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Quick Answer: Apple M2 Pro offers 32GB VRAM and starts around current market pricing. It delivers approximately 35 tokens/sec on google-t5/t5-3b. It typically draws 25W 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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Rotate out primary variants whenever validation flags an issue.
| Model | Quantization | Tokens/sec | VRAM used |
|---|---|---|---|
| google-t5/t5-3b | Q4 | 35.25 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q4 | 35.23 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-3-1b-it | Q4 | 35.20 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-OCR | Q4 | 34.63 tok/sEstimated Auto-generated benchmark | 2GB |
| facebook/sam3 | Q4 | 34.43 tok/sEstimated Auto-generated benchmark | 1GB |
| LiquidAI/LFM2-1.2B | Q4 | 34.40 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2b | Q4 | 34.28 tok/sEstimated Auto-generated benchmark | 1GB |
| apple/OpenELM-1_1B-Instruct | Q4 | 33.75 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/gemma-3-1b-it | Q4 | 33.55 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 33.51 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B-Instruct | Q4 | 33.46 tok/sEstimated Auto-generated benchmark | 1GB |
| tencent/HunyuanOCR | Q4 | 33.22 tok/sEstimated Auto-generated benchmark | 1GB |
| bigcode/starcoder2-3b | Q4 | 32.68 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-3.3-2b-instruct | Q4 | 32.51 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-research/PowerMoE-3b | Q4 | 32.44 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | Q4 | 32.35 tok/sEstimated Auto-generated benchmark | 1GB |
| nari-labs/Dia2-2B | Q4 | 32.34 tok/sEstimated Auto-generated benchmark | 2GB |
| google-bert/bert-base-uncased | Q4 | 32.32 tok/sEstimated Auto-generated benchmark | 1GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q4 | 31.44 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B-Instruct | Q4 | 31.42 tok/sEstimated Auto-generated benchmark | 2GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q4 | 30.85 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-3B | Q4 | 30.52 tok/sEstimated Auto-generated benchmark | 2GB |
| WeiboAI/VibeThinker-1.5B | Q4 | 30.43 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-Guard-3-1B | Q4 | 30.41 tok/sEstimated Auto-generated benchmark | 1GB |
| allenai/OLMo-2-0425-1B | Q4 | 30.37 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | Q4 | 30.23 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-1B-Instruct | Q4 | 30.14 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-3B-Instruct | Q4 | 29.96 tok/sEstimated Auto-generated benchmark | 2GB |
| google/embeddinggemma-300m | Q4 | 29.90 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-V3.1 | Q4 | 29.43 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Base | Q4 | 29.43 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-multimodal-instruct | Q4 | 29.36 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B | Q4 | 29.32 tok/sEstimated Auto-generated benchmark | 2GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q4 | 29.28 tok/sEstimated Auto-generated benchmark | 4GB |
| distilbert/distilgpt2 | Q4 | 29.20 tok/sEstimated Auto-generated benchmark | 4GB |
| inference-net/Schematron-3B | Q4 | 29.18 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 29.17 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q4 | 29.00 tok/sEstimated Auto-generated benchmark | 4GB |
| zai-org/GLM-4.5-Air | Q4 | 28.96 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q4 | 28.88 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-2 | Q4 | 28.86 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Base | Q4 | 28.85 tok/sEstimated Auto-generated benchmark | 2GB |
| EleutherAI/gpt-neo-125m | Q4 | 28.82 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Reranker-0.6B | Q4 | 28.82 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-8B | Q4 | 28.74 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1 | Q4 | 28.67 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM-135M | Q4 | 28.64 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-xl | Q4 | 28.60 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q4 | 28.58 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/VibeVoice-1.5B | Q4 | 28.52 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-R1-0528 | Q4 | 28.45 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen-Image-Edit-2509 | Q4 | 28.45 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-hf | Q4 | 28.36 tok/sEstimated Auto-generated benchmark | 4GB |
| bigscience/bloomz-560m | Q4 | 28.28 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-7B-Instruct | Q4 | 28.22 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-1.5B | Q4 | 28.11 tok/sEstimated Auto-generated benchmark | 3GB |
| hmellor/tiny-random-LlamaForCausalLM | Q4 | 28.08 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 28.01 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-Math-1.5B | Q4 | 27.97 tok/sEstimated Auto-generated benchmark | 3GB |
| vikhyatk/moondream2 | Q4 | 27.97 tok/sEstimated Auto-generated benchmark | 4GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q4 | 27.96 tok/sEstimated Auto-generated benchmark | 3GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q4 | 27.89 tok/sEstimated Auto-generated benchmark | 4GB |
| dicta-il/dictalm2.0-instruct | Q4 | 27.86 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-3-270m-it | Q4 | 27.82 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-vision-instruct | Q4 | 27.70 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 27.64 tok/sEstimated Auto-generated benchmark | 4GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q4 | 27.61 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q4 | 27.58 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B | Q4 | 27.57 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2-1.5B-Instruct | Q4 | 27.56 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-1.7B | Q4 | 27.55 tok/sEstimated Auto-generated benchmark | 4GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q4 | 27.54 tok/sEstimated Auto-generated benchmark | 3GB |
| rinna/japanese-gpt-neox-small | Q4 | 27.51 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q4 | 27.45 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-0.6B-Base | Q4 | 27.44 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | 27.44 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q4 | 27.36 tok/sEstimated Auto-generated benchmark | 4GB |
| IlyaGusev/saiga_llama3_8b | Q4 | 27.33 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-large | Q4 | 27.32 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-4k-instruct | Q4 | 27.21 tok/sEstimated Auto-generated benchmark | 4GB |
| sshleifer/tiny-gpt2 | Q4 | 27.16 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 27.11 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-FP8 | Q4 | 27.05 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/DialoGPT-medium | Q4 | 27.04 tok/sEstimated Auto-generated benchmark | 4GB |
| skt/kogpt2-base-v2 | Q4 | 27.01 tok/sEstimated Auto-generated benchmark | 4GB |
| facebook/opt-125m | Q4 | 27.01 tok/sEstimated Auto-generated benchmark | 4GB |
| EleutherAI/pythia-70m-deduped | Q4 | 27.01 tok/sEstimated Auto-generated benchmark | 4GB |
| numind/NuExtract-1.5 | Q4 | 26.99 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B | Q4 | 26.97 tok/sEstimated Auto-generated benchmark | 3GB |
| MiniMaxAI/MiniMax-M2 | Q4 | 26.93 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.1-dev | Q4 | 26.84 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-8B | Q4 | 26.80 tok/sEstimated Auto-generated benchmark | 4GB |
| liuhaotian/llava-v1.5-7b | Q4 | 26.75 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-docling-258M | Q4 | 26.75 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-4B | Q4 | 26.60 tok/sEstimated Auto-generated benchmark | 2GB |
| BSC-LT/salamandraTA-7b-instruct | Q4 | 26.59 tok/sEstimated Auto-generated benchmark | 4GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q4 | 26.58 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q4 | 26.57 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Instruct | Q4 | 26.55 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q4 | 26.49 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/Phi-4-mini-instruct | Q4 | 26.47 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B-Instruct | Q4 | 26.47 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-1.5B | Q4 | 26.45 tok/sEstimated Auto-generated benchmark | 3GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q4 | 26.42 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-chat-hf | Q4 | 26.42 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q4 | 26.41 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q4 | 26.41 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-Embedding-0.6B | Q4 | 26.35 tok/sEstimated Auto-generated benchmark | 3GB |
