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Quick Answer: NVIDIA A100 80GB SXM4 offers 80GB VRAM and starts around current market pricing. It delivers approximately 383 tokens/sec on google/gemma-3-1b-it. It typically draws 400W 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 |
|---|---|---|---|
| google/gemma-3-1b-it | Q4 | 382.55 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-Guard-3-1B | Q4 | 375.69 tok/sEstimated Auto-generated benchmark | 1GB |
| unsloth/Llama-3.2-1B-Instruct | Q4 | 373.47 tok/sEstimated Auto-generated benchmark | 1GB |
| nari-labs/Dia2-2B | Q4 | 372.75 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | Q4 | 372.08 tok/sEstimated Auto-generated benchmark | 1GB |
| allenai/OLMo-2-0425-1B | Q4 | 370.93 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-research/PowerMoE-3b | Q4 | 367.97 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-3B-Instruct | Q4 | 367.02 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2-2b-it | Q4 | 365.57 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-3B | Q4 | 364.32 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/gemma-3-1b-it | Q4 | 363.47 tok/sEstimated Auto-generated benchmark | 1GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q4 | 357.10 tok/sEstimated Auto-generated benchmark | 1GB |
| tencent/HunyuanOCR | Q4 | 355.78 tok/sEstimated Auto-generated benchmark | 1GB |
| apple/OpenELM-1_1B-Instruct | Q4 | 355.60 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-1B-Instruct | Q4 | 352.81 tok/sEstimated Auto-generated benchmark | 1GB |
| ibm-granite/granite-3.3-2b-instruct | Q4 | 352.65 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-OCR | Q4 | 347.46 tok/sEstimated Auto-generated benchmark | 2GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q4 | 346.90 tok/sEstimated Auto-generated benchmark | 2GB |
| google/embeddinggemma-300m | Q4 | 346.70 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B | Q4 | 344.26 tok/sEstimated Auto-generated benchmark | 2GB |
| bigcode/starcoder2-3b | Q4 | 340.68 tok/sEstimated Auto-generated benchmark | 2GB |
| google/gemma-2b | Q4 | 338.96 tok/sEstimated Auto-generated benchmark | 1GB |
| WeiboAI/VibeThinker-1.5B | Q4 | 337.56 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 337.05 tok/sEstimated Auto-generated benchmark | 2GB |
| LiquidAI/LFM2-1.2B | Q4 | 334.23 tok/sEstimated Auto-generated benchmark | 1GB |
| google-t5/t5-3b | Q4 | 334.00 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B-Instruct | Q4 | 333.82 tok/sEstimated Auto-generated benchmark | 2GB |
| inference-net/Schematron-3B | Q4 | 331.38 tok/sEstimated Auto-generated benchmark | 2GB |
| facebook/sam3 | Q4 | 329.14 tok/sEstimated Auto-generated benchmark | 1GB |
| google-bert/bert-base-uncased | Q4 | 328.53 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen3-Embedding-0.6B | Q4 | 321.26 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/DeepSeek-R1 | Q4 | 321.00 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Base | Q4 | 320.18 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q4 | 319.89 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.1-dev | Q4 | 319.22 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-128k-instruct | Q4 | 318.20 tok/sEstimated Auto-generated benchmark | 4GB |
| sshleifer/tiny-gpt2 | Q4 | 317.35 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Coder-1.5B | Q4 | 315.95 tok/sEstimated Auto-generated benchmark | 3GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q4 | 315.81 tok/sEstimated Auto-generated benchmark | 2GB |
| skt/kogpt2-base-v2 | Q4 | 315.78 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-multimodal-instruct | Q4 | 314.46 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Math-1.5B | Q4 | 314.37 tok/sEstimated Auto-generated benchmark | 3GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q4 | 314.06 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q4 | 313.90 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-1.5B | Q4 | 312.72 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 311.68 tok/sEstimated Auto-generated benchmark | 4GB |
| zai-org/GLM-4.6-FP8 | Q4 | 311.64 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-7B-Instruct | Q4 | 311.54 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q4 | 311.37 tok/sEstimated Auto-generated benchmark | 2GB |
| zai-org/GLM-4.5-Air | Q4 | 310.81 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3-mini-4k-instruct | Q4 | 309.94 tok/sEstimated Auto-generated benchmark | 4GB |
| liuhaotian/llava-v1.5-7b | Q4 | 309.89 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q4 | 309.53 tok/sEstimated Auto-generated benchmark | 3GB |
| ibm-granite/granite-docling-258M | Q4 | 309.43 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B | Q4 | 307.25 tok/sEstimated Auto-generated benchmark | 4GB |
| bigscience/bloomz-560m | Q4 | 306.93 tok/sEstimated Auto-generated benchmark | 4GB |
| dicta-il/dictalm2.0-instruct | Q4 | 305.66 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-xl | Q4 | 305.01 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B-Base | Q4 | 304.47 tok/sEstimated Auto-generated benchmark | 3GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q4 | 304.07 tok/sEstimated Auto-generated benchmark | 2GB |
| rinna/japanese-gpt-neox-small | Q4 | 303.87 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 303.74 tok/sEstimated Auto-generated benchmark | 4GB |
| Tongyi-MAI/Z-Image-Turbo | Q4 | 303.73 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-medium | Q4 | 303.49 tok/sEstimated Auto-generated benchmark | 4GB |
| distilbert/distilgpt2 | Q4 | 302.88 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2-large | Q4 | 301.81 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q4 | 299.35 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/VibeVoice-1.5B | Q4 | 298.70 tok/sEstimated Auto-generated benchmark | 3GB |
| petals-team/StableBeluga2 | Q4 | 298.34 tok/sEstimated Auto-generated benchmark | 4GB |
| huggyllama/llama-7b | Q4 | 298.14 tok/sEstimated Auto-generated benchmark | 4GB |
| black-forest-labs/FLUX.2-dev | Q4 | 297.85 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/DialoGPT-medium | Q4 | 297.36 tok/sEstimated Auto-generated benchmark | 4GB |
| numind/NuExtract-1.5 | Q4 | 297.26 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q4 | 297.12 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q4 | 296.92 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-Embedding-4B | Q4 | 296.07 tok/sEstimated Auto-generated benchmark | 2GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q4 | 295.56 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/phi-2 | Q4 | 294.75 tok/sEstimated Auto-generated benchmark | 4GB |
| BSC-LT/salamandraTA-7b-instruct | Q4 | 294.56 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-Base | Q4 | 294.28 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q4 | 293.89 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.1-8B | Q4 | 293.69 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-hf | Q4 | 293.66 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen-Image-Edit-2509 | Q4 | 293.37 tok/sEstimated Auto-generated benchmark | 4GB |
| openai-community/gpt2 | Q4 | 292.81 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q4 | 292.68 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3.1 | Q4 | 292.52 tok/sEstimated Auto-generated benchmark | 4GB |
| GSAI-ML/LLaDA-8B-Instruct | Q4 | 292.43 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B | Q4 | 291.06 tok/sEstimated Auto-generated benchmark | 2GB |
| deepseek-ai/DeepSeek-V3-0324 | Q4 | 288.66 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q4 | 288.16 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-FP8 | Q4 | 288.14 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q4 | 287.40 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-3.3-8b-instruct | Q4 | 287.31 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Base | Q4 | 287.09 tok/sEstimated Auto-generated benchmark | 2GB |
