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Quick Answer: RX 6900 XT offers 16GB VRAM and starts around current market pricing. It delivers approximately 109 tokens/sec on unsloth/Llama-3.2-1B-Instruct. It typically draws 300W 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 |
|---|---|---|---|
| unsloth/Llama-3.2-1B-Instruct | Q4 | 108.53 tok/sEstimated Auto-generated benchmark | 1GB |
| WeiboAI/VibeThinker-1.5B | Q4 | 108.36 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | Q4 | 107.37 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-OCR | Q4 | 106.41 tok/sEstimated Auto-generated benchmark | 2GB |
| google/embeddinggemma-300m | Q4 | 105.85 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-3-1b-it | Q4 | 105.34 tok/sEstimated Auto-generated benchmark | 1GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q4 | 103.59 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B-Instruct | Q4 | 101.67 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q4 | 100.14 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-research/PowerMoE-3b | Q4 | 100.03 tok/sEstimated Auto-generated benchmark | 2GB |
| google-t5/t5-3b | Q4 | 99.63 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/gemma-3-1b-it | Q4 | 99.59 tok/sEstimated Auto-generated benchmark | 1GB |
| bigcode/starcoder2-3b | Q4 | 99.36 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2b | Q4 | 98.99 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-Guard-3-1B | Q4 | 97.86 tok/sEstimated Auto-generated benchmark | 1GB |
| apple/OpenELM-1_1B-Instruct | Q4 | 96.95 tok/sEstimated Auto-generated benchmark | 1GB |
| google-bert/bert-base-uncased | Q4 | 96.93 tok/sEstimated Auto-generated benchmark | 1GB |
| allenai/OLMo-2-0425-1B | Q4 | 96.72 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-3B | Q4 | 95.23 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-3B-Instruct | Q4 | 94.01 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-3.3-2b-instruct | Q4 | 93.87 tok/sEstimated Auto-generated benchmark | 1GB |
| nari-labs/Dia2-2B | Q4 | 93.51 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | Q4 | 93.24 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B | Q4 | 93.03 tok/sEstimated Auto-generated benchmark | 2GB |
| facebook/sam3 | Q4 | 92.63 tok/sEstimated Auto-generated benchmark | 1GB |
| LiquidAI/LFM2-1.2B | Q4 | 92.30 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-1B-Instruct | Q4 | 91.67 tok/sEstimated Auto-generated benchmark | 1GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q4 | 91.48 tok/sEstimated Auto-generated benchmark | 1GB |
| inference-net/Schematron-3B | Q4 | 91.11 tok/sEstimated Auto-generated benchmark | 2GB |
| huggyllama/llama-7b | Q4 | 90.68 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-Base | Q4 | 90.67 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 90.65 tok/sEstimated Auto-generated benchmark | 2GB |
| black-forest-labs/FLUX.2-dev | Q4 | 90.57 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q4 | 90.39 tok/sEstimated Auto-generated benchmark | 4GB |
| bigscience/bloomz-560m | Q4 | 90.23 tok/sEstimated Auto-generated benchmark | 4GB |
| facebook/opt-125m | Q4 | 90.20 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B | Q4 | 90.15 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-0.6B-Base | Q4 | 90.11 tok/sEstimated Auto-generated benchmark | 3GB |
| tencent/HunyuanOCR | Q4 | 90.09 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-V3-0324 | Q4 | 90.09 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q4 | 90.07 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/DialoGPT-medium | Q4 | 89.81 tok/sEstimated Auto-generated benchmark | 4GB |
| rinna/japanese-gpt-neox-small | Q4 | 89.80 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q4 | 89.75 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q4 | 89.70 tok/sEstimated Auto-generated benchmark | 2GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q4 | 89.65 tok/sEstimated Auto-generated benchmark | 2GB |
| zai-org/GLM-4.5-Air | Q4 | 89.51 tok/sEstimated Auto-generated benchmark | 4GB |
| allenai/Olmo-3-7B-Think | Q4 | 89.40 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/VibeVoice-1.5B | Q4 | 89.17 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/DialoGPT-small | Q4 | 88.97 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q4 | 88.81 tok/sEstimated Auto-generated benchmark | 3GB |
| ibm-granite/granite-3.3-8b-instruct | Q4 | 88.72 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q4 | 88.71 tok/sEstimated Auto-generated benchmark | 4GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q4 | 88.63 tok/sEstimated Auto-generated benchmark | 3GB |
| petals-team/StableBeluga2 | Q4 | 88.62 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM-135M | Q4 | 88.52 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-0528 | Q4 | 88.49 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-3-270m-it | Q4 | 88.42 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q4 | 88.34 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-1.5B | Q4 | 88.30 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.1-8B | Q4 | 88.27 tok/sEstimated Auto-generated benchmark | 4GB |
| MiniMaxAI/MiniMax-M2 | Q4 | 88.26 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-medium | Q4 | 88.21 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-2 | Q4 | 88.14 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-1.7B | Q4 | 87.93 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-4 | Q4 | 87.84 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-mini-instruct | Q4 | 87.51 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Base | Q4 | 87.46 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-large | Q4 | 87.44 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | 87.39 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-0.6B | Q4 | 87.31 tok/sEstimated Auto-generated benchmark | 3GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q4 | 87.18 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q4 | 87.06 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-xl | Q4 | 86.85 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q4 | 86.74 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-4k-instruct | Q4 | 86.74 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B | Q4 | 86.67 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-3.5-vision-instruct | Q4 | 86.51 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-1.5B-Instruct | Q4 | 86.24 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q4 | 85.78 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-Math-1.5B | Q4 | 85.63 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-8B | Q4 | 85.61 tok/sEstimated Auto-generated benchmark | 4GB |
| parler-tts/parler-tts-large-v1 | Q4 | 85.59 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-docling-258M | Q4 | 85.48 tok/sEstimated Auto-generated benchmark | 4GB |
| rednote-hilab/dots.ocr | Q4 | 85.38 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3 | Q4 | 85.19 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-multimodal-instruct | Q4 | 85.11 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q4 | 84.82 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q4 | 84.38 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.1-dev | Q4 | 84.28 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceH4/zephyr-7b-beta | Q4 | 84.16 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-8B | Q4 | 84.09 tok/sEstimated Auto-generated benchmark | 4GB |
| IlyaGusev/saiga_llama3_8b | Q4 | 84.09 tok/sEstimated Auto-generated benchmark | 4GB |
| vikhyatk/moondream2 | Q4 | 83.28 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Instruct | Q4 | 83.18 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q4 | 83.17 tok/sEstimated Auto-generated benchmark | 4GB |
| llamafactory/tiny-random-Llama-3 | Q4 | 82.89 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 82.58 tok/sEstimated Auto-generated benchmark | 2GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q4 | 82.56 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-7B-Instruct | Q4 | 82.45 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 82.20 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q4 | 82.06 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanVideo-1.5 | Q4 | 82.01 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 81.51 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q4 | 81.50 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-4B | Q4 | 81.45 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-Reranker-0.6B | Q4 | 81.43 tok/sEstimated Auto-generated benchmark | 3GB |