| openai-community/gpt2-medium | Q4 | 26.32 tok/sEstimated Auto-generated benchmark | 4GB |
| allenai/Olmo-3-7B-Think | Q4 | 26.28 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q4 | 26.23 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q4 | 26.22 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2-0.5B | Q4 | 26.18 tok/sEstimated Auto-generated benchmark | 3GB |
| parler-tts/parler-tts-large-v1 | Q4 | 26.13 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 26.01 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q4 | 25.99 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-1.7B-Base | Q4 | 25.96 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 25.92 tok/sEstimated Auto-generated benchmark | 2GB |
| petals-team/StableBeluga2 | Q4 | 25.92 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.2-dev | Q4 | 25.86 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanVideo-1.5 | Q4 | 25.80 tok/sEstimated Auto-generated benchmark | 4GB |
| lmsys/vicuna-7b-v1.5 | Q4 | 25.76 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q4 | 25.75 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-128k-instruct | Q4 | 25.55 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-OCR | Q8 | 25.42 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM2-135M | Q4 | 25.31 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3 | Q4 | 25.28 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-v0.1 | Q4 | 25.18 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/DialoGPT-small | Q4 | 25.05 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q4 | 25.04 tok/sEstimated Auto-generated benchmark | 4GB |
| llamafactory/tiny-random-Llama-3 | Q4 | 24.98 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3-0324 | Q4 | 24.87 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2 | Q4 | 24.84 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | 24.82 tok/sEstimated Auto-generated benchmark | 3GB |
| google-t5/t5-3b | Q8 | 24.78 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-8B-Base | Q4 | 24.73 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q4 | 24.72 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceH4/zephyr-7b-beta | Q4 | 24.68 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B | Q4 | 24.68 tok/sEstimated Auto-generated benchmark | 2GB |
| Tongyi-MAI/Z-Image-Turbo | Q4 | 24.63 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B | Q4 | 24.61 tok/sEstimated Auto-generated benchmark | 4GB |
| huggyllama/llama-7b | Q4 | 24.59 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-8B | Q4 | 24.54 tok/sEstimated Auto-generated benchmark | 4GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q8 | 24.49 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q4 | 24.49 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q4 | 24.49 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Llama-3.2-3B-Instruct | Q8 | 24.43 tok/sEstimated Auto-generated benchmark | 3GB |
| rednote-hilab/dots.ocr | Q4 | 24.41 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-4 | Q4 | 24.38 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B | Q4 | 24.33 tok/sEstimated Auto-generated benchmark | 4GB |
| zai-org/GLM-4.6-FP8 | Q4 | 24.32 tok/sEstimated Auto-generated benchmark | 4GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q4 | 24.26 tok/sEstimated Auto-generated benchmark | 2GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q4 | 24.25 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-3.3-8b-instruct | Q4 | 24.24 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B | Q4 | 24.22 tok/sEstimated Auto-generated benchmark | 4GB |
| inference-net/Schematron-3B | Q8 | 24.20 tok/sEstimated Auto-generated benchmark | 3GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q4 | 24.18 tok/sEstimated Auto-generated benchmark | 2GB |
| nari-labs/Dia2-2B | Q8 | 24.14 tok/sEstimated Auto-generated benchmark | 3GB |
| WeiboAI/VibeThinker-1.5B | Q8 | 24.02 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-3B | Q8 | 23.99 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-1B-Instruct | Q8 | 23.58 tok/sEstimated Auto-generated benchmark | 1GB |
| google-bert/bert-base-uncased | Q8 | 23.49 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-1B | Q8 | 23.29 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-Guard-3-1B | Q8 | 23.14 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | Q8 | 23.12 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B-Instruct | Q8 | 22.81 tok/sEstimated Auto-generated benchmark | 3GB |
| bigcode/starcoder2-3b | Q8 | 22.67 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q8 | 22.65 tok/sEstimated Auto-generated benchmark | 3GB |
| google/embeddinggemma-300m | Q8 | 22.63 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-granite/granite-3.3-2b-instruct | Q8 | 22.54 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-1B-Instruct | Q8 | 22.53 tok/sEstimated Auto-generated benchmark | 1GB |
| facebook/sam3 | Q8 | 22.45 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-research/PowerMoE-3b | Q8 | 22.32 tok/sEstimated Auto-generated benchmark | 3GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | 22.04 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/Phi-3-medium-128k-instruct | Q4 | 22.03 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-14B-Base | Q4 | 22.01 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-14B | Q4 | 21.90 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 21.87 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q4 | 21.75 tok/sEstimated Auto-generated benchmark | 8GB |
| allenai/OLMo-2-0425-1B | Q8 | 21.75 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-3-1b-it | Q8 | 21.73 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 21.53 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-3B | Q8 | 21.51 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 21.46 tok/sEstimated Auto-generated benchmark | 3GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | 21.37 tok/sEstimated Auto-generated benchmark | 1GB |
| apple/OpenELM-1_1B-Instruct | Q8 | 21.24 tok/sEstimated Auto-generated benchmark | 1GB |
| tencent/HunyuanOCR | Q8 | 21.02 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/gemma-3-1b-it | Q8 | 20.85 tok/sEstimated Auto-generated benchmark | 1GB |
| LiquidAI/LFM2-1.2B | Q8 | 20.82 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 20.80 tok/sEstimated Auto-generated benchmark | 8GB |
| google/gemma-2b | Q8 | 20.77 tok/sEstimated Auto-generated benchmark | 2GB |
| openai-community/gpt2-large | Q8 | 20.58 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q8 | 20.55 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-vision-instruct | Q8 | 20.55 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-14B | Q4 | 20.48 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q8 | 20.46 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | 20.44 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Llama-2-7b-hf | Q8 | 20.43 tok/sEstimated Auto-generated benchmark | 7GB |
| EssentialAI/rnj-1 | Q4 | 20.43 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/Phi-4-mini-instruct | Q8 | 20.41 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2 | Q8 | 20.40 tok/sEstimated Auto-generated benchmark | 7GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q8 | 20.39 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen3-Embedding-0.6B | Q8 | 20.36 tok/sEstimated Auto-generated benchmark | 6GB |
| openai-community/gpt2-medium | Q8 | 20.33 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q8 | 20.30 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q8 | 20.22 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM2-135M | Q8 | 20.17 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/phi-4 | Q8 | 20.17 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Coder-1.5B | Q8 | 20.14 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen3-0.6B-Base | Q8 | 20.06 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2.5-1.5B | Q8 | 20.05 tok/sEstimated Auto-generated benchmark | 5GB |
