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Quick Answer: AMD Instinct MI250X offers 128GB VRAM and starts around current market pricing. It delivers approximately 621 tokens/sec on Qwen/Qwen2.5-3B. It typically draws 560W under load.
This GPU offers reliable throughput for local AI workloads. Pair it with the right model quantization to hit your desired tokens/sec, and monitor prices below to catch the best deal.
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| Model | Quantization | Tokens/sec | VRAM used |
|---|---|---|---|
| Qwen/Qwen2.5-3B | Q4 | 620.52 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 619.56 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-1B-Instruct | Q4 | 614.81 tok/sEstimated Auto-generated benchmark | 1GB |
| google-bert/bert-base-uncased | Q4 | 609.97 tok/sEstimated Auto-generated benchmark | 1GB |
| LiquidAI/LFM2-1.2B | Q4 | 602.03 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/gemma-3-1b-it | Q4 | 597.50 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-research/PowerMoE-3b | Q4 | 594.89 tok/sEstimated Auto-generated benchmark | 2GB |
| google-t5/t5-3b | Q4 | 585.32 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | Q4 | 583.68 tok/sEstimated Auto-generated benchmark | 1GB |
| facebook/sam3 | Q4 | 582.57 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q4 | 578.16 tok/sEstimated Auto-generated benchmark | 2GB |
| apple/OpenELM-1_1B-Instruct | Q4 | 577.82 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-3-1b-it | Q4 | 576.30 tok/sEstimated Auto-generated benchmark | 1GB |
| tencent/HunyuanOCR | Q4 | 573.74 tok/sEstimated Auto-generated benchmark | 1GB |
| google/embeddinggemma-300m | Q4 | 573.02 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B | Q4 | 569.27 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/DeepSeek-OCR | Q4 | 568.35 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-Guard-3-1B | Q4 | 564.66 tok/sEstimated Auto-generated benchmark | 1GB |
| allenai/OLMo-2-0425-1B | Q4 | 561.56 tok/sEstimated Auto-generated benchmark | 1GB |
| bigcode/starcoder2-3b | Q4 | 555.13 tok/sEstimated Auto-generated benchmark | 2GB |
| inference-net/Schematron-3B | Q4 | 554.45 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-3.3-2b-instruct | Q4 | 551.66 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-3B-Instruct | Q4 | 542.38 tok/sEstimated Auto-generated benchmark | 2GB |
| WeiboAI/VibeThinker-1.5B | Q4 | 540.06 tok/sEstimated Auto-generated benchmark | 1GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q4 | 537.99 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2-2b-it | Q4 | 537.06 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-3B-Instruct | Q4 | 534.08 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B-Instruct | Q4 | 524.88 tok/sEstimated Auto-generated benchmark | 1GB |
| openai-community/gpt2-medium | Q4 | 524.22 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-1.5B | Q4 | 523.83 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q4 | 523.18 tok/sEstimated Auto-generated benchmark | 4GB |
| nari-labs/Dia2-2B | Q4 | 522.28 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2b | Q4 | 522.08 tok/sEstimated Auto-generated benchmark | 1GB |
| facebook/opt-125m | Q4 | 521.59 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-8B | Q4 | 520.83 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 519.53 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q4 | 518.66 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Math-1.5B | Q4 | 518.57 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2-7B-Instruct | Q4 | 517.85 tok/sEstimated Auto-generated benchmark | 4GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q4 | 517.38 tok/sEstimated Auto-generated benchmark | 1GB |
| bigscience/bloomz-560m | Q4 | 516.33 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-hf | Q4 | 516.24 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q4 | 516.22 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 515.87 tok/sEstimated Auto-generated benchmark | 4GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q4 | 514.64 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q4 | 514.51 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B | Q4 | 514.09 tok/sEstimated Auto-generated benchmark | 4GB |
| llamafactory/tiny-random-Llama-3 | Q4 | 513.19 tok/sEstimated Auto-generated benchmark | 4GB |
| vikhyatk/moondream2 | Q4 | 513.11 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-4 | Q4 | 512.44 tok/sEstimated Auto-generated benchmark | 4GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q4 | 510.91 tok/sEstimated Auto-generated benchmark | 4GB |
| distilbert/distilgpt2 | Q4 | 510.60 tok/sEstimated Auto-generated benchmark | 4GB |
| BSC-LT/salamandraTA-7b-instruct | Q4 | 509.67 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q4 | 509.38 tok/sEstimated Auto-generated benchmark | 2GB |
| black-forest-labs/FLUX.1-dev | Q4 | 509.19 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2 | Q4 | 509.02 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q4 | 508.73 tok/sEstimated Auto-generated benchmark | 2GB |
| numind/NuExtract-1.5 | Q4 | 508.54 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-3.3-8b-instruct | Q4 | 508.26 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-xl | Q4 | 506.92 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Reranker-0.6B | Q4 | 505.36 tok/sEstimated Auto-generated benchmark | 3GB |
| HuggingFaceTB/SmolLM2-135M | Q4 | 504.53 tok/sEstimated Auto-generated benchmark | 4GB |
| huggyllama/llama-7b | Q4 | 504.11 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-0528 | Q4 | 503.24 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B | Q4 | 502.97 tok/sEstimated Auto-generated benchmark | 2GB |
| openai-community/gpt2-large | Q4 | 501.73 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.2-dev | Q4 | 501.08 tok/sEstimated Auto-generated benchmark | 4GB |
| zai-org/GLM-4.6-FP8 | Q4 | 501.07 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q4 | 499.36 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-1.5B-Instruct | Q4 | 499.33 tok/sEstimated Auto-generated benchmark | 3GB |
| HuggingFaceTB/SmolLM-135M | Q4 | 498.82 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B | Q4 | 497.91 tok/sEstimated Auto-generated benchmark | 3GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q4 | 496.28 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Base | Q4 | 492.00 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-3-270m-it | Q4 | 491.78 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q4 | 491.45 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-FP8 | Q4 | 490.66 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanVideo-1.5 | Q4 | 490.54 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-Base | Q4 | 490.38 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 490.07 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q4 | 489.71 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Meta-Llama-3-8B | Q4 | 488.68 tok/sEstimated Auto-generated benchmark | 4GB |
| EleutherAI/gpt-neo-125m | Q4 | 488.37 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-2 | Q4 | 487.29 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q4 | 486.85 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B | Q4 | 486.82 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q4 | 485.91 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-1.5B | Q4 | 485.72 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q4 | 485.13 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/DeepSeek-V3.1 | Q4 | 484.67 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/DialoGPT-medium | Q4 | 483.95 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 483.11 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q4 | 482.82 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-v0.1 | Q4 | 481.90 tok/sEstimated Auto-generated benchmark | 4GB |
| MiniMaxAI/MiniMax-M2 | Q4 | 480.99 tok/sEstimated Auto-generated benchmark | 4GB |
| petals-team/StableBeluga2 | Q4 | 479.35 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-vision-instruct | Q4 | 478.89 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1 | Q4 | 478.61 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q4 | 478.55 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B-Instruct | Q4 | 477.78 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | 477.69 tok/sEstimated Auto-generated benchmark | 3GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q4 | 477.24 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Instruct | Q4 | 477.00 tok/sEstimated Auto-generated benchmark | 4GB |