| distilbert/distilgpt2 | Q4 | 81.28 tok/sEstimated Auto-generated benchmark | 4GB |
| BSC-LT/salamandraTA-7b-instruct | Q4 | 81.26 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM2-135M | Q4 | 81.16 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 81.02 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-hf | Q4 | 81.01 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q4 | 80.86 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q4 | 80.74 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Base | Q4 | 80.65 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen-Image-Edit-2509 | Q4 | 80.65 tok/sEstimated Auto-generated benchmark | 4GB |
| liuhaotian/llava-v1.5-7b | Q4 | 79.92 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1 | Q4 | 79.83 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2 | Q4 | 79.24 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 78.92 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-chat-hf | Q4 | 78.66 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q4 | 78.38 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-0.6B | Q4 | 78.38 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | 78.32 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-V3.1 | Q4 | 78.31 tok/sEstimated Auto-generated benchmark | 4GB |
| Tongyi-MAI/Z-Image-Turbo | Q4 | 78.29 tok/sEstimated Auto-generated benchmark | 4GB |
| skt/kogpt2-base-v2 | Q4 | 77.99 tok/sEstimated Auto-generated benchmark | 4GB |
| numind/NuExtract-1.5 | Q4 | 77.98 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-128k-instruct | Q4 | 77.72 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-1.7B-Base | Q4 | 77.63 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-v0.1 | Q4 | 77.44 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B-Instruct | Q4 | 76.87 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q4 | 76.59 tok/sEstimated Auto-generated benchmark | 2GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q4 | 76.56 tok/sEstimated Auto-generated benchmark | 4GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q4 | 76.36 tok/sEstimated Auto-generated benchmark | 2GB |
| zai-org/GLM-4.6-FP8 | Q4 | 76.33 tok/sEstimated Auto-generated benchmark | 4GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q4 | 76.17 tok/sEstimated Auto-generated benchmark | 4GB |
| dicta-il/dictalm2.0-instruct | Q4 | 76.09 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B | Q4 | 75.98 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-8B-FP8 | Q4 | 75.85 tok/sEstimated Auto-generated benchmark | 4GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q4 | 75.81 tok/sEstimated Auto-generated benchmark | 3GB |
| EleutherAI/pythia-70m-deduped | Q4 | 75.79 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanOCR | Q8 | 75.72 tok/sEstimated Auto-generated benchmark | 2GB |
| lmsys/vicuna-7b-v1.5 | Q4 | 75.64 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-8B | Q4 | 75.49 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-research/PowerMoE-3b | Q8 | 75.35 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q4 | 75.21 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 75.13 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Meta-Llama-3-8B | Q4 | 75.03 tok/sEstimated Auto-generated benchmark | 4GB |
| google-t5/t5-3b | Q8 | 74.85 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-7B | Q4 | 74.73 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-1.5B | Q4 | 74.73 tok/sEstimated Auto-generated benchmark | 3GB |
| hmellor/tiny-random-LlamaForCausalLM | Q4 | 74.70 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-2-2b-it | Q8 | 74.69 tok/sEstimated Auto-generated benchmark | 2GB |
| WeiboAI/VibeThinker-1.5B | Q8 | 74.69 tok/sEstimated Auto-generated benchmark | 2GB |
| EleutherAI/gpt-neo-125m | Q4 | 74.67 tok/sEstimated Auto-generated benchmark | 4GB |
| sshleifer/tiny-gpt2 | Q4 | 74.52 tok/sEstimated Auto-generated benchmark | 4GB |
| google/embeddinggemma-300m | Q8 | 74.39 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-3B-Instruct | Q8 | 73.97 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-3B | Q8 | 73.85 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q8 | 72.98 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-1B-Instruct | Q8 | 72.70 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-granite/granite-3.3-2b-instruct | Q8 | 72.35 tok/sEstimated Auto-generated benchmark | 2GB |
| LiquidAI/LFM2-1.2B | Q8 | 71.43 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2b | Q8 | 71.37 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B | Q8 | 71.04 tok/sEstimated Auto-generated benchmark | 3GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q8 | 70.90 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-1B | Q8 | 70.67 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-Guard-3-1B | Q8 | 70.52 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-OCR | Q8 | 70.44 tok/sEstimated Auto-generated benchmark | 4GB |
| google-bert/bert-base-uncased | Q8 | 69.69 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-1B-Instruct | Q8 | 69.47 tok/sEstimated Auto-generated benchmark | 1GB |
| EssentialAI/rnj-1 | Q4 | 67.85 tok/sEstimated Auto-generated benchmark | 5GB |
| allenai/OLMo-2-0425-1B | Q8 | 67.39 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 66.62 tok/sEstimated Auto-generated benchmark | 3GB |
| google/gemma-3-1b-it | Q8 | 66.34 tok/sEstimated Auto-generated benchmark | 1GB |
| bigcode/starcoder2-3b | Q8 | 66.33 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-3-medium-128k-instruct | Q4 | 65.17 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/gemma-3-1b-it | Q8 | 65.12 tok/sEstimated Auto-generated benchmark | 1GB |
| inference-net/Schematron-3B | Q8 | 64.77 tok/sEstimated Auto-generated benchmark | 3GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q4 | 64.62 tok/sEstimated Auto-generated benchmark | 4GB |
| apple/OpenELM-1_1B-Instruct | Q8 | 64.48 tok/sEstimated Auto-generated benchmark | 1GB |
| nari-labs/Dia2-2B | Q8 | 64.48 tok/sEstimated Auto-generated benchmark | 3GB |
| OpenPipe/Qwen3-14B-Instruct | Q4 | 64.43 tok/sEstimated Auto-generated benchmark | 7GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | 63.97 tok/sEstimated Auto-generated benchmark | 5GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | 63.89 tok/sEstimated Auto-generated benchmark | 1GB |
| HuggingFaceH4/zephyr-7b-beta | Q8 | 63.57 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Base | Q8 | 63.52 tok/sEstimated Auto-generated benchmark | 4GB |
| parler-tts/parler-tts-large-v1 | Q8 | 63.47 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-v0.1 | Q8 | 63.34 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-2-13b-chat-hf | Q4 | 63.19 tok/sEstimated Auto-generated benchmark | 7GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q8 | 63.12 tok/sEstimated Auto-generated benchmark | 9GB |
| IlyaGusev/saiga_llama3_8b | Q8 | 62.91 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 62.87 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-3B-Instruct | Q8 | 62.84 tok/sEstimated Auto-generated benchmark | 3GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q8 | 62.66 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-1.5B-Instruct | Q8 | 62.52 tok/sEstimated Auto-generated benchmark | 5GB |
| facebook/sam3 | Q8 | 62.50 tok/sEstimated Auto-generated benchmark | 1GB |
| skt/kogpt2-base-v2 | Q8 | 62.36 tok/sEstimated Auto-generated benchmark | 7GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q8 | 62.36 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B | Q8 | 62.31 tok/sEstimated Auto-generated benchmark | 6GB |
| rednote-hilab/dots.ocr | Q8 | 62.31 tok/sEstimated Auto-generated benchmark | 7GB |
| allenai/Olmo-3-7B-Think | Q8 | 62.29 tok/sEstimated Auto-generated benchmark | 8GB |
| microsoft/Phi-4-multimodal-instruct | Q8 | 62.28 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-8B | Q8 | 61.84 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1 | Q8 | 61.84 tok/sEstimated Auto-generated benchmark | 7GB |
| tencent/HunyuanVideo-1.5 | Q8 | 61.83 tok/sEstimated Auto-generated benchmark | 8GB |
| ai-forever/ruGPT-3.5-13B | Q4 | 61.77 tok/sEstimated Auto-generated benchmark | 7GB |
