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Quick Answer: Apple M3 Max offers 128GB VRAM and starts around current market pricing. It delivers approximately 71 tokens/sec on Qwen/Qwen2.5-3B-Instruct. It typically draws 40W 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 |
|---|---|---|---|
| Qwen/Qwen2.5-3B-Instruct | Q4 | 70.59 tok/sEstimated Auto-generated benchmark | 2GB |
| bigcode/starcoder2-3b | Q4 | 70.50 tok/sEstimated Auto-generated benchmark | 2GB |
| LiquidAI/LFM2-1.2B | Q4 | 69.72 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-3-1b-it | Q4 | 69.01 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-research/PowerMoE-3b | Q4 | 68.75 tok/sEstimated Auto-generated benchmark | 2GB |
| tencent/HunyuanOCR | Q4 | 68.65 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-3B-Instruct | Q4 | 68.22 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-Guard-3-1B | Q4 | 68.17 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-3B | Q4 | 67.34 tok/sEstimated Auto-generated benchmark | 2GB |
| google-bert/bert-base-uncased | Q4 | 67.28 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2b | Q4 | 67.14 tok/sEstimated Auto-generated benchmark | 1GB |
| google-t5/t5-3b | Q4 | 67.12 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-3B | Q4 | 66.96 tok/sEstimated Auto-generated benchmark | 2GB |
| facebook/sam3 | Q4 | 66.17 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-granite/granite-3.3-2b-instruct | Q4 | 65.36 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | Q4 | 65.12 tok/sEstimated Auto-generated benchmark | 1GB |
| inference-net/Schematron-3B | Q4 | 64.41 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-1B-Instruct | Q4 | 64.20 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 62.61 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | Q4 | 62.08 tok/sEstimated Auto-generated benchmark | 1GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q4 | 61.16 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/gemma-3-1b-it | Q4 | 60.96 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-OCR | Q4 | 60.66 tok/sEstimated Auto-generated benchmark | 2GB |
| google/embeddinggemma-300m | Q4 | 60.42 tok/sEstimated Auto-generated benchmark | 1GB |
| apple/OpenELM-1_1B-Instruct | Q4 | 60.34 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-1B-Instruct | Q4 | 60.27 tok/sEstimated Auto-generated benchmark | 1GB |
| WeiboAI/VibeThinker-1.5B | Q4 | 60.14 tok/sEstimated Auto-generated benchmark | 1GB |
| allenai/OLMo-2-0425-1B | Q4 | 59.19 tok/sEstimated Auto-generated benchmark | 1GB |
| nari-labs/Dia2-2B | Q4 | 59.05 tok/sEstimated Auto-generated benchmark | 2GB |
| zai-org/GLM-4.5-Air | Q4 | 59.04 tok/sEstimated Auto-generated benchmark | 4GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q4 | 58.98 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q4 | 58.98 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3.1 | Q4 | 58.92 tok/sEstimated Auto-generated benchmark | 4GB |
| dicta-il/dictalm2.0-instruct | Q4 | 58.69 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-vision-instruct | Q4 | 58.47 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-chat-hf | Q4 | 58.40 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B | Q4 | 58.34 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q4 | 58.32 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q4 | 58.31 tok/sEstimated Auto-generated benchmark | 2GB |
| sshleifer/tiny-gpt2 | Q4 | 58.04 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM-135M | Q4 | 58.01 tok/sEstimated Auto-generated benchmark | 4GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q4 | 58.01 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen3-1.7B-Base | Q4 | 57.91 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B | Q4 | 57.91 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2 | Q4 | 57.76 tok/sEstimated Auto-generated benchmark | 4GB |
| facebook/opt-125m | Q4 | 57.70 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-Base | Q4 | 57.39 tok/sEstimated Auto-generated benchmark | 4GB |
| vikhyatk/moondream2 | Q4 | 57.29 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-0528 | Q4 | 57.26 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q4 | 57.23 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Base | Q4 | 57.19 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 57.11 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-3.3-8b-instruct | Q4 | 56.97 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Instruct | Q4 | 56.95 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 56.92 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3-0324 | Q4 | 56.72 tok/sEstimated Auto-generated benchmark | 4GB |
| zai-org/GLM-4.6-FP8 | Q4 | 56.65 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 56.62 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q4 | 56.48 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-0.6B | Q4 | 56.47 tok/sEstimated Auto-generated benchmark | 3GB |
| openai-community/gpt2-large | Q4 | 56.47 tok/sEstimated Auto-generated benchmark | 4GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q4 | 56.42 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-4B | Q4 | 56.39 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-0.5B | Q4 | 56.32 tok/sEstimated Auto-generated benchmark | 3GB |
| EleutherAI/pythia-70m-deduped | Q4 | 56.29 tok/sEstimated Auto-generated benchmark | 4GB |
| Tongyi-MAI/Z-Image-Turbo | Q4 | 56.27 tok/sEstimated Auto-generated benchmark | 4GB |
| liuhaotian/llava-v1.5-7b | Q4 | 56.24 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-1.7B | Q4 | 56.10 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q4 | 56.06 tok/sEstimated Auto-generated benchmark | 2GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q4 | 55.92 tok/sEstimated Auto-generated benchmark | 4GB |
| parler-tts/parler-tts-large-v1 | Q4 | 55.90 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q4 | 55.89 tok/sEstimated Auto-generated benchmark | 4GB |
| numind/NuExtract-1.5 | Q4 | 55.76 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q4 | 55.53 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-8B | Q4 | 55.43 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q4 | 55.40 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 55.37 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-Embedding-0.6B | Q4 | 55.31 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-Embedding-8B | Q4 | 55.26 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-4 | Q4 | 55.14 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | 55.08 tok/sEstimated Auto-generated benchmark | 3GB |
| bigscience/bloomz-560m | Q4 | 54.96 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B | Q4 | 54.90 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-128k-instruct | Q4 | 54.85 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-hf | Q4 | 54.72 tok/sEstimated Auto-generated benchmark | 4GB |
| rednote-hilab/dots.ocr | Q4 | 54.55 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q4 | 54.52 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q4 | 54.28 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2-7B-Instruct | Q4 | 53.81 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanVideo-1.5 | Q4 | 53.75 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B | Q4 | 53.59 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 53.52 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q4 | 53.49 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-8B-FP8 | Q4 | 53.13 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/VibeVoice-1.5B | Q4 | 53.11 tok/sEstimated Auto-generated benchmark | 3GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q4 | 53.04 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/DialoGPT-medium | Q4 | 52.96 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q4 | 52.95 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q4 | 52.82 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/DialoGPT-small | Q4 | 52.77 tok/sEstimated Auto-generated benchmark | 4GB |
| skt/kogpt2-base-v2 | Q4 | 52.73 tok/sEstimated Auto-generated benchmark | 4GB |
| MiniMaxAI/MiniMax-M2 | Q4 | 52.65 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1 | Q4 | 52.48 tok/sEstimated Auto-generated benchmark | 4GB |