| numind/NuExtract-1.5 | Q8 | 20.03 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | 20.01 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-2-13b-chat-hf | Q4 | 20.00 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q8 | 19.92 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q8 | 19.84 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3 | Q8 | 19.84 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3-0324 | Q8 | 19.81 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 19.76 tok/sEstimated Auto-generated benchmark | 8GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q8 | 19.71 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/VibeVoice-1.5B | Q8 | 19.57 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 19.54 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-2 | Q8 | 19.51 tok/sEstimated Auto-generated benchmark | 7GB |
| MiniMaxAI/MiniMax-M2 | Q8 | 19.44 tok/sEstimated Auto-generated benchmark | 7GB |
| BSC-LT/salamandraTA-7b-instruct | Q8 | 19.43 tok/sEstimated Auto-generated benchmark | 7GB |
| facebook/opt-125m | Q8 | 19.42 tok/sEstimated Auto-generated benchmark | 7GB |
| zai-org/GLM-4.6-FP8 | Q8 | 19.39 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 19.39 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen-Image-Edit-2509 | Q8 | 19.38 tok/sEstimated Auto-generated benchmark | 8GB |
| ibm-granite/granite-3.3-8b-instruct | Q8 | 19.32 tok/sEstimated Auto-generated benchmark | 9GB |
| mistralai/Mistral-7B-v0.1 | Q8 | 19.28 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-8B-Base | Q8 | 19.28 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q8 | 19.27 tok/sEstimated Auto-generated benchmark | 5GB |
| openai-community/gpt2-xl | Q8 | 19.24 tok/sEstimated Auto-generated benchmark | 7GB |
| google/gemma-3-270m-it | Q8 | 19.23 tok/sEstimated Auto-generated benchmark | 7GB |
| rinna/japanese-gpt-neox-small | Q8 | 19.22 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q8 | 19.22 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q8 | 19.21 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-Guard-3-8B | Q8 | 19.10 tok/sEstimated Auto-generated benchmark | 9GB |
| rednote-hilab/dots.ocr | Q8 | 19.09 tok/sEstimated Auto-generated benchmark | 7GB |
| OpenPipe/Qwen3-14B-Instruct | Q4 | 19.08 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3-mini-128k-instruct | Q8 | 19.06 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/DialoGPT-medium | Q8 | 19.04 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceTB/SmolLM-135M | Q8 | 19.00 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B | Q8 | 18.92 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Base | Q8 | 18.92 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q8 | 18.91 tok/sEstimated Auto-generated benchmark | 9GB |
| huggyllama/llama-7b | Q8 | 18.90 tok/sEstimated Auto-generated benchmark | 7GB |
| ibm-granite/granite-docling-258M | Q8 | 18.87 tok/sEstimated Auto-generated benchmark | 7GB |
| llamafactory/tiny-random-Llama-3 | Q8 | 18.82 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3.1 | Q8 | 18.82 tok/sEstimated Auto-generated benchmark | 7GB |
| google/gemma-2-9b-it | Q4 | 18.81 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-2-7b-chat-hf | Q8 | 18.77 tok/sEstimated Auto-generated benchmark | 7GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q4 | 18.75 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 18.75 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-8B | Q8 | 18.74 tok/sEstimated Auto-generated benchmark | 9GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q8 | 18.72 tok/sEstimated Auto-generated benchmark | 7GB |
| skt/kogpt2-base-v2 | Q8 | 18.71 tok/sEstimated Auto-generated benchmark | 7GB |
| EleutherAI/pythia-70m-deduped | Q8 | 18.67 tok/sEstimated Auto-generated benchmark | 7GB |
| lmsys/vicuna-7b-v1.5 | Q8 | 18.64 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q8 | 18.63 tok/sEstimated Auto-generated benchmark | 7GB |
| Tongyi-MAI/Z-Image-Turbo | Q8 | 18.61 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q8 | 18.60 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-4k-instruct | Q8 | 18.60 tok/sEstimated Auto-generated benchmark | 7GB |
| ai-forever/ruGPT-3.5-13B | Q4 | 18.55 tok/sEstimated Auto-generated benchmark | 7GB |
| IlyaGusev/saiga_llama3_8b | Q8 | 18.52 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-Reranker-0.6B | Q8 | 18.52 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q8 | 18.49 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 18.49 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/DialoGPT-small | Q8 | 18.48 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceH4/zephyr-7b-beta | Q8 | 18.36 tok/sEstimated Auto-generated benchmark | 7GB |
| distilbert/distilgpt2 | Q8 | 18.33 tok/sEstimated Auto-generated benchmark | 7GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q8 | 18.33 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-8B-FP8 | Q8 | 18.31 tok/sEstimated Auto-generated benchmark | 9GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q8 | 18.29 tok/sEstimated Auto-generated benchmark | 7GB |
| sshleifer/tiny-gpt2 | Q8 | 18.25 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Meta-Llama-3-8B | Q8 | 18.25 tok/sEstimated Auto-generated benchmark | 9GB |
| hmellor/tiny-random-LlamaForCausalLM | Q8 | 18.20 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B | Q8 | 18.17 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-7B | Q8 | 18.15 tok/sEstimated Auto-generated benchmark | 7GB |
| allenai/Olmo-3-7B-Think | Q8 | 18.15 tok/sEstimated Auto-generated benchmark | 8GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q8 | 18.11 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-8B | Q8 | 18.10 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q8 | 18.09 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q8 | 18.07 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1 | Q8 | 18.03 tok/sEstimated Auto-generated benchmark | 7GB |
| zai-org/GLM-4.5-Air | Q8 | 17.98 tok/sEstimated Auto-generated benchmark | 7GB |
| parler-tts/parler-tts-large-v1 | Q8 | 17.96 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 17.93 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Math-1.5B | Q8 | 17.89 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-3.1-8B | Q8 | 17.85 tok/sEstimated Auto-generated benchmark | 9GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q8 | 17.85 tok/sEstimated Auto-generated benchmark | 5GB |
| black-forest-labs/FLUX.2-dev | Q8 | 17.84 tok/sEstimated Auto-generated benchmark | 8GB |
| EleutherAI/gpt-neo-125m | Q8 | 17.81 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-1.5B-Instruct | Q8 | 17.78 tok/sEstimated Auto-generated benchmark | 5GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q8 | 17.76 tok/sEstimated Auto-generated benchmark | 9GB |
| black-forest-labs/FLUX.1-dev | Q8 | 17.71 tok/sEstimated Auto-generated benchmark | 8GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q8 | 17.70 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q8 | 17.70 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Base | Q8 | 17.65 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-4-multimodal-instruct | Q8 | 17.60 tok/sEstimated Auto-generated benchmark | 7GB |
| petals-team/StableBeluga2 | Q8 | 17.57 tok/sEstimated Auto-generated benchmark | 7GB |
| bigscience/bloomz-560m | Q8 | 17.53 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-4B | Q8 | 17.49 tok/sEstimated Auto-generated benchmark | 4GB |
| vikhyatk/moondream2 | Q8 | 17.42 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B-Instruct | Q8 | 17.41 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-0.5B | Q8 | 17.37 tok/sEstimated Auto-generated benchmark | 5GB |
| GSAI-ML/LLaDA-8B-Instruct | Q8 | 17.37 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-0.6B | Q8 | 17.36 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2-7B-Instruct | Q8 | 17.34 tok/sEstimated Auto-generated benchmark | 7GB |
| dicta-il/dictalm2.0-instruct | Q8 | 17.27 tok/sEstimated Auto-generated benchmark | 7GB |
| tencent/HunyuanVideo-1.5 | Q8 | 17.26 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-1.7B-Base | Q8 | 17.23 tok/sEstimated Auto-generated benchmark | 7GB |