| EleutherAI/pythia-70m-deduped | Q8 | 61.74 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-14B | Q4 | 61.73 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-0.6B-Base | Q8 | 61.33 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/DeepSeek-R1-0528 | Q8 | 61.30 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 61.27 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Base | Q8 | 61.14 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q8 | 61.08 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q8 | 61.05 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q8 | 61.02 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/VibeVoice-1.5B | Q8 | 61.01 tok/sEstimated Auto-generated benchmark | 5GB |
| rinna/japanese-gpt-neox-small | Q8 | 60.96 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 60.95 tok/sEstimated Auto-generated benchmark | 3GB |
| zai-org/GLM-4.5-Air | Q8 | 60.71 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Coder-1.5B | Q8 | 60.35 tok/sEstimated Auto-generated benchmark | 5GB |
| vikhyatk/moondream2 | Q8 | 60.35 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q8 | 60.27 tok/sEstimated Auto-generated benchmark | 4GB |
| sshleifer/tiny-gpt2 | Q8 | 60.25 tok/sEstimated Auto-generated benchmark | 7GB |
| numind/NuExtract-1.5 | Q8 | 60.24 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q4 | 60.23 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-14B-Base | Q4 | 60.20 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/phi-2 | Q8 | 59.99 tok/sEstimated Auto-generated benchmark | 7GB |
| black-forest-labs/FLUX.1-dev | Q8 | 59.88 tok/sEstimated Auto-generated benchmark | 8GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q8 | 59.78 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-docling-258M | Q8 | 59.72 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3.1 | Q8 | 59.67 tok/sEstimated Auto-generated benchmark | 7GB |
| petals-team/StableBeluga2 | Q8 | 59.59 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B-Base | Q8 | 59.57 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Math-1.5B | Q8 | 59.47 tok/sEstimated Auto-generated benchmark | 5GB |
| HuggingFaceTB/SmolLM2-135M | Q8 | 59.36 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-8B | Q8 | 59.14 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2-7B-Instruct | Q8 | 59.11 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B-Instruct | Q8 | 59.05 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 59.00 tok/sEstimated Auto-generated benchmark | 4GB |
| llamafactory/tiny-random-Llama-3 | Q8 | 58.91 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-2-7b-chat-hf | Q8 | 58.89 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B | Q8 | 58.88 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q8 | 58.85 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q8 | 58.77 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceTB/SmolLM-135M | Q8 | 58.70 tok/sEstimated Auto-generated benchmark | 7GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q8 | 58.67 tok/sEstimated Auto-generated benchmark | 5GB |
| openai-community/gpt2-xl | Q8 | 58.44 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 58.42 tok/sEstimated Auto-generated benchmark | 9GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q8 | 58.28 tok/sEstimated Auto-generated benchmark | 7GB |
| google/gemma-3-270m-it | Q8 | 58.21 tok/sEstimated Auto-generated benchmark | 7GB |
| liuhaotian/llava-v1.5-7b | Q8 | 58.14 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-4-mini-instruct | Q8 | 58.07 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3-mini-4k-instruct | Q8 | 58.05 tok/sEstimated Auto-generated benchmark | 7GB |
| huggyllama/llama-7b | Q8 | 57.79 tok/sEstimated Auto-generated benchmark | 7GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q8 | 57.78 tok/sEstimated Auto-generated benchmark | 5GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q8 | 57.77 tok/sEstimated Auto-generated benchmark | 9GB |
| openai-community/gpt2 | Q8 | 57.64 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B | Q8 | 57.63 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-8B | Q8 | 57.50 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q8 | 57.44 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-V3 | Q8 | 57.41 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-2-7b-hf | Q8 | 57.33 tok/sEstimated Auto-generated benchmark | 7GB |
| dicta-il/dictalm2.0-instruct | Q8 | 57.29 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | 57.28 tok/sEstimated Auto-generated benchmark | 9GB |
| openai-community/gpt2-large | Q8 | 57.19 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3-0324 | Q8 | 57.10 tok/sEstimated Auto-generated benchmark | 7GB |
| lmsys/vicuna-7b-v1.5 | Q8 | 56.92 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-0.6B | Q8 | 56.73 tok/sEstimated Auto-generated benchmark | 6GB |
| microsoft/phi-4 | Q8 | 56.73 tok/sEstimated Auto-generated benchmark | 7GB |
| MiniMaxAI/MiniMax-M2 | Q8 | 56.71 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 56.66 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen2.5-14B | Q4 | 56.65 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 56.27 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B | Q8 | 56.25 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2-medium | Q8 | 55.90 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | 55.90 tok/sEstimated Auto-generated benchmark | 5GB |
| ibm-granite/granite-3.3-8b-instruct | Q8 | 55.85 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2-0.5B | Q8 | 55.83 tok/sEstimated Auto-generated benchmark | 5GB |
| google/gemma-2-9b-it | Q4 | 55.81 tok/sEstimated Auto-generated benchmark | 5GB |
| facebook/opt-125m | Q8 | 55.77 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q8 | 55.74 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q8 | 55.69 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-4B | Q8 | 55.62 tok/sEstimated Auto-generated benchmark | 4GB |
| distilbert/distilgpt2 | Q8 | 55.60 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q8 | 55.48 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-3.5-vision-instruct | Q8 | 55.45 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Reranker-0.6B | Q8 | 55.35 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen3-8B-Base | Q8 | 55.25 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q8 | 55.16 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/DialoGPT-small | Q8 | 55.15 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3-mini-128k-instruct | Q8 | 55.04 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q8 | 55.03 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen-Image-Edit-2509 | Q8 | 54.90 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen2.5-1.5B | Q8 | 54.75 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-3.1-8B | Q8 | 54.40 tok/sEstimated Auto-generated benchmark | 9GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q8 | 54.21 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/DialoGPT-medium | Q8 | 54.12 tok/sEstimated Auto-generated benchmark | 7GB |
| GSAI-ML/LLaDA-8B-Instruct | Q8 | 54.07 tok/sEstimated Auto-generated benchmark | 9GB |
| hmellor/tiny-random-LlamaForCausalLM | Q8 | 53.88 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q8 | 53.85 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | 53.82 tok/sEstimated Auto-generated benchmark | 5GB |
| Tongyi-MAI/Z-Image-Turbo | Q8 | 53.74 tok/sEstimated Auto-generated benchmark | 8GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q8 | 53.50 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-0.5B | Q8 | 53.47 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 53.32 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q8 | 53.19 tok/sEstimated Auto-generated benchmark | 7GB |
| EleutherAI/gpt-neo-125m | Q8 | 52.92 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 52.79 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q8 | 52.74 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.2-dev | Q8 | 52.66 tok/sEstimated Auto-generated benchmark | 8GB |
| zai-org/GLM-4.6-FP8 | Q8 | 52.57 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q8 | 52.43 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-8B-FP8 | Q8 | 52.36 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q8 | 52.33 tok/sEstimated Auto-generated benchmark | 9GB |