| lmsys/vicuna-7b-v1.5 | Q4 | 476.42 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceH4/zephyr-7b-beta | Q4 | 474.09 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3-0324 | Q4 | 471.79 tok/sEstimated Auto-generated benchmark | 4GB |
| skt/kogpt2-base-v2 | Q4 | 471.54 tok/sEstimated Auto-generated benchmark | 4GB |
| EleutherAI/pythia-70m-deduped | Q4 | 470.65 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q4 | 469.29 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-mini-instruct | Q4 | 468.96 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q4 | 467.94 tok/sEstimated Auto-generated benchmark | 2GB |
| zai-org/GLM-4.5-Air | Q4 | 467.45 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | 467.22 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q4 | 466.83 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-docling-258M | Q4 | 466.69 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/VibeVoice-1.5B | Q4 | 465.69 tok/sEstimated Auto-generated benchmark | 3GB |
| IlyaGusev/saiga_llama3_8b | Q4 | 465.64 tok/sEstimated Auto-generated benchmark | 4GB |
| allenai/Olmo-3-7B-Think | Q4 | 462.98 tok/sEstimated Auto-generated benchmark | 4GB |
| rednote-hilab/dots.ocr | Q4 | 461.78 tok/sEstimated Auto-generated benchmark | 4GB |
| hmellor/tiny-random-LlamaForCausalLM | Q4 | 461.05 tok/sEstimated Auto-generated benchmark | 4GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q4 | 460.00 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/Phi-4-multimodal-instruct | Q4 | 459.93 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 458.96 tok/sEstimated Auto-generated benchmark | 4GB |
| dicta-il/dictalm2.0-instruct | Q4 | 458.95 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-4B | Q4 | 457.37 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q4 | 457.32 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-1.7B-Base | Q4 | 453.98 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q4 | 453.71 tok/sEstimated Auto-generated benchmark | 4GB |
| sshleifer/tiny-gpt2 | Q4 | 452.64 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-8B | Q4 | 452.17 tok/sEstimated Auto-generated benchmark | 4GB |
| rinna/japanese-gpt-neox-small | Q4 | 451.75 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B | Q4 | 450.85 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/DialoGPT-small | Q4 | 448.79 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-128k-instruct | Q4 | 447.92 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B-Base | Q4 | 446.36 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-2-7b-chat-hf | Q4 | 445.41 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen-Image-Edit-2509 | Q4 | 445.13 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Base | Q4 | 444.59 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q4 | 443.72 tok/sEstimated Auto-generated benchmark | 4GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q4 | 441.34 tok/sEstimated Auto-generated benchmark | 3GB |
| parler-tts/parler-tts-large-v1 | Q4 | 440.62 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3 | Q4 | 440.31 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B | Q4 | 440.03 tok/sEstimated Auto-generated benchmark | 4GB |
| liuhaotian/llava-v1.5-7b | Q4 | 437.78 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q4 | 437.73 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-0.6B | Q4 | 437.61 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 435.68 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-3-mini-4k-instruct | Q4 | 434.14 tok/sEstimated Auto-generated benchmark | 4GB |
| Tongyi-MAI/Z-Image-Turbo | Q4 | 434.01 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B | Q4 | 433.04 tok/sEstimated Auto-generated benchmark | 3GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q4 | 432.54 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-1.7B | Q4 | 431.63 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 430.36 tok/sEstimated Auto-generated benchmark | 2GB |
| nari-labs/Dia2-2B | Q8 | 429.42 tok/sEstimated Auto-generated benchmark | 3GB |
| facebook/sam3 | Q8 | 426.02 tok/sEstimated Auto-generated benchmark | 1GB |
| apple/OpenELM-1_1B-Instruct | Q8 | 422.86 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-3B | Q8 | 422.56 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/Llama-3.2-1B-Instruct | Q8 | 422.08 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-3B-Instruct | Q8 | 421.93 tok/sEstimated Auto-generated benchmark | 3GB |
| tencent/HunyuanOCR | Q8 | 418.18 tok/sEstimated Auto-generated benchmark | 2GB |
| LiquidAI/LFM2-1.2B | Q8 | 415.87 tok/sEstimated Auto-generated benchmark | 2GB |
| inference-net/Schematron-3B | Q8 | 415.51 tok/sEstimated Auto-generated benchmark | 3GB |
| ibm-granite/granite-3.3-2b-instruct | Q8 | 413.88 tok/sEstimated Auto-generated benchmark | 2GB |
| google-t5/t5-3b | Q8 | 411.68 tok/sEstimated Auto-generated benchmark | 3GB |
| google/embeddinggemma-300m | Q8 | 410.20 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-Guard-3-1B | Q8 | 407.82 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q8 | 406.49 tok/sEstimated Auto-generated benchmark | 3GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | 405.99 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-3B-Instruct | Q8 | 402.49 tok/sEstimated Auto-generated benchmark | 3GB |
| google/gemma-2b | Q8 | 401.46 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-3B | Q8 | 400.06 tok/sEstimated Auto-generated benchmark | 3GB |
| bigcode/starcoder2-3b | Q8 | 395.59 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-OCR | Q8 | 391.67 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-medium-128k-instruct | Q4 | 391.37 tok/sEstimated Auto-generated benchmark | 7GB |
| allenai/OLMo-2-0425-1B | Q8 | 389.14 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-research/PowerMoE-3b | Q8 | 388.82 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 387.80 tok/sEstimated Auto-generated benchmark | 8GB |
| unsloth/gemma-3-1b-it | Q8 | 387.10 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen3-14B | Q4 | 386.71 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 384.70 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-1B | Q8 | 383.49 tok/sEstimated Auto-generated benchmark | 1GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | 381.76 tok/sEstimated Auto-generated benchmark | 5GB |
| WeiboAI/VibeThinker-1.5B | Q8 | 371.99 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-3-1b-it | Q8 | 371.48 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen3-14B-Base | Q4 | 370.90 tok/sEstimated Auto-generated benchmark | 7GB |
| google-bert/bert-base-uncased | Q8 | 370.04 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-1B-Instruct | Q8 | 367.71 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | 367.39 tok/sEstimated Auto-generated benchmark | 5GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q8 | 366.65 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-2-13b-chat-hf | Q4 | 366.29 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B | Q8 | 365.73 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-Coder-1.5B | Q8 | 365.48 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/Phi-3-mini-128k-instruct | Q8 | 365.36 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q8 | 365.29 tok/sEstimated Auto-generated benchmark | 9GB |
| google/gemma-2-2b-it | Q8 | 364.72 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-7B | Q8 | 364.58 tok/sEstimated Auto-generated benchmark | 7GB |
| llamafactory/tiny-random-Llama-3 | Q8 | 364.17 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B | Q8 | 363.76 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q4 | 363.71 tok/sEstimated Auto-generated benchmark | 8GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 363.18 tok/sEstimated Auto-generated benchmark | 4GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q8 | 362.78 tok/sEstimated Auto-generated benchmark | 3GB |
| facebook/opt-125m | Q8 | 362.70 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 362.31 tok/sEstimated Auto-generated benchmark | 8GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q8 | 361.58 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-Base | Q8 | 361.34 tok/sEstimated Auto-generated benchmark | 9GB |
| EleutherAI/pythia-70m-deduped | Q8 | 360.91 tok/sEstimated Auto-generated benchmark | 7GB |
| tencent/HunyuanVideo-1.5 | Q8 | 359.89 tok/sEstimated Auto-generated benchmark | 8GB |
| GSAI-ML/LLaDA-8B-Base | Q8 | 359.85 tok/sEstimated Auto-generated benchmark | 9GB |