| microsoft/DialoGPT-small | Q4 | 286.68 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | 286.45 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-1.7B | Q4 | 286.39 tok/sEstimated Auto-generated benchmark | 4GB |
| vikhyatk/moondream2 | Q4 | 285.88 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM-135M | Q4 | 285.86 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-chat-hf | Q4 | 285.28 tok/sEstimated Auto-generated benchmark | 4GB |
| IlyaGusev/saiga_llama3_8b | Q4 | 285.11 tok/sEstimated Auto-generated benchmark | 4GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q4 | 284.93 tok/sEstimated Auto-generated benchmark | 4GB |
| MiniMaxAI/MiniMax-M2 | Q4 | 284.67 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | 284.61 tok/sEstimated Auto-generated benchmark | 3GB |
| google/gemma-3-270m-it | Q4 | 284.55 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-mini-instruct | Q4 | 284.07 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-Reranker-0.6B | Q4 | 283.51 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Meta-Llama-3-8B | Q4 | 283.26 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-0.6B | Q4 | 282.84 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q4 | 282.46 tok/sEstimated Auto-generated benchmark | 2GB |
| hmellor/tiny-random-LlamaForCausalLM | Q4 | 282.13 tok/sEstimated Auto-generated benchmark | 4GB |
| allenai/Olmo-3-7B-Think | Q4 | 281.95 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q4 | 281.25 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q4 | 280.61 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q4 | 280.53 tok/sEstimated Auto-generated benchmark | 4GB |
| lmsys/vicuna-7b-v1.5 | Q4 | 280.25 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-3.5-vision-instruct | Q4 | 278.77 tok/sEstimated Auto-generated benchmark | 4GB |
| facebook/opt-125m | Q4 | 278.60 tok/sEstimated Auto-generated benchmark | 4GB |
| parler-tts/parler-tts-large-v1 | Q4 | 278.39 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-Guard-3-8B | Q4 | 277.92 tok/sEstimated Auto-generated benchmark | 4GB |
| EleutherAI/gpt-neo-125m | Q4 | 277.86 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q4 | 277.82 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceH4/zephyr-7b-beta | Q4 | 277.23 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q4 | 276.07 tok/sEstimated Auto-generated benchmark | 2GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q4 | 275.73 tok/sEstimated Auto-generated benchmark | 3GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q4 | 275.62 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q4 | 274.96 tok/sEstimated Auto-generated benchmark | 4GB |
| mistralai/Mistral-7B-v0.1 | Q4 | 273.27 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 273.14 tok/sEstimated Auto-generated benchmark | 4GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q4 | 272.84 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q4 | 272.59 tok/sEstimated Auto-generated benchmark | 4GB |
| llamafactory/tiny-random-Llama-3 | Q4 | 272.52 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-0.5B | Q4 | 272.14 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q4 | 271.29 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B-Instruct | Q4 | 271.14 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2-1.5B-Instruct | Q4 | 271.06 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2-7B-Instruct | Q4 | 270.88 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2-0.5B | Q4 | 270.62 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen2.5-7B | Q4 | 270.58 tok/sEstimated Auto-generated benchmark | 4GB |
| EleutherAI/pythia-70m-deduped | Q4 | 270.25 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-R1-0528 | Q4 | 270.10 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/Phi-4-mini-instruct | Q4 | 269.55 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3 | Q4 | 269.41 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q4 | 268.51 tok/sEstimated Auto-generated benchmark | 4GB |
| tencent/HunyuanVideo-1.5 | Q4 | 267.95 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B | Q8 | 267.49 tok/sEstimated Auto-generated benchmark | 3GB |
| Qwen/Qwen3-1.7B-Base | Q4 | 266.68 tok/sEstimated Auto-generated benchmark | 4GB |
| rednote-hilab/dots.ocr | Q4 | 266.06 tok/sEstimated Auto-generated benchmark | 4GB |
| HuggingFaceTB/SmolLM2-135M | Q4 | 265.35 tok/sEstimated Auto-generated benchmark | 4GB |
| microsoft/phi-4 | Q4 | 264.46 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q4 | 264.24 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-granite/granite-3.3-2b-instruct | Q8 | 263.08 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-Embedding-8B | Q4 | 262.86 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-2b | Q8 | 259.29 tok/sEstimated Auto-generated benchmark | 2GB |
| nari-labs/Dia2-2B | Q8 | 257.09 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-1B-Instruct | Q8 | 256.88 tok/sEstimated Auto-generated benchmark | 1GB |
| apple/OpenELM-1_1B-Instruct | Q8 | 253.61 tok/sEstimated Auto-generated benchmark | 1GB |
| bigcode/starcoder2-3b | Q8 | 253.15 tok/sEstimated Auto-generated benchmark | 3GB |
| WeiboAI/VibeThinker-1.5B | Q8 | 252.17 tok/sEstimated Auto-generated benchmark | 2GB |
| google/embeddinggemma-300m | Q8 | 252.15 tok/sEstimated Auto-generated benchmark | 1GB |
| google-t5/t5-3b | Q8 | 250.67 tok/sEstimated Auto-generated benchmark | 3GB |
| inference-net/Schematron-3B | Q8 | 250.31 tok/sEstimated Auto-generated benchmark | 3GB |
| unsloth/Llama-3.2-1B-Instruct | Q8 | 245.32 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-OCR | Q8 | 241.82 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 240.60 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-3.2-1B | Q8 | 240.51 tok/sEstimated Auto-generated benchmark | 1GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q4 | 240.47 tok/sEstimated Auto-generated benchmark | 8GB |
| ibm-research/PowerMoE-3b | Q8 | 239.22 tok/sEstimated Auto-generated benchmark | 3GB |
| allenai/OLMo-2-0425-1B | Q8 | 239.19 tok/sEstimated Auto-generated benchmark | 1GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q8 | 239.00 tok/sEstimated Auto-generated benchmark | 3GB |
| LiquidAI/LFM2-1.2B | Q8 | 238.40 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B | Q8 | 238.23 tok/sEstimated Auto-generated benchmark | 3GB |
| meta-llama/Llama-Guard-3-1B | Q8 | 234.12 tok/sEstimated Auto-generated benchmark | 1GB |
| google/gemma-2-2b-it | Q8 | 233.80 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/Llama-3.2-3B-Instruct | Q8 | 232.94 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-3-medium-128k-instruct | Q4 | 230.35 tok/sEstimated Auto-generated benchmark | 7GB |
| google/gemma-3-1b-it | Q8 | 230.05 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 228.32 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/gemma-3-1b-it | Q8 | 228.31 tok/sEstimated Auto-generated benchmark | 1GB |
| facebook/sam3 | Q8 | 228.29 tok/sEstimated Auto-generated benchmark | 1GB |
| tencent/HunyuanOCR | Q8 | 228.18 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | 226.46 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | Q8 | 225.81 tok/sEstimated Auto-generated benchmark | 3GB |
| openai-community/gpt2-large | Q8 | 224.79 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-Instruct-v0.2 | Q8 | 224.45 tok/sEstimated Auto-generated benchmark | 7GB |
| google-bert/bert-base-uncased | Q8 | 223.84 tok/sEstimated Auto-generated benchmark | 1GB |
| meta-llama/Llama-2-13b-chat-hf | Q4 | 223.71 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | Q8 | 223.62 tok/sEstimated Auto-generated benchmark | 9GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | Q8 | 223.59 tok/sEstimated Auto-generated benchmark | 1GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | Q8 | 222.68 tok/sEstimated Auto-generated benchmark | 5GB |
