auto-generated benchmark | 13GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | FP16 | 38.92 tok/sEstimated Auto-generated benchmark | 9GB |
| zai-org/GLM-4.6-FP8 | FP16 | 38.92 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-7B | FP16 | 38.87 tok/sEstimated Auto-generated benchmark | 15GB |
| sshleifer/tiny-gpt2 | FP16 | 38.80 tok/sEstimated Auto-generated benchmark | 15GB |
| 01-ai/Yi-1.5-34B-Chat | Q4 | 38.79 tok/sEstimated Auto-generated benchmark | 18GB |
| Qwen/Qwen3-4B-Base | FP16 | 38.63 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q4 | 38.55 tok/sEstimated Auto-generated benchmark | 34GB |
| moonshotai/Kimi-K2-Thinking | Q4 | 38.50 tok/sEstimated Auto-generated benchmark | 489GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | FP16 | 38.37 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Meta-Llama-3-8B | FP16 | 38.36 tok/sEstimated Auto-generated benchmark | 17GB |
| ibm-granite/granite-docling-258M | FP16 | 38.36 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 38.35 tok/sEstimated Auto-generated benchmark | 34GB |
| microsoft/Phi-3.5-vision-instruct | FP16 | 38.31 tok/sEstimated Auto-generated benchmark | 15GB |
| distilbert/distilgpt2 | FP16 | 38.30 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3-mini-128k-instruct | FP16 | 38.28 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-large | FP16 | 38.12 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-2-27b-it | Q8 | 38.11 tok/sEstimated Auto-generated benchmark | 28GB |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | 38.11 tok/sEstimated Auto-generated benchmark | 11GB |
| facebook/opt-125m | FP16 | 38.06 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/phi-4 | FP16 | 37.85 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V2.5 | Q4 | 37.85 tok/sEstimated Auto-generated benchmark | 328GB |
| Qwen/QwQ-32B-Preview | Q4 | 37.84 tok/sEstimated Auto-generated benchmark | 17GB |
| EleutherAI/gpt-neo-125m | FP16 | 37.76 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B | FP16 | 37.73 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2-0.5B | FP16 | 37.73 tok/sEstimated Auto-generated benchmark | 11GB |
| EleutherAI/pythia-70m-deduped | FP16 | 37.73 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q4 | 37.46 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q8 | 37.42 tok/sEstimated Auto-generated benchmark | 31GB |
| bigscience/bloomz-560m | FP16 | 37.38 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B-Base | FP16 | 37.38 tok/sEstimated Auto-generated benchmark | 17GB |
| mistralai/Mistral-7B-Instruct-v0.2 | FP16 | 37.24 tok/sEstimated Auto-generated benchmark | 15GB |
| IlyaGusev/saiga_llama3_8b | FP16 | 37.19 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-Coder-1.5B | FP16 | 37.17 tok/sEstimated Auto-generated benchmark | 11GB |
| deepseek-ai/DeepSeek-V3.1 | FP16 | 37.13 tok/sEstimated Auto-generated benchmark | 15GB |
| liuhaotian/llava-v1.5-7b | FP16 | 37.12 tok/sEstimated Auto-generated benchmark | 15GB |
| tencent/HunyuanVideo-1.5 | FP16 | 37.09 tok/sEstimated Auto-generated benchmark | 16GB |
| openai-community/gpt2-medium | FP16 | 36.96 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | FP16 | 36.95 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B-Base | FP16 | 36.93 tok/sEstimated Auto-generated benchmark | 15GB |
| numind/NuExtract-1.5 | FP16 | 36.85 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-3-270m-it | FP16 | 36.84 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2 | FP16 | 36.80 tok/sEstimated Auto-generated benchmark | 15GB |
| MiniMaxAI/MiniMax-M2 | FP16 | 36.79 tok/sEstimated Auto-generated benchmark | 15GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q4 | 36.68 tok/sEstimated Auto-generated benchmark | 17GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q4 | 36.67 tok/sEstimated Auto-generated benchmark | 16GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 35.65 tok/sEstimated Auto-generated benchmark | 34GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q4 | 35.11 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 34.89 tok/sEstimated Auto-generated benchmark | 16GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q4 | 34.70 tok/sEstimated Auto-generated benchmark | 25GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q4 | 34.43 tok/sEstimated Auto-generated benchmark | 17GB |