| liuhaotian/llava-v1.5-7b | Q8 | 17.21 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B | Q8 | 17.14 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q8 | 17.11 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-0528 | Q8 | 17.03 tok/sEstimated Auto-generated benchmark | 7GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q8 | 16.94 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | 16.92 tok/sEstimated Auto-generated benchmark | 5GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q4 | 16.22 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q4 | 16.21 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q4 | 15.60 tok/sEstimated Auto-generated benchmark | 15GB |
| openai/gpt-oss-20b | Q4 | 15.55 tok/sEstimated Auto-generated benchmark | 10GB |
| EssentialAI/rnj-1 | Q8 | 15.41 tok/sEstimated Auto-generated benchmark | 10GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q8 | 15.37 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q4 | 15.33 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B | Q4 | 15.06 tok/sEstimated Auto-generated benchmark | 15GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q8 | 14.98 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q4 | 14.87 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q4 | 14.86 tok/sEstimated Auto-generated benchmark | 10GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | 14.81 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-14B | Q8 | 14.67 tok/sEstimated Auto-generated benchmark | 14GB |
| unsloth/gpt-oss-20b-BF16 | Q4 | 14.64 tok/sEstimated Auto-generated benchmark | 10GB |
| openai/gpt-oss-safeguard-20b | Q4 | 14.53 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-14B | Q8 | 14.31 tok/sEstimated Auto-generated benchmark | 14GB |
| mistralai/Mistral-Small-Instruct-2409 | Q4 | 14.28 tok/sEstimated Auto-generated benchmark | 11GB |
| ai-forever/ruGPT-3.5-13B | Q8 | 14.16 tok/sEstimated Auto-generated benchmark | 13GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q4 | 14.09 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 14.05 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 13.97 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-2-27b-it | Q4 | 13.94 tok/sEstimated Auto-generated benchmark | 14GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q8 | 13.92 tok/sEstimated Auto-generated benchmark | 10GB |
| google/gemma-2-9b-it | Q8 | 13.79 tok/sEstimated Auto-generated benchmark | 10GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q4 | 13.77 tok/sEstimated Auto-generated benchmark | 15GB |
| OpenPipe/Qwen3-14B-Instruct | Q8 | 13.63 tok/sEstimated Auto-generated benchmark | 14GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | 13.59 tok/sEstimated Auto-generated benchmark | 10GB |
| LiquidAI/LFM2-1.2B | FP16 | 13.44 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-13b-chat-hf | Q8 | 13.37 tok/sEstimated Auto-generated benchmark | 13GB |
| Qwen/Qwen3-14B-Base | Q8 | 13.34 tok/sEstimated Auto-generated benchmark | 14GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | FP16 | 13.27 tok/sEstimated Auto-generated benchmark | 6GB |
| google-t5/t5-3b | FP16 | 13.26 tok/sEstimated Auto-generated benchmark | 6GB |
| google/gemma-2-2b-it | FP16 | 13.25 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-1B | FP16 | 13.16 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/Phi-3-medium-128k-instruct | Q8 | 13.14 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 13.07 tok/sEstimated Auto-generated benchmark | 14GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | 13.02 tok/sEstimated Auto-generated benchmark | 2GB |
| WeiboAI/VibeThinker-1.5B | FP16 | 12.97 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-3B-Instruct | FP16 | 12.96 tok/sEstimated Auto-generated benchmark | 6GB |
| apple/OpenELM-1_1B-Instruct | FP16 | 12.75 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-3.3-2b-instruct | FP16 | 12.73 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 12.64 tok/sEstimated Auto-generated benchmark | 6GB |
| nari-labs/Dia2-2B | FP16 | 12.57 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-3B | FP16 | 12.43 tok/sEstimated Auto-generated benchmark | 6GB |
| inference-net/Schematron-3B | FP16 | 12.41 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/DeepSeek-OCR | FP16 | 12.28 tok/sEstimated Auto-generated benchmark | 7GB |
| google-bert/bert-base-uncased | FP16 | 12.27 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-1B-Instruct | FP16 | 12.16 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/gemma-3-1b-it | FP16 | 12.06 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-research/PowerMoE-3b | FP16 | 11.91 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-Guard-3-1B | FP16 | 11.90 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B-Instruct | FP16 | 11.84 tok/sEstimated Auto-generated benchmark | 2GB |
| allenai/OLMo-2-0425-1B | FP16 | 11.67 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-3-1b-it | FP16 | 11.67 tok/sEstimated Auto-generated benchmark | 2GB |
| google/embeddinggemma-300m | FP16 | 11.67 tok/sEstimated Auto-generated benchmark | 1GB |
| tencent/HunyuanOCR | FP16 | 11.49 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/Llama-3.2-3B-Instruct | FP16 | 11.40 tok/sEstimated Auto-generated benchmark | 6GB |
| bigcode/starcoder2-3b | FP16 | 11.39 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | FP16 | 11.27 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-3.2-3B | FP16 | 11.24 tok/sEstimated Auto-generated benchmark | 6GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | FP16 | 11.18 tok/sEstimated Auto-generated benchmark | 9GB |
| liuhaotian/llava-v1.5-7b | FP16 | 11.17 tok/sEstimated Auto-generated benchmark | 15GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | FP16 | 11.15 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-Small-Instruct-2409 | Q8 | 11.15 tok/sEstimated Auto-generated benchmark | 23GB |
| Qwen/Qwen2-7B-Instruct | FP16 | 11.13 tok/sEstimated Auto-generated benchmark | 15GB |
| distilbert/distilgpt2 | FP16 | 11.10 tok/sEstimated Auto-generated benchmark | 15GB |
| allenai/Olmo-3-7B-Think | FP16 | 11.09 tok/sEstimated Auto-generated benchmark | 16GB |
| Tongyi-MAI/Z-Image-Turbo | FP16 | 11.07 tok/sEstimated Auto-generated benchmark | 16GB |
| google/gemma-2b | FP16 | 11.05 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-2-27b-it | Q8 | 11.04 tok/sEstimated Auto-generated benchmark | 28GB |
| facebook/sam3 | FP16 | 11.03 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2-1.5B-Instruct | FP16 | 10.99 tok/sEstimated Auto-generated benchmark | 11GB |
| deepseek-ai/DeepSeek-R1-0528 | FP16 | 10.99 tok/sEstimated Auto-generated benchmark | 15GB |
| vikhyatk/moondream2 | FP16 | 10.98 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | FP16 | 10.98 tok/sEstimated Auto-generated benchmark | 9GB |
| HuggingFaceH4/zephyr-7b-beta | FP16 | 10.96 tok/sEstimated Auto-generated benchmark | 15GB |
| GSAI-ML/LLaDA-8B-Base | FP16 | 10.95 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q8 | 10.94 tok/sEstimated Auto-generated benchmark | 31GB |
| mistralai/Mistral-7B-Instruct-v0.2 | FP16 | 10.93 tok/sEstimated Auto-generated benchmark | 15GB |
| zai-org/GLM-4.5-Air | FP16 | 10.90 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3-mini-128k-instruct | FP16 | 10.90 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/DialoGPT-medium | FP16 | 10.90 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B | FP16 | 10.87 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B-Base | FP16 | 10.86 tok/sEstimated Auto-generated benchmark | 17GB |
| facebook/opt-125m | FP16 | 10.84 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-3-270m-it | FP16 | 10.83 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceTB/SmolLM2-135M | FP16 | 10.83 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Reranker-0.6B | FP16 | 10.77 tok/sEstimated Auto-generated benchmark | 13GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 10.75 tok/sEstimated Auto-generated benchmark | 17GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | FP16 | 10.75 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q8 | 10.72 tok/sEstimated Auto-generated benchmark | 31GB |
| Gensyn/Qwen2.5-0.5B-Instruct | FP16 | 10.71 tok/sEstimated Auto-generated benchmark | 11GB |
| swiss-ai/Apertus-8B-Instruct-2509 | FP16 | 10.69 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Meta-Llama-3-8B | FP16 | 10.68 tok/sEstimated Auto-generated benchmark | 17GB |
| deepseek-ai/DeepSeek-R1 | FP16 | 10.67 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2-0.5B | FP16 | 10.66 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q8 | 10.64 tok/sEstimated Auto-generated benchmark | 31GB |