| google/gemma-2-9b-it | Q4 | 222.50 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-Coder-1.5B | Q8 | 222.49 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2-0.5B-Instruct | Q8 | 222.25 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-3B-Instruct | Q8 | 221.99 tok/sEstimated Auto-generated benchmark | 3GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 221.84 tok/sEstimated Auto-generated benchmark | 7GB |
| llamafactory/tiny-random-Llama-3 | Q8 | 221.64 tok/sEstimated Auto-generated benchmark | 7GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q4 | 221.28 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/Phi-3-mini-4k-instruct | Q8 | 220.21 tok/sEstimated Auto-generated benchmark | 7GB |
| ai-forever/ruGPT-3.5-13B | Q4 | 220.18 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-Guard-3-8B | Q8 | 219.39 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-0.5B-Instruct | Q8 | 219.24 tok/sEstimated Auto-generated benchmark | 5GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q4 | 219.15 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-4B-Base | Q8 | 219.02 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-2-7b-hf | Q8 | 218.21 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3 | Q8 | 218.18 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-0.5B | Q8 | 217.74 tok/sEstimated Auto-generated benchmark | 5GB |
| microsoft/VibeVoice-1.5B | Q8 | 217.50 tok/sEstimated Auto-generated benchmark | 5GB |
| Tongyi-MAI/Z-Image-Turbo | Q8 | 217.31 tok/sEstimated Auto-generated benchmark | 8GB |
| microsoft/phi-2 | Q8 | 217.09 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/DialoGPT-medium | Q8 | 216.69 tok/sEstimated Auto-generated benchmark | 7GB |
| GSAI-ML/LLaDA-8B-Instruct | Q8 | 216.65 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | Q8 | 216.53 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | Q8 | 216.09 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/phi-4 | Q8 | 216.02 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-0.6B-Base | Q8 | 215.05 tok/sEstimated Auto-generated benchmark | 6GB |
| EssentialAI/rnj-1 | Q4 | 214.93 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 214.78 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen2-7B-Instruct | Q8 | 214.10 tok/sEstimated Auto-generated benchmark | 7GB |
| mistralai/Mistral-7B-v0.1 | Q8 | 214.07 tok/sEstimated Auto-generated benchmark | 7GB |
| zai-org/GLM-4.6-FP8 | Q8 | 213.98 tok/sEstimated Auto-generated benchmark | 7GB |
| hmellor/tiny-random-LlamaForCausalLM | Q8 | 213.96 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Meta-Llama-3-8B-Instruct | Q8 | 213.42 tok/sEstimated Auto-generated benchmark | 9GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | Q8 | 213.04 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | Q8 | 213.01 tok/sEstimated Auto-generated benchmark | 4GB |
| BSC-LT/salamandraTA-7b-instruct | Q8 | 213.00 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-3.5-vision-instruct | Q8 | 212.16 tok/sEstimated Auto-generated benchmark | 7GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | Q8 | 211.71 tok/sEstimated Auto-generated benchmark | 9GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | Q8 | 211.61 tok/sEstimated Auto-generated benchmark | 9GB |
| dicta-il/dictalm2.0-instruct | Q8 | 211.25 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-4B | Q8 | 211.12 tok/sEstimated Auto-generated benchmark | 4GB |
| meta-llama/Llama-3.1-8B | Q8 | 211.00 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-14B | Q4 | 210.99 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-1.5B | Q8 | 210.81 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen2.5-7B-Instruct | Q8 | 210.54 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-14B-Instruct | Q4 | 210.54 tok/sEstimated Auto-generated benchmark | 8GB |
| EleutherAI/pythia-70m-deduped | Q8 | 210.36 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | Q8 | 210.35 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-0.5B | Q8 | 210.25 tok/sEstimated Auto-generated benchmark | 5GB |
| Qwen/Qwen3-1.7B-Base | Q8 | 210.00 tok/sEstimated Auto-generated benchmark | 7GB |
| MiniMaxAI/MiniMax-M2 | Q8 | 209.07 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2-1.5B-Instruct | Q8 | 209.01 tok/sEstimated Auto-generated benchmark | 5GB |
| openai-community/gpt2-medium | Q8 | 208.94 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-1.7B | Q8 | 208.85 tok/sEstimated Auto-generated benchmark | 7GB |
| IlyaGusev/saiga_llama3_8b | Q8 | 208.46 tok/sEstimated Auto-generated benchmark | 9GB |
| vikhyatk/moondream2 | Q8 | 208.07 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-7B | Q8 | 207.91 tok/sEstimated Auto-generated benchmark | 7GB |
| Gensyn/Qwen2.5-0.5B-Instruct | Q8 | 207.77 tok/sEstimated Auto-generated benchmark | 5GB |
| openai-community/gpt2 | Q8 | 207.65 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Meta-Llama-3-8B | Q8 | 207.52 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-3-mini-128k-instruct | Q8 | 207.20 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-8B-FP8 | Q8 | 206.97 tok/sEstimated Auto-generated benchmark | 9GB |
| GSAI-ML/LLaDA-8B-Base | Q8 | 206.75 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-Reranker-0.6B | Q8 | 205.60 tok/sEstimated Auto-generated benchmark | 6GB |
| black-forest-labs/FLUX.2-dev | Q8 | 205.60 tok/sEstimated Auto-generated benchmark | 8GB |
| liuhaotian/llava-v1.5-7b | Q8 | 205.07 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-8B | Q8 | 203.99 tok/sEstimated Auto-generated benchmark | 9GB |
| meta-llama/Llama-2-7b-chat-hf | Q8 | 203.59 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/DialoGPT-small | Q8 | 202.72 tok/sEstimated Auto-generated benchmark | 7GB |
| microsoft/Phi-4-mini-instruct | Q8 | 202.44 tok/sEstimated Auto-generated benchmark | 7GB |
| tencent/HunyuanVideo-1.5 | Q8 | 201.91 tok/sEstimated Auto-generated benchmark | 8GB |
| HuggingFaceH4/zephyr-7b-beta | Q8 | 201.71 tok/sEstimated Auto-generated benchmark | 7GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | Q8 | 201.62 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen2.5-Math-1.5B | Q8 | 201.38 tok/sEstimated Auto-generated benchmark | 5GB |
| skt/kogpt2-base-v2 | Q8 | 201.35 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Thinking-2507 | Q8 | 200.91 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B | Q8 | 200.39 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | Q8 | 200.38 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-14B-Base | Q4 | 200.20 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-V3.1 | Q8 | 199.98 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.2-3B-Instruct | Q8 | 199.73 tok/sEstimated Auto-generated benchmark | 3GB |
| mistralai/Mistral-7B-Instruct-v0.1 | Q8 | 199.68 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-14B | Q4 | 199.53 tok/sEstimated Auto-generated benchmark | 7GB |
| rinna/japanese-gpt-neox-small | Q8 | 199.46 tok/sEstimated Auto-generated benchmark | 7GB |
| huggyllama/llama-7b | Q8 | 199.15 tok/sEstimated Auto-generated benchmark | 7GB |
| OpenPipe/Qwen3-14B-Instruct | Q4 | 198.93 tok/sEstimated Auto-generated benchmark | 7GB |
| facebook/opt-125m | Q8 | 198.73 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-0.6B | Q8 | 198.68 tok/sEstimated Auto-generated benchmark | 6GB |
| petals-team/StableBeluga2 | Q8 | 198.64 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1 | Q8 | 198.56 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | 198.00 tok/sEstimated Auto-generated benchmark | 5GB |
| allenai/Olmo-3-7B-Think | Q8 | 197.71 tok/sEstimated Auto-generated benchmark | 8GB |