| ai-forever/ruGPT-3.5-13B | Q4 | 357.46 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1 | Q8 | 357.17 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q8 | 355.87 tok/sEstimated Auto-generated benchmark | 9GB |
| vikhyatk/moondream2 | Q8 | 352.99 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/VibeVoice-1.5B | Q8 | 352.53 tok/sEstimated Auto-generated benchmark | 5GB |
| deepseek-ai/DeepSeek-R1-0528 | Q8 | 352.14 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q8 | 351.74 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-4-multimodal-instruct | Q8 | 350.98 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q8 | 349.78 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-3-270m-it | Q8 | 349.17 tok/sEstimated Auto-generated benchmark | 7GB |
| huggyllama/llama-7b | Q8 | 348.55 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 348.42 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q8 | 347.44 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | 346.89 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/DialoGPT-medium | Q8 | 346.59 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 346.43 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-8B-FP8 | Q8 | 346.40 tok/sEstimated Auto-generated benchmark | 9GB |
| hmellor/tiny-random-LlamaForCausalLM | Q8 | 346.33 tok/sEstimated Auto-generated benchmark | 7GB |
| google/gemma-2-9b-it | Q4 | 345.83 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2-1.5B-Instruct | Q8 | 345.73 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/Phi-3-mini-4k-instruct | Q8 | 345.11 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-4-mini-instruct | Q8 | 345.02 tok/sEstimated Auto-generated benchmark | 7GB |
| OpenPipe/Qwen3-14B-Instruct | Q4 | 344.82 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-7B-Instruct | Q8 | 343.79 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2-medium | Q8 | 342.93 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen-Image-Edit-2509 | Q8 | 342.28 tok/sEstimated Auto-generated benchmark | 8GB |
| meta-llama/Llama-3.1-8B | Q8 | 340.98 tok/sEstimated Auto-generated benchmark | 9GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q8 | 340.79 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-8B | Q8 | 340.21 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2-0.5B-Instruct | Q8 | 340.10 tok/sEstimated Auto-generated benchmark | 5GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q8 | 339.77 tok/sEstimated Auto-generated benchmark | 4GB |
| EssentialAI/rnj-1 | Q4 | 339.45 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 339.26 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-14B | Q4 | 338.19 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q8 | 337.77 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-Guard-3-8B | Q8 | 336.23 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q8 | 336.07 tok/sEstimated Auto-generated benchmark | 5GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q4 | 335.88 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B-Base | Q8 | 335.62 tok/sEstimated Auto-generated benchmark | 6GB |
| rednote-hilab/dots.ocr | Q8 | 335.58 tok/sEstimated Auto-generated benchmark | 7GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q8 | 335.43 tok/sEstimated Auto-generated benchmark | 9GB |
| lmsys/vicuna-7b-v1.5 | Q8 | 334.83 tok/sEstimated Auto-generated benchmark | 7GB |
| ibm-granite/granite-3.3-8b-instruct | Q8 | 334.70 tok/sEstimated Auto-generated benchmark | 9GB |
| black-forest-labs/FLUX.1-dev | Q8 | 333.85 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-0.6B | Q8 | 333.42 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/DeepSeek-V3.1 | Q8 | 333.12 tok/sEstimated Auto-generated benchmark | 7GB |
| numind/NuExtract-1.5 | Q8 | 332.72 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/phi-4 | Q8 | 331.96 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-0.5B | Q8 | 331.61 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/phi-2 | Q8 | 331.58 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/DialoGPT-small | Q8 | 331.47 tok/sEstimated Auto-generated benchmark | 7GB |
| skt/kogpt2-base-v2 | Q8 | 330.85 tok/sEstimated Auto-generated benchmark | 7GB |
| MiniMaxAI/MiniMax-M2 | Q8 | 330.38 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Reranker-0.6B | Q8 | 330.35 tok/sEstimated Auto-generated benchmark | 6GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q8 | 329.75 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 328.40 tok/sEstimated Auto-generated benchmark | 3GB |
| HuggingFaceTB/SmolLM-135M | Q8 | 327.85 tok/sEstimated Auto-generated benchmark | 7GB |
| BSC-LT/salamandraTA-7b-instruct | Q8 | 327.45 tok/sEstimated Auto-generated benchmark | 7GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q8 | 326.87 tok/sEstimated Auto-generated benchmark | 5GB |
| parler-tts/parler-tts-large-v1 | Q8 | 326.86 tok/sEstimated Auto-generated benchmark | 7GB |
| distilbert/distilgpt2 | Q8 | 326.49 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q8 | 325.56 tok/sEstimated Auto-generated benchmark | 9GB |
| mistralai/Mistral-7B-v0.1 | Q8 | 323.59 tok/sEstimated Auto-generated benchmark | 7GB |
| zai-org/GLM-4.5-Air | Q8 | 323.13 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3 | Q8 | 322.33 tok/sEstimated Auto-generated benchmark | 7GB |
| black-forest-labs/FLUX.2-dev | Q8 | 321.70 tok/sEstimated Auto-generated benchmark | 8GB |
| bigscience/bloomz-560m | Q8 | 321.07 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Base | Q8 | 320.11 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-0.6B | Q8 | 319.41 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q8 | 319.21 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B | Q8 | 318.58 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q8 | 318.28 tok/sEstimated Auto-generated benchmark | 4GB |
| rinna/japanese-gpt-neox-small | Q8 | 318.28 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-1.5B | Q8 | 317.57 tok/sEstimated Auto-generated benchmark | 5GB |
| openai-community/gpt2-xl | Q8 | 316.47 tok/sEstimated Auto-generated benchmark | 7GB |
| EleutherAI/gpt-neo-125m | Q8 | 316.43 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceTB/SmolLM2-135M | Q8 | 315.85 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B-Base | Q8 | 315.83 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Meta-Llama-3-8B | Q8 | 315.81 tok/sEstimated Auto-generated benchmark | 9GB |
| sshleifer/tiny-gpt2 | Q8 | 315.33 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2-large | Q8 | 315.22 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q8 | 314.96 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-vision-instruct | Q8 | 314.88 tok/sEstimated Auto-generated benchmark | 7GB |
| petals-team/StableBeluga2 | Q8 | 313.92 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q8 | 313.89 tok/sEstimated Auto-generated benchmark | 7GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q8 | 313.81 tok/sEstimated Auto-generated benchmark | 9GB |
| IlyaGusev/saiga_llama3_8b | Q8 | 313.10 tok/sEstimated Auto-generated benchmark | 9GB |
| GSAI-ML/LLaDA-8B-Instruct | Q8 | 311.80 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q8 | 311.42 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q8 | 311.40 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q8 | 311.32 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-Math-1.5B | Q8 | 311.27 tok/sEstimated Auto-generated benchmark | 5GB |
| HuggingFaceH4/zephyr-7b-beta | Q8 | 311.24 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q8 | 311.04 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Llama-2-7b-hf | Q8 | 310.92 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 310.56 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-8B | Q8 | 310.14 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-V3-0324 | Q8 | 309.50 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q8 | 309.33 tok/sEstimated Auto-generated benchmark | 4GB |
| Tongyi-MAI/Z-Image-Turbo | Q8 | 307.37 tok/sEstimated Auto-generated benchmark | 8GB |
| allenai/Olmo-3-7B-Think | Q8 | 305.36 tok/sEstimated Auto-generated benchmark | 8GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q8 | 304.79 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-4B | Q8 | 304.71 tok/sEstimated Auto-generated benchmark | 4GB |
| dicta-il/dictalm2.0-instruct | Q8 | 304.44 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-2-7b-chat-hf | Q8 | 304.40 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2 | Q8 | 303.88 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q8 | 303.67 tok/sEstimated Auto-generated benchmark | 7GB |