| deepseek-ai/DeepSeek-V3.1 | FP16 | 10.64 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q8 | 10.62 tok/sEstimated Auto-generated benchmark | 31GB |
| openai/gpt-oss-20b | Q8 | 10.60 tok/sEstimated Auto-generated benchmark | 20GB |
| bigscience/bloomz-560m | FP16 | 10.59 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | FP16 | 10.58 tok/sEstimated Auto-generated benchmark | 9GB |
| skt/kogpt2-base-v2 | FP16 | 10.58 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-1.5B | FP16 | 10.58 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-4B-Thinking-2507 | FP16 | 10.57 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-Coder-1.5B | FP16 | 10.55 tok/sEstimated Auto-generated benchmark | 11GB |
| IlyaGusev/saiga_llama3_8b | FP16 | 10.55 tok/sEstimated Auto-generated benchmark | 17GB |
| numind/NuExtract-1.5 | FP16 | 10.53 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | FP16 | 10.52 tok/sEstimated Auto-generated benchmark | 15GB |
| EleutherAI/pythia-70m-deduped | FP16 | 10.52 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | FP16 | 10.51 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/VibeVoice-1.5B | FP16 | 10.51 tok/sEstimated Auto-generated benchmark | 11GB |
| MiniMaxAI/MiniMax-M2 | FP16 | 10.48 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Embedding-4B | FP16 | 10.44 tok/sEstimated Auto-generated benchmark | 9GB |
| mistralai/Mistral-7B-Instruct-v0.1 | FP16 | 10.43 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceTB/SmolLM-135M | FP16 | 10.42 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B | FP16 | 10.41 tok/sEstimated Auto-generated benchmark | 9GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | FP16 | 10.37 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | 10.36 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q8 | 10.36 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | 10.34 tok/sEstimated Auto-generated benchmark | 11GB |
| petals-team/StableBeluga2 | FP16 | 10.33 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-medium | FP16 | 10.31 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 10.31 tok/sEstimated Auto-generated benchmark | 8GB |
| moonshotai/Kimi-K2-Thinking | Q4 | 10.31 tok/sEstimated Auto-generated benchmark | 489GB |
| 01-ai/Yi-1.5-34B-Chat | Q4 | 10.30 tok/sEstimated Auto-generated benchmark | 18GB |
| Qwen/Qwen3-32B | Q4 | 10.29 tok/sEstimated Auto-generated benchmark | 16GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | FP16 | 10.28 tok/sEstimated Auto-generated benchmark | 17GB |
| deepseek-ai/DeepSeek-V2.5 | Q4 | 10.27 tok/sEstimated Auto-generated benchmark | 328GB |
| microsoft/Phi-4-mini-instruct | FP16 | 10.26 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-7B | FP16 | 10.26 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-0.5B | FP16 | 10.25 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 10.24 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen2.5-Math-1.5B | FP16 | 10.24 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-30B-A3B | Q8 | 10.21 tok/sEstimated Auto-generated benchmark | 31GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q8 | 10.17 tok/sEstimated Auto-generated benchmark | 20GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | FP16 | 10.16 tok/sEstimated Auto-generated benchmark | 15GB |
| parler-tts/parler-tts-large-v1 | FP16 | 10.14 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-32B | Q4 | 10.13 tok/sEstimated Auto-generated benchmark | 16GB |
| meta-llama/Llama-3.1-8B | FP16 | 10.12 tok/sEstimated Auto-generated benchmark | 17GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | FP16 | 10.12 tok/sEstimated Auto-generated benchmark | 11GB |
| BSC-LT/salamandraTA-7b-instruct | FP16 | 10.12 tok/sEstimated Auto-generated benchmark | 15GB |
| EleutherAI/gpt-neo-125m | FP16 | 10.10 tok/sEstimated Auto-generated benchmark | 15GB |
| black-forest-labs/FLUX.2-dev | FP16 | 10.07 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/Phi-3-mini-4k-instruct | FP16 | 10.06 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2 | FP16 | 10.05 tok/sEstimated Auto-generated benchmark | 15GB |
| codellama/CodeLlama-34b-hf | Q4 | 10.04 tok/sEstimated Auto-generated benchmark | 17GB |
| rinna/japanese-gpt-neox-small | FP16 | 10.03 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-0.6B-Base | FP16 | 10.03 tok/sEstimated Auto-generated benchmark | 13GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | FP16 | 10.03 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-2-7b-hf | FP16 | 10.00 tok/sEstimated Auto-generated benchmark | 15GB |
| lmsys/vicuna-7b-v1.5 | FP16 | 9.99 tok/sEstimated Auto-generated benchmark | 15GB |
| huggyllama/llama-7b | FP16 | 9.98 tok/sEstimated Auto-generated benchmark | 15GB |
| sshleifer/tiny-gpt2 | FP16 | 9.96 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q8 | 9.96 tok/sEstimated Auto-generated benchmark | 31GB |
| deepseek-ai/DeepSeek-V3 | FP16 | 9.96 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-xl | FP16 | 9.95 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Instruct-2507 | FP16 | 9.93 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-3.5-vision-instruct | FP16 | 9.92 tok/sEstimated Auto-generated benchmark | 15GB |
| GSAI-ML/LLaDA-8B-Instruct | FP16 | 9.91 tok/sEstimated Auto-generated benchmark | 17GB |
| openai-community/gpt2-large | FP16 | 9.90 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/DialoGPT-small | FP16 | 9.90 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B-Base | FP16 | 9.89 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V3-0324 | FP16 | 9.89 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | FP16 | 9.87 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | FP16 | 9.86 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-0.5B-Instruct | FP16 | 9.86 tok/sEstimated Auto-generated benchmark | 11GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q8 | 9.84 tok/sEstimated Auto-generated benchmark | 20GB |
| tencent/HunyuanVideo-1.5 | FP16 | 9.78 tok/sEstimated Auto-generated benchmark | 16GB |
| unsloth/gpt-oss-20b-BF16 | Q8 | 9.78 tok/sEstimated Auto-generated benchmark | 20GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q4 | 9.78 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-Embedding-0.6B | FP16 | 9.76 tok/sEstimated Auto-generated benchmark | 13GB |
| ibm-granite/granite-3.3-8b-instruct | FP16 | 9.76 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Embedding-8B | FP16 | 9.75 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-0.6B | FP16 | 9.74 tok/sEstimated Auto-generated benchmark | 13GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | FP16 | 9.72 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q4 | 9.69 tok/sEstimated Auto-generated benchmark | 17GB |
| zai-org/GLM-4.6-FP8 | FP16 | 9.68 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 9.65 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2-0.5B-Instruct | FP16 | 9.63 tok/sEstimated Auto-generated benchmark | 11GB |
| dicta-il/dictalm2.0-instruct | FP16 | 9.60 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Base | FP16 | 9.59 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | FP16 | 9.58 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | 9.55 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 9.54 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen-Image-Edit-2509 | FP16 | 9.53 tok/sEstimated Auto-generated benchmark | 16GB |
| openai/gpt-oss-safeguard-20b | Q8 | 9.53 tok/sEstimated Auto-generated benchmark | 22GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 9.50 tok/sEstimated Auto-generated benchmark | 15GB |
| black-forest-labs/FLUX.1-dev | FP16 | 9.49 tok/sEstimated Auto-generated benchmark | 16GB |
| meta-llama/Llama-Guard-3-8B | FP16 | 9.48 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | FP16 | 9.47 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q8 | 9.45 tok/sEstimated Auto-generated benchmark | 31GB |
| hmellor/tiny-random-LlamaForCausalLM | FP16 | 9.45 tok/sEstimated Auto-generated benchmark | 15GB |
| llamafactory/tiny-random-Llama-3 | FP16 | 9.44 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | FP16 | 9.41 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B | FP16 | 9.39 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/Phi-4-multimodal-instruct | FP16 | 9.38 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q8 | 9.36 tok/sEstimated Auto-generated benchmark | 31GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 9.36 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/phi-2 | FP16 | 9.35 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/phi-4 | FP16 | 9.34 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q4 | 9.32 tok/sEstimated Auto-generated benchmark | 16GB |