| IlyaGusev/saiga_llama3_8b | Q4 | 52.40 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q4 | 52.38 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM2-135M | Q4 | 52.31 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-xl | Q4 | 52.08 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B-Instruct | Q4 | 52.01 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/phi-2 | Q4 | 51.93 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-1.5B | Q4 | 51.90 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-4-multimodal-instruct | Q4 | 51.78 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-v0.1 | Q4 | 51.45 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-mini-instruct | Q4 | 51.44 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-OCR | Q8 | 51.43 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.2-dev | Q4 | 51.24 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3 | Q4 | 51.19 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-docling-258M | Q4 | 51.19 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q4 | 51.04 tok/sEstimated Auto-generated benchmark | 4GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q4 | 51.03 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-1.5B | Q4 | 50.94 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-Math-1.5B | Q4 | 50.84 tok/sEstimated Auto-generated benchmark | 3GB |
| HuggingFaceH4/zephyr-7b-beta | Q4 | 50.79 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-3-270m-it | Q4 | 50.69 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-medium | Q4 | 50.69 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q4 | 50.43 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/Phi-3-mini-4k-instruct | Q4 | 50.42 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 50.40 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Reranker-0.6B | Q4 | 50.30 tok/sEstimated Auto-generated benchmark | 3GB |
| petals-team/StableBeluga2 | Q4 | 50.03 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q4 | 49.70 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B-Base | Q4 | 49.48 tok/sEstimated Auto-generated benchmark | 3GB |
| huggyllama/llama-7b | Q4 | 49.48 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q4 | 49.38 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q4 | 49.31 tok/sEstimated Auto-generated benchmark | 4GB |
| EleutherAI/gpt-neo-125m | Q4 | 49.24 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen-Image-Edit-2509 | Q4 | 49.15 tok/sEstimated Auto-generated benchmark | 4GB |
| lmsys/vicuna-7b-v1.5 | Q4 | 49.11 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-1.5B-Instruct | Q4 | 49.06 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q4 | 49.04 tok/sEstimated Auto-generated benchmark | 4GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q4 | 49.01 tok/sEstimated Auto-generated benchmark | 2GB |
| rinna/japanese-gpt-neox-small | Q4 | 48.84 tok/sEstimated Auto-generated benchmark | 4GB |
| distilbert/distilgpt2 | Q4 | 48.83 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-1B-Instruct | Q8 | 48.83 tok/sEstimated Auto-generated benchmark | 1GB |
| BSC-LT/salamandraTA-7b-instruct | Q4 | 48.81 tok/sEstimated Auto-generated benchmark | 4GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | 48.79 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | 48.71 tok/sEstimated Auto-generated benchmark | 3GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q4 | 48.63 tok/sEstimated Auto-generated benchmark | 4GB |
| hmellor/tiny-random-LlamaForCausalLM | Q4 | 48.57 tok/sEstimated Auto-generated benchmark | 4GB |
| google/embeddinggemma-300m | Q8 | 48.52 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen3-4B-Base | Q4 | 48.52 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.1-8B | Q4 | 48.49 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B | Q4 | 48.42 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q4 | 48.35 tok/sEstimated Auto-generated benchmark | 2GB |
| allenai/Olmo-3-7B-Think | Q4 | 48.35 tok/sEstimated Auto-generated benchmark | 4GB |
| llamafactory/tiny-random-Llama-3 | Q4 | 48.33 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.1-dev | Q4 | 48.33 tok/sEstimated Auto-generated benchmark | 4GB |
| WeiboAI/VibeThinker-1.5B | Q8 | 48.24 tok/sEstimated Auto-generated benchmark | 2GB |
| google-bert/bert-base-uncased | Q8 | 48.19 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q8 | 47.58 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-3B | Q8 | 47.39 tok/sEstimated Auto-generated benchmark | 3GB |
| bigcode/starcoder2-3b | Q8 | 46.92 tok/sEstimated Auto-generated benchmark | 3GB |
| tencent/HunyuanOCR | Q8 | 45.81 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-3.3-2b-instruct | Q8 | 45.68 tok/sEstimated Auto-generated benchmark | 2GB |
| LiquidAI/LFM2-1.2B | Q8 | 45.16 tok/sEstimated Auto-generated benchmark | 2GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q8 | 45.10 tok/sEstimated Auto-generated benchmark | 3GB |
| allenai/OLMo-2-0425-1B | Q8 | 44.39 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | Q8 | 44.29 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-3-1b-it | Q8 | 44.14 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 43.80 tok/sEstimated Auto-generated benchmark | 8GB |
| facebook/sam3 | Q8 | 43.58 tok/sEstimated Auto-generated benchmark | 1GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q4 | 43.48 tok/sEstimated Auto-generated benchmark | 4GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | 43.45 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-3B | Q8 | 43.33 tok/sEstimated Auto-generated benchmark | 3GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q4 | 43.24 tok/sEstimated Auto-generated benchmark | 8GB |
| nari-labs/Dia2-2B | Q8 | 43.05 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-3B-Instruct | Q8 | 42.94 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/gemma-3-1b-it | Q8 | 42.81 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 42.79 tok/sEstimated Auto-generated benchmark | 3GB |
| google/gemma-2-9b-it | Q4 | 42.56 tok/sEstimated Auto-generated benchmark | 5GB |
| unsloth/Llama-3.2-3B-Instruct | Q8 | 42.43 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 42.42 tok/sEstimated Auto-generated benchmark | 4GB |
| google-t5/t5-3b | Q8 | 42.29 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-1B | Q8 | 42.29 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2b | Q8 | 42.19 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-1B-Instruct | Q8 | 41.93 tok/sEstimated Auto-generated benchmark | 1GB |
| apple/OpenELM-1_1B-Instruct | Q8 | 41.80 tok/sEstimated Auto-generated benchmark | 1GB |
| inference-net/Schematron-3B | Q8 | 41.72 tok/sEstimated Auto-generated benchmark | 3GB |
| ibm-research/PowerMoE-3b | Q8 | 41.69 tok/sEstimated Auto-generated benchmark | 3GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q8 | 41.33 tok/sEstimated Auto-generated benchmark | 9GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q8 | 41.22 tok/sEstimated Auto-generated benchmark | 9GB |
| zai-org/GLM-4.5-Air | Q8 | 41.22 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B-Instruct | Q8 | 41.19 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-7B | Q8 | 41.07 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q8 | 41.06 tok/sEstimated Auto-generated benchmark | 7GB |
| lmsys/vicuna-7b-v1.5 | Q8 | 40.96 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q8 | 40.93 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3-medium-128k-instruct | Q4 | 40.86 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q8 | 40.84 tok/sEstimated Auto-generated benchmark | 5GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q8 | 40.83 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-1B | Q8 | 40.83 tok/sEstimated Auto-generated benchmark | 1GB |
| microsoft/Phi-3-mini-128k-instruct | Q8 | 40.80 tok/sEstimated Auto-generated benchmark | 7GB |
| EssentialAI/rnj-1 | Q4 | 40.70 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 40.69 tok/sEstimated Auto-generated benchmark | 8GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q8 | 40.67 tok/sEstimated Auto-generated benchmark | 7GB |
| ibm-granite/granite-3.3-8b-instruct | Q8 | 40.66 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | 40.60 tok/sEstimated Auto-generated benchmark | 9GB |
| parler-tts/parler-tts-large-v1 | Q8 | 40.59 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q8 | 40.58 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2-7B-Instruct | Q8 | 40.49 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-14B-Base | Q4 | 40.40 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 40.37 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q8 | 40.31 tok/sEstimated Auto-generated benchmark | 4GB |