| microsoft/Phi-4-multimodal-instruct | Q8 | 197.01 tok/sEstimated Auto-generated benchmark | 7GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 196.52 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-3.5-mini-instruct | Q8 | 195.90 tok/sEstimated Auto-generated benchmark | 4GB |
| deepseek-ai/DeepSeek-V3-0324 | Q8 | 195.66 tok/sEstimated Auto-generated benchmark | 7GB |
| openai-community/gpt2-xl | Q8 | 195.42 tok/sEstimated Auto-generated benchmark | 7GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | Q8 | 195.32 tok/sEstimated Auto-generated benchmark | 7GB |
| rednote-hilab/dots.ocr | Q8 | 194.42 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-0528 | Q8 | 193.33 tok/sEstimated Auto-generated benchmark | 7GB |
| black-forest-labs/FLUX.1-dev | Q8 | 193.28 tok/sEstimated Auto-generated benchmark | 8GB |
| Qwen/Qwen3-4B-Instruct-2507 | Q8 | 193.08 tok/sEstimated Auto-generated benchmark | 4GB |
| bigscience/bloomz-560m | Q8 | 192.75 tok/sEstimated Auto-generated benchmark | 7GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | 191.64 tok/sEstimated Auto-generated benchmark | 9GB |
| swiss-ai/Apertus-8B-Instruct-2509 | Q8 | 191.53 tok/sEstimated Auto-generated benchmark | 9GB |
| lmsys/vicuna-7b-v1.5 | Q8 | 191.41 tok/sEstimated Auto-generated benchmark | 7GB |
| zai-org/GLM-4.5-Air | Q8 | 191.17 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | Q8 | 190.92 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | Q8 | 190.91 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-Embedding-0.6B | Q8 | 190.70 tok/sEstimated Auto-generated benchmark | 6GB |
| HuggingFaceTB/SmolLM-135M | Q8 | 190.49 tok/sEstimated Auto-generated benchmark | 7GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | Q8 | 190.27 tok/sEstimated Auto-generated benchmark | 4GB |
| Qwen/Qwen3-8B-Base | Q8 | 189.77 tok/sEstimated Auto-generated benchmark | 9GB |
| numind/NuExtract-1.5 | Q8 | 189.22 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B | Q8 | 189.14 tok/sEstimated Auto-generated benchmark | 4GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q8 | 188.71 tok/sEstimated Auto-generated benchmark | 4GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | Q8 | 188.20 tok/sEstimated Auto-generated benchmark | 7GB |
| ibm-granite/granite-3.3-8b-instruct | Q8 | 188.12 tok/sEstimated Auto-generated benchmark | 9GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q8 | 188.07 tok/sEstimated Auto-generated benchmark | 7GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | Q8 | 186.91 tok/sEstimated Auto-generated benchmark | 5GB |
| sshleifer/tiny-gpt2 | Q8 | 186.78 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen-Image-Edit-2509 | Q8 | 185.91 tok/sEstimated Auto-generated benchmark | 8GB |
| ibm-granite/granite-docling-258M | Q8 | 185.07 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | Q8 | 184.83 tok/sEstimated Auto-generated benchmark | 4GB |
| distilbert/distilgpt2 | Q8 | 184.39 tok/sEstimated Auto-generated benchmark | 7GB |
| google/gemma-3-270m-it | Q8 | 184.19 tok/sEstimated Auto-generated benchmark | 7GB |
| HuggingFaceTB/SmolLM2-135M | Q8 | 184.15 tok/sEstimated Auto-generated benchmark | 7GB |
| EleutherAI/gpt-neo-125m | Q8 | 184.14 tok/sEstimated Auto-generated benchmark | 7GB |
| parler-tts/parler-tts-large-v1 | Q8 | 184.07 tok/sEstimated Auto-generated benchmark | 7GB |
| openai/gpt-oss-20b | Q4 | 174.75 tok/sEstimated Auto-generated benchmark | 10GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q4 | 168.84 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q4 | 166.44 tok/sEstimated Auto-generated benchmark | 15GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q4 | 165.48 tok/sEstimated Auto-generated benchmark | 10GB |
| ai-forever/ruGPT-3.5-13B | Q8 | 163.48 tok/sEstimated Auto-generated benchmark | 13GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q4 | 163.14 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-13b-chat-hf | Q8 | 161.83 tok/sEstimated Auto-generated benchmark | 13GB |
| google/gemma-2-9b-it | Q8 | 160.62 tok/sEstimated Auto-generated benchmark | 10GB |
| openai/gpt-oss-safeguard-20b | Q4 | 159.99 tok/sEstimated Auto-generated benchmark | 11GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q4 | 159.26 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Ministral-3-14B-Instruct-2512 | Q8 | 158.64 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/Phi-3-medium-128k-instruct | Q8 | 158.44 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 158.34 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-2-27b-it | Q4 | 158.05 tok/sEstimated Auto-generated benchmark | 14GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | Q8 | 156.96 tok/sEstimated Auto-generated benchmark | 10GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q4 | 156.79 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-14B | Q8 | 156.53 tok/sEstimated Auto-generated benchmark | 14GB |
| NousResearch/Hermes-3-Llama-3.1-8B | Q8 | 156.50 tok/sEstimated Auto-generated benchmark | 9GB |
| unsloth/gpt-oss-20b-BF16 | Q4 | 156.38 tok/sEstimated Auto-generated benchmark | 10GB |
| OpenPipe/Qwen3-14B-Instruct | Q8 | 155.80 tok/sEstimated Auto-generated benchmark | 14GB |
| Qwen/Qwen2.5-14B | Q8 | 155.62 tok/sEstimated Auto-generated benchmark | 14GB |
| mistralai/Mistral-Small-Instruct-2409 | Q4 | 155.00 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q4 | 154.52 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q4 | 153.97 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q4 | 152.40 tok/sEstimated Auto-generated benchmark | 10GB |
| deepseek-ai/DeepSeek-OCR | FP16 | 151.95 tok/sEstimated Auto-generated benchmark | 7GB |
| Qwen/Qwen3-30B-A3B | Q4 | 151.52 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q4 | 150.60 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | 150.09 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-14B-Instruct | Q8 | 149.91 tok/sEstimated Auto-generated benchmark | 14GB |
| google/embeddinggemma-300m | FP16 | 146.05 tok/sEstimated Auto-generated benchmark | 1GB |
| Qwen/Qwen3-14B-Base | Q8 | 144.74 tok/sEstimated Auto-generated benchmark | 14GB |
| inference-net/Schematron-3B | FP16 | 144.03 tok/sEstimated Auto-generated benchmark | 6GB |
| EssentialAI/rnj-1 | Q8 | 143.82 tok/sEstimated Auto-generated benchmark | 10GB |
| TinyLlama/TinyLlama-1.1B-Chat-v1.0 | FP16 | 143.73 tok/sEstimated Auto-generated benchmark | 2GB |
| unsloth/gemma-3-1b-it | FP16 | 142.86 tok/sEstimated Auto-generated benchmark | 2GB |
| ibm-granite/granite-3.3-2b-instruct | FP16 | 140.56 tok/sEstimated Auto-generated benchmark | 4GB |
| LiquidAI/LFM2-1.2B | FP16 | 140.37 tok/sEstimated Auto-generated benchmark | 4GB |
| ibm-research/PowerMoE-3b | FP16 | 140.21 tok/sEstimated Auto-generated benchmark | 6GB |
| google-t5/t5-3b | FP16 | 140.15 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-Guard-3-1B | FP16 | 139.33 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen2.5-3B | FP16 | 138.54 tok/sEstimated Auto-generated benchmark | 6GB |
| google/gemma-2-2b-it | FP16 | 135.39 tok/sEstimated Auto-generated benchmark | 4GB |
| google/gemma-3-1b-it | FP16 | 134.68 tok/sEstimated Auto-generated benchmark | 2GB |
| nari-labs/Dia2-2B | FP16 | 134.57 tok/sEstimated Auto-generated benchmark | 5GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 133.21 tok/sEstimated Auto-generated benchmark | 6GB |
| google/gemma-2b | FP16 | 132.53 tok/sEstimated Auto-generated benchmark | 4GB |
| WeiboAI/VibeThinker-1.5B | FP16 | 132.29 tok/sEstimated Auto-generated benchmark | 4GB |
| unsloth/Llama-3.2-1B-Instruct | FP16 | 131.78 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.2-1B | FP16 | 129.60 tok/sEstimated Auto-generated benchmark | 2GB |
| bigcode/starcoder2-3b | FP16 | 129.33 tok/sEstimated Auto-generated benchmark | 6GB |