| baichuan-inc/Baichuan-M2-32B | Q4 | 34.36 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-14B | FP16 | 33.18 tok/sEstimated Auto-generated benchmark | 29GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | FP16 | 32.58 tok/sEstimated Auto-generated benchmark | 19GB |
| mistralai/Ministral-3-14B-Instruct-2512 | FP16 | 31.81 tok/sEstimated Auto-generated benchmark | 32GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 31.52 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-2-13b-chat-hf | FP16 | 31.25 tok/sEstimated Auto-generated benchmark | 27GB |
| EssentialAI/rnj-1 | FP16 | 29.62 tok/sEstimated Auto-generated benchmark | 19GB |
| Qwen/Qwen3-14B-Base | FP16 | 29.40 tok/sEstimated Auto-generated benchmark | 29GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q4 | 29.34 tok/sEstimated Auto-generated benchmark | 69GB |
| NousResearch/Hermes-3-Llama-3.1-8B | FP16 | 29.22 tok/sEstimated Auto-generated benchmark | 17GB |
| OpenPipe/Qwen3-14B-Instruct | FP16 | 28.86 tok/sEstimated Auto-generated benchmark | 29GB |
| microsoft/Phi-3-medium-128k-instruct | FP16 | 28.80 tok/sEstimated Auto-generated benchmark | 29GB |
| ai-forever/ruGPT-3.5-13B | FP16 | 28.62 tok/sEstimated Auto-generated benchmark | 27GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 28.55 tok/sEstimated Auto-generated benchmark | 29GB |
| Qwen/Qwen2.5-14B | FP16 | 28.50 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 28.43 tok/sEstimated Auto-generated benchmark | 68GB |
| 01-ai/Yi-1.5-34B-Chat | Q8 | 28.25 tok/sEstimated Auto-generated benchmark | 35GB |
| codellama/CodeLlama-34b-hf | Q8 | 28.13 tok/sEstimated Auto-generated benchmark | 35GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q8 | 28.01 tok/sEstimated Auto-generated benchmark | 33GB |
| moonshotai/Kimi-K2-Thinking | Q8 | 27.94 tok/sEstimated Auto-generated benchmark | 978GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q8 | 27.89 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 27.68 tok/sEstimated Auto-generated benchmark | 30GB |
| google/gemma-2-9b-it | FP16 | 27.57 tok/sEstimated Auto-generated benchmark | 20GB |
| baichuan-inc/Baichuan-M2-32B | Q8 | 27.51 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 27.44 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q8 | 26.79 tok/sEstimated Auto-generated benchmark | 34GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 26.66 tok/sEstimated Auto-generated benchmark | 68GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q8 | 26.60 tok/sEstimated Auto-generated benchmark | 35GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q8 | 26.43 tok/sEstimated Auto-generated benchmark | 50GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q8 | 26.23 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen2.5-32B | Q8 | 25.96 tok/sEstimated Auto-generated benchmark | 33GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q8 | 25.95 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 25.52 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/QwQ-32B-Preview | Q8 | 24.74 tok/sEstimated Auto-generated benchmark | 34GB |
| deepseek-ai/DeepSeek-V2.5 | Q8 | 24.59 tok/sEstimated Auto-generated benchmark | 656GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q8 | 24.14 tok/sEstimated Auto-generated benchmark | 33GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q8 | 24.10 tok/sEstimated Auto-generated benchmark | 34GB |
| openai/gpt-oss-20b | FP16 | 23.84 tok/sEstimated Auto-generated benchmark | 41GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | FP16 | 23.83 tok/sEstimated Auto-generated benchmark | 41GB |