| distilbert/distilgpt2 | Q8 | 40.23 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B | Q8 | 40.22 tok/sEstimated Auto-generated benchmark | 7GB |
| petals-team/StableBeluga2 | Q8 | 40.21 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Reranker-0.6B | Q8 | 40.20 tok/sEstimated Auto-generated benchmark | 6GB |
| microsoft/VibeVoice-1.5B | Q8 | 40.13 tok/sEstimated Auto-generated benchmark | 5GB |
| huggyllama/llama-7b | Q8 | 40.04 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q8 | 40.04 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | 39.96 tok/sEstimated Auto-generated benchmark | 5GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q8 | 39.92 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-chat-hf | Q8 | 39.92 tok/sEstimated Auto-generated benchmark | 7GB |
| zai-org/GLM-4.6-FP8 | Q8 | 39.80 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B | Q8 | 39.78 tok/sEstimated Auto-generated benchmark | 5GB |
| tencent/HunyuanVideo-1.5 | Q8 | 39.59 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-Embedding-0.6B | Q8 | 39.56 tok/sEstimated Auto-generated benchmark | 6GB |
| microsoft/Phi-4-multimodal-instruct | Q8 | 39.55 tok/sEstimated Auto-generated benchmark | 7GB |
| rednote-hilab/dots.ocr | Q8 | 39.43 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-v0.1 | Q8 | 39.23 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-8B | Q8 | 39.19 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-8B-FP8 | Q8 | 39.16 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-V3-0324 | Q8 | 39.13 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 39.05 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-14B | Q4 | 39.00 tok/sEstimated Auto-generated benchmark | 7GB |
| allenai/Olmo-3-7B-Think | Q8 | 38.95 tok/sEstimated Auto-generated benchmark | 8GB |
| microsoft/Phi-4-mini-instruct | Q8 | 38.90 tok/sEstimated Auto-generated benchmark | 7GB |
| EleutherAI/gpt-neo-125m | Q8 | 38.89 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-0.6B-Base | Q8 | 38.88 tok/sEstimated Auto-generated benchmark | 6GB |
| vikhyatk/moondream2 | Q8 | 38.82 tok/sEstimated Auto-generated benchmark | 7GB |
| sshleifer/tiny-gpt2 | Q8 | 38.79 tok/sEstimated Auto-generated benchmark | 7GB |
| Tongyi-MAI/Z-Image-Turbo | Q8 | 38.78 tok/sEstimated Auto-generated benchmark | 8GB |
| microsoft/Phi-3-mini-4k-instruct | Q8 | 38.76 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Coder-1.5B | Q8 | 38.65 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q8 | 38.65 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q8 | 38.60 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 38.56 tok/sEstimated Auto-generated benchmark | 3GB |
| openai-community/gpt2-large | Q8 | 38.52 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Base | Q8 | 38.37 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q8 | 38.35 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-2-13b-chat-hf | Q4 | 38.26 tok/sEstimated Auto-generated benchmark | 7GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q8 | 38.21 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-1.5B | Q8 | 38.19 tok/sEstimated Auto-generated benchmark | 5GB |
| IlyaGusev/saiga_llama3_8b | Q8 | 38.15 tok/sEstimated Auto-generated benchmark | 9GB |
| openai-community/gpt2 | Q8 | 38.08 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-0.5B | Q8 | 37.97 tok/sEstimated Auto-generated benchmark | 5GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q8 | 37.83 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-14B | Q4 | 37.79 tok/sEstimated Auto-generated benchmark | 7GB |
| dicta-il/dictalm2.0-instruct | Q8 | 37.75 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/phi-2 | Q8 | 37.67 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3 | Q8 | 37.63 tok/sEstimated Auto-generated benchmark | 7GB |
| GSAI-ML/LLaDA-8B-Instruct | Q8 | 37.21 tok/sEstimated Auto-generated benchmark | 9GB |
| OpenPipe/Qwen3-14B-Instruct | Q4 | 37.20 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-vision-instruct | Q8 | 37.17 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceTB/SmolLM2-135M | Q8 | 37.17 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1 | Q8 | 37.14 tok/sEstimated Auto-generated benchmark | 7GB |
| ai-forever/ruGPT-3.5-13B | Q4 | 37.05 tok/sEstimated Auto-generated benchmark | 7GB |
| numind/NuExtract-1.5 | Q8 | 37.05 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B | Q8 | 36.95 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-4 | Q8 | 36.94 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q8 | 36.85 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q8 | 36.69 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-Guard-3-8B | Q8 | 36.68 tok/sEstimated Auto-generated benchmark | 9GB |
| openai-community/gpt2-xl | Q8 | 36.53 tok/sEstimated Auto-generated benchmark | 7GB |
| hmellor/tiny-random-LlamaForCausalLM | Q8 | 36.25 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q8 | 36.18 tok/sEstimated Auto-generated benchmark | 9GB |
| GSAI-ML/LLaDA-8B-Base | Q8 | 36.14 tok/sEstimated Auto-generated benchmark | 9GB |
| HuggingFaceH4/zephyr-7b-beta | Q8 | 36.11 tok/sEstimated Auto-generated benchmark | 7GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q8 | 36.10 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-2-7b-hf | Q8 | 35.98 tok/sEstimated Auto-generated benchmark | 7GB |
| black-forest-labs/FLUX.2-dev | Q8 | 35.93 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-Embedding-4B | Q8 | 35.92 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q8 | 35.89 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Math-1.5B | Q8 | 35.89 tok/sEstimated Auto-generated benchmark | 5GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q8 | 35.81 tok/sEstimated Auto-generated benchmark | 5GB |
| ibm-granite/granite-docling-258M | Q8 | 35.58 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 35.56 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-8B | Q8 | 35.55 tok/sEstimated Auto-generated benchmark | 9GB |
| facebook/opt-125m | Q8 | 35.50 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q8 | 35.49 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 35.39 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q8 | 35.30 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen-Image-Edit-2509 | Q8 | 35.29 tok/sEstimated Auto-generated benchmark | 8GB |
| meta-llama/Meta-Llama-3-8B | Q8 | 35.24 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1-0528 | Q8 | 35.18 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q8 | 35.16 tok/sEstimated Auto-generated benchmark | 9GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q8 | 35.02 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 35.01 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.1-8B | Q8 | 34.98 tok/sEstimated Auto-generated benchmark | 9GB |
| EleutherAI/pythia-70m-deduped | Q8 | 34.98 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/DialoGPT-medium | Q8 | 34.89 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-1.5B-Instruct | Q8 | 34.86 tok/sEstimated Auto-generated benchmark | 5GB |
| bigscience/bloomz-560m | Q8 | 34.83 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/DialoGPT-small | Q8 | 34.80 tok/sEstimated Auto-generated benchmark | 7GB |
| rinna/japanese-gpt-neox-small | Q8 | 34.79 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-8B-Base | Q8 | 34.79 tok/sEstimated Auto-generated benchmark | 9GB |
| openai-community/gpt2-medium | Q8 | 34.71 tok/sEstimated Auto-generated benchmark | 7GB |
| google/gemma-3-270m-it | Q8 | 34.65 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q8 | 34.63 tok/sEstimated Auto-generated benchmark | 9GB |
| BSC-LT/salamandraTA-7b-instruct | Q8 | 34.52 tok/sEstimated Auto-generated benchmark | 7GB |
| llamafactory/tiny-random-Llama-3 | Q8 | 34.48 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-0.6B | Q8 | 34.42 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | 34.35 tok/sEstimated Auto-generated benchmark | 5GB |
| liuhaotian/llava-v1.5-7b | Q8 | 34.28 tok/sEstimated Auto-generated benchmark | 7GB |
| skt/kogpt2-base-v2 | Q8 | 34.25 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3.1 | Q8 | 34.04 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B-Base | Q8 | 34.00 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceTB/SmolLM-135M | Q8 | 33.88 tok/sEstimated Auto-generated benchmark | 7GB |