| deepseek-ai/deepseek-coder-1.3b-instruct | FP16 | 128.56 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-3.2-3B | FP16 | 127.01 tok/sEstimated Auto-generated benchmark | 6GB |
| allenai/OLMo-2-0425-1B | FP16 | 127.00 tok/sEstimated Auto-generated benchmark | 2GB |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | FP16 | 124.71 tok/sEstimated Auto-generated benchmark | 6GB |
| unsloth/Llama-3.2-3B-Instruct | FP16 | 124.11 tok/sEstimated Auto-generated benchmark | 6GB |
| meta-llama/Llama-3.2-1B-Instruct | FP16 | 123.52 tok/sEstimated Auto-generated benchmark | 2GB |
| apple/OpenELM-1_1B-Instruct | FP16 | 122.40 tok/sEstimated Auto-generated benchmark | 2GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Q8 | 121.87 tok/sEstimated Auto-generated benchmark | 31GB |
| tencent/HunyuanOCR | FP16 | 121.73 tok/sEstimated Auto-generated benchmark | 3GB |
| black-forest-labs/FLUX.2-dev | FP16 | 121.65 tok/sEstimated Auto-generated benchmark | 16GB |
| llamafactory/tiny-random-Llama-3 | FP16 | 121.65 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-3B-Instruct | FP16 | 121.59 tok/sEstimated Auto-generated benchmark | 6GB |
| Qwen/Qwen3-4B | FP16 | 121.40 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | Q8 | 121.35 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen3-Embedding-0.6B | FP16 | 121.16 tok/sEstimated Auto-generated benchmark | 13GB |
| microsoft/DialoGPT-medium | FP16 | 121.12 tok/sEstimated Auto-generated benchmark | 15GB |
| openai/gpt-oss-safeguard-20b | Q8 | 121.06 tok/sEstimated Auto-generated benchmark | 22GB |
| Qwen/Qwen2.5-1.5B | FP16 | 121.00 tok/sEstimated Auto-generated benchmark | 11GB |
| MiniMaxAI/MiniMax-M2 | FP16 | 120.66 tok/sEstimated Auto-generated benchmark | 15GB |
| HuggingFaceTB/SmolLM-135M | FP16 | 120.66 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-0.5B | FP16 | 120.41 tok/sEstimated Auto-generated benchmark | 11GB |
| google-bert/bert-base-uncased | FP16 | 120.06 tok/sEstimated Auto-generated benchmark | 1GB |
| facebook/sam3 | FP16 | 119.87 tok/sEstimated Auto-generated benchmark | 2GB |
| meta-llama/Llama-3.1-8B | FP16 | 119.84 tok/sEstimated Auto-generated benchmark | 17GB |
| zai-org/GLM-4.6-FP8 | FP16 | 119.57 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2-1.5B-Instruct | FP16 | 119.48 tok/sEstimated Auto-generated benchmark | 11GB |
| rinna/japanese-gpt-neox-small | FP16 | 119.14 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | Q8 | 118.98 tok/sEstimated Auto-generated benchmark | 31GB |
| allenai/Olmo-3-7B-Think | FP16 | 118.92 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/Phi-4-mini-instruct | FP16 | 118.78 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | FP16 | 118.67 tok/sEstimated Auto-generated benchmark | 15GB |
| openai/gpt-oss-20b | Q8 | 118.61 tok/sEstimated Auto-generated benchmark | 20GB |
| meta-llama/Meta-Llama-3-8B | FP16 | 118.41 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/phi-2 | FP16 | 117.85 tok/sEstimated Auto-generated benchmark | 15GB |
| lmsys/vicuna-7b-v1.5 | FP16 | 117.82 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | Q8 | 117.67 tok/sEstimated Auto-generated benchmark | 20GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 117.65 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-1.7B-Base | FP16 | 117.48 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1 | FP16 | 117.34 tok/sEstimated Auto-generated benchmark | 15GB |
| BSC-LT/salamandraTA-7b-instruct | FP16 | 117.27 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2-0.5B-Instruct | FP16 | 117.18 tok/sEstimated Auto-generated benchmark | 11GB |
| deepseek-ai/DeepSeek-V3-0324 | FP16 | 117.05 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit | FP16 | 116.86 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-0.6B-Base | FP16 | 116.67 tok/sEstimated Auto-generated benchmark | 13GB |
| EleutherAI/pythia-70m-deduped | FP16 | 116.67 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Embedding-4B | FP16 | 116.60 tok/sEstimated Auto-generated benchmark | 9GB |
| facebook/opt-125m | FP16 | 116.18 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-7b-hf | FP16 | 115.99 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/VibeVoice-1.5B | FP16 | 115.90 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-8B-Base | FP16 | 115.76 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-4B-Base | FP16 | 115.72 tok/sEstimated Auto-generated benchmark | 9GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | Q8 | 115.42 tok/sEstimated Auto-generated benchmark | 31GB |
| HuggingFaceH4/zephyr-7b-beta | FP16 | 115.39 tok/sEstimated Auto-generated benchmark | 15GB |
| trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 | FP16 | 115.01 tok/sEstimated Auto-generated benchmark | 15GB |
| unsloth/mistral-7b-v0.3-bnb-4bit | FP16 | 114.95 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2-7B-Instruct | FP16 | 114.57 tok/sEstimated Auto-generated benchmark | 15GB |
| parler-tts/parler-tts-large-v1 | FP16 | 114.49 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-4B-Thinking-2507-FP8 | FP16 | 114.36 tok/sEstimated Auto-generated benchmark | 9GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 114.09 tok/sEstimated Auto-generated benchmark | 8GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | Q8 | 114.02 tok/sEstimated Auto-generated benchmark | 31GB |
| HuggingFaceTB/SmolLM2-135M | FP16 | 113.73 tok/sEstimated Auto-generated benchmark | 15GB |
| numind/NuExtract-1.5 | FP16 | 113.45 tok/sEstimated Auto-generated benchmark | 15GB |
| rednote-hilab/dots.ocr | FP16 | 113.28 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | FP16 | 113.25 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3.5-mini-instruct | FP16 | 113.22 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | FP16 | 113.19 tok/sEstimated Auto-generated benchmark | 9GB |
| Gensyn/Qwen2.5-0.5B-Instruct | FP16 | 113.06 tok/sEstimated Auto-generated benchmark | 11GB |
| petals-team/StableBeluga2 | FP16 | 112.64 tok/sEstimated Auto-generated benchmark | 15GB |
| mistralai/Mistral-Small-Instruct-2409 | Q8 | 112.45 tok/sEstimated Auto-generated benchmark | 23GB |
| Qwen/Qwen2.5-7B | FP16 | 112.25 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | 111.97 tok/sEstimated Auto-generated benchmark | 11GB |
| google/gemma-3-270m-it | FP16 | 111.92 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | Q8 | 111.84 tok/sEstimated Auto-generated benchmark | 31GB |
| Qwen/Qwen3-32B | Q4 | 111.81 tok/sEstimated Auto-generated benchmark | 16GB |
| microsoft/DialoGPT-small | FP16 | 111.69 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-2-7b-chat-hf | FP16 | 111.66 tok/sEstimated Auto-generated benchmark | 15GB |
| google/gemma-2-27b-it | Q8 | 111.40 tok/sEstimated Auto-generated benchmark | 28GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-6bit | FP16 | 111.36 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-4B-Thinking-2507 | FP16 | 111.18 tok/sEstimated Auto-generated benchmark | 9GB |
| bigscience/bloomz-560m | FP16 | 111.04 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-32B | Q4 | 110.97 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen2.5-Coder-7B-Instruct | FP16 | 110.81 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen2.5-Math-1.5B | FP16 | 110.60 tok/sEstimated Auto-generated benchmark | 11GB |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | FP16 | 109.98 tok/sEstimated Auto-generated benchmark | 15GB |
| Tongyi-MAI/Z-Image-Turbo | FP16 | 109.88 tok/sEstimated Auto-generated benchmark | 16GB |
| openai-community/gpt2-xl | FP16 | 109.82 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-medium | FP16 | 109.41 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-8B-FP8 | FP16 | 109.22 tok/sEstimated Auto-generated benchmark | 17GB |
| openai-community/gpt2 | FP16 | 108.97 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-V3 | FP16 | 108.86 tok/sEstimated Auto-generated benchmark | 15GB |