| liuhaotian/llava-v1.5-7b | Q8 | 303.34 tok/sEstimated Auto-generated benchmark | 7GB |
| ibm-granite/granite-docling-258M | Q8 | 301.63 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | 301.19 tok/sEstimated Auto-generated benchmark | 5GB |
| zai-org/GLM-4.6-FP8 | Q8 | 301.18 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q4 | 287.61 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q4 | 286.46 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B | Q4 | 285.59 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-Small-Instruct-2409 | Q4 | 284.76 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q4 | 279.83 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q4 | 278.97 tok/sEstimated Auto-generated benchmark | 10GB |
| openai/gpt-oss-20b | Q4 | 277.78 tok/sEstimated Auto-generated benchmark | 10GB |
| unsloth/gpt-oss-20b-BF16 | Q4 | 272.06 tok/sEstimated Auto-generated benchmark | 10GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 267.62 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | 264.44 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-14B-Base | Q8 | 263.74 tok/sEstimated Auto-generated benchmark | 14GB |
| openai/gpt-oss-safeguard-20b | Q4 | 261.86 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q4 | 259.54 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q4 | 255.08 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 254.46 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q4 | 253.64 tok/sEstimated Auto-generated benchmark | 15GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | 253.48 tok/sEstimated Auto-generated benchmark | 10GB |
| microsoft/Phi-3-medium-128k-instruct | Q8 | 252.47 tok/sEstimated Auto-generated benchmark | 14GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q4 | 250.61 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-2-27b-it | Q4 | 249.75 tok/sEstimated Auto-generated benchmark | 14GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q8 | 246.54 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-14B | Q8 | 244.15 tok/sEstimated Auto-generated benchmark | 14GB |
| google/gemma-2-9b-it | Q8 | 240.35 tok/sEstimated Auto-generated benchmark | 10GB |
| EssentialAI/rnj-1 | Q8 | 238.93 tok/sEstimated Auto-generated benchmark | 10GB |
| bigcode/starcoder2-3b | FP16 | 238.22 tok/sEstimated Auto-generated benchmark | 6GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q8 | 236.48 tok/sEstimated Auto-generated benchmark | 10GB |
| facebook/sam3 | FP16 | 236.43 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-research/PowerMoE-3b | FP16 | 236.35 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-3.2-1B | FP16 | 234.10 tok/sEstimated Auto-generated benchmark | 2GB |
| inference-net/Schematron-3B | FP16 | 232.67 tok/sEstimated Auto-generated benchmark | 6GB |
| google-t5/t5-3b | FP16 | 231.70 tok/sEstimated Auto-generated benchmark | 6GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q8 | 230.79 tok/sEstimated Auto-generated benchmark | 9GB |
| LiquidAI/LFM2-1.2B | FP16 | 230.73 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-13b-chat-hf | Q8 | 230.36 tok/sEstimated Auto-generated benchmark | 13GB |
| ai-forever/ruGPT-3.5-13B | Q8 | 230.15 tok/sEstimated Auto-generated benchmark | 13GB |
| OpenPipe/Qwen3-14B-Instruct | Q8 | 230.09 tok/sEstimated Auto-generated benchmark | 14GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 229.96 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/Llama-3.2-3B-Instruct | FP16 | 228.86 tok/sEstimated Auto-generated benchmark | 6GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | 226.41 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-14B | Q8 | 226.04 tok/sEstimated Auto-generated benchmark | 14GB |
| google/gemma-3-1b-it | FP16 | 224.34 tok/sEstimated Auto-generated benchmark | 2GB |
| apple/OpenELM-1_1B-Instruct | FP16 | 223.20 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2b | FP16 | 222.69 tok/sEstimated Auto-generated benchmark | 4GB |
| google-bert/bert-base-uncased | FP16 | 221.92 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-Guard-3-1B | FP16 | 221.27 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B-Instruct | FP16 | 220.40 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B | FP16 | 219.71 tok/sEstimated Auto-generated benchmark | 6GB |
| google/embeddinggemma-300m | FP16 | 217.22 tok/sEstimated Auto-generated benchmark | 1GB |
| WeiboAI/VibeThinker-1.5B | FP16 | 215.82 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanOCR | FP16 | 211.82 tok/sEstimated Auto-generated benchmark | 3GB |
| google/gemma-2-2b-it | FP16 | 210.07 tok/sEstimated Auto-generated benchmark | 4GB |
| nari-labs/Dia2-2B | FP16 | 209.26 tok/sEstimated Auto-generated benchmark | 5GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | FP16 | 209.03 tok/sEstimated Auto-generated benchmark | 6GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | FP16 | 207.91 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/DeepSeek-OCR | FP16 | 207.60 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.2-3B | FP16 | 206.95 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 206.06 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen2.5-3B-Instruct | FP16 | 203.71 tok/sEstimated Auto-generated benchmark | 6GB |
| unsloth/gemma-3-1b-it | FP16 | 202.71 tok/sEstimated Auto-generated benchmark | 2GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q8 | 201.28 tok/sEstimated Auto-generated benchmark | 20GB |
| unsloth/Llama-3.2-1B-Instruct | FP16 | 200.80 tok/sEstimated Auto-generated benchmark | 2GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q8 | 200.72 tok/sEstimated Auto-generated benchmark | 31GB |
| ibm-granite/granite-3.3-2b-instruct | FP16 | 199.99 tok/sEstimated Auto-generated benchmark | 4GB |
| allenai/OLMo-2-0425-1B | FP16 | 199.57 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-0.6B-Base | FP16 | 199.52 tok/sEstimated Auto-generated benchmark | 13GB |
| sshleifer/tiny-gpt2 | FP16 | 199.17 tok/sEstimated Auto-generated benchmark | 15GB |
| tencent/HunyuanVideo-1.5 | FP16 | 198.90 tok/sEstimated Auto-generated benchmark | 16GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | FP16 | 198.55 tok/sEstimated Auto-generated benchmark | 17GB |
| HuggingFaceTB/SmolLM2-135M | FP16 | 198.05 tok/sEstimated Auto-generated benchmark | 15GB |
| distilbert/distilgpt2 | FP16 | 197.84 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | FP16 | 197.68 tok/sEstimated Auto-generated benchmark | 17GB |
| Gensyn/Qwen2.5-0.5B-Instruct | FP16 | 197.66 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | FP16 | 197.61 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Meta-Llama-3-8B | FP16 | 197.31 tok/sEstimated Auto-generated benchmark | 17GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | FP16 | 196.84 tok/sEstimated Auto-generated benchmark | 11GB |
| dicta-il/dictalm2.0-instruct | FP16 | 196.70 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | FP16 | 196.57 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-Reranker-0.6B | FP16 | 196.05 tok/sEstimated Auto-generated benchmark | 13GB |
| openai/gpt-oss-safeguard-20b | Q8 | 196.02 tok/sEstimated Auto-generated benchmark | 22GB |
| mistralai/Mistral-7B-v0.1 | FP16 | 195.86 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceH4/zephyr-7b-beta | FP16 | 195.75 tok/sEstimated Auto-generated benchmark | 15GB |
| IlyaGusev/saiga_llama3_8b | FP16 | 195.74 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen-Image-Edit-2509 | FP16 | 195.63 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen2.5-0.5B | FP16 | 195.46 tok/sEstimated Auto-generated benchmark | 11GB |
| black-forest-labs/FLUX.2-dev | FP16 | 195.10 tok/sEstimated Auto-generated benchmark | 16GB |
| numind/NuExtract-1.5 | FP16 | 194.98 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-1.5B | FP16 | 194.21 tok/sEstimated Auto-generated benchmark | 11GB |
| meta-llama/Llama-3.1-8B | FP16 | 194.02 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-0.6B | FP16 | 193.78 tok/sEstimated Auto-generated benchmark | 13GB |
| GSAI-ML/LLaDA-8B-Base | FP16 | 193.74 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/DialoGPT-medium | FP16 | 193.60 tok/sEstimated Auto-generated benchmark | 15GB |
| Tongyi-MAI/Z-Image-Turbo | FP16 | 193.59 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 193.51 tok/sEstimated Auto-generated benchmark | 8GB |
| BSC-LT/salamandraTA-7b-instruct | FP16 | 192.61 tok/sEstimated Auto-generated benchmark | 15GB |
| MiniMaxAI/MiniMax-M2 | FP16 | 192.60 tok/sEstimated Auto-generated benchmark | 15GB |