| MiniMaxAI/MiniMax-M2 | Q8 | 33.84 tok/sEstimated Auto-generated benchmark | 7GB |
| black-forest-labs/FLUX.1-dev | Q8 | 33.82 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q4 | 32.30 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | 31.98 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q4 | 31.12 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-Small-Instruct-2409 | Q4 | 30.84 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 30.56 tok/sEstimated Auto-generated benchmark | 15GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | 30.30 tok/sEstimated Auto-generated benchmark | 10GB |
| meta-llama/Llama-2-13b-chat-hf | Q8 | 29.80 tok/sEstimated Auto-generated benchmark | 13GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q4 | 29.78 tok/sEstimated Auto-generated benchmark | 15GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q8 | 29.64 tok/sEstimated Auto-generated benchmark | 10GB |
| microsoft/Phi-3-medium-128k-instruct | Q8 | 29.36 tok/sEstimated Auto-generated benchmark | 14GB |
| google/gemma-2-27b-it | Q4 | 29.13 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen3-14B-Base | Q8 | 28.95 tok/sEstimated Auto-generated benchmark | 14GB |
| openai/gpt-oss-safeguard-20b | Q4 | 28.73 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q4 | 28.71 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q4 | 28.68 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q4 | 28.57 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q8 | 28.45 tok/sEstimated Auto-generated benchmark | 16GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 28.23 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q4 | 28.13 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-14B | Q8 | 28.00 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen3-30B-A3B | Q4 | 27.92 tok/sEstimated Auto-generated benchmark | 15GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q8 | 27.90 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/gpt-oss-20b-BF16 | Q4 | 27.63 tok/sEstimated Auto-generated benchmark | 10GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 27.49 tok/sEstimated Auto-generated benchmark | 14GB |
| deepseek-ai/DeepSeek-OCR | FP16 | 27.47 tok/sEstimated Auto-generated benchmark | 7GB |
| openai/gpt-oss-20b | Q4 | 27.11 tok/sEstimated Auto-generated benchmark | 10GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q4 | 27.02 tok/sEstimated Auto-generated benchmark | 10GB |
| EssentialAI/rnj-1 | Q8 | 26.80 tok/sEstimated Auto-generated benchmark | 10GB |
| nari-labs/Dia2-2B | FP16 | 26.73 tok/sEstimated Auto-generated benchmark | 5GB |
| apple/OpenELM-1_1B-Instruct | FP16 | 26.45 tok/sEstimated Auto-generated benchmark | 2GB |
| LiquidAI/LFM2-1.2B | FP16 | 26.35 tok/sEstimated Auto-generated benchmark | 4GB |
| ai-forever/ruGPT-3.5-13B | Q8 | 26.22 tok/sEstimated Auto-generated benchmark | 13GB |
| tencent/HunyuanOCR | FP16 | 26.12 tok/sEstimated Auto-generated benchmark | 3GB |
| google-t5/t5-3b | FP16 | 25.92 tok/sEstimated Auto-generated benchmark | 6GB |
| ibm-research/PowerMoE-3b | FP16 | 25.87 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2.5-3B | FP16 | 25.86 tok/sEstimated Auto-generated benchmark | 6GB |
| google-bert/bert-base-uncased | FP16 | 25.65 tok/sEstimated Auto-generated benchmark | 1GB |
| OpenPipe/Qwen3-14B-Instruct | Q8 | 25.64 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen2.5-3B-Instruct | FP16 | 25.62 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2.5-14B | Q8 | 25.38 tok/sEstimated Auto-generated benchmark | 14GB |
| google/gemma-2-9b-it | Q8 | 25.37 tok/sEstimated Auto-generated benchmark | 10GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | FP16 | 25.23 tok/sEstimated Auto-generated benchmark | 6GB |
| google/gemma-2b | FP16 | 25.20 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 25.10 tok/sEstimated Auto-generated benchmark | 6GB |
| unsloth/gemma-3-1b-it | FP16 | 24.85 tok/sEstimated Auto-generated benchmark | 2GB |
| inference-net/Schematron-3B | FP16 | 24.68 tok/sEstimated Auto-generated benchmark | 6GB |
| google/gemma-3-1b-it | FP16 | 24.60 tok/sEstimated Auto-generated benchmark | 2GB |
| WeiboAI/VibeThinker-1.5B | FP16 | 24.49 tok/sEstimated Auto-generated benchmark | 4GB |
| facebook/sam3 | FP16 | 24.35 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2-2b-it | FP16 | 24.07 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-3.3-2b-instruct | FP16 | 24.05 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Llama-3.2-3B-Instruct | FP16 | 23.82 tok/sEstimated Auto-generated benchmark | 6GB |
| google/embeddinggemma-300m | FP16 | 23.67 tok/sEstimated Auto-generated benchmark | 1GB |
| bigcode/starcoder2-3b | FP16 | 23.63 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-3.2-3B | FP16 | 23.49 tok/sEstimated Auto-generated benchmark | 6GB |
| unsloth/Llama-3.2-1B-Instruct | FP16 | 23.17 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B-Instruct | FP16 | 22.91 tok/sEstimated Auto-generated benchmark | 2GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | 22.77 tok/sEstimated Auto-generated benchmark | 2GB |
| openai/gpt-oss-20b | Q8 | 22.65 tok/sEstimated Auto-generated benchmark | 20GB |
| google/gemma-2-27b-it | Q8 | 22.52 tok/sEstimated Auto-generated benchmark | 28GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | FP16 | 22.44 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2-0.5B-Instruct | FP16 | 22.40 tok/sEstimated Auto-generated benchmark | 11GB |
| zai-org/GLM-4.5-Air | FP16 | 22.37 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceH4/zephyr-7b-beta | FP16 | 22.37 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B-FP8 | FP16 | 22.36 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-3.2-1B | FP16 | 22.35 tok/sEstimated Auto-generated benchmark | 2GB |
| allenai/OLMo-2-0425-1B | FP16 | 22.35 tok/sEstimated Auto-generated benchmark | 2GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | FP16 | 22.34 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-0.6B-Base | FP16 | 22.32 tok/sEstimated Auto-generated benchmark | 13GB |
| meta-llama/Llama-Guard-3-1B | FP16 | 22.32 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/DialoGPT-medium | FP16 | 22.31 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B-Base | FP16 | 22.31 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | 22.30 tok/sEstimated Auto-generated benchmark | 11GB |
| GSAI-ML/LLaDA-8B-Base | FP16 | 22.29 tok/sEstimated Auto-generated benchmark | 17GB |
| unsloth/gpt-oss-20b-BF16 | Q8 | 22.28 tok/sEstimated Auto-generated benchmark | 20GB |
| lmsys/vicuna-7b-v1.5 | FP16 | 22.27 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | FP16 | 22.25 tok/sEstimated Auto-generated benchmark | 17GB |
| vikhyatk/moondream2 | FP16 | 22.18 tok/sEstimated Auto-generated benchmark | 15GB |
| openai/gpt-oss-safeguard-20b | Q8 | 22.13 tok/sEstimated Auto-generated benchmark | 22GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q8 | 22.11 tok/sEstimated Auto-generated benchmark | 31GB |
| microsoft/phi-2 | FP16 | 22.10 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q8 | 22.10 tok/sEstimated Auto-generated benchmark | 31GB |
| numind/NuExtract-1.5 | FP16 | 22.05 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V3 | FP16 | 22.04 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-4-mini-instruct | FP16 | 22.02 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-medium | FP16 | 21.99 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Base | FP16 | 21.97 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 21.96 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | FP16 | 21.96 tok/sEstimated Auto-generated benchmark | 9GB |
| IlyaGusev/saiga_llama3_8b | FP16 | 21.95 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 21.95 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B-Base | FP16 | 21.93 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | FP16 | 21.84 tok/sEstimated Auto-generated benchmark | 15GB |
| allenai/Olmo-3-7B-Think | FP16 | 21.84 tok/sEstimated Auto-generated benchmark | 16GB |
| EleutherAI/gpt-neo-125m | FP16 | 21.83 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/DialoGPT-small | FP16 | 21.81 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2-7B-Instruct | FP16 | 21.80 tok/sEstimated Auto-generated benchmark | 15GB |
| dicta-il/dictalm2.0-instruct | FP16 | 21.77 tok/sEstimated Auto-generated benchmark | 15GB |