| BSC-LT/salamandraTA-7b-instruct | Q8 | 52.31 tok/sEstimated Auto-generated benchmark | 7GB |
| bigscience/bloomz-560m | Q8 | 52.13 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Meta-Llama-3-8B | Q8 | 52.11 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q4 | 49.02 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q4 | 47.75 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q4 | 47.36 tok/sEstimated Auto-generated benchmark | 15GB |
| EssentialAI/rnj-1 | Q8 | 47.34 tok/sEstimated Auto-generated benchmark | 10GB |
| ai-forever/ruGPT-3.5-13B | Q8 | 47.07 tok/sEstimated Auto-generated benchmark | 13GB |
| Qwen/Qwen3-30B-A3B | Q4 | 46.93 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-2-9b-it | Q8 | 46.74 tok/sEstimated Auto-generated benchmark | 10GB |
| microsoft/Phi-3-medium-128k-instruct | Q8 | 46.71 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen2.5-14B | Q8 | 46.50 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen3-14B | Q8 | 45.85 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen3-14B-Base | Q8 | 45.30 tok/sEstimated Auto-generated benchmark | 14GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q4 | 45.19 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-Small-Instruct-2409 | Q4 | 44.99 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 44.94 tok/sEstimated Auto-generated benchmark | 15GB |
| openai/gpt-oss-20b | Q4 | 44.26 tok/sEstimated Auto-generated benchmark | 10GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q4 | 44.19 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-13b-chat-hf | Q8 | 43.77 tok/sEstimated Auto-generated benchmark | 13GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | 43.71 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q4 | 43.34 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q4 | 43.31 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q4 | 43.02 tok/sEstimated Auto-generated benchmark | 10GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 42.62 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/gpt-oss-20b-BF16 | Q4 | 42.58 tok/sEstimated Auto-generated benchmark | 10GB |
| openai/gpt-oss-safeguard-20b | Q4 | 42.56 tok/sEstimated Auto-generated benchmark | 11GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | 41.43 tok/sEstimated Auto-generated benchmark | 10GB |
| google/embeddinggemma-300m | FP16 | 41.38 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-3-1b-it | FP16 | 41.31 tok/sEstimated Auto-generated benchmark | 2GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q8 | 41.13 tok/sEstimated Auto-generated benchmark | 10GB |
| unsloth/gemma-3-1b-it | FP16 | 41.03 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2-27b-it | Q4 | 40.92 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 40.88 tok/sEstimated Auto-generated benchmark | 14GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q8 | 40.85 tok/sEstimated Auto-generated benchmark | 16GB |
| OpenPipe/Qwen3-14B-Instruct | Q8 | 40.83 tok/sEstimated Auto-generated benchmark | 14GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | FP16 | 40.72 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 40.57 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-3.2-3B | FP16 | 40.36 tok/sEstimated Auto-generated benchmark | 6GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q8 | 39.94 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-3B | FP16 | 39.82 tok/sEstimated Auto-generated benchmark | 6GB |
| allenai/OLMo-2-0425-1B | FP16 | 39.61 tok/sEstimated Auto-generated benchmark | 2GB |
| apple/OpenELM-1_1B-Instruct | FP16 | 39.35 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/DeepSeek-OCR | FP16 | 39.31 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/Llama-3.2-3B-Instruct | FP16 | 39.11 tok/sEstimated Auto-generated benchmark | 6GB |
| google-t5/t5-3b | FP16 | 39.10 tok/sEstimated Auto-generated benchmark | 6GB |
| LiquidAI/LFM2-1.2B | FP16 | 38.82 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-1B-Instruct | FP16 | 38.46 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2-2b-it | FP16 | 38.26 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-research/PowerMoE-3b | FP16 | 38.02 tok/sEstimated Auto-generated benchmark | 6GB |
| facebook/sam3 | FP16 | 37.90 tok/sEstimated Auto-generated benchmark | 2GB |
| nari-labs/Dia2-2B | FP16 | 37.90 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-3B-Instruct | FP16 | 37.63 tok/sEstimated Auto-generated benchmark | 6GB |
| unsloth/Llama-3.2-1B-Instruct | FP16 | 37.54 tok/sEstimated Auto-generated benchmark | 2GB |
| bigcode/starcoder2-3b | FP16 | 37.46 tok/sEstimated Auto-generated benchmark | 6GB |
| google-bert/bert-base-uncased | FP16 | 37.05 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-Guard-3-1B | FP16 | 37.01 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | FP16 | 36.97 tok/sEstimated Auto-generated benchmark | 2GB |
| WeiboAI/VibeThinker-1.5B | FP16 | 36.74 tok/sEstimated Auto-generated benchmark | 4GB |
| inference-net/Schematron-3B | FP16 | 36.22 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | FP16 | 36.21 tok/sEstimated Auto-generated benchmark | 6GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | 35.29 tok/sEstimated Auto-generated benchmark | 2GB |
| mistralai/Mistral-7B-Instruct-v0.1 | FP16 | 34.54 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | FP16 | 34.48 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-30B-A3B | Q8 | 34.46 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2-0.5B | FP16 | 34.33 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2-7B-Instruct | FP16 | 34.24 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-2b | FP16 | 34.10 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-3.3-2b-instruct | FP16 | 34.08 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanOCR | FP16 | 34.06 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | FP16 | 34.03 tok/sEstimated Auto-generated benchmark | 17GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | FP16 | 34.01 tok/sEstimated Auto-generated benchmark | 15GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | FP16 | 33.99 tok/sEstimated Auto-generated benchmark | 17GB |
| Gensyn/Qwen2.5-0.5B-Instruct | FP16 | 33.91 tok/sEstimated Auto-generated benchmark | 11GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 33.89 tok/sEstimated Auto-generated benchmark | 8GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | FP16 | 33.87 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | FP16 | 33.85 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 33.81 tok/sEstimated Auto-generated benchmark | 7GB |
| black-forest-labs/FLUX.1-dev | FP16 | 33.78 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen-Image-Edit-2509 | FP16 | 33.77 tok/sEstimated Auto-generated benchmark | 16GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 33.77 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | FP16 | 33.66 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q8 | 33.60 tok/sEstimated Auto-generated benchmark | 20GB |
| Tongyi-MAI/Z-Image-Turbo | FP16 | 33.59 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/Phi-4-mini-instruct | FP16 | 33.51 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V3.1 | FP16 | 33.45 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-Guard-3-8B | FP16 | 33.40 tok/sEstimated Auto-generated benchmark | 17GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | FP16 | 33.36 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q8 | 33.34 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen3-8B-Base | FP16 | 33.31 tok/sEstimated Auto-generated benchmark | 17GB |
| openai-community/gpt2 | FP16 | 33.22 tok/sEstimated Auto-generated benchmark | 15GB |
| vikhyatk/moondream2 | FP16 | 33.18 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q8 | 33.17 tok/sEstimated Auto-generated benchmark | 31GB |
| parler-tts/parler-tts-large-v1 | FP16 | 32.97 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | 32.88 tok/sEstimated Auto-generated benchmark | 11GB |
| GSAI-ML/LLaDA-8B-Base | FP16 | 32.86 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2-0.5B-Instruct | FP16 | 32.86 tok/sEstimated Auto-generated benchmark | 11GB |
| IlyaGusev/saiga_llama3_8b | FP16 | 32.82 tok/sEstimated Auto-generated benchmark | 17GB |
| bigscience/bloomz-560m | FP16 | 32.80 tok/sEstimated Auto-generated benchmark | 15GB |