| zai-org/GLM-4.6-FP8 | FP16 | 192.20 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/phi-4 | FP16 | 191.98 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-7b-chat-hf | FP16 | 191.92 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Base | FP16 | 191.75 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q8 | 190.64 tok/sEstimated Auto-generated benchmark | 20GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | FP16 | 190.45 tok/sEstimated Auto-generated benchmark | 9GB |
| vikhyatk/moondream2 | FP16 | 190.41 tok/sEstimated Auto-generated benchmark | 15GB |
| swiss-ai/Apertus-8B-Instruct-2509 | FP16 | 190.22 tok/sEstimated Auto-generated benchmark | 17GB |
| openai/gpt-oss-20b | Q8 | 190.07 tok/sEstimated Auto-generated benchmark | 20GB |
| lmsys/vicuna-7b-v1.5 | FP16 | 189.97 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B-Base | FP16 | 189.76 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-0.5B-Instruct | FP16 | 189.76 tok/sEstimated Auto-generated benchmark | 11GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | FP16 | 189.41 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-2-27b-it | Q8 | 189.10 tok/sEstimated Auto-generated benchmark | 28GB |
| deepseek-ai/DeepSeek-R1-0528 | FP16 | 188.93 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1 | FP16 | 188.61 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-7B | FP16 | 188.20 tok/sEstimated Auto-generated benchmark | 15GB |
| ibm-granite/granite-docling-258M | FP16 | 187.98 tok/sEstimated Auto-generated benchmark | 15GB |
| GSAI-ML/LLaDA-8B-Instruct | FP16 | 187.91 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 187.67 tok/sEstimated Auto-generated benchmark | 7GB |
| rednote-hilab/dots.ocr | FP16 | 187.45 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | FP16 | 187.40 tok/sEstimated Auto-generated benchmark | 17GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | 187.18 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | FP16 | 186.77 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q8 | 186.14 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q8 | 186.08 tok/sEstimated Auto-generated benchmark | 31GB |
| black-forest-labs/FLUX.1-dev | FP16 | 186.02 tok/sEstimated Auto-generated benchmark | 16GB |
| bigscience/bloomz-560m | FP16 | 185.67 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Embedding-4B | FP16 | 185.63 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q8 | 185.27 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen3-30B-A3B | Q8 | 184.95 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen2-1.5B-Instruct | FP16 | 184.53 tok/sEstimated Auto-generated benchmark | 11GB |
| EleutherAI/pythia-70m-deduped | FP16 | 184.49 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V3-0324 | FP16 | 184.41 tok/sEstimated Auto-generated benchmark | 15GB |
| parler-tts/parler-tts-large-v1 | FP16 | 184.07 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Thinking-2507 | FP16 | 183.64 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q4 | 182.91 tok/sEstimated Auto-generated benchmark | 17GB |
| EleutherAI/gpt-neo-125m | FP16 | 182.88 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-7b-hf | FP16 | 182.32 tok/sEstimated Auto-generated benchmark | 15GB |
| zai-org/GLM-4.5-Air | FP16 | 182.11 tok/sEstimated Auto-generated benchmark | 15GB |
| codellama/CodeLlama-34b-hf | Q4 | 182.00 tok/sEstimated Auto-generated benchmark | 17GB |
| petals-team/StableBeluga2 | FP16 | 181.57 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2 | FP16 | 181.13 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q8 | 181.08 tok/sEstimated Auto-generated benchmark | 31GB |
| deepseek-ai/DeepSeek-V3.1 | FP16 | 180.82 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B | FP16 | 180.47 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-Guard-3-8B | FP16 | 180.40 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/Phi-3-mini-128k-instruct | FP16 | 180.34 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-xl | FP16 | 180.25 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-BF16 | Q8 | 179.77 tok/sEstimated Auto-generated benchmark | 20GB |
| Qwen/Qwen3-8B-FP8 | FP16 | 179.61 tok/sEstimated Auto-generated benchmark | 17GB |
| skt/kogpt2-base-v2 | FP16 | 179.41 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-large | FP16 | 178.98 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | FP16 | 178.66 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | FP16 | 178.60 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 178.37 tok/sEstimated Auto-generated benchmark | 15GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q4 | 178.19 tok/sEstimated Auto-generated benchmark | 25GB |
| microsoft/Phi-3-mini-4k-instruct | FP16 | 178.03 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q8 | 177.89 tok/sEstimated Auto-generated benchmark | 31GB |
| moonshotai/Kimi-K2-Thinking | Q4 | 177.87 tok/sEstimated Auto-generated benchmark | 489GB |
| openai-community/gpt2-medium | FP16 | 177.66 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B | FP16 | 177.09 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 177.06 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-32B | Q4 | 176.76 tok/sEstimated Auto-generated benchmark | 16GB |
| huggyllama/llama-7b | FP16 | 176.45 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | FP16 | 175.82 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 175.76 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2-7B-Instruct | FP16 | 175.71 tok/sEstimated Auto-generated benchmark | 15GB |
| liuhaotian/llava-v1.5-7b | FP16 | 175.51 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2-0.5B | FP16 | 175.46 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | FP16 | 175.41 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-Coder-1.5B | FP16 | 175.17 tok/sEstimated Auto-generated benchmark | 11GB |
| deepseek-ai/DeepSeek-V3 | FP16 | 175.14 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-7B-Instruct-v0.1 | FP16 | 175.10 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-4-multimodal-instruct | FP16 | 174.22 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V2.5 | Q4 | 174.04 tok/sEstimated Auto-generated benchmark | 328GB |
| microsoft/DialoGPT-small | FP16 | 173.74 tok/sEstimated Auto-generated benchmark | 15GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q4 | 173.38 tok/sEstimated Auto-generated benchmark | 34GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | FP16 | 172.89 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 172.76 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/phi-2 | FP16 | 172.54 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | FP16 | 171.88 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2-0.5B-Instruct | FP16 | 171.78 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | 171.64 tok/sEstimated Auto-generated benchmark | 11GB |
| 01-ai/Yi-1.5-34B-Chat | Q4 | 171.40 tok/sEstimated Auto-generated benchmark | 18GB |
| microsoft/Phi-3.5-vision-instruct | FP16 | 171.13 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 171.03 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-4B-Instruct-2507 | FP16 | 170.81 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q8 | 170.38 tok/sEstimated Auto-generated benchmark | 31GB |
| rinna/japanese-gpt-neox-small | FP16 | 170.36 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B | FP16 | 170.27 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 169.92 tok/sEstimated Auto-generated benchmark | 17GB |
| facebook/opt-125m | FP16 | 169.11 tok/sEstimated Auto-generated benchmark | 15GB |
| ibm-granite/granite-3.3-8b-instruct | FP16 | 168.83 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q8 | 168.65 tok/sEstimated Auto-generated benchmark | 31GB |
| HuggingFaceTB/SmolLM-135M | FP16 | 168.57 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | 168.48 tok/sEstimated Auto-generated benchmark | 17GB |
| hmellor/tiny-random-LlamaForCausalLM | FP16 | 168.32 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | FP16 | 168.20 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-7B-Instruct-v0.2 | FP16 | 167.97 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Embedding-8B | FP16 | 167.56 tok/sEstimated Auto-generated benchmark | 17GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | FP16 | 167.42 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-1.7B-Base | FP16 | 167.38 tok/sEstimated Auto-generated benchmark | 15GB |
| llamafactory/tiny-random-Llama-3 | FP16 | 166.97 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q4 | 166.76 tok/sEstimated Auto-generated benchmark | 34GB |
| microsoft/VibeVoice-1.5B | FP16 | 166.17 tok/sEstimated Auto-generated benchmark | 11GB |