| swiss-ai/Apertus-8B-Instruct-2509 | FP16 | 21.77 tok/sEstimated Auto-generated benchmark | 17GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | FP16 | 21.75 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-4-multimodal-instruct | FP16 | 21.69 tok/sEstimated Auto-generated benchmark | 15GB |
| GSAI-ML/LLaDA-8B-Instruct | FP16 | 21.69 tok/sEstimated Auto-generated benchmark | 17GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | FP16 | 21.67 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Embedding-8B | FP16 | 21.65 tok/sEstimated Auto-generated benchmark | 17GB |
| google/gemma-3-270m-it | FP16 | 21.65 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | FP16 | 21.50 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen-Image-Edit-2509 | FP16 | 21.50 tok/sEstimated Auto-generated benchmark | 16GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | FP16 | 21.49 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q8 | 21.44 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | FP16 | 21.37 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | 21.34 tok/sEstimated Auto-generated benchmark | 11GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 21.32 tok/sEstimated Auto-generated benchmark | 17GB |
| llamafactory/tiny-random-Llama-3 | FP16 | 21.30 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2 | FP16 | 21.30 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B | Q8 | 21.28 tok/sEstimated Auto-generated benchmark | 31GB |
| meta-llama/Llama-2-7b-chat-hf | FP16 | 21.26 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Thinking-2507 | FP16 | 21.19 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1-0528 | FP16 | 21.09 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Instruct-2507 | FP16 | 21.04 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-4B | FP16 | 21.01 tok/sEstimated Auto-generated benchmark | 9GB |
| mistralai/Mistral-7B-Instruct-v0.1 | FP16 | 21.00 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | FP16 | 20.98 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q8 | 20.96 tok/sEstimated Auto-generated benchmark | 31GB |
| facebook/opt-125m | FP16 | 20.86 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 20.86 tok/sEstimated Auto-generated benchmark | 15GB |
| EleutherAI/pythia-70m-deduped | FP16 | 20.81 tok/sEstimated Auto-generated benchmark | 15GB |
| rednote-hilab/dots.ocr | FP16 | 20.77 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | FP16 | 20.73 tok/sEstimated Auto-generated benchmark | 17GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | FP16 | 20.73 tok/sEstimated Auto-generated benchmark | 17GB |
| skt/kogpt2-base-v2 | FP16 | 20.72 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Embedding-4B | FP16 | 20.65 tok/sEstimated Auto-generated benchmark | 9GB |
| huggyllama/llama-7b | FP16 | 20.64 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/phi-4 | FP16 | 20.62 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.1-8B | FP16 | 20.60 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q8 | 20.60 tok/sEstimated Auto-generated benchmark | 31GB |
| microsoft/Phi-3.5-vision-instruct | FP16 | 20.52 tok/sEstimated Auto-generated benchmark | 15GB |
| codellama/CodeLlama-34b-hf | Q4 | 20.51 tok/sEstimated Auto-generated benchmark | 17GB |
| BSC-LT/salamandraTA-7b-instruct | FP16 | 20.50 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3-mini-4k-instruct | FP16 | 20.49 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | FP16 | 20.45 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | FP16 | 20.43 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Meta-Llama-3-8B | FP16 | 20.42 tok/sEstimated Auto-generated benchmark | 17GB |
| mistralai/Mistral-Small-Instruct-2409 | Q8 | 20.36 tok/sEstimated Auto-generated benchmark | 23GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | FP16 | 20.35 tok/sEstimated Auto-generated benchmark | 15GB |
| MiniMaxAI/MiniMax-M2 | FP16 | 20.33 tok/sEstimated Auto-generated benchmark | 15GB |
| Gensyn/Qwen2.5-0.5B-Instruct | FP16 | 20.24 tok/sEstimated Auto-generated benchmark | 11GB |
| microsoft/Phi-3-mini-128k-instruct | FP16 | 20.22 tok/sEstimated Auto-generated benchmark | 15GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | FP16 | 20.15 tok/sEstimated Auto-generated benchmark | 11GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 20.09 tok/sEstimated Auto-generated benchmark | 34GB |
| mistralai/Mistral-7B-v0.1 | FP16 | 20.09 tok/sEstimated Auto-generated benchmark | 15GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | FP16 | 20.08 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-Math-1.5B | FP16 | 20.07 tok/sEstimated Auto-generated benchmark | 11GB |
| deepseek-ai/DeepSeek-V3-0324 | FP16 | 20.00 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2-1.5B-Instruct | FP16 | 19.99 tok/sEstimated Auto-generated benchmark | 11GB |
| ibm-granite/granite-docling-258M | FP16 | 19.99 tok/sEstimated Auto-generated benchmark | 15GB |
| ibm-granite/granite-3.3-8b-instruct | FP16 | 19.97 tok/sEstimated Auto-generated benchmark | 17GB |
| black-forest-labs/FLUX.2-dev | FP16 | 19.94 tok/sEstimated Auto-generated benchmark | 16GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q4 | 19.93 tok/sEstimated Auto-generated benchmark | 34GB |
| zai-org/GLM-4.6-FP8 | FP16 | 19.91 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q8 | 19.85 tok/sEstimated Auto-generated benchmark | 31GB |
| bigscience/bloomz-560m | FP16 | 19.77 tok/sEstimated Auto-generated benchmark | 15GB |
| liuhaotian/llava-v1.5-7b | FP16 | 19.74 tok/sEstimated Auto-generated benchmark | 15GB |
| sshleifer/tiny-gpt2 | FP16 | 19.71 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/VibeVoice-1.5B | FP16 | 19.67 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-Coder-1.5B | FP16 | 19.66 tok/sEstimated Auto-generated benchmark | 11GB |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | 19.57 tok/sEstimated Auto-generated benchmark | 17GB |
| 01-ai/Yi-1.5-34B-Chat | Q4 | 19.57 tok/sEstimated Auto-generated benchmark | 18GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q8 | 19.57 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 19.56 tok/sEstimated Auto-generated benchmark | 16GB |
| distilbert/distilgpt2 | FP16 | 19.55 tok/sEstimated Auto-generated benchmark | 15GB |
| parler-tts/parler-tts-large-v1 | FP16 | 19.54 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-0.5B | FP16 | 19.53 tok/sEstimated Auto-generated benchmark | 11GB |
| black-forest-labs/FLUX.1-dev | FP16 | 19.45 tok/sEstimated Auto-generated benchmark | 16GB |
| moonshotai/Kimi-K2-Thinking | Q4 | 19.42 tok/sEstimated Auto-generated benchmark | 489GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q8 | 19.42 tok/sEstimated Auto-generated benchmark | 20GB |
| meta-llama/Llama-Guard-3-8B | FP16 | 19.42 tok/sEstimated Auto-generated benchmark | 17GB |
| tencent/HunyuanVideo-1.5 | FP16 | 19.32 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen2.5-7B | FP16 | 19.30 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-large | FP16 | 19.26 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | FP16 | 19.24 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B | FP16 | 19.24 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-7B-Instruct-v0.2 | FP16 | 19.14 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-7b-hf | FP16 | 19.13 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-xl | FP16 | 19.09 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q4 | 19.08 tok/sEstimated Auto-generated benchmark | 34GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q4 | 19.08 tok/sEstimated Auto-generated benchmark | 34GB |
| deepseek-ai/DeepSeek-R1 | FP16 | 19.02 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V2.5 | Q4 | 18.92 tok/sEstimated Auto-generated benchmark | 328GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 18.88 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 18.87 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-8B | FP16 | 18.86 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Reranker-0.6B | FP16 | 18.82 tok/sEstimated Auto-generated benchmark | 13GB |
| Qwen/Qwen3-Embedding-0.6B | FP16 | 18.81 tok/sEstimated Auto-generated benchmark | 13GB |
| rinna/japanese-gpt-neox-small | FP16 | 18.76 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q8 | 18.76 tok/sEstimated Auto-generated benchmark | 20GB |