| hmellor/tiny-random-LlamaForCausalLM | FP16 | 32.78 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | FP16 | 32.76 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q8 | 32.73 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen3-4B | FP16 | 32.72 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/VibeVoice-1.5B | FP16 | 32.62 tok/sEstimated Auto-generated benchmark | 11GB |
| openai-community/gpt2-xl | FP16 | 32.59 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-7b-chat-hf | FP16 | 32.59 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceTB/SmolLM2-135M | FP16 | 32.56 tok/sEstimated Auto-generated benchmark | 15GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | FP16 | 32.47 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | FP16 | 32.46 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-Coder-1.5B | FP16 | 32.43 tok/sEstimated Auto-generated benchmark | 11GB |
| openai-community/gpt2-large | FP16 | 32.39 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/phi-4 | FP16 | 32.34 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-0.5B | FP16 | 32.33 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | FP16 | 32.08 tok/sEstimated Auto-generated benchmark | 9GB |
| distilbert/distilgpt2 | FP16 | 32.08 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | 32.01 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 31.98 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/phi-2 | FP16 | 31.93 tok/sEstimated Auto-generated benchmark | 15GB |
| rinna/japanese-gpt-neox-small | FP16 | 31.92 tok/sEstimated Auto-generated benchmark | 15GB |
| ibm-granite/granite-docling-258M | FP16 | 31.86 tok/sEstimated Auto-generated benchmark | 15GB |
| rednote-hilab/dots.ocr | FP16 | 31.81 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V2.5 | Q4 | 31.68 tok/sEstimated Auto-generated benchmark | 328GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q8 | 31.66 tok/sEstimated Auto-generated benchmark | 31GB |
| llamafactory/tiny-random-Llama-3 | FP16 | 31.63 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q8 | 31.60 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2.5-7B | FP16 | 31.57 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 31.56 tok/sEstimated Auto-generated benchmark | 16GB |
| mistralai/Mistral-Small-Instruct-2409 | Q8 | 31.46 tok/sEstimated Auto-generated benchmark | 23GB |
| meta-llama/Llama-3.1-8B | FP16 | 31.40 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-4B-Thinking-2507 | FP16 | 31.34 tok/sEstimated Auto-generated benchmark | 9GB |
| moonshotai/Kimi-K2-Thinking | Q4 | 31.33 tok/sEstimated Auto-generated benchmark | 489GB |
| google/gemma-3-270m-it | FP16 | 31.25 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2-1.5B-Instruct | FP16 | 31.21 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q8 | 31.12 tok/sEstimated Auto-generated benchmark | 31GB |
| petals-team/StableBeluga2 | FP16 | 31.10 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-Math-1.5B | FP16 | 31.09 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 31.08 tok/sEstimated Auto-generated benchmark | 15GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q4 | 31.06 tok/sEstimated Auto-generated benchmark | 34GB |
| zai-org/GLM-4.5-Air | FP16 | 31.02 tok/sEstimated Auto-generated benchmark | 15GB |
| EleutherAI/gpt-neo-125m | FP16 | 30.99 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q8 | 30.90 tok/sEstimated Auto-generated benchmark | 31GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 30.74 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-32B | Q4 | 30.73 tok/sEstimated Auto-generated benchmark | 16GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q8 | 30.73 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen3-Reranker-0.6B | FP16 | 30.65 tok/sEstimated Auto-generated benchmark | 13GB |
| GSAI-ML/LLaDA-8B-Instruct | FP16 | 30.60 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Embedding-8B | FP16 | 30.55 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-1.5B | FP16 | 30.47 tok/sEstimated Auto-generated benchmark | 11GB |
| unsloth/gpt-oss-20b-BF16 | Q8 | 30.45 tok/sEstimated Auto-generated benchmark | 20GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | FP16 | 30.43 tok/sEstimated Auto-generated benchmark | 15GB |
| skt/kogpt2-base-v2 | FP16 | 30.28 tok/sEstimated Auto-generated benchmark | 15GB |
| EleutherAI/pythia-70m-deduped | FP16 | 30.23 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B-Base | FP16 | 30.23 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-0528 | FP16 | 30.20 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceH4/zephyr-7b-beta | FP16 | 30.16 tok/sEstimated Auto-generated benchmark | 15GB |
| zai-org/GLM-4.6-FP8 | FP16 | 30.09 tok/sEstimated Auto-generated benchmark | 15GB |
| MiniMaxAI/MiniMax-M2 | FP16 | 30.08 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-4-multimodal-instruct | FP16 | 30.08 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-7B-Instruct-v0.2 | FP16 | 30.06 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Embedding-4B | FP16 | 30.04 tok/sEstimated Auto-generated benchmark | 9GB |
| google/gemma-2-27b-it | Q8 | 29.98 tok/sEstimated Auto-generated benchmark | 28GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q4 | 29.87 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-4B-Base | FP16 | 29.85 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1 | FP16 | 29.80 tok/sEstimated Auto-generated benchmark | 15GB |
| openai/gpt-oss-safeguard-20b | Q8 | 29.80 tok/sEstimated Auto-generated benchmark | 22GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q4 | 29.78 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | FP16 | 29.77 tok/sEstimated Auto-generated benchmark | 15GB |
| numind/NuExtract-1.5 | FP16 | 29.75 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | FP16 | 29.73 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceTB/SmolLM-135M | FP16 | 29.68 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3-mini-128k-instruct | FP16 | 29.61 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-medium | FP16 | 29.58 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 29.57 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-0.6B-Base | FP16 | 29.49 tok/sEstimated Auto-generated benchmark | 13GB |
| tencent/HunyuanVideo-1.5 | FP16 | 29.48 tok/sEstimated Auto-generated benchmark | 16GB |
| liuhaotian/llava-v1.5-7b | FP16 | 29.47 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V3 | FP16 | 29.39 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-0.6B | FP16 | 29.38 tok/sEstimated Auto-generated benchmark | 13GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | FP16 | 29.34 tok/sEstimated Auto-generated benchmark | 15GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | FP16 | 29.33 tok/sEstimated Auto-generated benchmark | 11GB |
| dicta-il/dictalm2.0-instruct | FP16 | 29.32 tok/sEstimated Auto-generated benchmark | 15GB |
| sshleifer/tiny-gpt2 | FP16 | 29.30 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | FP16 | 29.29 tok/sEstimated Auto-generated benchmark | 15GB |
| baichuan-inc/Baichuan-M2-32B | Q4 | 29.26 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-Embedding-0.6B | FP16 | 29.25 tok/sEstimated Auto-generated benchmark | 13GB |
| mistralai/Mistral-7B-v0.1 | FP16 | 29.24 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Instruct-2507 | FP16 | 29.20 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-3-mini-4k-instruct | FP16 | 29.16 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B | FP16 | 29.15 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/DialoGPT-medium | FP16 | 29.14 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Meta-Llama-3-8B | FP16 | 29.11 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-8B-FP8 | FP16 | 29.06 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/DialoGPT-small | FP16 | 29.03 tok/sEstimated Auto-generated benchmark | 15GB |
| ibm-granite/granite-3.3-8b-instruct | FP16 | 29.01 tok/sEstimated Auto-generated benchmark | 17GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q8 | 28.99 tok/sEstimated Auto-generated benchmark | 20GB |
| Qwen/Qwen3-8B | FP16 | 28.92 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/Phi-3.5-vision-instruct | FP16 | 28.90 tok/sEstimated Auto-generated benchmark | 15GB |
| openai/gpt-oss-20b | Q8 | 28.84 tok/sEstimated Auto-generated benchmark | 20GB |
| Qwen/Qwen2.5-0.5B-Instruct | FP16 | 28.75 tok/sEstimated Auto-generated benchmark | 11GB |