| google/gemma-3-270m-it | FP16 | 166.15 tok/sEstimated Auto-generated benchmark | 15GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | FP16 | 166.12 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-Small-Instruct-2409 | Q8 | 165.85 tok/sEstimated Auto-generated benchmark | 23GB |
| Qwen/Qwen3-Embedding-0.6B | FP16 | 165.04 tok/sEstimated Auto-generated benchmark | 13GB |
| microsoft/Phi-4-mini-instruct | FP16 | 164.93 tok/sEstimated Auto-generated benchmark | 15GB |
| allenai/Olmo-3-7B-Think | FP16 | 164.67 tok/sEstimated Auto-generated benchmark | 16GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q4 | 164.07 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-Math-1.5B | FP16 | 164.06 tok/sEstimated Auto-generated benchmark | 11GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | FP16 | 163.88 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 163.87 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-32B | Q4 | 163.65 tok/sEstimated Auto-generated benchmark | 16GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | FP16 | 163.57 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q4 | 163.46 tok/sEstimated Auto-generated benchmark | 17GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q4 | 162.83 tok/sEstimated Auto-generated benchmark | 34GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q4 | 160.66 tok/sEstimated Auto-generated benchmark | 16GB |
| baichuan-inc/Baichuan-M2-32B | Q4 | 160.62 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/QwQ-32B-Preview | Q4 | 156.94 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 153.41 tok/sEstimated Auto-generated benchmark | 34GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q4 | 152.70 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-14B | FP16 | 148.62 tok/sEstimated Auto-generated benchmark | 29GB |
| microsoft/Phi-3-medium-128k-instruct | FP16 | 146.01 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 145.97 tok/sEstimated Auto-generated benchmark | 17GB |
| google/gemma-2-9b-it | FP16 | 144.20 tok/sEstimated Auto-generated benchmark | 20GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 142.09 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Llama-2-13b-chat-hf | FP16 | 138.57 tok/sEstimated Auto-generated benchmark | 27GB |
| Qwen/Qwen3-14B-Base | FP16 | 137.12 tok/sEstimated Auto-generated benchmark | 29GB |
| Qwen/Qwen2.5-14B | FP16 | 130.87 tok/sEstimated Auto-generated benchmark | 29GB |
| EssentialAI/rnj-1 | FP16 | 130.43 tok/sEstimated Auto-generated benchmark | 19GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | FP16 | 129.82 tok/sEstimated Auto-generated benchmark | 19GB |
| ai-forever/ruGPT-3.5-13B | FP16 | 128.30 tok/sEstimated Auto-generated benchmark | 27GB |
| moonshotai/Kimi-K2-Thinking | Q8 | 127.49 tok/sEstimated Auto-generated benchmark | 978GB |
| baichuan-inc/Baichuan-M2-32B | Q8 | 127.22 tok/sEstimated Auto-generated benchmark | 33GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q8 | 127.10 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 126.81 tok/sEstimated Auto-generated benchmark | 34GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q8 | 125.41 tok/sEstimated Auto-generated benchmark | 50GB |
| mistralai/Ministral-3-14B-Instruct-2512 | FP16 | 125.25 tok/sEstimated Auto-generated benchmark | 32GB |
| Qwen/Qwen3-32B | Q8 | 124.75 tok/sEstimated Auto-generated benchmark | 33GB |
| OpenPipe/Qwen3-14B-Instruct | FP16 | 124.04 tok/sEstimated Auto-generated benchmark | 29GB |
| NousResearch/Hermes-3-Llama-3.1-8B | FP16 | 123.63 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 123.12 tok/sEstimated Auto-generated benchmark | 30GB |
| Qwen/Qwen2.5-32B | Q8 | 121.99 tok/sEstimated Auto-generated benchmark | 33GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q8 | 119.17 tok/sEstimated Auto-generated benchmark | 68GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q8 | 118.64 tok/sEstimated Auto-generated benchmark | 34GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 117.57 tok/sEstimated Auto-generated benchmark | 68GB |
| codellama/CodeLlama-34b-hf | Q8 | 116.80 tok/sEstimated Auto-generated benchmark | 35GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q8 | 115.91 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 114.88 tok/sEstimated Auto-generated benchmark | 33GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q4 | 114.27 tok/sEstimated Auto-generated benchmark | 69GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q8 | 114.14 tok/sEstimated Auto-generated benchmark | 33GB |
| 01-ai/Yi-1.5-34B-Chat | Q8 | 113.53 tok/sEstimated Auto-generated benchmark | 35GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q8 | 110.55 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/QwQ-32B-Preview | Q8 | 109.74 tok/sEstimated Auto-generated benchmark | 34GB |
| unsloth/gpt-oss-20b-BF16 | FP16 | 109.53 tok/sEstimated Auto-generated benchmark | 41GB |
| google/gemma-2-27b-it | FP16 | 109.42 tok/sEstimated Auto-generated benchmark | 56GB |
| mistralai/Mistral-Small-Instruct-2409 | FP16 | 109.33 tok/sEstimated Auto-generated benchmark | 46GB |
| deepseek-ai/DeepSeek-V2.5 | Q8 | 108.42 tok/sEstimated Auto-generated benchmark | 656GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q8 | 108.29 tok/sEstimated Auto-generated benchmark | 34GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 107.76 tok/sEstimated Auto-generated benchmark | 68GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q8 | 107.61 tok/sEstimated Auto-generated benchmark | 33GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | FP16 | 107.60 tok/sEstimated Auto-generated benchmark | 61GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | FP16 | 107.01 tok/sEstimated Auto-generated benchmark | 61GB |
| openai/gpt-oss-safeguard-20b | FP16 | 106.32 tok/sEstimated Auto-generated benchmark | 44GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 104.82 tok/sEstimated Auto-generated benchmark | 36GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | FP16 | 104.20 tok/sEstimated Auto-generated benchmark | 61GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | FP16 | 103.54 tok/sEstimated Auto-generated benchmark | 61GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | FP16 | 102.73 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | FP16 | 101.45 tok/sEstimated Auto-generated benchmark | 61GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | FP16 | 100.33 tok/sEstimated Auto-generated benchmark | 41GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q4 | 99.71 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-30B-A3B | FP16 | 98.81 tok/sEstimated Auto-generated benchmark | 61GB |
| openai/gpt-oss-20b | FP16 | 97.87 tok/sEstimated Auto-generated benchmark | 41GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | FP16 | 97.66 tok/sEstimated Auto-generated benchmark | 41GB |
| mistralai/Mistral-Large-Instruct-2411 | Q4 | 97.29 tok/sEstimated Auto-generated benchmark | 60GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q4 | 96.27 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | FP16 | 95.70 tok/sEstimated Auto-generated benchmark | 61GB |
| openai/gpt-oss-120b | Q4 | 95.40 tok/sEstimated Auto-generated benchmark | 59GB |
| AI-MO/Kimina-Prover-72B | Q4 | 95.06 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q4 | 95.06 tok/sEstimated Auto-generated benchmark | 36GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q4 | 93.89 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q4 | 93.30 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 92.54 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | FP16 | 92.08 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q4 | 91.01 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q4 | 90.66 tok/sEstimated Auto-generated benchmark | 39GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 88.06 tok/sEstimated Auto-generated benchmark | 34GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q4 | 86.24 tok/sEstimated Auto-generated benchmark | 44GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 86.15 tok/sEstimated Auto-generated benchmark | 34GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q8 | 78.73 tok/sEstimated Auto-generated benchmark | 138GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q4 | 76.04 tok/sEstimated Auto-generated benchmark | 115GB |