| kaitchup/Phi-3-mini-4k-instruct-gptq-4bit | FP16 | 108.81 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen3-8B | FP16 | 108.67 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/Phi-3-mini-128k-instruct | FP16 | 108.67 tok/sEstimated Auto-generated benchmark | 15GB |
| IlyaGusev/saiga_llama3_8b | FP16 | 108.53 tok/sEstimated Auto-generated benchmark | 17GB |
| deepseek-ai/DeepSeek-R1-0528 | FP16 | 108.43 tok/sEstimated Auto-generated benchmark | 15GB |
| black-forest-labs/FLUX.1-dev | FP16 | 108.34 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen3-30B-A3B | Q8 | 108.30 tok/sEstimated Auto-generated benchmark | 31GB |
| mistralai/Mistral-7B-v0.1 | FP16 | 108.25 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-3.2-3B-Instruct | FP16 | 108.24 tok/sEstimated Auto-generated benchmark | 7GB |
| Alibaba-NLP/gte-Qwen2-1.5B-instruct | FP16 | 108.20 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen3-Embedding-8B | FP16 | 108.13 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-4B-Instruct-2507 | FP16 | 108.04 tok/sEstimated Auto-generated benchmark | 9GB |
| dicta-il/dictalm2.0-instruct | FP16 | 107.90 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | Q8 | 107.85 tok/sEstimated Auto-generated benchmark | 31GB |
| skt/kogpt2-base-v2 | FP16 | 107.45 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | FP16 | 107.44 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-Coder-1.5B | FP16 | 107.41 tok/sEstimated Auto-generated benchmark | 11GB |
| GSAI-ML/LLaDA-8B-Base | FP16 | 107.36 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2-0.5B | FP16 | 106.97 tok/sEstimated Auto-generated benchmark | 11GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 106.81 tok/sEstimated Auto-generated benchmark | 17GB |
| unsloth/Meta-Llama-3.1-8B-Instruct | FP16 | 106.28 tok/sEstimated Auto-generated benchmark | 17GB |
| mistralai/Mistral-7B-Instruct-v0.1 | FP16 | 106.24 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-4-multimodal-instruct | FP16 | 106.23 tok/sEstimated Auto-generated benchmark | 15GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B | FP16 | 105.92 tok/sEstimated Auto-generated benchmark | 11GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 105.78 tok/sEstimated Auto-generated benchmark | 17GB |
| microsoft/phi-4 | FP16 | 105.75 tok/sEstimated Auto-generated benchmark | 15GB |
| openai-community/gpt2-large | FP16 | 105.72 tok/sEstimated Auto-generated benchmark | 15GB |
| moonshotai/Kimi-K2-Thinking | Q4 | 105.68 tok/sEstimated Auto-generated benchmark | 489GB |
| tencent/HunyuanVideo-1.5 | FP16 | 105.66 tok/sEstimated Auto-generated benchmark | 16GB |
| huggyllama/llama-7b | FP16 | 105.27 tok/sEstimated Auto-generated benchmark | 15GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | Q8 | 105.23 tok/sEstimated Auto-generated benchmark | 20GB |
| deepseek-ai/DeepSeek-V3.1 | FP16 | 105.21 tok/sEstimated Auto-generated benchmark | 15GB |
| meta-llama/Llama-Guard-3-8B | FP16 | 104.96 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Meta-Llama-3-8B-Instruct | FP16 | 104.74 tok/sEstimated Auto-generated benchmark | 17GB |
| trl-internal-testing/tiny-random-LlamaForCausalLM | FP16 | 104.73 tok/sEstimated Auto-generated benchmark | 15GB |
| sshleifer/tiny-gpt2 | FP16 | 104.55 tok/sEstimated Auto-generated benchmark | 15GB |
| ibm-granite/granite-docling-258M | FP16 | 104.46 tok/sEstimated Auto-generated benchmark | 15GB |
| vikhyatk/moondream2 | FP16 | 104.39 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | Q8 | 104.01 tok/sEstimated Auto-generated benchmark | 31GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q4 | 103.97 tok/sEstimated Auto-generated benchmark | 17GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q4 | 103.97 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen3-0.6B | FP16 | 103.60 tok/sEstimated Auto-generated benchmark | 13GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 103.58 tok/sEstimated Auto-generated benchmark | 34GB |
| unsloth/gpt-oss-20b-BF16 | Q8 | 103.11 tok/sEstimated Auto-generated benchmark | 20GB |
| GSAI-ML/LLaDA-8B-Instruct | FP16 | 102.95 tok/sEstimated Auto-generated benchmark | 17GB |
| NousResearch/Meta-Llama-3.1-8B-Instruct | FP16 | 102.80 tok/sEstimated Auto-generated benchmark | 17GB |
| unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit | FP16 | 102.78 tok/sEstimated Auto-generated benchmark | 17GB |
| lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-8bit | FP16 | 102.46 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen3-1.7B | FP16 | 102.30 tok/sEstimated Auto-generated benchmark | 15GB |
| zai-org/GLM-4.5-Air | FP16 | 102.13 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen3-Reranker-0.6B | FP16 | 102.11 tok/sEstimated Auto-generated benchmark | 13GB |
| Qwen/Qwen2.5-7B-Instruct | FP16 | 102.01 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3.5-vision-instruct | FP16 | 101.98 tok/sEstimated Auto-generated benchmark | 15GB |
| Qwen/Qwen-Image-Edit-2509 | FP16 | 101.68 tok/sEstimated Auto-generated benchmark | 16GB |
| mistralai/Mistral-7B-Instruct-v0.2 | FP16 | 101.47 tok/sEstimated Auto-generated benchmark | 15GB |
| EleutherAI/gpt-neo-125m | FP16 | 101.19 tok/sEstimated Auto-generated benchmark | 15GB |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit | FP16 | 101.15 tok/sEstimated Auto-generated benchmark | 9GB |
| Qwen/Qwen2.5-0.5B-Instruct | FP16 | 100.99 tok/sEstimated Auto-generated benchmark | 11GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q4 | 100.91 tok/sEstimated Auto-generated benchmark | 34GB |
| swiss-ai/Apertus-8B-Instruct-2509 | FP16 | 100.80 tok/sEstimated Auto-generated benchmark | 17GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q4 | 100.74 tok/sEstimated Auto-generated benchmark | 16GB |
| deepseek-ai/DeepSeek-V2.5 | Q4 | 100.48 tok/sEstimated Auto-generated benchmark | 328GB |
| hmellor/tiny-random-LlamaForCausalLM | FP16 | 100.48 tok/sEstimated Auto-generated benchmark | 15GB |
| liuhaotian/llava-v1.5-7b | FP16 | 100.38 tok/sEstimated Auto-generated benchmark | 15GB |
| trl-internal-testing/tiny-LlamaForCausalLM-3.2 | FP16 | 100.29 tok/sEstimated Auto-generated benchmark | 15GB |
| distilbert/distilgpt2 | FP16 | 100.27 tok/sEstimated Auto-generated benchmark | 15GB |
| microsoft/Phi-3-mini-4k-instruct | FP16 | 100.25 tok/sEstimated Auto-generated benchmark | 15GB |
| ibm-granite/granite-3.3-8b-instruct | FP16 | 99.91 tok/sEstimated Auto-generated benchmark | 17GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q4 | 99.18 tok/sEstimated Auto-generated benchmark | 16GB |
| 01-ai/Yi-1.5-34B-Chat | Q4 | 98.84 tok/sEstimated Auto-generated benchmark | 18GB |
| baichuan-inc/Baichuan-M2-32B | Q4 | 98.05 tok/sEstimated Auto-generated benchmark | 16GB |
| Qwen/Qwen2.5-32B-Instruct | Q4 | 97.99 tok/sEstimated Auto-generated benchmark | 16GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q4 | 96.97 tok/sEstimated Auto-generated benchmark | 25GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q4 | 94.52 tok/sEstimated Auto-generated benchmark | 34GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q4 | 94.21 tok/sEstimated Auto-generated benchmark | 17GB |
| codellama/CodeLlama-34b-hf | Q4 | 93.35 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q4 | 92.93 tok/sEstimated Auto-generated benchmark | 17GB |
| Qwen/QwQ-32B-Preview | Q4 | 92.44 tok/sEstimated Auto-generated benchmark | 17GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 92.34 tok/sEstimated Auto-generated benchmark | 34GB |
| Qwen/Qwen2.5-14B | FP16 | 91.20 tok/sEstimated Auto-generated benchmark | 29GB |
| NousResearch/Hermes-3-Llama-3.1-8B | FP16 | 91.19 tok/sEstimated Auto-generated benchmark | 17GB |
| EssentialAI/rnj-1 | FP16 | 86.91 tok/sEstimated Auto-generated benchmark | 19GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 84.22 tok/sEstimated Auto-generated benchmark | 30GB |