| BSC-LT/salamandraTA-7b-instruct | FP16 | 28.74 tok/sEstimated Auto-generated benchmark | 15GB |
| allenai/Olmo-3-7B-Think | FP16 | 28.67 tok/sEstimated Auto-generated benchmark | 16GB |
| deepseek-ai/DeepSeek-V3-0324 | FP16 | 28.62 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q4 | 28.57 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q4 | 28.55 tok/sEstimated Auto-generated benchmark | 34GB |
| codellama/CodeLlama-34b-hf | Q4 | 28.54 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | FP16 | 28.53 tok/sEstimated Auto-generated benchmark | 17GB |
| black-forest-labs/FLUX.2-dev | FP16 | 28.52 tok/sEstimated Auto-generated benchmark | 16GB |
| facebook/opt-125m | FP16 | 28.51 tok/sEstimated Auto-generated benchmark | 15GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | FP16 | 28.41 tok/sEstimated Auto-generated benchmark | 15GB |
| huggyllama/llama-7b | FP16 | 28.41 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-7b-hf | FP16 | 28.38 tok/sEstimated Auto-generated benchmark | 15GB |
| swiss-ai/Apertus-8B-Instruct-2509 | FP16 | 28.35 tok/sEstimated Auto-generated benchmark | 17GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q4 | 28.28 tok/sEstimated Auto-generated benchmark | 25GB |
| lmsys/vicuna-7b-v1.5 | FP16 | 28.28 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | 28.28 tok/sEstimated Auto-generated benchmark | 11GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q4 | 27.96 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-32B | Q4 | 27.96 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/QwQ-32B-Preview | Q4 | 27.83 tok/sEstimated Auto-generated benchmark | 17GB |
| 01-ai/Yi-1.5-34B-Chat | Q4 | 27.73 tok/sEstimated Auto-generated benchmark | 18GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q4 | 27.51 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 27.30 tok/sEstimated Auto-generated benchmark | 34GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q4 | 26.85 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 26.50 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/Phi-3-medium-128k-instruct | FP16 | 25.71 tok/sEstimated Auto-generated benchmark | 29GB |
| EssentialAI/rnj-1 | FP16 | 25.66 tok/sEstimated Auto-generated benchmark | 19GB |
| mistralai/Ministral-3-14B-Instruct-2512 | FP16 | 25.10 tok/sEstimated Auto-generated benchmark | 32GB |
| google/gemma-2-9b-it | FP16 | 24.64 tok/sEstimated Auto-generated benchmark | 20GB |
| ai-forever/ruGPT-3.5-13B | FP16 | 24.20 tok/sEstimated Auto-generated benchmark | 27GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 24.04 tok/sEstimated Auto-generated benchmark | 30GB |
| NousResearch/Hermes-3-Llama-3.1-8B | FP16 | 23.98 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-14B-Base | FP16 | 23.93 tok/sEstimated Auto-generated benchmark | 29GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | FP16 | 23.72 tok/sEstimated Auto-generated benchmark | 19GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q4 | 23.27 tok/sEstimated Auto-generated benchmark | 69GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 23.02 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 22.83 tok/sEstimated Auto-generated benchmark | 29GB |
| Qwen/Qwen2.5-14B | FP16 | 22.39 tok/sEstimated Auto-generated benchmark | 29GB |
| OpenPipe/Qwen3-14B-Instruct | FP16 | 22.31 tok/sEstimated Auto-generated benchmark | 29GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q8 | 22.26 tok/sEstimated Auto-generated benchmark | 68GB |
| meta-llama/Llama-2-13b-chat-hf | FP16 | 21.91 tok/sEstimated Auto-generated benchmark | 27GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 21.90 tok/sEstimated Auto-generated benchmark | 68GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q8 | 21.89 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen3-14B | FP16 | 21.73 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q8 | 21.55 tok/sEstimated Auto-generated benchmark | 68GB |
| codellama/CodeLlama-34b-hf | Q8 | 21.46 tok/sEstimated Auto-generated benchmark | 35GB |
| 01-ai/Yi-1.5-34B-Chat | Q8 | 21.33 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q8 | 20.70 tok/sEstimated Auto-generated benchmark | 34GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q8 | 20.32 tok/sEstimated Auto-generated benchmark | 33GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 19.92 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen2.5-32B | Q8 | 19.86 tok/sEstimated Auto-generated benchmark | 33GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q8 | 19.65 tok/sEstimated Auto-generated benchmark | 33GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q8 | 19.65 tok/sEstimated Auto-generated benchmark | 50GB |
| baichuan-inc/Baichuan-M2-32B | Q8 | 19.61 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 19.20 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 19.14 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/QwQ-32B-Preview | Q8 | 19.08 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-30B-A3B | FP16 | 18.90 tok/sEstimated Auto-generated benchmark | 61GB |
| moonshotai/Kimi-K2-Thinking | Q8 | 18.81 tok/sEstimated Auto-generated benchmark | 978GB |
| Qwen/Qwen3-32B | Q8 | 18.72 tok/sEstimated Auto-generated benchmark | 33GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q8 | 18.71 tok/sEstimated Auto-generated benchmark | 68GB |
| deepseek-ai/DeepSeek-V2.5 | Q8 | 18.58 tok/sEstimated Auto-generated benchmark | 656GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q8 | 18.56 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | FP16 | 18.56 tok/sEstimated Auto-generated benchmark | 61GB |
| google/gemma-2-27b-it | FP16 | 18.40 tok/sEstimated Auto-generated benchmark | 56GB |
| openai/gpt-oss-20b | FP16 | 18.27 tok/sEstimated Auto-generated benchmark | 41GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | FP16 | 18.10 tok/sEstimated Auto-generated benchmark | 41GB |
| unsloth/gpt-oss-20b-BF16 | FP16 | 18.07 tok/sEstimated Auto-generated benchmark | 41GB |
| mistralai/Mistral-Large-Instruct-2411 | Q4 | 18.02 tok/sEstimated Auto-generated benchmark | 60GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | FP16 | 17.95 tok/sEstimated Auto-generated benchmark | 61GB |
| openai/gpt-oss-120b | Q4 | 17.84 tok/sEstimated Auto-generated benchmark | 59GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q4 | 17.82 tok/sEstimated Auto-generated benchmark | 34GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q4 | 17.72 tok/sEstimated Auto-generated benchmark | 44GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | FP16 | 17.52 tok/sEstimated Auto-generated benchmark | 41GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | FP16 | 17.46 tok/sEstimated Auto-generated benchmark | 61GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | FP16 | 17.32 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | FP16 | 17.24 tok/sEstimated Auto-generated benchmark | 61GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q4 | 17.20 tok/sEstimated Auto-generated benchmark | 34GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | FP16 | 17.11 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 17.07 tok/sEstimated Auto-generated benchmark | 35GB |
| AI-MO/Kimina-Prover-72B | Q4 | 16.93 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q4 | 16.82 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q4 | 16.74 tok/sEstimated Auto-generated benchmark | 39GB |
| openai/gpt-oss-safeguard-20b | FP16 | 16.74 tok/sEstimated Auto-generated benchmark | 44GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q4 | 16.66 tok/sEstimated Auto-generated benchmark | 39GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 16.52 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 16.41 tok/sEstimated Auto-generated benchmark | 36GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 16.27 tok/sEstimated Auto-generated benchmark | 34GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | FP16 | 16.05 tok/sEstimated Auto-generated benchmark | 61GB |