| Qwen/Qwen2-0.5B | FP16 | 18.73 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-0.5B-Instruct | FP16 | 18.71 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q8 | 18.68 tok/sEstimated Auto-generated benchmark | 31GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | FP16 | 18.63 tok/sEstimated Auto-generated benchmark | 17GB |
| hmellor/tiny-random-LlamaForCausalLM | FP16 | 18.62 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 18.60 tok/sEstimated Auto-generated benchmark | 8GB |
| HuggingFaceTB/SmolLM2-135M | FP16 | 18.58 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-0.6B | FP16 | 18.58 tok/sEstimated Auto-generated benchmark | 13GB |
| Tongyi-MAI/Z-Image-Turbo | FP16 | 18.58 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-32B | Q4 | 18.56 tok/sEstimated Auto-generated benchmark | 16GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q4 | 18.53 tok/sEstimated Auto-generated benchmark | 17GB |
| HuggingFaceTB/SmolLM-135M | FP16 | 18.53 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V3.1 | FP16 | 18.52 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q4 | 18.50 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen2.5-1.5B | FP16 | 18.50 tok/sEstimated Auto-generated benchmark | 11GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q4 | 18.41 tok/sEstimated Auto-generated benchmark | 16GB |
| petals-team/StableBeluga2 | FP16 | 18.40 tok/sEstimated Auto-generated benchmark | 15GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q4 | 18.39 tok/sEstimated Auto-generated benchmark | 25GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | FP16 | 18.37 tok/sEstimated Auto-generated benchmark | 15GB |
| baichuan-inc/Baichuan-M2-32B | Q4 | 17.76 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen2.5-32B | Q4 | 17.76 tok/sEstimated Auto-generated benchmark | 16GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q4 | 17.60 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/QwQ-32B-Preview | Q4 | 17.32 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 17.29 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q4 | 16.96 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 16.61 tok/sEstimated Auto-generated benchmark | 30GB |
| google/gemma-2-9b-it | FP16 | 16.17 tok/sEstimated Auto-generated benchmark | 20GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 16.05 tok/sEstimated Auto-generated benchmark | 29GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | FP16 | 15.36 tok/sEstimated Auto-generated benchmark | 19GB |
| Qwen/Qwen3-14B-Base | FP16 | 15.28 tok/sEstimated Auto-generated benchmark | 29GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q4 | 14.96 tok/sEstimated Auto-generated benchmark | 69GB |
| NousResearch/Hermes-3-Llama-3.1-8B | FP16 | 14.91 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 14.83 tok/sEstimated Auto-generated benchmark | 17GB |
| OpenPipe/Qwen3-14B-Instruct | FP16 | 14.65 tok/sEstimated Auto-generated benchmark | 29GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q8 | 14.40 tok/sEstimated Auto-generated benchmark | 33GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q8 | 14.38 tok/sEstimated Auto-generated benchmark | 68GB |
| 01-ai/Yi-1.5-34B-Chat | Q8 | 14.37 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/QwQ-32B-Preview | Q8 | 14.26 tok/sEstimated Auto-generated benchmark | 34GB |
| mistralai/Ministral-3-14B-Instruct-2512 | FP16 | 14.24 tok/sEstimated Auto-generated benchmark | 32GB |
| ai-forever/ruGPT-3.5-13B | FP16 | 14.23 tok/sEstimated Auto-generated benchmark | 27GB |
| Qwen/Qwen3-14B | FP16 | 14.02 tok/sEstimated Auto-generated benchmark | 29GB |
| microsoft/Phi-3-medium-128k-instruct | FP16 | 14.01 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Llama-2-13b-chat-hf | FP16 | 13.92 tok/sEstimated Auto-generated benchmark | 27GB |
| Qwen/Qwen2.5-14B | FP16 | 13.90 tok/sEstimated Auto-generated benchmark | 29GB |
| EssentialAI/rnj-1 | FP16 | 13.83 tok/sEstimated Auto-generated benchmark | 19GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 13.77 tok/sEstimated Auto-generated benchmark | 68GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q8 | 13.75 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen3-32B | Q8 | 13.75 tok/sEstimated Auto-generated benchmark | 33GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q8 | 13.74 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-32B | Q8 | 13.35 tok/sEstimated Auto-generated benchmark | 33GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q8 | 13.17 tok/sEstimated Auto-generated benchmark | 68GB |
| deepseek-ai/DeepSeek-V2.5 | Q8 | 13.14 tok/sEstimated Auto-generated benchmark | 656GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q8 | 13.14 tok/sEstimated Auto-generated benchmark | 34GB |
| codellama/CodeLlama-34b-hf | Q8 | 13.11 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 12.94 tok/sEstimated Auto-generated benchmark | 33GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q8 | 12.89 tok/sEstimated Auto-generated benchmark | 68GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q8 | 12.84 tok/sEstimated Auto-generated benchmark | 50GB |
| moonshotai/Kimi-K2-Thinking | Q8 | 12.76 tok/sEstimated Auto-generated benchmark | 978GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 12.53 tok/sEstimated Auto-generated benchmark | 68GB |
| unsloth/gpt-oss-20b-BF16 | FP16 | 12.33 tok/sEstimated Auto-generated benchmark | 41GB |
| google/gemma-2-27b-it | FP16 | 12.22 tok/sEstimated Auto-generated benchmark | 56GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q8 | 12.15 tok/sEstimated Auto-generated benchmark | 33GB |
| baichuan-inc/Baichuan-M2-32B | Q8 | 12.06 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 12.03 tok/sEstimated Auto-generated benchmark | 34GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | FP16 | 11.98 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q4 | 11.75 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 11.75 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q4 | 11.68 tok/sEstimated Auto-generated benchmark | 39GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | FP16 | 11.61 tok/sEstimated Auto-generated benchmark | 41GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | FP16 | 11.50 tok/sEstimated Auto-generated benchmark | 41GB |
| mistralai/Mistral-Small-Instruct-2409 | FP16 | 11.49 tok/sEstimated Auto-generated benchmark | 46GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q4 | 11.41 tok/sEstimated Auto-generated benchmark | 44GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | FP16 | 11.41 tok/sEstimated Auto-generated benchmark | 61GB |
| openai/gpt-oss-safeguard-20b | FP16 | 11.31 tok/sEstimated Auto-generated benchmark | 44GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 11.31 tok/sEstimated Auto-generated benchmark | 34GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | FP16 | 11.25 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 11.24 tok/sEstimated Auto-generated benchmark | 36GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | FP16 | 11.07 tok/sEstimated Auto-generated benchmark | 61GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 10.97 tok/sEstimated Auto-generated benchmark | 34GB |
| openai/gpt-oss-20b | FP16 | 10.95 tok/sEstimated Auto-generated benchmark | 41GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | FP16 | 10.89 tok/sEstimated Auto-generated benchmark | 61GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q4 | 10.79 tok/sEstimated Auto-generated benchmark | 34GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q4 | 10.74 tok/sEstimated Auto-generated benchmark | 34GB |
| mistralai/Mistral-Large-Instruct-2411 | Q4 | 10.65 tok/sEstimated Auto-generated benchmark | 60GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | FP16 | 10.45 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-30B-A3B | FP16 | 10.26 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | FP16 | 10.18 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q4 | 10.12 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | FP16 | 10.11 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q4 | 10.06 tok/sEstimated Auto-generated benchmark | 36GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q4 | 9.99 tok/sEstimated Auto-generated benchmark | 39GB |
| AI-MO/Kimina-Prover-72B | Q4 | 9.96 tok/sEstimated Auto-generated benchmark | 35GB |