| meta-llama/Llama-2-7b-chat-hf | FP16 | 9.32 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q4 | 9.32 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-8B-FP8 | FP16 | 9.31 tok/sEstimated Auto-generated benchmark | 17GB |
| rednote-hilab/dots.ocr | FP16 | 9.30 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 9.28 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | FP16 | 9.26 tok/sEstimated Auto-generated benchmark | 15GB |
| ibm-granite/granite-docling-258M | FP16 | 9.25 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 9.22 tok/sEstimated Auto-generated benchmark | 16GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | FP16 | 9.21 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-7B-v0.1 | FP16 | 9.21 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q4 | 9.07 tok/sEstimated Auto-generated benchmark | 16GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q4 | 9.05 tok/sEstimated Auto-generated benchmark | 34GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q4 | 9.04 tok/sEstimated Auto-generated benchmark | 25GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 8.92 tok/sEstimated Auto-generated benchmark | 34GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q4 | 8.82 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/QwQ-32B-Preview | Q4 | 8.72 tok/sEstimated Auto-generated benchmark | 17GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q4 | 8.69 tok/sEstimated Auto-generated benchmark | 17GB |
| baichuan-inc/Baichuan-M2-32B | Q4 | 8.67 tok/sEstimated Auto-generated benchmark | 16GB |
| mistralai/Ministral-3-14B-Instruct-2512 | FP16 | 8.41 tok/sEstimated Auto-generated benchmark | 32GB |
| EssentialAI/rnj-1 | FP16 | 8.40 tok/sEstimated Auto-generated benchmark | 19GB |
| google/gemma-2-9b-it | FP16 | 8.19 tok/sEstimated Auto-generated benchmark | 20GB |
| OpenPipe/Qwen3-14B-Instruct | FP16 | 8.16 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Llama-2-13b-chat-hf | FP16 | 8.02 tok/sEstimated Auto-generated benchmark | 27GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 7.93 tok/sEstimated Auto-generated benchmark | 30GB |
| Qwen/Qwen2.5-14B | FP16 | 7.93 tok/sEstimated Auto-generated benchmark | 29GB |
| Qwen/Qwen3-14B | FP16 | 7.82 tok/sEstimated Auto-generated benchmark | 29GB |
| Qwen/Qwen3-14B-Base | FP16 | 7.56 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 7.54 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/Phi-3-medium-128k-instruct | FP16 | 7.39 tok/sEstimated Auto-generated benchmark | 29GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 7.37 tok/sEstimated Auto-generated benchmark | 29GB |
| NousResearch/Hermes-3-Llama-3.1-8B | FP16 | 7.36 tok/sEstimated Auto-generated benchmark | 17GB |
| ai-forever/ruGPT-3.5-13B | FP16 | 7.32 tok/sEstimated Auto-generated benchmark | 27GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q4 | 7.22 tok/sEstimated Auto-generated benchmark | 69GB |
| baichuan-inc/Baichuan-M2-32B | Q8 | 7.19 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 7.17 tok/sEstimated Auto-generated benchmark | 33GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q8 | 7.14 tok/sEstimated Auto-generated benchmark | 68GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | FP16 | 7.08 tok/sEstimated Auto-generated benchmark | 19GB |
| Qwen/Qwen2.5-32B | Q8 | 7.00 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/QwQ-32B-Preview | Q8 | 6.94 tok/sEstimated Auto-generated benchmark | 34GB |
| 01-ai/Yi-1.5-34B-Chat | Q8 | 6.91 tok/sEstimated Auto-generated benchmark | 35GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q8 | 6.75 tok/sEstimated Auto-generated benchmark | 68GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 6.73 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q8 | 6.72 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 6.53 tok/sEstimated Auto-generated benchmark | 34GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q8 | 6.52 tok/sEstimated Auto-generated benchmark | 68GB |
| deepseek-ai/DeepSeek-V2.5 | Q8 | 6.52 tok/sEstimated Auto-generated benchmark | 656GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q8 | 6.41 tok/sEstimated Auto-generated benchmark | 50GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q8 | 6.41 tok/sEstimated Auto-generated benchmark | 33GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q8 | 6.38 tok/sEstimated Auto-generated benchmark | 35GB |
| moonshotai/Kimi-K2-Thinking | Q8 | 6.37 tok/sEstimated Auto-generated benchmark | 978GB |
| codellama/CodeLlama-34b-hf | Q8 | 6.34 tok/sEstimated Auto-generated benchmark | 35GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q8 | 6.28 tok/sEstimated Auto-generated benchmark | 34GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q8 | 6.15 tok/sEstimated Auto-generated benchmark | 33GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | FP16 | 6.11 tok/sEstimated Auto-generated benchmark | 61GB |
| mistralai/Mistral-Small-Instruct-2409 | FP16 | 6.11 tok/sEstimated Auto-generated benchmark | 46GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | FP16 | 6.11 tok/sEstimated Auto-generated benchmark | 61GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | FP16 | 6.09 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-32B | Q8 | 5.99 tok/sEstimated Auto-generated benchmark | 33GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 5.98 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | FP16 | 5.92 tok/sEstimated Auto-generated benchmark | 61GB |
| openai/gpt-oss-20b | FP16 | 5.90 tok/sEstimated Auto-generated benchmark | 41GB |
| mistralai/Mistral-Large-Instruct-2411 | Q4 | 5.86 tok/sEstimated Auto-generated benchmark | 60GB |
| Qwen/Qwen3-30B-A3B | FP16 | 5.84 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 5.83 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q4 | 5.79 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | FP16 | 5.70 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q4 | 5.70 tok/sEstimated Auto-generated benchmark | 39GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | FP16 | 5.67 tok/sEstimated Auto-generated benchmark | 61GB |
| google/gemma-2-27b-it | FP16 | 5.66 tok/sEstimated Auto-generated benchmark | 56GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q4 | 5.63 tok/sEstimated Auto-generated benchmark | 39GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 5.57 tok/sEstimated Auto-generated benchmark | 34GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q4 | 5.53 tok/sEstimated Auto-generated benchmark | 34GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q4 | 5.50 tok/sEstimated Auto-generated benchmark | 34GB |
| unsloth/gpt-oss-20b-BF16 | FP16 | 5.49 tok/sEstimated Auto-generated benchmark | 41GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | FP16 | 5.44 tok/sEstimated Auto-generated benchmark | 61GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q4 | 5.41 tok/sEstimated Auto-generated benchmark | 44GB |
| openai/gpt-oss-safeguard-20b | FP16 | 5.38 tok/sEstimated Auto-generated benchmark | 44GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | FP16 | 5.28 tok/sEstimated Auto-generated benchmark | 41GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | FP16 | 5.26 tok/sEstimated Auto-generated benchmark | 41GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 5.17 tok/sEstimated Auto-generated benchmark | 36GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 5.12 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | FP16 | 5.09 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q4 | 5.06 tok/sEstimated Auto-generated benchmark | 36GB |
| openai/gpt-oss-120b | Q4 | 5.04 tok/sEstimated Auto-generated benchmark | 59GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q4 | 5.02 tok/sEstimated Auto-generated benchmark | 39GB |
| AI-MO/Kimina-Prover-72B | Q4 | 5.00 tok/sEstimated Auto-generated benchmark | 35GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q8 | 4.87 tok/sEstimated Auto-generated benchmark | 138GB |
| deepseek-ai/DeepSeek-Math-V2 | Q4 | 4.25 tok/sEstimated Auto-generated benchmark | 383GB |