| mistralai/Mistral-Large-Instruct-2411 | Q8 | 72.31 tok/sEstimated Auto-generated benchmark | 120GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 71.83 tok/sEstimated Auto-generated benchmark | 71GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q8 | 71.68 tok/sEstimated Auto-generated benchmark | 78GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q8 | 71.35 tok/sEstimated Auto-generated benchmark | 69GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 71.32 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q8 | 69.97 tok/sEstimated Auto-generated benchmark | 71GB |
| deepseek-ai/DeepSeek-Math-V2 | Q4 | 69.52 tok/sEstimated Auto-generated benchmark | 383GB |
| moonshotai/Kimi-K2-Thinking | FP16 | 68.81 tok/sEstimated Auto-generated benchmark | 1956GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q8 | 68.17 tok/sEstimated Auto-generated benchmark | 78GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | FP16 | 68.11 tok/sEstimated Auto-generated benchmark | 67GB |
| openai/gpt-oss-120b | Q8 | 67.34 tok/sEstimated Auto-generated benchmark | 117GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q8 | 67.25 tok/sEstimated Auto-generated benchmark | 88GB |
| meta-llama/Meta-Llama-3-70B-Instruct | FP16 | 67.21 tok/sEstimated Auto-generated benchmark | 137GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 67.15 tok/sEstimated Auto-generated benchmark | 67GB |
| deepseek-ai/deepseek-coder-33b-instruct | FP16 | 66.89 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 66.45 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen2.5-32B | FP16 | 66.05 tok/sEstimated Auto-generated benchmark | 66GB |
| baichuan-inc/Baichuan-M2-32B | FP16 | 65.82 tok/sEstimated Auto-generated benchmark | 66GB |
| 01-ai/Yi-1.5-34B-Chat | FP16 | 65.57 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q8 | 64.93 tok/sEstimated Auto-generated benchmark | 78GB |
| deepseek-ai/DeepSeek-V2.5 | FP16 | 64.28 tok/sEstimated Auto-generated benchmark | 1312GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | FP16 | 64.08 tok/sEstimated Auto-generated benchmark | 66GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | FP16 | 63.52 tok/sEstimated Auto-generated benchmark | 137GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | FP16 | 63.15 tok/sEstimated Auto-generated benchmark | 101GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 63.07 tok/sEstimated Auto-generated benchmark | 137GB |
| MiniMaxAI/MiniMax-VL-01 | Q4 | 62.89 tok/sEstimated Auto-generated benchmark | 256GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 62.76 tok/sEstimated Auto-generated benchmark | 66GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 62.75 tok/sEstimated Auto-generated benchmark | 69GB |
| AI-MO/Kimina-Prover-72B | Q8 | 62.47 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen3-32B | FP16 | 62.31 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/QwQ-32B-Preview | FP16 | 61.96 tok/sEstimated Auto-generated benchmark | 67GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q8 | 61.74 tok/sEstimated Auto-generated benchmark | 78GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | FP16 | 61.16 tok/sEstimated Auto-generated benchmark | 66GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q8 | 61.02 tok/sEstimated Auto-generated benchmark | 69GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | 58.55 tok/sEstimated Auto-generated benchmark | 378GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | FP16 | 58.26 tok/sEstimated Auto-generated benchmark | 70GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 57.62 tok/sEstimated Auto-generated benchmark | 137GB |
| codellama/CodeLlama-34b-hf | FP16 | 57.34 tok/sEstimated Auto-generated benchmark | 70GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | FP16 | 57.25 tok/sEstimated Auto-generated benchmark | 137GB |
| Qwen/Qwen3-235B-A22B | Q4 | 55.37 tok/sEstimated Auto-generated benchmark | 115GB |
| MiniMaxAI/MiniMax-M1-40k | Q4 | 52.83 tok/sEstimated Auto-generated benchmark | 255GB |
| deepseek-ai/DeepSeek-Math-V2 | Q8 | 50.51 tok/sEstimated Auto-generated benchmark | 766GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | FP16 | 50.24 tok/sEstimated Auto-generated benchmark | 275GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q8 | 49.70 tok/sEstimated Auto-generated benchmark | 231GB |
| Qwen/Qwen3-235B-A22B | Q8 | 40.63 tok/sEstimated Auto-generated benchmark | 230GB |
| Qwen/Qwen2.5-Math-72B-Instruct | FP16 | 37.74 tok/sEstimated Auto-generated benchmark | 142GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | 37.70 tok/sEstimated Auto-generated benchmark | 755GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | 37.06 tok/sEstimated Auto-generated benchmark | 176GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | FP16 | 36.99 tok/sEstimated Auto-generated benchmark | 156GB |
| MiniMaxAI/MiniMax-VL-01 | Q8 | 36.96 tok/sEstimated Auto-generated benchmark | 511GB |
| MiniMaxAI/MiniMax-M1-40k | Q8 | 36.59 tok/sEstimated Auto-generated benchmark | 510GB |
| openai/gpt-oss-120b | FP16 | 36.05 tok/sEstimated Auto-generated benchmark | 235GB |
| mistralai/Mistral-Large-Instruct-2411 | FP16 | 35.01 tok/sEstimated Auto-generated benchmark | 240GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 34.97 tok/sEstimated Auto-generated benchmark | 138GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | FP16 | 34.89 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | FP16 | 34.70 tok/sEstimated Auto-generated benchmark | 156GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | FP16 | 34.62 tok/sEstimated Auto-generated benchmark | 138GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 34.61 tok/sEstimated Auto-generated benchmark | 138GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 34.49 tok/sEstimated Auto-generated benchmark | 142GB |
| NousResearch/Hermes-3-Llama-3.1-70B | FP16 | 33.83 tok/sEstimated Auto-generated benchmark | 138GB |
| AI-MO/Kimina-Prover-72B | FP16 | 33.73 tok/sEstimated Auto-generated benchmark | 141GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 33.32 tok/sEstimated Auto-generated benchmark | 141GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | FP16 | 32.80 tok/sEstimated Auto-generated benchmark | 156GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | FP16 | 25.73 tok/sEstimated Auto-generated benchmark | 461GB |
| deepseek-ai/DeepSeek-Math-V2 | FP16 | 24.72 tok/sEstimated Auto-generated benchmark | 1532GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | 22.46 tok/sEstimated Auto-generated benchmark | 1509GB |
| MiniMaxAI/MiniMax-M1-40k | FP16 | 22.13 tok/sEstimated Auto-generated benchmark | 1020GB |
| MiniMaxAI/MiniMax-VL-01 | FP16 | 21.28 tok/sEstimated Auto-generated benchmark | 1021GB |
| Qwen/Qwen3-235B-A22B | FP16 | 19.81 tok/sEstimated Auto-generated benchmark | 460GB |
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 | Q4 | Not supported | 58.55 tok/sEstimated | 378GB (have 128GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | Not supported | 37.70 tok/sEstimated | 755GB (have 128GB) |
| EssentialAI/rnj-1 | FP16 | Fits comfortably | 130.43 tok/sEstimated | 19GB (have 128GB) |
| EssentialAI/rnj-1 | Q8 | Fits comfortably | 238.93 tok/sEstimated | 10GB (have 128GB) |
| EssentialAI/rnj-1 | Q4 | Fits comfortably | 339.45 tok/sEstimated | 5GB (have 128GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | Not supported | 22.46 tok/sEstimated | 1509GB (have 128GB) |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | Fits comfortably | 467.22 tok/sEstimated | 3GB (have 128GB) |
| Qwen/Qwen3-Embedding-0.6B | FP16 | Fits comfortably | 165.04 tok/sEstimated | 13GB (have 128GB) |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q4 | Fits comfortably | 164.07 tok/sEstimated | 17GB (have 128GB) |
| vikhyatk/moondream2 | FP16 | Fits comfortably | 190.41 tok/sEstimated | 15GB (have 128GB) |
| petals-team/StableBeluga2 | Q4 | Fits comfortably | 479.35 tok/sEstimated | 4GB (have 128GB) |
| petals-team/StableBeluga2 | Q8 | Fits comfortably | 313.92 tok/sEstimated | 7GB (have 128GB) |
| petals-team/StableBeluga2 | FP16 | Fits comfortably | 181.57 tok/sEstimated | 15GB (have 128GB) |
| microsoft/Phi-3-mini-4k-instruct | Q4 | Fits comfortably | 434.14 tok/sEstimated | 4GB (have 128GB) |
| vikhyatk/moondream2 | Q8 | Fits comfortably | 352.99 tok/sEstimated | 7GB (have 128GB) |
| Qwen/Qwen3-Embedding-0.6B | Q8 | Fits comfortably | 319.41 tok/sEstimated | 6GB (have 128GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | Fits comfortably | 477.69 tok/sEstimated | 3GB (have 128GB) |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | Fits comfortably | 168.48 tok/sEstimated | 17GB (have 128GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | Fits comfortably | 301.19 tok/sEstimated | 5GB (have 128GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | Fits comfortably | 187.18 tok/sEstimated | 11GB (have 128GB) |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | Fits comfortably | 253.48 tok/sEstimated | 10GB (have 128GB) |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q8 | Fits comfortably | 201.28 tok/sEstimated | 20GB (have 128GB) |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | FP16 | Fits comfortably | 100.33 tok/sEstimated | 41GB (have 128GB) |