| openai/gpt-oss-120b | Q4 | 9.82 tok/sEstimated Auto-generated benchmark | 59GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q8 | 9.23 tok/sEstimated Auto-generated benchmark | 138GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q4 | 8.27 tok/sEstimated Auto-generated benchmark | 115GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 8.20 tok/sEstimated Auto-generated benchmark | 71GB |
| deepseek-ai/DeepSeek-Math-V2 | Q4 | 8.18 tok/sEstimated Auto-generated benchmark | 383GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q8 | 8.15 tok/sEstimated Auto-generated benchmark | 69GB |
| AI-MO/Kimina-Prover-72B | Q8 | 8.15 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q8 | 8.01 tok/sEstimated Auto-generated benchmark | 78GB |
| deepseek-ai/deepseek-coder-33b-instruct | FP16 | 7.74 tok/sEstimated Auto-generated benchmark | 68GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q8 | 7.70 tok/sEstimated Auto-generated benchmark | 69GB |
| mistralai/Mistral-Large-Instruct-2411 | Q8 | 7.67 tok/sEstimated Auto-generated benchmark | 120GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 7.66 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 7.64 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/QwQ-32B-Preview | FP16 | 7.64 tok/sEstimated Auto-generated benchmark | 67GB |
| openai/gpt-oss-120b | Q8 | 7.63 tok/sEstimated Auto-generated benchmark | 117GB |
| 01-ai/Yi-1.5-34B-Chat | FP16 | 7.59 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q8 | 7.59 tok/sEstimated Auto-generated benchmark | 78GB |
| meta-llama/Meta-Llama-3-70B-Instruct | FP16 | 7.57 tok/sEstimated Auto-generated benchmark | 137GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q8 | 7.54 tok/sEstimated Auto-generated benchmark | 78GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | FP16 | 7.52 tok/sEstimated Auto-generated benchmark | 137GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | FP16 | 7.52 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen2.5-32B | FP16 | 7.45 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 7.38 tok/sEstimated Auto-generated benchmark | 67GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | FP16 | 7.35 tok/sEstimated Auto-generated benchmark | 101GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | FP16 | 7.28 tok/sEstimated Auto-generated benchmark | 70GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 7.27 tok/sEstimated Auto-generated benchmark | 137GB |
| deepseek-ai/DeepSeek-V2.5 | FP16 | 7.25 tok/sEstimated Auto-generated benchmark | 1312GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 7.22 tok/sEstimated Auto-generated benchmark | 69GB |
| moonshotai/Kimi-K2-Thinking | FP16 | 7.14 tok/sEstimated Auto-generated benchmark | 1956GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q8 | 7.13 tok/sEstimated Auto-generated benchmark | 88GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q8 | 7.11 tok/sEstimated Auto-generated benchmark | 71GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | FP16 | 7.10 tok/sEstimated Auto-generated benchmark | 137GB |
| codellama/CodeLlama-34b-hf | FP16 | 7.04 tok/sEstimated Auto-generated benchmark | 70GB |
| MiniMaxAI/MiniMax-VL-01 | Q4 | 7.02 tok/sEstimated Auto-generated benchmark | 256GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | FP16 | 6.98 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | FP16 | 6.96 tok/sEstimated Auto-generated benchmark | 67GB |
| Qwen/Qwen3-32B | FP16 | 6.95 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen3-235B-A22B | Q4 | 6.92 tok/sEstimated Auto-generated benchmark | 115GB |
| baichuan-inc/Baichuan-M2-32B | FP16 | 6.85 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q8 | 6.78 tok/sEstimated Auto-generated benchmark | 78GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 6.71 tok/sEstimated Auto-generated benchmark | 66GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | 6.61 tok/sEstimated Auto-generated benchmark | 378GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 6.46 tok/sEstimated Auto-generated benchmark | 137GB |
| deepseek-ai/DeepSeek-Math-V2 | Q8 | 6.20 tok/sEstimated Auto-generated benchmark | 766GB |
| MiniMaxAI/MiniMax-M1-40k | Q4 | 6.20 tok/sEstimated Auto-generated benchmark | 255GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q8 | 5.59 tok/sEstimated Auto-generated benchmark | 231GB |
| MiniMaxAI/MiniMax-VL-01 | Q8 | 4.83 tok/sEstimated Auto-generated benchmark | 511GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | FP16 | 4.79 tok/sEstimated Auto-generated benchmark | 275GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | 4.66 tok/sEstimated Auto-generated benchmark | 755GB |
| MiniMaxAI/MiniMax-M1-40k | Q8 | 4.53 tok/sEstimated Auto-generated benchmark | 510GB |
| openai/gpt-oss-120b | FP16 | 4.44 tok/sEstimated Auto-generated benchmark | 235GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 4.38 tok/sEstimated Auto-generated benchmark | 138GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 4.32 tok/sEstimated Auto-generated benchmark | 138GB |
| AI-MO/Kimina-Prover-72B | FP16 | 4.28 tok/sEstimated Auto-generated benchmark | 141GB |
| Qwen/Qwen2.5-Math-72B-Instruct | FP16 | 4.25 tok/sEstimated Auto-generated benchmark | 142GB |
| Qwen/Qwen3-235B-A22B | Q8 | 4.24 tok/sEstimated Auto-generated benchmark | 230GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | FP16 | 4.23 tok/sEstimated Auto-generated benchmark | 156GB |
| NousResearch/Hermes-3-Llama-3.1-70B | FP16 | 4.19 tok/sEstimated Auto-generated benchmark | 138GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | FP16 | 4.10 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | FP16 | 4.08 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 4.08 tok/sEstimated Auto-generated benchmark | 141GB |
| mistralai/Mistral-Large-Instruct-2411 | FP16 | 4.05 tok/sEstimated Auto-generated benchmark | 240GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | FP16 | 4.04 tok/sEstimated Auto-generated benchmark | 156GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | 4.00 tok/sEstimated Auto-generated benchmark | 176GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 3.96 tok/sEstimated Auto-generated benchmark | 142GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | FP16 | 3.93 tok/sEstimated Auto-generated benchmark | 138GB |
| deepseek-ai/DeepSeek-Math-V2 | FP16 | 3.35 tok/sEstimated Auto-generated benchmark | 1532GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | FP16 | 3.16 tok/sEstimated Auto-generated benchmark | 461GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | 2.69 tok/sEstimated Auto-generated benchmark | 1509GB |
| Qwen/Qwen3-235B-A22B | FP16 | 2.54 tok/sEstimated Auto-generated benchmark | 460GB |
| MiniMaxAI/MiniMax-M1-40k | FP16 | 2.41 tok/sEstimated Auto-generated benchmark | 1020GB |
| MiniMaxAI/MiniMax-VL-01 | FP16 | 2.40 tok/sEstimated Auto-generated benchmark | 1021GB |
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 | FP16 | Not supported | 2.69 tok/sEstimated | 1509GB (have 128GB) |
| EssentialAI/rnj-1 | Q4 | Fits comfortably | 40.70 tok/sEstimated | 5GB (have 128GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | Not supported | 4.66 tok/sEstimated | 755GB (have 128GB) |
| EssentialAI/rnj-1 | FP16 | Fits comfortably | 13.83 tok/sEstimated | 19GB (have 128GB) |
| EssentialAI/rnj-1 | Q8 | Fits comfortably | 26.80 tok/sEstimated | 10GB (have 128GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | Not supported | 6.61 tok/sEstimated | 378GB (have 128GB) |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q8 | Fits comfortably | 47.58 tok/sEstimated | 3GB (have 128GB) |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | Fits comfortably | 31.98 tok/sEstimated | 15GB (have 128GB) |
| Qwen/Qwen2.5-7B | FP16 | Fits comfortably | 19.30 tok/sEstimated | 15GB (have 128GB) |
| lmsys/vicuna-7b-v1.5 | Q4 | Fits comfortably | 49.11 tok/sEstimated | 4GB (have 128GB) |
| Qwen/Qwen2.5-3B | FP16 | Fits comfortably | 25.86 tok/sEstimated | 6GB (have 128GB) |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | Fits comfortably | 43.45 tok/sEstimated | 5GB (have 128GB) |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q8 | Fits comfortably | 29.64 tok/sEstimated | 10GB (have 128GB) |
| dicta-il/dictalm2.0-instruct | FP16 | Fits comfortably | 21.77 tok/sEstimated | 15GB (have 128GB) |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q8 | Fits comfortably | 40.93 tok/sEstimated | 7GB (have 128GB) |
| Qwen/Qwen2.5-0.5B-Instruct | FP16 | Fits comfortably | 18.71 tok/sEstimated | 11GB (have 128GB) |
| deepseek-ai/DeepSeek-OCR | Q8 | Fits comfortably | 51.43 tok/sEstimated | 4GB (have 128GB) |