| mistralai/Mistral-Small-Instruct-2409 | FP16 | 15.87 tok/sEstimated Auto-generated benchmark | 46GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | FP16 | 15.76 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q4 | 15.66 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q4 | 15.12 tok/sEstimated Auto-generated benchmark | 36GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q8 | 14.20 tok/sEstimated Auto-generated benchmark | 138GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q4 | 13.11 tok/sEstimated Auto-generated benchmark | 115GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 12.63 tok/sEstimated Auto-generated benchmark | 71GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q8 | 12.58 tok/sEstimated Auto-generated benchmark | 88GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 12.57 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q8 | 12.50 tok/sEstimated Auto-generated benchmark | 78GB |
| mistralai/Mistral-Large-Instruct-2411 | Q8 | 12.43 tok/sEstimated Auto-generated benchmark | 120GB |
| deepseek-ai/DeepSeek-Math-V2 | Q4 | 12.37 tok/sEstimated Auto-generated benchmark | 383GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 12.32 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q8 | 12.16 tok/sEstimated Auto-generated benchmark | 78GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q8 | 12.10 tok/sEstimated Auto-generated benchmark | 69GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | FP16 | 12.07 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen3-32B | FP16 | 12.05 tok/sEstimated Auto-generated benchmark | 66GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q8 | 11.95 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 11.88 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | FP16 | 11.82 tok/sEstimated Auto-generated benchmark | 67GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 11.76 tok/sEstimated Auto-generated benchmark | 137GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q8 | 11.62 tok/sEstimated Auto-generated benchmark | 71GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 11.58 tok/sEstimated Auto-generated benchmark | 66GB |
| AI-MO/Kimina-Prover-72B | Q8 | 11.56 tok/sEstimated Auto-generated benchmark | 70GB |
| openai/gpt-oss-120b | Q8 | 11.55 tok/sEstimated Auto-generated benchmark | 117GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q8 | 11.43 tok/sEstimated Auto-generated benchmark | 78GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q8 | 11.41 tok/sEstimated Auto-generated benchmark | 78GB |
| deepseek-ai/DeepSeek-V2.5 | FP16 | 11.40 tok/sEstimated Auto-generated benchmark | 1312GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | FP16 | 11.38 tok/sEstimated Auto-generated benchmark | 101GB |
| moonshotai/Kimi-K2-Thinking | FP16 | 11.09 tok/sEstimated Auto-generated benchmark | 1956GB |
| deepseek-ai/deepseek-coder-33b-instruct | FP16 | 11.01 tok/sEstimated Auto-generated benchmark | 68GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | FP16 | 10.94 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen3-235B-A22B | Q4 | 10.77 tok/sEstimated Auto-generated benchmark | 115GB |
| meta-llama/Meta-Llama-3-70B-Instruct | FP16 | 10.77 tok/sEstimated Auto-generated benchmark | 137GB |
| 01-ai/Yi-1.5-34B-Chat | FP16 | 10.72 tok/sEstimated Auto-generated benchmark | 70GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | FP16 | 10.71 tok/sEstimated Auto-generated benchmark | 137GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | FP16 | 10.61 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 10.56 tok/sEstimated Auto-generated benchmark | 67GB |
| Qwen/Qwen2.5-32B | FP16 | 10.50 tok/sEstimated Auto-generated benchmark | 66GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | FP16 | 10.42 tok/sEstimated Auto-generated benchmark | 137GB |
| baichuan-inc/Baichuan-M2-32B | FP16 | 10.42 tok/sEstimated Auto-generated benchmark | 66GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 10.40 tok/sEstimated Auto-generated benchmark | 137GB |
| codellama/CodeLlama-34b-hf | FP16 | 10.38 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/QwQ-32B-Preview | FP16 | 10.30 tok/sEstimated Auto-generated benchmark | 67GB |
| MiniMaxAI/MiniMax-VL-01 | Q4 | 10.22 tok/sEstimated Auto-generated benchmark | 256GB |
| MiniMaxAI/MiniMax-M1-40k | Q4 | 9.94 tok/sEstimated Auto-generated benchmark | 255GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | 9.17 tok/sEstimated Auto-generated benchmark | 378GB |
| deepseek-ai/DeepSeek-Math-V2 | Q8 | 8.59 tok/sEstimated Auto-generated benchmark | 766GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | FP16 | 8.23 tok/sEstimated Auto-generated benchmark | 275GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q8 | 7.97 tok/sEstimated Auto-generated benchmark | 231GB |
| Qwen/Qwen3-235B-A22B | Q8 | 7.59 tok/sEstimated Auto-generated benchmark | 230GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | 7.36 tok/sEstimated Auto-generated benchmark | 755GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 6.84 tok/sEstimated Auto-generated benchmark | 142GB |
| mistralai/Mistral-Large-Instruct-2411 | FP16 | 6.81 tok/sEstimated Auto-generated benchmark | 240GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 6.65 tok/sEstimated Auto-generated benchmark | 141GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | FP16 | 6.63 tok/sEstimated Auto-generated benchmark | 156GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 6.51 tok/sEstimated Auto-generated benchmark | 138GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | 6.49 tok/sEstimated Auto-generated benchmark | 176GB |
| MiniMaxAI/MiniMax-M1-40k | Q8 | 6.45 tok/sEstimated Auto-generated benchmark | 510GB |
| Qwen/Qwen2.5-Math-72B-Instruct | FP16 | 6.41 tok/sEstimated Auto-generated benchmark | 142GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | FP16 | 6.37 tok/sEstimated Auto-generated benchmark | 156GB |
| MiniMaxAI/MiniMax-VL-01 | Q8 | 6.37 tok/sEstimated Auto-generated benchmark | 511GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | FP16 | 6.21 tok/sEstimated Auto-generated benchmark | 156GB |
| openai/gpt-oss-120b | FP16 | 6.20 tok/sEstimated Auto-generated benchmark | 235GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | FP16 | 6.12 tok/sEstimated Auto-generated benchmark | 138GB |
| NousResearch/Hermes-3-Llama-3.1-70B | FP16 | 5.96 tok/sEstimated Auto-generated benchmark | 138GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | FP16 | 5.87 tok/sEstimated Auto-generated benchmark | 156GB |
| AI-MO/Kimina-Prover-72B | FP16 | 5.71 tok/sEstimated Auto-generated benchmark | 141GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 5.66 tok/sEstimated Auto-generated benchmark | 138GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | FP16 | 4.86 tok/sEstimated Auto-generated benchmark | 461GB |
| deepseek-ai/DeepSeek-Math-V2 | FP16 | 4.79 tok/sEstimated Auto-generated benchmark | 1532GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | 4.01 tok/sEstimated Auto-generated benchmark | 1509GB |
| MiniMaxAI/MiniMax-M1-40k | FP16 | 3.92 tok/sEstimated Auto-generated benchmark | 1020GB |
| Qwen/Qwen3-235B-A22B | FP16 | 3.61 tok/sEstimated Auto-generated benchmark | 460GB |
| MiniMaxAI/MiniMax-VL-01 | FP16 | 3.55 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 |
|---|---|---|---|---|
| EssentialAI/rnj-1 | FP16 | Not supported | 25.66 tok/sEstimated | 19GB (have 16GB) |
| EssentialAI/rnj-1 | Q8 | Fits comfortably | 47.34 tok/sEstimated | 10GB (have 16GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | Not supported | 9.17 tok/sEstimated | 378GB (have 16GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | Not supported | 7.36 tok/sEstimated | 755GB (have 16GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | Not supported | 4.01 tok/sEstimated | 1509GB (have 16GB) |
| EssentialAI/rnj-1 | Q4 | Fits comfortably | 67.85 tok/sEstimated | 5GB (have 16GB) |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | Fits comfortably | 81.02 tok/sEstimated | 4GB (have 16GB) |
| Gensyn/Qwen2.5-0.5B-Instruct | FP16 | Fits comfortably | 33.91 tok/sEstimated | 11GB (have 16GB) |
| openai-community/gpt2 | FP16 | Fits (tight) | 33.22 tok/sEstimated | 15GB (have 16GB) |
| openai/gpt-oss-20b | Q8 | Not supported | 28.84 tok/sEstimated | 20GB (have 16GB) |
| openai/gpt-oss-20b | FP16 | Not supported | 18.27 tok/sEstimated | 41GB (have 16GB) |
| google/gemma-3-1b-it | Q4 | Fits comfortably | 105.34 tok/sEstimated | 1GB (have 16GB) |
| google/gemma-3-1b-it | Q8 | Fits comfortably | 66.34 tok/sEstimated | 1GB (have 16GB) |
| google/gemma-3-1b-it | FP16 | Fits comfortably | 41.31 tok/sEstimated | 2GB (have 16GB) |
| openai/gpt-oss-20b | Q4 | Fits comfortably | 44.26 tok/sEstimated | 10GB (have 16GB) |