| Qwen/Qwen3-32B | Q8 | 23.79 tok/sEstimated Auto-generated benchmark | 33GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 23.59 tok/sEstimated Auto-generated benchmark | 34GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | FP16 | 23.54 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q4 | 23.48 tok/sEstimated Auto-generated benchmark | 39GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | FP16 | 23.39 tok/sEstimated Auto-generated benchmark | 41GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | FP16 | 23.31 tok/sEstimated Auto-generated benchmark | 61GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | FP16 | 23.08 tok/sEstimated Auto-generated benchmark | 61GB |
| google/gemma-2-27b-it | FP16 | 22.94 tok/sEstimated Auto-generated benchmark | 56GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q4 | 22.72 tok/sEstimated Auto-generated benchmark | 39GB |
| mistralai/Mistral-Small-Instruct-2409 | FP16 | 22.45 tok/sEstimated Auto-generated benchmark | 46GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | FP16 | 21.92 tok/sEstimated Auto-generated benchmark | 61GB |
| AI-MO/Kimina-Prover-72B | Q4 | 21.71 tok/sEstimated Auto-generated benchmark | 35GB |
| openai/gpt-oss-safeguard-20b | FP16 | 21.70 tok/sEstimated Auto-generated benchmark | 44GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | FP16 | 21.62 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | FP16 | 21.39 tok/sEstimated Auto-generated benchmark | 61GB |
| unsloth/gpt-oss-20b-BF16 | FP16 | 21.36 tok/sEstimated Auto-generated benchmark | 41GB |
| Qwen/Qwen3-30B-A3B | FP16 | 21.36 tok/sEstimated Auto-generated benchmark | 61GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q4 | 21.26 tok/sEstimated Auto-generated benchmark | 44GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q4 | 21.02 tok/sEstimated Auto-generated benchmark | 39GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q4 | 20.94 tok/sEstimated Auto-generated benchmark | 34GB |
| openai/gpt-oss-120b | Q4 | 20.58 tok/sEstimated Auto-generated benchmark | 59GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | FP16 | 20.46 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q4 | 20.32 tok/sEstimated Auto-generated benchmark | 36GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q8 | 20.30 tok/sEstimated Auto-generated benchmark | 138GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | FP16 | 20.22 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 20.19 tok/sEstimated Auto-generated benchmark | 36GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q4 | 20.10 tok/sEstimated Auto-generated benchmark | 39GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q4 | 19.88 tok/sEstimated Auto-generated benchmark | 34GB |
| mistralai/Mistral-Large-Instruct-2411 | Q4 | 19.85 tok/sEstimated Auto-generated benchmark | 60GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 19.70 tok/sEstimated Auto-generated benchmark | 35GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 19.67 tok/sEstimated Auto-generated benchmark | 34GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q8 | 16.49 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q8 | 16.08 tok/sEstimated Auto-generated benchmark | 78GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 15.92 tok/sEstimated Auto-generated benchmark | 70GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q4 | 15.84 tok/sEstimated Auto-generated benchmark | 115GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q8 | 15.81 tok/sEstimated Auto-generated benchmark | 78GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q8 | 15.78 tok/sEstimated Auto-generated benchmark | 78GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | FP16 | 15.57 tok/sEstimated Auto-generated benchmark | 137GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | FP16 | 15.54 tok/sEstimated Auto-generated benchmark | 137GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | FP16 | 15.26 tok/sEstimated Auto-generated benchmark | 101GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | FP16 | 15.19 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 15.17 tok/sEstimated Auto-generated benchmark | 67GB |