| mistralai/Mistral-Large-Instruct-2411 | Q8 | 4.10 tok/sEstimated Auto-generated benchmark | 120GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 4.07 tok/sEstimated Auto-generated benchmark | 70GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q8 | 4.00 tok/sEstimated Auto-generated benchmark | 69GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 3.94 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q8 | 3.94 tok/sEstimated Auto-generated benchmark | 78GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q4 | 3.93 tok/sEstimated Auto-generated benchmark | 115GB |
| 01-ai/Yi-1.5-34B-Chat | FP16 | 3.91 tok/sEstimated Auto-generated benchmark | 70GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | FP16 | 3.90 tok/sEstimated Auto-generated benchmark | 70GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | FP16 | 3.89 tok/sEstimated Auto-generated benchmark | 66GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 3.89 tok/sEstimated Auto-generated benchmark | 137GB |
| moonshotai/Kimi-K2-Thinking | FP16 | 3.86 tok/sEstimated Auto-generated benchmark | 1956GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q8 | 3.84 tok/sEstimated Auto-generated benchmark | 71GB |
| baichuan-inc/Baichuan-M2-32B | FP16 | 3.81 tok/sEstimated Auto-generated benchmark | 66GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | FP16 | 3.79 tok/sEstimated Auto-generated benchmark | 66GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 3.77 tok/sEstimated Auto-generated benchmark | 69GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 3.73 tok/sEstimated Auto-generated benchmark | 137GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | FP16 | 3.71 tok/sEstimated Auto-generated benchmark | 137GB |
| Qwen/Qwen2.5-32B | FP16 | 3.71 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 3.69 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q8 | 3.67 tok/sEstimated Auto-generated benchmark | 78GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q8 | 3.64 tok/sEstimated Auto-generated benchmark | 88GB |
| meta-llama/Meta-Llama-3-70B-Instruct | FP16 | 3.62 tok/sEstimated Auto-generated benchmark | 137GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q8 | 3.60 tok/sEstimated Auto-generated benchmark | 69GB |
| deepseek-ai/DeepSeek-V2.5 | FP16 | 3.58 tok/sEstimated Auto-generated benchmark | 1312GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q8 | 3.55 tok/sEstimated Auto-generated benchmark | 78GB |
| MiniMaxAI/MiniMax-M1-40k | Q4 | 3.54 tok/sEstimated Auto-generated benchmark | 255GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q8 | 3.53 tok/sEstimated Auto-generated benchmark | 78GB |
| codellama/CodeLlama-34b-hf | FP16 | 3.52 tok/sEstimated Auto-generated benchmark | 70GB |
| openai/gpt-oss-120b | Q8 | 3.49 tok/sEstimated Auto-generated benchmark | 117GB |
| deepseek-ai/deepseek-coder-33b-instruct | FP16 | 3.48 tok/sEstimated Auto-generated benchmark | 68GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | FP16 | 3.45 tok/sEstimated Auto-generated benchmark | 101GB |
| AI-MO/Kimina-Prover-72B | Q8 | 3.45 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/QwQ-32B-Preview | FP16 | 3.40 tok/sEstimated Auto-generated benchmark | 67GB |
| Qwen/Qwen3-32B | FP16 | 3.39 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | FP16 | 3.39 tok/sEstimated Auto-generated benchmark | 67GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 3.39 tok/sEstimated Auto-generated benchmark | 71GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 3.38 tok/sEstimated Auto-generated benchmark | 67GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | FP16 | 3.29 tok/sEstimated Auto-generated benchmark | 137GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | 3.04 tok/sEstimated Auto-generated benchmark | 378GB |
| MiniMaxAI/MiniMax-VL-01 | Q4 | 3.02 tok/sEstimated Auto-generated benchmark | 256GB |
| Qwen/Qwen3-235B-A22B | Q4 | 3.02 tok/sEstimated Auto-generated benchmark | 115GB |
| deepseek-ai/DeepSeek-Math-V2 | Q8 | 2.93 tok/sEstimated Auto-generated benchmark | 766GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q8 | 2.81 tok/sEstimated Auto-generated benchmark | 231GB |
| MiniMaxAI/MiniMax-M1-40k | Q8 | 2.42 tok/sEstimated Auto-generated benchmark | 510GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | FP16 | 2.39 tok/sEstimated Auto-generated benchmark | 275GB |
| MiniMaxAI/MiniMax-VL-01 | Q8 | 2.34 tok/sEstimated Auto-generated benchmark | 511GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | FP16 | 2.23 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 2.20 tok/sEstimated Auto-generated benchmark | 141GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | 2.19 tok/sEstimated Auto-generated benchmark | 176GB |
| openai/gpt-oss-120b | FP16 | 2.18 tok/sEstimated Auto-generated benchmark | 235GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 2.15 tok/sEstimated Auto-generated benchmark | 142GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | FP16 | 2.13 tok/sEstimated Auto-generated benchmark | 156GB |
| mistralai/Mistral-Large-Instruct-2411 | FP16 | 2.12 tok/sEstimated Auto-generated benchmark | 240GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | FP16 | 2.11 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen3-235B-A22B | Q8 | 2.10 tok/sEstimated Auto-generated benchmark | 230GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | FP16 | 2.10 tok/sEstimated Auto-generated benchmark | 138GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | 2.06 tok/sEstimated Auto-generated benchmark | 755GB |
| NousResearch/Hermes-3-Llama-3.1-70B | FP16 | 2.00 tok/sEstimated Auto-generated benchmark | 138GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | FP16 | 1.99 tok/sEstimated Auto-generated benchmark | 156GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 1.93 tok/sEstimated Auto-generated benchmark | 138GB |
| AI-MO/Kimina-Prover-72B | FP16 | 1.90 tok/sEstimated Auto-generated benchmark | 141GB |
| Qwen/Qwen2.5-Math-72B-Instruct | FP16 | 1.89 tok/sEstimated Auto-generated benchmark | 142GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 1.85 tok/sEstimated Auto-generated benchmark | 138GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | FP16 | 1.68 tok/sEstimated Auto-generated benchmark | 461GB |
| deepseek-ai/DeepSeek-Math-V2 | FP16 | 1.58 tok/sEstimated Auto-generated benchmark | 1532GB |
| Qwen/Qwen3-235B-A22B | FP16 | 1.27 tok/sEstimated Auto-generated benchmark | 460GB |
| MiniMaxAI/MiniMax-M1-40k | FP16 | 1.21 tok/sEstimated Auto-generated benchmark | 1020GB |
| MiniMaxAI/MiniMax-VL-01 | FP16 | 1.15 tok/sEstimated Auto-generated benchmark | 1021GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | 1.12 tok/sEstimated Auto-generated benchmark | 1509GB |
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 | 2.06 tok/sEstimated | 755GB (have 32GB) |
| EssentialAI/rnj-1 | FP16 | Fits comfortably | 8.40 tok/sEstimated | 19GB (have 32GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | Not supported | 3.04 tok/sEstimated | 378GB (have 32GB) |
| EssentialAI/rnj-1 | Q8 | Fits comfortably | 15.41 tok/sEstimated | 10GB (have 32GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | Not supported | 1.12 tok/sEstimated | 1509GB (have 32GB) |
| EssentialAI/rnj-1 | Q4 | Fits comfortably | 20.43 tok/sEstimated | 5GB (have 32GB) |
| meta-llama/Llama-3.2-1B-Instruct | FP16 | Fits comfortably | 11.84 tok/sEstimated | 2GB (have 32GB) |
| meta-llama/Llama-3.2-1B-Instruct | Q8 | Fits comfortably | 23.58 tok/sEstimated | 1GB (have 32GB) |
| openai/gpt-oss-20b | Q8 | Fits comfortably | 10.60 tok/sEstimated | 20GB (have 32GB) |
| openai/gpt-oss-20b | Q4 | Fits comfortably | 15.55 tok/sEstimated | 10GB (have 32GB) |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | FP16 | Not supported | 3.89 tok/sEstimated | 66GB (have 32GB) |
| Qwen/Qwen2.5-14B | Q8 | Fits comfortably | 14.31 tok/sEstimated | 14GB (have 32GB) |
| google/gemma-2-2b-it | Q4 | Fits comfortably | 30.23 tok/sEstimated | 1GB (have 32GB) |
| openai/gpt-oss-120b | Q4 | Not supported | 5.04 tok/sEstimated | 59GB (have 32GB) |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | FP16 | Fits comfortably | 10.37 tok/sEstimated | 9GB (have 32GB) |
| dphn/dolphin-2.9.1-yi-1.5-34b | FP16 | Not supported | 3.90 tok/sEstimated | 70GB (have 32GB) |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | Fits comfortably | 13.59 tok/sEstimated | 10GB (have 32GB) |
| Qwen/Qwen2.5-32B | Q8 | Not supported | 7.00 tok/sEstimated | 33GB (have 32GB) |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | FP16 | Fits comfortably | 10.58 tok/sEstimated | 9GB (have 32GB) |