| ai-forever/ruGPT-3.5-13B | FP16 | 82.48 tok/sEstimated Auto-generated benchmark | 27GB |
| microsoft/Phi-3-medium-128k-instruct | FP16 | 81.28 tok/sEstimated Auto-generated benchmark | 29GB |
| Qwen/Qwen3-14B | FP16 | 79.72 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Llama-3.1-8B-Instruct | FP16 | 79.43 tok/sEstimated Auto-generated benchmark | 17GB |
| OpenPipe/Qwen3-14B-Instruct | FP16 | 79.22 tok/sEstimated Auto-generated benchmark | 29GB |
| meta-llama/Llama-2-13b-chat-hf | FP16 | 79.07 tok/sEstimated Auto-generated benchmark | 27GB |
| Qwen/Qwen3-14B-Base | FP16 | 78.85 tok/sEstimated Auto-generated benchmark | 29GB |
| nvidia/NVIDIA-Nemotron-Nano-9B-v2 | FP16 | 78.64 tok/sEstimated Auto-generated benchmark | 19GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | Q8 | 77.89 tok/sEstimated Auto-generated benchmark | 68GB |
| google/gemma-2-9b-it | FP16 | 77.50 tok/sEstimated Auto-generated benchmark | 20GB |
| mistralai/Ministral-3-14B-Instruct-2512 | FP16 | 77.43 tok/sEstimated Auto-generated benchmark | 32GB |
| Qwen/Qwen2.5-14B-Instruct | FP16 | 76.64 tok/sEstimated Auto-generated benchmark | 29GB |
| 01-ai/Yi-1.5-34B-Chat | Q8 | 75.81 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen2.5-32B | Q8 | 75.48 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/QwQ-32B-Preview | Q8 | 75.13 tok/sEstimated Auto-generated benchmark | 34GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | Q8 | 74.01 tok/sEstimated Auto-generated benchmark | 50GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | Q8 | 72.77 tok/sEstimated Auto-generated benchmark | 35GB |
| moonshotai/Kimi-K2-Thinking | Q8 | 72.54 tok/sEstimated Auto-generated benchmark | 978GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 72.29 tok/sEstimated Auto-generated benchmark | 34GB |
| deepseek-ai/DeepSeek-V2.5 | Q8 | 72.28 tok/sEstimated Auto-generated benchmark | 656GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 72.05 tok/sEstimated Auto-generated benchmark | 68GB |
| baichuan-inc/Baichuan-M2-32B | Q8 | 71.20 tok/sEstimated Auto-generated benchmark | 33GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | Q8 | 69.76 tok/sEstimated Auto-generated benchmark | 34GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | Q8 | 69.56 tok/sEstimated Auto-generated benchmark | 68GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 69.37 tok/sEstimated Auto-generated benchmark | 68GB |
| Qwen/Qwen3-32B | Q8 | 68.57 tok/sEstimated Auto-generated benchmark | 33GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q4 | 68.48 tok/sEstimated Auto-generated benchmark | 69GB |
| codellama/CodeLlama-34b-hf | Q8 | 68.42 tok/sEstimated Auto-generated benchmark | 35GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | Q8 | 67.61 tok/sEstimated Auto-generated benchmark | 33GB |
| meta-llama/Meta-Llama-3-70B-Instruct | Q8 | 66.24 tok/sEstimated Auto-generated benchmark | 68GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q8 | 65.80 tok/sEstimated Auto-generated benchmark | 33GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-5bit | FP16 | 65.76 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-32B-Instruct | Q8 | 65.06 tok/sEstimated Auto-generated benchmark | 33GB |
| deepseek-ai/deepseek-coder-33b-instruct | Q8 | 64.89 tok/sEstimated Auto-generated benchmark | 34GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-4bit | FP16 | 64.12 tok/sEstimated Auto-generated benchmark | 61GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q4 | 64.02 tok/sEstimated Auto-generated benchmark | 34GB |
| meta-llama/Llama-3.1-70B-Instruct | Q4 | 63.91 tok/sEstimated Auto-generated benchmark | 34GB |
| unsloth/gpt-oss-20b-BF16 | FP16 | 63.90 tok/sEstimated Auto-generated benchmark | 41GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q4 | 63.86 tok/sEstimated Auto-generated benchmark | 34GB |
| openai/gpt-oss-20b | FP16 | 63.54 tok/sEstimated Auto-generated benchmark | 41GB |
| Qwen/Qwen3-30B-A3B | FP16 | 63.52 tok/sEstimated Auto-generated benchmark | 61GB |
| mistralai/Mistral-Large-Instruct-2411 | Q4 | 63.42 tok/sEstimated Auto-generated benchmark | 60GB |
| mistralai/Mistral-Small-Instruct-2409 | FP16 | 63.00 tok/sEstimated Auto-generated benchmark | 46GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-8bit | FP16 | 62.68 tok/sEstimated Auto-generated benchmark | 61GB |
| meta-llama/Llama-3.3-70B-Instruct | Q4 | 62.17 tok/sEstimated Auto-generated benchmark | 34GB |
| google/gemma-2-27b-it | FP16 | 61.92 tok/sEstimated Auto-generated benchmark | 56GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q4 | 61.24 tok/sEstimated Auto-generated benchmark | 39GB |
| openai/gpt-oss-120b | Q4 | 61.11 tok/sEstimated Auto-generated benchmark | 59GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q4 | 61.10 tok/sEstimated Auto-generated benchmark | 39GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q4 | 59.95 tok/sEstimated Auto-generated benchmark | 39GB |
| mlx-community/gpt-oss-20b-MXFP4-Q8 | FP16 | 59.78 tok/sEstimated Auto-generated benchmark | 41GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 | FP16 | 59.61 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 59.48 tok/sEstimated Auto-generated benchmark | 35GB |
| Qwen/Qwen2.5-72B-Instruct | Q4 | 59.01 tok/sEstimated Auto-generated benchmark | 36GB |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | FP16 | 59.00 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-30B-A3B-Thinking-2507 | FP16 | 58.83 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | FP16 | 58.77 tok/sEstimated Auto-generated benchmark | 61GB |
| unsloth/gpt-oss-20b-unsloth-bnb-4bit | FP16 | 58.21 tok/sEstimated Auto-generated benchmark | 41GB |
| AI-MO/Kimina-Prover-72B | Q4 | 57.13 tok/sEstimated Auto-generated benchmark | 35GB |
| openai/gpt-oss-safeguard-20b | FP16 | 55.91 tok/sEstimated Auto-generated benchmark | 44GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q4 | 55.62 tok/sEstimated Auto-generated benchmark | 44GB |
| lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-MLX-6bit | FP16 | 55.30 tok/sEstimated Auto-generated benchmark | 61GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q4 | 54.57 tok/sEstimated Auto-generated benchmark | 36GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q4 | 54.09 tok/sEstimated Auto-generated benchmark | 39GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | Q8 | 52.78 tok/sEstimated Auto-generated benchmark | 138GB |
| NousResearch/Hermes-3-Llama-3.1-70B | Q8 | 44.27 tok/sEstimated Auto-generated benchmark | 69GB |
| AI-MO/Kimina-Prover-72B | Q8 | 44.16 tok/sEstimated Auto-generated benchmark | 70GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 42.65 tok/sEstimated Auto-generated benchmark | 71GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q4 | 42.62 tok/sEstimated Auto-generated benchmark | 115GB |
| Qwen/Qwen2.5-72B-Instruct | Q8 | 42.59 tok/sEstimated Auto-generated benchmark | 70GB |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | FP16 | 42.49 tok/sEstimated Auto-generated benchmark | 66GB |
| openai/gpt-oss-120b | Q8 | 42.24 tok/sEstimated Auto-generated benchmark | 117GB |
| codellama/CodeLlama-34b-hf | FP16 | 42.19 tok/sEstimated Auto-generated benchmark | 70GB |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | FP16 | 41.83 tok/sEstimated Auto-generated benchmark | 66GB |
| baichuan-inc/Baichuan-M2-32B | FP16 | 41.75 tok/sEstimated Auto-generated benchmark | 66GB |
| meta-llama/Llama-3.1-70B-Instruct | Q8 | 41.70 tok/sEstimated Auto-generated benchmark | 69GB |
| Qwen/Qwen2.5-Coder-32B-Instruct | FP16 | 41.27 tok/sEstimated Auto-generated benchmark | 67GB |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | 41.16 tok/sEstimated Auto-generated benchmark | 69GB |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | FP16 | 40.93 tok/sEstimated Auto-generated benchmark | 137GB |