| microsoft/Phi-3-medium-128k-instruct | FP16 | Fits comfortably | 14.01 tok/sEstimated | 29GB (have 128GB) |
| deepseek-ai/DeepSeek-V2.5 | Q4 | Not supported | 18.92 tok/sEstimated | 328GB (have 128GB) |
| deepseek-ai/DeepSeek-V2.5 | Q8 | Not supported | 13.14 tok/sEstimated | 656GB (have 128GB) |
| deepseek-ai/DeepSeek-V2.5 | FP16 | Not supported | 7.25 tok/sEstimated | 1312GB (have 128GB) |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | Not supported | 4.00 tok/sEstimated | 176GB (have 128GB) |
| Qwen/Qwen3-8B | Q8 | Fits comfortably | 35.55 tok/sEstimated | 9GB (have 128GB) |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q4 | Fits comfortably | 19.93 tok/sEstimated | 34GB (have 128GB) |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | Not supported | 7.27 tok/sEstimated | 137GB (have 128GB) |
| microsoft/phi-2 | Q8 | Fits comfortably | 37.67 tok/sEstimated | 7GB (have 128GB) |
| microsoft/DialoGPT-medium | Q4 | Fits comfortably | 52.96 tok/sEstimated | 4GB (have 128GB) |
| microsoft/DialoGPT-medium | FP16 | Fits comfortably | 22.31 tok/sEstimated | 15GB (have 128GB) |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q4 | Fits comfortably | 18.53 tok/sEstimated | 17GB (have 128GB) |
| dphn/dolphin-2.9.1-yi-1.5-34b | FP16 | Fits comfortably | 7.28 tok/sEstimated | 70GB (have 128GB) |
| Qwen/Qwen3-30B-A3B | Q8 | Fits comfortably | 21.28 tok/sEstimated | 31GB (have 128GB) |
| google/gemma-3-1b-it | Q4 | Fits comfortably | 69.01 tok/sEstimated | 1GB (have 128GB) |
| openai/gpt-oss-20b | FP16 | Fits comfortably | 10.95 tok/sEstimated | 41GB (have 128GB) |
| BSC-LT/salamandraTA-7b-instruct | Q8 | Fits comfortably | 34.52 tok/sEstimated | 7GB (have 128GB) |
| Qwen/Qwen3-Embedding-0.6B | FP16 | Fits comfortably | 18.81 tok/sEstimated | 13GB (have 128GB) |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | Fits comfortably | 48.71 tok/sEstimated | 3GB (have 128GB) |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | Fits comfortably | 34.35 tok/sEstimated | 5GB (have 128GB) |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | Fits comfortably | 22.30 tok/sEstimated | 11GB (have 128GB) |
| facebook/opt-125m | Q4 | Fits comfortably | 57.70 tok/sEstimated | 4GB (have 128GB) |
| facebook/opt-125m | Q8 | Fits comfortably | 35.50 tok/sEstimated | 7GB (have 128GB) |
| facebook/opt-125m | FP16 | Fits comfortably | 20.86 tok/sEstimated | 15GB (have 128GB) |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q4 | Fits comfortably | 58.01 tok/sEstimated | 1GB (have 128GB) |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | Fits comfortably | 48.79 tok/sEstimated | 1GB (have 128GB) |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | Fits comfortably | 22.77 tok/sEstimated | 2GB (have 128GB) |
| Qwen/Qwen3-4B-Instruct-2507 | Q4 | Fits comfortably | 50.43 tok/sEstimated | 2GB (have 128GB) |
| Qwen/Qwen3-8B | Q4 | Fits comfortably | 54.90 tok/sEstimated | 4GB (have 128GB) |
| allenai/Olmo-3-7B-Think | FP16 | Fits comfortably | 21.84 tok/sEstimated | 16GB (have 128GB) |
| Qwen/Qwen3-8B | FP16 | Fits comfortably | 18.86 tok/sEstimated | 17GB (have 128GB) |
| google-bert/bert-base-uncased | FP16 | Fits comfortably | 25.65 tok/sEstimated | 1GB (have 128GB) |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q8 | Fits comfortably | 13.17 tok/sEstimated | 68GB (have 128GB) |
| openai/gpt-oss-20b | Q8 | Fits comfortably | 22.65 tok/sEstimated | 20GB (have 128GB) |
| microsoft/phi-2 | Q4 | Fits comfortably | 51.93 tok/sEstimated | 4GB (have 128GB) |
| Qwen/Qwen3-0.6B-Base | Q4 | Fits comfortably | 49.48 tok/sEstimated | 3GB (have 128GB) |
| meta-llama/Llama-2-7b-hf | Q4 | Fits comfortably | 54.72 tok/sEstimated | 4GB (have 128GB) |
| openai-community/gpt2-medium | FP16 | Fits comfortably | 21.99 tok/sEstimated | 15GB (have 128GB) |
| microsoft/DialoGPT-medium | Q8 | Fits comfortably | 34.89 tok/sEstimated | 7GB (have 128GB) |
| openai/gpt-oss-20b | Q4 | Fits comfortably | 27.11 tok/sEstimated | 10GB (have 128GB) |
| MiniMaxAI/MiniMax-M2 | Q4 | Fits comfortably | 52.65 tok/sEstimated | 4GB (have 128GB) |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q8 | Fits comfortably | 35.49 tok/sEstimated | 7GB (have 128GB) |
| trl-internal-testing/tiny-random-LlamaForCausalLM | FP16 | Fits comfortably | 20.35 tok/sEstimated | 15GB (have 128GB) |
| openai-community/gpt2-medium | Q4 | Fits comfortably | 50.69 tok/sEstimated | 4GB (have 128GB) |
| openai-community/gpt2-medium | Q8 | Fits comfortably | 34.71 tok/sEstimated | 7GB (have 128GB) |
| BSC-LT/salamandraTA-7b-instruct | Q4 | Fits comfortably | 48.81 tok/sEstimated | 4GB (have 128GB) |
| Qwen/Qwen3-30B-A3B | Q4 | Fits comfortably | 27.92 tok/sEstimated | 15GB (have 128GB) |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q4 | Fits comfortably | 29.78 tok/sEstimated | 15GB (have 128GB) |
| dicta-il/dictalm2.0-instruct | Q4 | Fits comfortably | 58.69 tok/sEstimated | 4GB (have 128GB) |
| dicta-il/dictalm2.0-instruct | Q8 | Fits comfortably | 37.75 tok/sEstimated | 7GB (have 128GB) |
| Qwen/Qwen3-1.7B-Base | Q4 | Fits comfortably | 57.91 tok/sEstimated | 4GB (have 128GB) |
| Qwen/Qwen3-1.7B-Base | Q8 | Fits comfortably | 34.00 tok/sEstimated | 7GB (have 128GB) |
| Qwen/Qwen3-1.7B-Base | FP16 | Fits comfortably | 21.93 tok/sEstimated | 15GB (have 128GB) |
| ibm-granite/granite-3.3-8b-instruct | Q4 | Fits comfortably | 56.97 tok/sEstimated | 4GB (have 128GB) |
| ibm-granite/granite-3.3-8b-instruct | Q8 | Fits comfortably | 40.66 tok/sEstimated | 9GB (have 128GB) |
| ibm-granite/granite-3.3-8b-instruct | FP16 | Fits comfortably | 19.97 tok/sEstimated | 17GB (have 128GB) |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q4 | Fits comfortably | 57.23 tok/sEstimated | 4GB (have 128GB) |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q8 | Fits comfortably | 37.83 tok/sEstimated | 7GB (have 128GB) |
| Qwen/Qwen2.5-32B-Instruct | FP16 | Fits comfortably | 7.38 tok/sEstimated | 67GB (have 128GB) |
| Qwen/Qwen2.5-14B-Instruct | Q4 | Fits comfortably | 43.80 tok/sEstimated | 8GB (have 128GB) |
| Qwen/Qwen2.5-14B-Instruct | Q8 | Fits comfortably | 30.56 tok/sEstimated | 15GB (have 128GB) |
| microsoft/Phi-3-medium-128k-instruct | Q8 | Fits comfortably | 29.36 tok/sEstimated | 14GB (have 128GB) |
| NousResearch/Hermes-3-Llama-3.1-70B | Q4 | Fits comfortably | 10.79 tok/sEstimated | 34GB (have 128GB) |
| NousResearch/Hermes-3-Llama-3.1-70B | Q8 | Fits comfortably | 7.70 tok/sEstimated | 69GB (have 128GB) |
| NousResearch/Hermes-3-Llama-3.1-70B | FP16 | Not supported | 4.19 tok/sEstimated | 138GB (have 128GB) |
| NousResearch/Hermes-3-Llama-3.1-8B | Q4 | Fits comfortably | 43.48 tok/sEstimated | 4GB (have 128GB) |
| deepseek-ai/DeepSeek-Math-V2 | Q8 | Not supported | 6.20 tok/sEstimated | 766GB (have 128GB) |
| deepseek-ai/DeepSeek-Math-V2 | FP16 | Not supported | 3.35 tok/sEstimated | 1532GB (have 128GB) |
| Tongyi-MAI/Z-Image-Turbo | Q4 | Fits comfortably | 56.27 tok/sEstimated | 4GB (have 128GB) |
| Tongyi-MAI/Z-Image-Turbo | Q8 | Fits comfortably | 38.78 tok/sEstimated | 8GB (have 128GB) |
| Tongyi-MAI/Z-Image-Turbo | FP16 | Fits comfortably | 18.58 tok/sEstimated | 16GB (have 128GB) |
| tencent/HunyuanOCR | FP16 | Fits comfortably | 26.12 tok/sEstimated | 3GB (have 128GB) |
| facebook/sam3 | Q4 | Fits comfortably | 66.17 tok/sEstimated | 1GB (have 128GB) |
| facebook/sam3 | Q8 | Fits comfortably | 43.58 tok/sEstimated | 1GB (have 128GB) |
| google/embeddinggemma-300m | Q4 | Fits comfortably | 60.42 tok/sEstimated | 1GB (have 128GB) |
| google/embeddinggemma-300m | FP16 | Fits comfortably | 23.67 tok/sEstimated | 1GB (have 128GB) |
| allenai/Olmo-3-7B-Think | Q8 | Fits comfortably | 38.95 tok/sEstimated | 8GB (have 128GB) |
| Qwen/Qwen2.5-0.5B-Instruct | Q4 | Fits comfortably | 53.49 tok/sEstimated | 3GB (have 128GB) |
| google-bert/bert-base-uncased | Q4 | Fits comfortably | 67.28 tok/sEstimated | 1GB (have 128GB) |
| openai-community/gpt2 | Q8 | Fits comfortably | 38.08 tok/sEstimated | 7GB (have 128GB) |
| google-bert/bert-base-uncased | Q8 | Fits comfortably | 48.19 tok/sEstimated | 1GB (have 128GB) |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q8 | Fits comfortably | 13.75 tok/sEstimated | 35GB (have 128GB) |
| openai-community/gpt2 | Q4 | Fits comfortably | 57.76 tok/sEstimated | 4GB (have 128GB) |
Note: Performance estimates are calculated. Real results may vary. Methodology · Submit real data
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