| Qwen/Qwen2.5-1.5B | Q4 | Fits comfortably | 26.45 tok/sEstimated | 3GB (have 32GB) |
| Qwen/Qwen3-Embedding-4B | Q8 | Fits comfortably | 17.49 tok/sEstimated | 4GB (have 32GB) |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q8 | Not supported | 6.15 tok/sEstimated | 33GB (have 32GB) |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q4 | Not supported | 3.93 tok/sEstimated | 115GB (have 32GB) |
| Qwen/Qwen2.5-14B | Q4 | Fits comfortably | 20.48 tok/sEstimated | 7GB (have 32GB) |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | Not supported | 1.93 tok/sEstimated | 138GB (have 32GB) |
| Qwen/Qwen2.5-14B | FP16 | Fits comfortably | 7.93 tok/sEstimated | 29GB (have 32GB) |
| google-t5/t5-3b | Q4 | Fits comfortably | 35.25 tok/sEstimated | 2GB (have 32GB) |
| meta-llama/Llama-Guard-3-1B | FP16 | Fits comfortably | 11.90 tok/sEstimated | 2GB (have 32GB) |
| codellama/CodeLlama-34b-hf | Q4 | Fits comfortably | 10.04 tok/sEstimated | 17GB (have 32GB) |
| codellama/CodeLlama-34b-hf | Q8 | Not supported | 6.34 tok/sEstimated | 35GB (have 32GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | Fits comfortably | 10.36 tok/sEstimated | 11GB (have 32GB) |
| meta-llama/Llama-Guard-3-8B | Q4 | Fits comfortably | 26.80 tok/sEstimated | 4GB (have 32GB) |
| openai-community/gpt2-xl | FP16 | Fits comfortably | 9.95 tok/sEstimated | 15GB (have 32GB) |
| Qwen/Qwen2.5-3B-Instruct | Q4 | Fits comfortably | 31.42 tok/sEstimated | 2GB (have 32GB) |
| meta-llama/Llama-2-7b-chat-hf | Q4 | Fits comfortably | 26.42 tok/sEstimated | 4GB (have 32GB) |
| Qwen/Qwen2.5-32B | FP16 | Not supported | 3.71 tok/sEstimated | 66GB (have 32GB) |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q4 | Fits comfortably | 28.58 tok/sEstimated | 2GB (have 32GB) |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q8 | Fits comfortably | 18.60 tok/sEstimated | 4GB (have 32GB) |
| Qwen/Qwen3-4B-Base | FP16 | Fits comfortably | 9.59 tok/sEstimated | 9GB (have 32GB) |
| skt/kogpt2-base-v2 | Q8 | Fits comfortably | 18.71 tok/sEstimated | 7GB (have 32GB) |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q8 | Not supported | 3.67 tok/sEstimated | 78GB (have 32GB) |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | FP16 | Not supported | 2.13 tok/sEstimated | 156GB (have 32GB) |
| bigcode/starcoder2-3b | Q4 | Fits comfortably | 32.68 tok/sEstimated | 2GB (have 32GB) |
| bigcode/starcoder2-3b | Q8 | Fits comfortably | 22.67 tok/sEstimated | 3GB (have 32GB) |
| lmsys/vicuna-7b-v1.5 | Q4 | Fits comfortably | 25.76 tok/sEstimated | 4GB (have 32GB) |
| Qwen/Qwen2.5-Math-72B-Instruct | FP16 | Not supported | 1.89 tok/sEstimated | 142GB (have 32GB) |
| microsoft/Phi-3-medium-128k-instruct | FP16 | Fits comfortably | 7.39 tok/sEstimated | 29GB (have 32GB) |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | Not supported | 1.85 tok/sEstimated | 138GB (have 32GB) |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | Not supported | 5.57 tok/sEstimated | 34GB (have 32GB) |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | Not supported | 3.77 tok/sEstimated | 69GB (have 32GB) |
| Qwen/Qwen3-8B-FP8 | Q4 | Fits comfortably | 27.05 tok/sEstimated | 4GB (have 32GB) |
| Qwen/Qwen2.5-0.5B-Instruct | Q4 | Fits comfortably | 26.41 tok/sEstimated | 3GB (have 32GB) |
| Qwen/Qwen2.5-0.5B-Instruct | Q8 | Fits comfortably | 19.27 tok/sEstimated | 5GB (have 32GB) |
| Qwen/Qwen2.5-0.5B-Instruct | FP16 | Fits comfortably | 9.86 tok/sEstimated | 11GB (have 32GB) |
| openai-community/gpt2-xl | Q8 | Fits comfortably | 19.24 tok/sEstimated | 7GB (have 32GB) |
| google-t5/t5-3b | Q8 | Fits comfortably | 24.78 tok/sEstimated | 3GB (have 32GB) |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | Fits comfortably | 20.44 tok/sEstimated | 9GB (have 32GB) |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | FP16 | Fits comfortably | 10.03 tok/sEstimated | 17GB (have 32GB) |
| Qwen/Qwen2.5-Math-1.5B | FP16 | Fits comfortably | 10.24 tok/sEstimated | 11GB (have 32GB) |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q4 | Fits comfortably | 26.57 tok/sEstimated | 4GB (have 32GB) |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q8 | Fits comfortably | 18.63 tok/sEstimated | 7GB (have 32GB) |
| trl-internal-testing/tiny-random-LlamaForCausalLM | FP16 | Fits comfortably | 10.16 tok/sEstimated | 15GB (have 32GB) |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | FP16 | Not supported | 5.09 tok/sEstimated | 61GB (have 32GB) |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q8 | Fits (tight) | 10.94 tok/sEstimated | 31GB (have 32GB) |
| codellama/CodeLlama-34b-hf | FP16 | Not supported | 3.52 tok/sEstimated | 70GB (have 32GB) |
| Qwen/Qwen3-8B-FP8 | Q8 | Fits comfortably | 18.31 tok/sEstimated | 9GB (have 32GB) |
| Qwen/Qwen3-8B-FP8 | FP16 | Fits comfortably | 9.31 tok/sEstimated | 17GB (have 32GB) |
| rinna/japanese-gpt-neox-small | Q8 | Fits comfortably | 19.22 tok/sEstimated | 7GB (have 32GB) |
| rinna/japanese-gpt-neox-small | FP16 | Fits comfortably | 10.03 tok/sEstimated | 15GB (have 32GB) |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q4 | Fits comfortably | 26.41 tok/sEstimated | 4GB (have 32GB) |
| openai/gpt-oss-120b | Q8 | Not supported | 3.49 tok/sEstimated | 117GB (have 32GB) |
| meta-llama/Llama-2-7b-chat-hf | Q8 | Fits comfortably | 18.77 tok/sEstimated | 7GB (have 32GB) |
| meta-llama/Llama-2-7b-chat-hf | FP16 | Fits comfortably | 9.32 tok/sEstimated | 15GB (have 32GB) |
| Qwen/Qwen2-7B-Instruct | Q4 | Fits comfortably | 28.22 tok/sEstimated | 4GB (have 32GB) |
| Qwen/Qwen2-7B-Instruct | Q8 | Fits comfortably | 17.34 tok/sEstimated | 7GB (have 32GB) |
| Qwen/Qwen2-7B-Instruct | FP16 | Fits comfortably | 11.13 tok/sEstimated | 15GB (have 32GB) |
| Qwen/Qwen3-4B-Base | Q4 | Fits comfortably | 28.85 tok/sEstimated | 2GB (have 32GB) |
| Qwen/Qwen3-4B-Base | Q8 | Fits comfortably | 18.92 tok/sEstimated | 4GB (have 32GB) |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q8 | Not supported | 6.38 tok/sEstimated | 35GB (have 32GB) |
| microsoft/Phi-3.5-mini-instruct | Q4 | Fits comfortably | 29.17 tok/sEstimated | 4GB (have 32GB) |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | FP16 | Not supported | 6.09 tok/sEstimated | 61GB (have 32GB) |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q4 | Fits comfortably | 15.33 tok/sEstimated | 15GB (have 32GB) |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q8 | Fits (tight) | 9.45 tok/sEstimated | 31GB (have 32GB) |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | FP16 | Not supported | 6.11 tok/sEstimated | 61GB (have 32GB) |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q4 | Fits comfortably | 16.22 tok/sEstimated | 15GB (have 32GB) |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q8 | Fits (tight) | 10.72 tok/sEstimated | 31GB (have 32GB) |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | FP16 | Not supported | 5.44 tok/sEstimated | 61GB (have 32GB) |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q4 | Fits comfortably | 27.54 tok/sEstimated | 3GB (have 32GB) |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | Fits comfortably | 21.37 tok/sEstimated | 1GB (have 32GB) |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | Fits comfortably | 13.02 tok/sEstimated | 2GB (have 32GB) |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | Fits comfortably | 25.92 tok/sEstimated | 2GB (have 32GB) |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | Fits comfortably | 18.49 tok/sEstimated | 3GB (have 32GB) |
| microsoft/Phi-3-medium-128k-instruct | Q4 | Fits comfortably | 22.03 tok/sEstimated | 7GB (have 32GB) |
| microsoft/Phi-3-medium-128k-instruct | Q8 | Fits comfortably | 13.14 tok/sEstimated | 14GB (have 32GB) |
| google/gemma-2-9b-it | Q4 | Fits comfortably | 18.81 tok/sEstimated | 5GB (have 32GB) |
| NousResearch/Hermes-3-Llama-3.1-70B | Q4 | Not supported | 5.50 tok/sEstimated | 34GB (have 32GB) |
| NousResearch/Hermes-3-Llama-3.1-70B | Q8 | Not supported | 4.00 tok/sEstimated | 69GB (have 32GB) |
| NousResearch/Hermes-3-Llama-3.1-70B | FP16 | Not supported | 2.00 tok/sEstimated | 138GB (have 32GB) |
| NousResearch/Hermes-3-Llama-3.1-8B | Q4 | Fits comfortably | 18.75 tok/sEstimated | 4GB (have 32GB) |
| Qwen/Qwen2.5-0.5B | FP16 | Fits comfortably | 10.25 tok/sEstimated | 11GB (have 32GB) |
Note: Performance estimates are calculated. Real results may vary. Methodology · Submit real data
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