| deepseek-ai/DeepSeek-Math-V2 | Q4 | 15.04 tok/sEstimated Auto-generated benchmark | 383GB |
| AI-MO/Kimina-Prover-72B | Q8 | 15.02 tok/sEstimated Auto-generated benchmark | 70GB |
| deepseek-ai/deepseek-coder-33b-instruct | FP16 | 14.95 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen2.5-32B | FP16 | 14.79 tok/sEstimated Auto-generated benchmark | 66GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 14.79 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/QwQ-32B-Preview | FP16 | 14.68 tok/sEstimated Auto-generated benchmark | 67GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | FP16 | 14.67 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 14.58 tok/sEstimated Auto-generated benchmark | 71GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 14.53 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q8 | 14.39 tok/sEstimated Auto-generated benchmark | 78GB |
| openai/gpt-oss-120b | Q8 | 14.38 tok/sEstimated Auto-generated benchmark | 117GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q8 | 14.31 tok/sEstimated Auto-generated benchmark | 71GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | FP16 | 14.23 tok/sEstimated Auto-generated benchmark | 67GB |
| mistralai/Mistral-Large-Instruct-2411 | Q8 | 14.20 tok/sEstimated Auto-generated benchmark | 120GB |
| moonshotai/Kimi-K2-Thinking | FP16 | 14.19 tok/sEstimated Auto-generated benchmark | 1956GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q8 | 14.06 tok/sEstimated Auto-generated benchmark | 69GB |
| codellama/CodeLlama-34b-hf | FP16 | 13.93 tok/sEstimated Auto-generated benchmark | 70GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 13.91 tok/sEstimated Auto-generated benchmark | 137GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q8 | 13.64 tok/sEstimated Auto-generated benchmark | 88GB |
| Qwen/Qwen3-235B-A22B | Q4 | 13.47 tok/sEstimated Auto-generated benchmark | 115GB |
| 01-ai/Yi-1.5-34B-Chat | FP16 | 13.36 tok/sEstimated Auto-generated benchmark | 70GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | FP16 | 13.29 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 13.26 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen3-32B | FP16 | 13.25 tok/sEstimated Auto-generated benchmark | 66GB |
| meta-llama/Meta-Llama-3-70B-Instruct | FP16 | 13.22 tok/sEstimated Auto-generated benchmark | 137GB |
| deepseek-ai/DeepSeek-V2.5 | FP16 | 13.20 tok/sEstimated Auto-generated benchmark | 1312GB |
| baichuan-inc/Baichuan-M2-32B | FP16 | 13.04 tok/sEstimated Auto-generated benchmark | 66GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 12.89 tok/sEstimated Auto-generated benchmark | 137GB |
| MiniMaxAI/MiniMax-M1-40k | Q4 | 12.35 tok/sEstimated Auto-generated benchmark | 255GB |
| MiniMaxAI/MiniMax-VL-01 | Q4 | 12.31 tok/sEstimated Auto-generated benchmark | 256GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | 12.29 tok/sEstimated Auto-generated benchmark | 378GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q8 | 12.24 tok/sEstimated Auto-generated benchmark | 231GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | FP16 | 11.33 tok/sEstimated Auto-generated benchmark | 275GB |
| deepseek-ai/DeepSeek-Math-V2 | Q8 | 10.66 tok/sEstimated Auto-generated benchmark | 766GB |
| MiniMaxAI/MiniMax-M1-40k | Q8 | 9.87 tok/sEstimated Auto-generated benchmark | 510GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | FP16 | 8.92 tok/sEstimated Auto-generated benchmark | 156GB |
| openai/gpt-oss-120b | FP16 | 8.86 tok/sEstimated Auto-generated benchmark | 235GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | FP16 | 8.85 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | FP16 | 8.58 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen3-235B-A22B | Q8 | 8.57 tok/sEstimated Auto-generated benchmark | 230GB |
| NousResearch/Hermes-3-Llama-3.1-70B | FP16 | 8.54 tok/sEstimated Auto-generated benchmark | 138GB |