| Qwen/Qwen2.5-0.5B | Q4 | Fits comfortably | 433.04 tok/sEstimated | 3GB (have 128GB) |
| zai-org/GLM-4.6-FP8 | Q8 | Fits comfortably | 301.18 tok/sEstimated | 7GB (have 128GB) |
| zai-org/GLM-4.6-FP8 | FP16 | Fits comfortably | 192.20 tok/sEstimated | 15GB (have 128GB) |
| microsoft/DialoGPT-medium | Q4 | Fits comfortably | 483.95 tok/sEstimated | 4GB (have 128GB) |
| HuggingFaceTB/SmolLM-135M | FP16 | Fits comfortably | 168.57 tok/sEstimated | 15GB (have 128GB) |
| Qwen/Qwen2.5-Math-1.5B | Q4 | Fits comfortably | 518.57 tok/sEstimated | 3GB (have 128GB) |
| Qwen/Qwen2.5-Math-1.5B | Q8 | Fits comfortably | 311.27 tok/sEstimated | 5GB (have 128GB) |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | Fits comfortably | 226.41 tok/sEstimated | 2GB (have 128GB) |
| microsoft/Phi-3.5-mini-instruct | Q4 | Fits comfortably | 490.07 tok/sEstimated | 4GB (have 128GB) |
| swiss-ai/Apertus-8B-Instruct-2509 | Q8 | Fits comfortably | 335.43 tok/sEstimated | 9GB (have 128GB) |
| openai-community/gpt2-large | Q8 | Fits comfortably | 315.22 tok/sEstimated | 7GB (have 128GB) |
| microsoft/Phi-3.5-mini-instruct | Q8 | Fits comfortably | 310.56 tok/sEstimated | 7GB (have 128GB) |
| unsloth/Llama-3.2-1B-Instruct | FP16 | Fits comfortably | 200.80 tok/sEstimated | 2GB (have 128GB) |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q4 | Fits comfortably | 469.29 tok/sEstimated | 4GB (have 128GB) |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q8 | Fits comfortably | 329.75 tok/sEstimated | 9GB (have 128GB) |
| llamafactory/tiny-random-Llama-3 | Q4 | Fits comfortably | 513.19 tok/sEstimated | 4GB (have 128GB) |
| llamafactory/tiny-random-Llama-3 | Q8 | Fits comfortably | 364.17 tok/sEstimated | 7GB (have 128GB) |
| llamafactory/tiny-random-Llama-3 | FP16 | Fits comfortably | 166.97 tok/sEstimated | 15GB (have 128GB) |
| deepseek-ai/DeepSeek-V3 | Q8 | Fits comfortably | 322.33 tok/sEstimated | 7GB (have 128GB) |
| deepseek-ai/DeepSeek-V3 | FP16 | Fits comfortably | 175.14 tok/sEstimated | 15GB (have 128GB) |
| baichuan-inc/Baichuan-M2-32B | Q4 | Fits comfortably | 160.62 tok/sEstimated | 16GB (have 128GB) |
| baichuan-inc/Baichuan-M2-32B | Q8 | Fits comfortably | 127.22 tok/sEstimated | 33GB (have 128GB) |
| mistralai/Mistral-Small-Instruct-2409 | Q8 | Fits comfortably | 165.85 tok/sEstimated | 23GB (have 128GB) |
| mistralai/Mistral-Small-Instruct-2409 | FP16 | Fits comfortably | 109.33 tok/sEstimated | 46GB (have 128GB) |
| microsoft/Phi-3.5-mini-instruct | FP16 | Fits comfortably | 193.51 tok/sEstimated | 8GB (have 128GB) |
| microsoft/Phi-3-medium-128k-instruct | Q4 | Fits comfortably | 391.37 tok/sEstimated | 7GB (have 128GB) |
| microsoft/Phi-3-medium-128k-instruct | Q8 | Fits comfortably | 252.47 tok/sEstimated | 14GB (have 128GB) |
| microsoft/Phi-3-medium-128k-instruct | FP16 | Fits comfortably | 146.01 tok/sEstimated | 29GB (have 128GB) |
| deepseek-ai/DeepSeek-V2.5 | Q8 | Not supported | 108.42 tok/sEstimated | 656GB (have 128GB) |
| tencent/HunyuanOCR | Q8 | Fits comfortably | 418.18 tok/sEstimated | 2GB (have 128GB) |
| distilbert/distilgpt2 | Q8 | Fits comfortably | 326.49 tok/sEstimated | 7GB (have 128GB) |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q8 | Fits comfortably | 311.40 tok/sEstimated | 7GB (have 128GB) |
| liuhaotian/llava-v1.5-7b | Q4 | Fits comfortably | 437.78 tok/sEstimated | 4GB (have 128GB) |
| google/gemma-3-1b-it | Q4 | Fits comfortably | 576.30 tok/sEstimated | 1GB (have 128GB) |
| google/gemma-3-1b-it | Q8 | Fits comfortably | 371.48 tok/sEstimated | 1GB (have 128GB) |
| google/gemma-3-1b-it | FP16 | Fits comfortably | 224.34 tok/sEstimated | 2GB (have 128GB) |
| bigscience/bloomz-560m | FP16 | Fits comfortably | 185.67 tok/sEstimated | 15GB (have 128GB) |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q4 | Fits comfortably | 537.99 tok/sEstimated | 2GB (have 128GB) |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q8 | Fits comfortably | 362.78 tok/sEstimated | 3GB (have 128GB) |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q4 | Fits comfortably | 162.83 tok/sEstimated | 34GB (have 128GB) |
| distilbert/distilgpt2 | FP16 | Fits comfortably | 197.84 tok/sEstimated | 15GB (have 128GB) |
| swiss-ai/Apertus-8B-Instruct-2509 | Q4 | Fits comfortably | 432.54 tok/sEstimated | 4GB (have 128GB) |
| distilbert/distilgpt2 | Q4 | Fits comfortably | 510.60 tok/sEstimated | 4GB (have 128GB) |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q8 | Fits comfortably | 127.10 tok/sEstimated | 68GB (have 128GB) |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | FP16 | Not supported | 57.25 tok/sEstimated | 137GB (have 128GB) |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | Fits comfortably | 619.56 tok/sEstimated | 2GB (have 128GB) |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | Fits comfortably | 435.68 tok/sEstimated | 3GB (have 128GB) |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | Fits comfortably | 206.06 tok/sEstimated | 6GB (have 128GB) |
| unsloth/gpt-oss-20b-BF16 | Q4 | Fits comfortably | 272.06 tok/sEstimated | 10GB (have 128GB) |
| unsloth/gpt-oss-20b-BF16 | Q8 | Fits comfortably | 179.77 tok/sEstimated | 20GB (have 128GB) |
| microsoft/Phi-4-multimodal-instruct | FP16 | Fits comfortably | 174.22 tok/sEstimated | 15GB (have 128GB) |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | FP16 | Fits comfortably | 103.54 tok/sEstimated | 61GB (have 128GB) |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q4 | Fits comfortably | 253.64 tok/sEstimated | 15GB (have 128GB) |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q8 | Fits comfortably | 177.89 tok/sEstimated | 31GB (have 128GB) |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | FP16 | Fits comfortably | 101.45 tok/sEstimated | 61GB (have 128GB) |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q4 | Fits comfortably | 286.46 tok/sEstimated | 15GB (have 128GB) |
| Qwen/Qwen3-Embedding-4B | Q8 | Fits comfortably | 304.71 tok/sEstimated | 4GB (have 128GB) |
| google/gemma-2-2b-it | Q8 | Fits comfortably | 364.72 tok/sEstimated | 2GB (have 128GB) |
| meta-llama/Llama-3.2-3B | FP16 | Fits comfortably | 206.95 tok/sEstimated | 6GB (have 128GB) |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q8 | Fits comfortably | 361.58 tok/sEstimated | 4GB (have 128GB) |
| HuggingFaceH4/zephyr-7b-beta | FP16 | Fits comfortably | 195.75 tok/sEstimated | 15GB (have 128GB) |
| microsoft/Phi-4-mini-instruct | Q4 | Fits comfortably | 468.96 tok/sEstimated | 4GB (have 128GB) |
| microsoft/Phi-4-mini-instruct | Q8 | Fits comfortably | 345.02 tok/sEstimated | 7GB (have 128GB) |
| microsoft/Phi-4-mini-instruct | FP16 | Fits comfortably | 164.93 tok/sEstimated | 15GB (have 128GB) |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | FP16 | Not supported | 34.70 tok/sEstimated | 156GB (have 128GB) |
| bigcode/starcoder2-3b | Q4 | Fits comfortably | 555.13 tok/sEstimated | 2GB (have 128GB) |
| bigcode/starcoder2-3b | Q8 | Fits comfortably | 395.59 tok/sEstimated | 3GB (have 128GB) |
| meta-llama/Llama-2-13b-chat-hf | Q8 | Fits comfortably | 230.36 tok/sEstimated | 13GB (have 128GB) |
| meta-llama/Llama-2-13b-chat-hf | FP16 | Fits comfortably | 138.57 tok/sEstimated | 27GB (have 128GB) |
| lmsys/vicuna-7b-v1.5 | Q4 | Fits comfortably | 476.42 tok/sEstimated | 4GB (have 128GB) |
| lmsys/vicuna-7b-v1.5 | Q8 | Fits comfortably | 334.83 tok/sEstimated | 7GB (have 128GB) |
| lmsys/vicuna-7b-v1.5 | FP16 | Fits comfortably | 189.97 tok/sEstimated | 15GB (have 128GB) |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | Fits comfortably | 381.76 tok/sEstimated | 5GB (have 128GB) |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q8 | Fits comfortably | 236.48 tok/sEstimated | 10GB (have 128GB) |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | FP16 | Fits comfortably | 129.82 tok/sEstimated | 19GB (have 128GB) |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q4 | Fits comfortably | 510.91 tok/sEstimated | 4GB (have 128GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | FP16 | Fits comfortably | 64.08 tok/sEstimated | 66GB (have 128GB) |
Note: Performance estimates are calculated. Real results may vary. Methodology · Submit real data
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