| Gensyn/Qwen2.5-0.5B-Instruct | Q8 | Fits comfortably | 58.67 tok/sEstimated | 5GB (have 16GB) |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | Fits comfortably | 32.88 tok/sEstimated | 11GB (have 16GB) |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | Fits comfortably | 55.90 tok/sEstimated | 5GB (have 16GB) |
| facebook/opt-125m | Q4 | Fits comfortably | 90.20 tok/sEstimated | 4GB (have 16GB) |
| facebook/opt-125m | Q8 | Fits comfortably | 55.77 tok/sEstimated | 7GB (have 16GB) |
| facebook/opt-125m | FP16 | Fits (tight) | 28.51 tok/sEstimated | 15GB (have 16GB) |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | Fits comfortably | 63.89 tok/sEstimated | 1GB (have 16GB) |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | Fits comfortably | 35.29 tok/sEstimated | 2GB (have 16GB) |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q4 | Fits comfortably | 76.56 tok/sEstimated | 4GB (have 16GB) |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q8 | Fits comfortably | 55.03 tok/sEstimated | 7GB (have 16GB) |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | FP16 | Fits (tight) | 30.43 tok/sEstimated | 15GB (have 16GB) |
| Qwen/Qwen3-4B-Instruct-2507 | Q4 | Fits comfortably | 84.82 tok/sEstimated | 2GB (have 16GB) |
| Qwen/Qwen3-4B-Instruct-2507 | Q8 | Fits comfortably | 60.27 tok/sEstimated | 4GB (have 16GB) |
| Qwen/Qwen3-4B-Instruct-2507 | FP16 | Fits comfortably | 29.20 tok/sEstimated | 9GB (have 16GB) |
| meta-llama/Llama-3.2-1B-Instruct | Q4 | Fits comfortably | 91.67 tok/sEstimated | 1GB (have 16GB) |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | Not supported | 33.77 tok/sEstimated | 17GB (have 16GB) |
| meta-llama/Llama-3.2-1B | FP16 | Fits comfortably | 36.97 tok/sEstimated | 2GB (have 16GB) |
| meta-llama/Llama-3.2-1B | Q8 | Fits comfortably | 70.67 tok/sEstimated | 1GB (have 16GB) |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | Fits comfortably | 78.32 tok/sEstimated | 3GB (have 16GB) |
| meta-llama/Meta-Llama-3-8B | Q4 | Fits comfortably | 75.03 tok/sEstimated | 4GB (have 16GB) |
| meta-llama/Meta-Llama-3-8B | Q8 | Fits comfortably | 52.11 tok/sEstimated | 9GB (have 16GB) |
| meta-llama/Meta-Llama-3-8B | FP16 | Not supported | 29.11 tok/sEstimated | 17GB (have 16GB) |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q4 | Fits comfortably | 80.74 tok/sEstimated | 4GB (have 16GB) |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | FP16 | Not supported | 34.03 tok/sEstimated | 17GB (have 16GB) |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | Not supported | 19.92 tok/sEstimated | 68GB (have 16GB) |
| Qwen/Qwen3-Embedding-8B | Q4 | Fits comfortably | 84.09 tok/sEstimated | 4GB (have 16GB) |
| Qwen/Qwen3-14B | Q8 | Fits comfortably | 45.85 tok/sEstimated | 14GB (have 16GB) |
| Qwen/Qwen2.5-7B | Q4 | Fits comfortably | 74.73 tok/sEstimated | 4GB (have 16GB) |
| deepseek-ai/deepseek-coder-1.3b-instruct | FP16 | Fits comfortably | 36.21 tok/sEstimated | 6GB (have 16GB) |
| Qwen/Qwen3-32B | Q4 | Fits (tight) | 30.73 tok/sEstimated | 16GB (have 16GB) |
| Qwen/Qwen3-32B | Q8 | Not supported | 18.72 tok/sEstimated | 33GB (have 16GB) |
| Qwen/Qwen3-32B | FP16 | Not supported | 12.05 tok/sEstimated | 66GB (have 16GB) |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q4 | Not supported | 16.66 tok/sEstimated | 39GB (have 16GB) |
| allenai/OLMo-2-0425-1B | FP16 | Fits comfortably | 39.61 tok/sEstimated | 2GB (have 16GB) |
| microsoft/Phi-3-mini-4k-instruct | Q4 | Fits comfortably | 86.74 tok/sEstimated | 4GB (have 16GB) |
| microsoft/Phi-3-mini-4k-instruct | Q8 | Fits comfortably | 58.05 tok/sEstimated | 7GB (have 16GB) |
| Qwen/Qwen3-1.7B | Q8 | Fits comfortably | 58.88 tok/sEstimated | 7GB (have 16GB) |
| Qwen/Qwen3-1.7B | FP16 | Fits (tight) | 29.15 tok/sEstimated | 15GB (have 16GB) |
| Qwen/Qwen3-4B | Q4 | Fits comfortably | 90.15 tok/sEstimated | 2GB (have 16GB) |
| Qwen/Qwen3-4B | Q8 | Fits comfortably | 57.63 tok/sEstimated | 4GB (have 16GB) |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | Fits (tight) | 43.71 tok/sEstimated | 15GB (have 16GB) |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q8 | Not supported | 32.73 tok/sEstimated | 31GB (have 16GB) |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | FP16 | Not supported | 17.95 tok/sEstimated | 61GB (have 16GB) |
| google-t5/t5-3b | Q4 | Fits comfortably | 99.63 tok/sEstimated | 2GB (have 16GB) |
| google-t5/t5-3b | Q8 | Fits comfortably | 74.85 tok/sEstimated | 3GB (have 16GB) |
| google-t5/t5-3b | FP16 | Fits comfortably | 39.10 tok/sEstimated | 6GB (have 16GB) |
| rednote-hilab/dots.ocr | Q4 | Fits comfortably | 85.38 tok/sEstimated | 4GB (have 16GB) |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | Not supported | 32.01 tok/sEstimated | 17GB (have 16GB) |
| Qwen/Qwen3-Reranker-0.6B | Q4 | Fits comfortably | 81.43 tok/sEstimated | 3GB (have 16GB) |
| meta-llama/Llama-3.2-1B | Q4 | Fits comfortably | 93.24 tok/sEstimated | 1GB (have 16GB) |
| rednote-hilab/dots.ocr | FP16 | Fits (tight) | 31.81 tok/sEstimated | 15GB (have 16GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | Fits comfortably | 87.39 tok/sEstimated | 3GB (have 16GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | Fits comfortably | 53.82 tok/sEstimated | 5GB (have 16GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | Fits comfortably | 28.28 tok/sEstimated | 11GB (have 16GB) |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | Fits comfortably | 41.43 tok/sEstimated | 10GB (have 16GB) |
| Qwen/Qwen2.5-1.5B | Q4 | Fits comfortably | 88.30 tok/sEstimated | 3GB (have 16GB) |
| Qwen/Qwen2.5-1.5B | Q8 | Fits comfortably | 54.75 tok/sEstimated | 5GB (have 16GB) |
| Qwen/Qwen2.5-1.5B | FP16 | Fits comfortably | 30.47 tok/sEstimated | 11GB (have 16GB) |
| Qwen/Qwen2.5-14B-Instruct | Q4 | Fits comfortably | 62.87 tok/sEstimated | 7GB (have 16GB) |
| Qwen/Qwen2.5-14B-Instruct | Q8 | Fits comfortably | 40.88 tok/sEstimated | 14GB (have 16GB) |
| Qwen/Qwen2.5-14B-Instruct | FP16 | Not supported | 22.83 tok/sEstimated | 29GB (have 16GB) |
| rednote-hilab/dots.ocr | Q8 | Fits comfortably | 62.31 tok/sEstimated | 7GB (have 16GB) |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q8 | Fits comfortably | 57.44 tok/sEstimated | 9GB (have 16GB) |
| Qwen/Qwen2.5-3B-Instruct | FP16 | Fits comfortably | 37.63 tok/sEstimated | 6GB (have 16GB) |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | Not supported | 27.30 tok/sEstimated | 34GB (have 16GB) |
| Qwen/Qwen3-Embedding-0.6B | FP16 | Fits comfortably | 29.25 tok/sEstimated | 13GB (have 16GB) |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | Not supported | 10.40 tok/sEstimated | 137GB (have 16GB) |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | Fits comfortably | 58.42 tok/sEstimated | 9GB (have 16GB) |
| Qwen/Qwen3-14B | Q4 | Fits comfortably | 61.73 tok/sEstimated | 7GB (have 16GB) |
| Qwen/Qwen2.5-7B-Instruct | Q4 | Fits comfortably | 78.92 tok/sEstimated | 4GB (have 16GB) |
| Qwen/Qwen3-14B | FP16 | Not supported | 21.73 tok/sEstimated | 29GB (have 16GB) |
| MiniMaxAI/MiniMax-M2 | FP16 | Fits (tight) | 30.08 tok/sEstimated | 15GB (have 16GB) |
| Qwen/Qwen2-0.5B | Q4 | Fits comfortably | 86.67 tok/sEstimated | 3GB (have 16GB) |
| openai-community/gpt2 | Q8 | Fits comfortably | 57.64 tok/sEstimated | 7GB (have 16GB) |
| microsoft/phi-4 | Q4 | Fits comfortably | 87.84 tok/sEstimated | 4GB (have 16GB) |
| microsoft/phi-4 | Q8 | Fits comfortably | 56.73 tok/sEstimated | 7GB (have 16GB) |
| microsoft/phi-4 | FP16 | Fits (tight) | 32.34 tok/sEstimated | 15GB (have 16GB) |
| deepseek-ai/DeepSeek-V3.1 | Q4 | Fits comfortably | 78.31 tok/sEstimated | 4GB (have 16GB) |
| deepseek-ai/DeepSeek-V3.1 | Q8 | Fits comfortably | 59.67 tok/sEstimated | 7GB (have 16GB) |
| deepseek-ai/DeepSeek-V3.1 | FP16 | Fits (tight) | 33.45 tok/sEstimated | 15GB (have 16GB) |
| meta-llama/Llama-3.1-8B | Q4 | Fits comfortably | 88.27 tok/sEstimated | 4GB (have 16GB) |
| meta-llama/Llama-3.1-8B | Q8 | Fits comfortably | 54.40 tok/sEstimated | 9GB (have 16GB) |
| meta-llama/Llama-3.1-8B | FP16 | Not supported | 31.40 tok/sEstimated | 17GB (have 16GB) |
| deepseek-ai/DeepSeek-R1-0528 | Q4 | Fits comfortably | 88.49 tok/sEstimated | 4GB (have 16GB) |
| openai-community/gpt2 | Q4 | Fits comfortably | 79.24 tok/sEstimated | 4GB (have 16GB) |
Note: Performance estimates are calculated. Real results may vary. Methodology · Submit real data
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