| MiniMaxAI/MiniMax-VL-01 | Q8 | 8.54 tok/sEstimated Auto-generated benchmark | 511GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | 8.45 tok/sEstimated Auto-generated benchmark | 755GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 8.38 tok/sEstimated Auto-generated benchmark | 141GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 8.24 tok/sEstimated Auto-generated benchmark | 142GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | FP16 | 8.17 tok/sEstimated Auto-generated benchmark | 138GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 8.17 tok/sEstimated Auto-generated benchmark | 138GB |
| Qwen/Qwen2.5-Math-72B-Instruct | FP16 | 8.14 tok/sEstimated Auto-generated benchmark | 142GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | FP16 | 7.96 tok/sEstimated Auto-generated benchmark | 156GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | 7.67 tok/sEstimated Auto-generated benchmark | 176GB |
| mistralai/Mistral-Large-Instruct-2411 | FP16 | 7.43 tok/sEstimated Auto-generated benchmark | 240GB |
| AI-MO/Kimina-Prover-72B | FP16 | 7.39 tok/sEstimated Auto-generated benchmark | 141GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 7.36 tok/sEstimated Auto-generated benchmark | 138GB |
| deepseek-ai/DeepSeek-Math-V2 | FP16 | 5.61 tok/sEstimated Auto-generated benchmark | 1532GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | FP16 | 5.53 tok/sEstimated Auto-generated benchmark | 461GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | 5.36 tok/sEstimated Auto-generated benchmark | 1509GB |
| MiniMaxAI/MiniMax-VL-01 | FP16 | 5.30 tok/sEstimated Auto-generated benchmark | 1021GB |
| Qwen/Qwen3-235B-A22B | FP16 | 5.14 tok/sEstimated Auto-generated benchmark | 460GB |
| MiniMaxAI/MiniMax-M1-40k | FP16 | 4.70 tok/sEstimated Auto-generated benchmark | 1020GB |
Note: Performance estimates are calculated. Real results may vary. Methodology · Submit real data
| Model | Quantization | Verdict | Estimated speed | VRAM needed |
|---|---|---|---|---|
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | Not supported | 8.45 tok/sEstimated | 755GB (have 192GB) |
| EssentialAI/rnj-1 | FP16 | Fits comfortably | 29.62 tok/sEstimated | 19GB (have 192GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | Not supported | 12.29 tok/sEstimated | 378GB (have 192GB) |
| EssentialAI/rnj-1 | Q8 | Fits comfortably | 51.89 tok/sEstimated | 10GB (have 192GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | Not supported | 5.36 tok/sEstimated | 1509GB (have 192GB) |
| EssentialAI/rnj-1 | Q4 | Fits comfortably | 86.68 tok/sEstimated | 5GB (have 192GB) |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | Fits comfortably | 42.47 tok/sEstimated | 17GB (have 192GB) |
| meta-llama/Meta-Llama-3-8B-Instruct | Q8 | Fits comfortably | 82.18 tok/sEstimated | 9GB (have 192GB) |
| meta-llama/Meta-Llama-3-8B-Instruct | Q4 | Fits comfortably | 112.41 tok/sEstimated | 4GB (have 192GB) |
| Qwen/Qwen3-Embedding-0.6B | Q4 | Fits comfortably | 102.79 tok/sEstimated | 3GB (have 192GB) |
| Qwen/Qwen2.5-1.5B | Q4 | Fits comfortably | 102.57 tok/sEstimated | 3GB (have 192GB) |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | Fits comfortably | 12.89 tok/sEstimated | 137GB (have 192GB) |
| microsoft/phi-2 | Q8 | Fits comfortably | 74.89 tok/sEstimated | 7GB (have 192GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | Fits comfortably | 113.59 tok/sEstimated | 3GB (have 192GB) |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | FP16 | Fits comfortably | 23.39 tok/sEstimated | 41GB (have 192GB) |
| google/gemma-3-1b-it | FP16 | Fits comfortably | 52.80 tok/sEstimated | 2GB (have 192GB) |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q8 | Fits comfortably | 42.38 tok/sEstimated | 20GB (have 192GB) |
| Qwen/Qwen2-0.5B | Q8 | Fits comfortably | 68.08 tok/sEstimated | 5GB (have 192GB) |
| deepseek-ai/deepseek-coder-1.3b-instruct | FP16 | Fits comfortably | 50.43 tok/sEstimated | 6GB (have 192GB) |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q4 | Fits comfortably | 109.40 tok/sEstimated | 2GB (have 192GB) |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q8 | Fits comfortably | 77.29 tok/sEstimated | 4GB (have 192GB) |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | FP16 | Fits comfortably | 38.92 tok/sEstimated | 9GB (have 192GB) |
| meta-llama/Llama-3.1-8B | Q8 | Fits comfortably | 74.30 tok/sEstimated | 9GB (have 192GB) |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | Fits comfortably | 26.66 tok/sEstimated | 68GB (have 192GB) |
| meta-llama/Llama-3.2-1B | Q4 | Fits comfortably | 135.85 tok/sEstimated | 1GB (have 192GB) |
| microsoft/phi-2 | Q4 | Fits comfortably | 117.18 tok/sEstimated | 4GB (have 192GB) |
| Qwen/Qwen3-4B | Q8 | Fits comfortably | 77.45 tok/sEstimated | 4GB (have 192GB) |
| microsoft/phi-2 | FP16 | Fits comfortably | 43.58 tok/sEstimated | 15GB (have 192GB) |
| meta-llama/Llama-2-7b-hf | FP16 | Fits comfortably | 39.25 tok/sEstimated | 15GB (have 192GB) |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q4 | Fits comfortably | 100.15 tok/sEstimated | 4GB (have 192GB) |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | Fits comfortably | 54.08 tok/sEstimated | 10GB (have 192GB) |
| Qwen/Qwen2-0.5B | Q4 | Fits comfortably | 98.95 tok/sEstimated | 3GB (have 192GB) |
| MiniMaxAI/MiniMax-M2 | FP16 | Fits comfortably | 36.79 tok/sEstimated | 15GB (have 192GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | Fits comfortably | 42.79 tok/sEstimated | 11GB (have 192GB) |
| huggyllama/llama-7b | FP16 | Fits comfortably | 42.93 tok/sEstimated | 15GB (have 192GB) |
| Qwen/Qwen2-0.5B | FP16 | Fits comfortably | 37.73 tok/sEstimated | 11GB (have 192GB) |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q4 | Fits comfortably | 126.36 tok/sEstimated | 2GB (have 192GB) |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q8 | Fits comfortably | 91.59 tok/sEstimated | 3GB (have 192GB) |
| ibm-granite/granite-3.3-2b-instruct | FP16 | Fits comfortably | 45.50 tok/sEstimated | 4GB (have 192GB) |
| microsoft/phi-4 | Q4 | Fits comfortably | 98.07 tok/sEstimated | 4GB (have 192GB) |
| microsoft/phi-4 | Q8 | Fits comfortably | 78.63 tok/sEstimated | 7GB (have 192GB) |
| microsoft/phi-4 | FP16 | Fits comfortably | 37.85 tok/sEstimated | 15GB (have 192GB) |
| deepseek-ai/DeepSeek-V3.1 | Q4 | Fits comfortably | 108.54 tok/sEstimated | 4GB (have 192GB) |
| deepseek-ai/DeepSeek-V3.1 | Q8 | Fits comfortably | 80.19 tok/sEstimated | 7GB (have 192GB) |
| deepseek-ai/DeepSeek-V3.1 | FP16 | Fits comfortably | 37.13 tok/sEstimated | 15GB (have 192GB) |
| meta-llama/Llama-3.1-8B | Q4 | Fits comfortably | 102.05 tok/sEstimated | 4GB (have 192GB) |
| lmsys/vicuna-7b-v1.5 | FP16 | Fits comfortably | 43.61 tok/sEstimated | 15GB (have 192GB) |
| Qwen/Qwen2.5-32B-Instruct | Q4 | Fits comfortably | 34.89 tok/sEstimated | 16GB (have 192GB) |
| Qwen/Qwen2.5-32B-Instruct | Q8 | Fits comfortably | 25.52 tok/sEstimated | 33GB (have 192GB) |
| Qwen/Qwen2.5-32B-Instruct | FP16 | Fits comfortably | 13.26 tok/sEstimated | 66GB (have 192GB) |
| sshleifer/tiny-gpt2 | Q8 | Fits comfortably | 73.51 tok/sEstimated | 7GB (have 192GB) |
| meta-llama/Llama-3.2-1B | Q8 | Fits comfortably | 98.54 tok/sEstimated | 1GB (have 192GB) |
| meta-llama/Llama-3.2-1B | FP16 | Fits comfortably | 49.41 tok/sEstimated | 2GB (have 192GB) |
| meta-llama/Meta-Llama-3-8B | Q4 | Fits comfortably | 101.23 tok/sEstimated | 4GB (have 192GB) |
| microsoft/DialoGPT-medium | Q4 | Fits comfortably | 117.29 tok/sEstimated | 4GB (have 192GB) |
| IlyaGusev/saiga_llama3_8b | FP16 | Fits comfortably | 37.19 tok/sEstimated | 17GB (have 192GB) |
| Qwen/Qwen2.5-Coder-1.5B | Q4 | Fits comfortably | 101.65 tok/sEstimated | 3GB (have 192GB) |
| Qwen/Qwen3-4B | FP16 | Fits comfortably | 42.36 tok/sEstimated | 9GB (have 192GB) |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | Fits comfortably | 53.38 tok/sEstimated | 15GB (have 192GB) |
| Qwen/Qwen2.5-14B | FP16 | Fits comfortably | 28.50 tok/sEstimated | 29GB (have 192GB) |
| google/gemma-2-2b-it | Q4 | Fits comfortably | 139.33 tok/sEstimated | 1GB (have 192GB) |
| google/gemma-2-2b-it | Q8 | Fits comfortably | 93.87 tok/sEstimated | 2GB (have 192GB) |
| meta-llama/Llama-3.2-3B | Q4 | Fits comfortably | 118.40 tok/sEstimated | 2GB (have 192GB) |
| google/gemma-2-2b-it | FP16 | Fits comfortably | 47.18 tok/sEstimated | 4GB (have 192GB) |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | Fits comfortably | 78.04 tok/sEstimated | 9GB (have 192GB) |
| sshleifer/tiny-gpt2 | FP16 | Fits comfortably | 38.80 tok/sEstimated | 15GB (have 192GB) |
| meta-llama/Llama-3.2-3B | Q8 | Fits comfortably | 88.55 tok/sEstimated | 3GB (have 192GB) |
| meta-llama/Llama-3.2-3B | FP16 | Fits comfortably | 51.41 tok/sEstimated | 6GB (have 192GB) |
| huggyllama/llama-7b | Q4 | Fits comfortably | 101.08 tok/sEstimated | 4GB (have 192GB) |
| huggyllama/llama-7b | Q8 | Fits comfortably | 75.14 tok/sEstimated | 7GB (have 192GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | Fits comfortably | 82.41 tok/sEstimated | 5GB (have 192GB) |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q8 | Fits comfortably | 79.17 tok/sEstimated | 7GB (have 192GB) |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | FP16 | Fits comfortably | 44.19 tok/sEstimated | 15GB (have 192GB) |
| numind/NuExtract-1.5 | Q4 | Fits comfortably | 96.76 tok/sEstimated | 4GB (have 192GB) |
| numind/NuExtract-1.5 | Q8 | Fits comfortably | 77.14 tok/sEstimated | 7GB (have 192GB) |
| Qwen/Qwen2.5-72B-Instruct | Q4 | Fits comfortably | 19.70 tok/sEstimated | 35GB (have 192GB) |
| ibm-granite/granite-3.3-2b-instruct | Q4 | Fits comfortably | 131.49 tok/sEstimated | 1GB (have 192GB) |
| ibm-granite/granite-3.3-2b-instruct | Q8 | Fits comfortably | 91.01 tok/sEstimated | 2GB (have 192GB) |
| google/gemma-3-1b-it | Q8 | Fits comfortably | 88.53 tok/sEstimated | 1GB (have 192GB) |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q8 | Fits comfortably | 26.79 tok/sEstimated | 34GB (have 192GB) |
| 01-ai/Yi-1.5-34B-Chat | FP16 | Fits comfortably | 13.36 tok/sEstimated | 70GB (have 192GB) |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q4 | Fits comfortably | 98.87 tok/sEstimated | 2GB (have 192GB) |
| microsoft/Phi-3-mini-128k-instruct | Q4 | Fits comfortably | 103.63 tok/sEstimated | 4GB (have 192GB) |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | Fits comfortably | 7.67 tok/sEstimated | 176GB (have 192GB) |
| GSAI-ML/LLaDA-8B-Instruct | Q4 | Fits comfortably | 97.61 tok/sEstimated | 4GB (have 192GB) |
| Qwen/Qwen2.5-72B-Instruct | Q8 | Fits comfortably | 15.92 tok/sEstimated | 70GB (have 192GB) |
| Qwen/Qwen2.5-72B-Instruct | FP16 | Fits comfortably | 8.38 tok/sEstimated | 141GB (have 192GB) |
| parler-tts/parler-tts-large-v1 | Q8 | Fits comfortably | 73.24 tok/sEstimated | 7GB (have 192GB) |
| parler-tts/parler-tts-large-v1 | FP16 | Fits comfortably | 40.15 tok/sEstimated | 15GB (have 192GB) |
| Qwen/Qwen2.5-32B | Q4 | Fits comfortably | 41.16 tok/sEstimated | 16GB (have 192GB) |
| Qwen/Qwen2.5-32B | Q8 | Fits comfortably | 25.96 tok/sEstimated | 33GB (have 192GB) |
| Qwen/Qwen2.5-32B | FP16 | Fits comfortably | 14.79 tok/sEstimated | 66GB (have 192GB) |
| lmsys/vicuna-7b-v1.5 | Q4 | Fits comfortably | 105.68 tok/sEstimated | 4GB (have 192GB) |
| lmsys/vicuna-7b-v1.5 | Q8 | Fits comfortably | 75.54 tok/sEstimated | 7GB (have 192GB) |
| google/gemma-3-1b-it | Q4 | Fits comfortably | 132.98 tok/sEstimated | 1GB (have 192GB) |
| Qwen/Qwen2.5-3B | Q4 | Fits comfortably | 124.55 tok/sEstimated | 2GB (have 192GB) |
| Qwen/Qwen2.5-3B | Q8 | Fits comfortably | 85.92 tok/sEstimated | 3GB (have 192GB) |
| Qwen/Qwen2.5-3B | FP16 | Fits comfortably | 53.63 tok/sEstimated | 6GB (have 192GB) |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | Fits comfortably | 86.05 tok/sEstimated | 5GB (have 192GB) |
| GSAI-ML/LLaDA-8B-Base | FP16 | Fits comfortably | 42.23 tok/sEstimated | 17GB (have 192GB) |
Note: Performance estimates are calculated. Real results may vary. Methodology · Submit real data
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