| Qwen/Qwen2.5-Math-72B-Instruct | Q8 | 40.91 tok/sEstimated Auto-generated benchmark | 71GB |
| Qwen/Qwen3-32B | FP16 | 40.89 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | Q8 | 40.76 tok/sEstimated Auto-generated benchmark | 78GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 40.72 tok/sEstimated Auto-generated benchmark | 66GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | Q8 | 40.34 tok/sEstimated Auto-generated benchmark | 78GB |
| deepseek-ai/DeepSeek-Math-V2 | Q4 | 39.76 tok/sEstimated Auto-generated benchmark | 383GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 39.73 tok/sEstimated Auto-generated benchmark | 137GB |
| 01-ai/Yi-1.5-34B-Chat | FP16 | 39.62 tok/sEstimated Auto-generated benchmark | 70GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | Q8 | 39.14 tok/sEstimated Auto-generated benchmark | 88GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 38.86 tok/sEstimated Auto-generated benchmark | 137GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | Q8 | 38.72 tok/sEstimated Auto-generated benchmark | 78GB |
| Qwen/Qwen2.5-32B | FP16 | 38.69 tok/sEstimated Auto-generated benchmark | 66GB |
| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w4a16 | FP16 | 38.55 tok/sEstimated Auto-generated benchmark | 137GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | Q8 | 38.54 tok/sEstimated Auto-generated benchmark | 69GB |
| mistralai/Mistral-Large-Instruct-2411 | Q8 | 38.36 tok/sEstimated Auto-generated benchmark | 120GB |
| deepseek-ai/deepseek-coder-33b-instruct | FP16 | 38.19 tok/sEstimated Auto-generated benchmark | 68GB |
| MiniMaxAI/MiniMax-M1-40k | Q4 | 38.09 tok/sEstimated Auto-generated benchmark | 255GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | Q8 | 38.08 tok/sEstimated Auto-generated benchmark | 78GB |
| moonshotai/Kimi-Linear-48B-A3B-Instruct | FP16 | 37.95 tok/sEstimated Auto-generated benchmark | 101GB |
| Qwen/Qwen2.5-32B-Instruct | FP16 | 36.99 tok/sEstimated Auto-generated benchmark | 67GB |
| dphn/dolphin-2.9.1-yi-1.5-34b | FP16 | 35.98 tok/sEstimated Auto-generated benchmark | 70GB |
| meta-llama/Meta-Llama-3-70B-Instruct | FP16 | 35.84 tok/sEstimated Auto-generated benchmark | 137GB |
| deepseek-ai/DeepSeek-V2.5 | FP16 | 35.59 tok/sEstimated Auto-generated benchmark | 1312GB |
| moonshotai/Kimi-K2-Thinking | FP16 | 35.33 tok/sEstimated Auto-generated benchmark | 1956GB |
| Qwen/QwQ-32B-Preview | FP16 | 35.00 tok/sEstimated Auto-generated benchmark | 67GB |
| Qwen/Qwen3-235B-A22B | Q4 | 34.98 tok/sEstimated Auto-generated benchmark | 115GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | Q8 | 33.64 tok/sEstimated Auto-generated benchmark | 231GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q4 | 32.48 tok/sEstimated Auto-generated benchmark | 378GB |
| MiniMaxAI/MiniMax-VL-01 | Q4 | 32.15 tok/sEstimated Auto-generated benchmark | 256GB |
| deepseek-ai/DeepSeek-Math-V2 | Q8 | 29.70 tok/sEstimated Auto-generated benchmark | 766GB |
| mistralai/Mixtral-8x22B-Instruct-v0.1 | FP16 | 27.27 tok/sEstimated Auto-generated benchmark | 275GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | 26.94 tok/sEstimated Auto-generated benchmark | 755GB |
| Qwen/Qwen3-235B-A22B | Q8 | 26.02 tok/sEstimated Auto-generated benchmark | 230GB |
| meta-llama/Llama-3.1-70B-Instruct | FP16 | 24.40 tok/sEstimated Auto-generated benchmark | 138GB |
| MiniMaxAI/MiniMax-VL-01 | Q8 | 24.33 tok/sEstimated Auto-generated benchmark | 511GB |
| mistralai/Mistral-Large-Instruct-2411 | FP16 | 24.25 tok/sEstimated Auto-generated benchmark | 240GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 23.85 tok/sEstimated Auto-generated benchmark | 142GB |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | 23.68 tok/sEstimated Auto-generated benchmark | 176GB |
| Qwen/Qwen2.5-Math-72B-Instruct | FP16 | 23.50 tok/sEstimated Auto-generated benchmark | 142GB |
| NousResearch/Hermes-3-Llama-3.1-70B | FP16 | 23.41 tok/sEstimated Auto-generated benchmark | 138GB |
| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | FP16 | 22.56 tok/sEstimated Auto-generated benchmark | 138GB |
| meta-llama/Llama-3.3-70B-Instruct | FP16 | 22.35 tok/sEstimated Auto-generated benchmark | 138GB |
| MiniMaxAI/MiniMax-M1-40k | Q8 | 22.29 tok/sEstimated Auto-generated benchmark | 510GB |
| Qwen/Qwen2.5-72B-Instruct | FP16 | 22.18 tok/sEstimated Auto-generated benchmark | 141GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct | FP16 | 21.62 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking-FP8 | FP16 | 21.45 tok/sEstimated Auto-generated benchmark | 156GB |
| openai/gpt-oss-120b | FP16 | 21.22 tok/sEstimated Auto-generated benchmark | 235GB |
| AI-MO/Kimina-Prover-72B | FP16 | 20.65 tok/sEstimated Auto-generated benchmark | 141GB |
| Qwen/Qwen3-Next-80B-A3B-Instruct-FP8 | FP16 | 20.37 tok/sEstimated Auto-generated benchmark | 156GB |
| Qwen/Qwen3-Next-80B-A3B-Thinking | FP16 | 20.12 tok/sEstimated Auto-generated benchmark | 156GB |
| deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 | FP16 | 16.16 tok/sEstimated Auto-generated benchmark | 461GB |
| deepseek-ai/DeepSeek-Math-V2 | FP16 | 15.70 tok/sEstimated Auto-generated benchmark | 1532GB |
| MiniMaxAI/MiniMax-VL-01 | FP16 | 14.53 tok/sEstimated Auto-generated benchmark | 1021GB |
| MiniMaxAI/MiniMax-M1-40k | FP16 | 14.03 tok/sEstimated Auto-generated benchmark | 1020GB |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | 13.83 tok/sEstimated Auto-generated benchmark | 1509GB |
| Qwen/Qwen3-235B-A22B | FP16 | 12.45 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 | 32.48 tok/sEstimated | 378GB (have 80GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | Q8 | Not supported | 26.94 tok/sEstimated | 755GB (have 80GB) |
| EssentialAI/rnj-1 | FP16 | Fits comfortably | 86.91 tok/sEstimated | 19GB (have 80GB) |
| EssentialAI/rnj-1 | Q8 | Fits comfortably | 143.82 tok/sEstimated | 10GB (have 80GB) |
| EssentialAI/rnj-1 | Q4 | Fits comfortably | 214.93 tok/sEstimated | 5GB (have 80GB) |
| mistralai/Mistral-Large-3-675B-Instruct-2512 | FP16 | Not supported | 13.83 tok/sEstimated | 1509GB (have 80GB) |
| vikhyatk/moondream2 | Q4 | Fits comfortably | 285.88 tok/sEstimated | 4GB (have 80GB) |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | FP16 | Fits comfortably | 124.71 tok/sEstimated | 6GB (have 80GB) |
| bigscience/bloomz-560m | FP16 | Fits comfortably | 111.04 tok/sEstimated | 15GB (have 80GB) |
| meta-llama/Llama-3.2-1B | FP16 | Fits comfortably | 129.60 tok/sEstimated | 2GB (have 80GB) |
| meta-llama/Meta-Llama-3-8B | Q4 | Fits comfortably | 283.26 tok/sEstimated | 4GB (have 80GB) |
| allenai/OLMo-2-0425-1B | Q8 | Fits comfortably | 239.19 tok/sEstimated | 1GB (have 80GB) |
| allenai/OLMo-2-0425-1B | FP16 | Fits comfortably | 127.00 tok/sEstimated | 2GB (have 80GB) |
| microsoft/Phi-3-mini-4k-instruct | Q4 | Fits comfortably | 309.94 tok/sEstimated | 4GB (have 80GB) |
| meta-llama/Llama-3.2-1B | Q8 | Fits comfortably | 240.51 tok/sEstimated | 1GB (have 80GB) |
| context-labs/meta-llama-Llama-3.2-3B-Instruct-FP16 | Q8 | Fits comfortably | 239.00 tok/sEstimated | 3GB (have 80GB) |
| meta-llama/Llama-2-7b-hf | FP16 | Fits comfortably | 115.99 tok/sEstimated | 15GB (have 80GB) |
| deepseek-ai/DeepSeek-R1-Distill-Qwen-7B | FP16 | Fits comfortably | 118.67 tok/sEstimated | 15GB (have 80GB) |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q4 | Fits comfortably | 319.89 tok/sEstimated | 4GB (have 80GB) |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | Q8 | Fits comfortably | 191.64 tok/sEstimated | 9GB (have 80GB) |
| deepseek-ai/DeepSeek-R1-Distill-Llama-8B | FP16 | Fits comfortably | 107.44 tok/sEstimated | 17GB (have 80GB) |
| LiquidAI/LFM2-1.2B | Q4 | Fits comfortably | 334.23 tok/sEstimated | 1GB (have 80GB) |
| LiquidAI/LFM2-1.2B | Q8 | Fits comfortably | 238.40 tok/sEstimated | 2GB (have 80GB) |
| LiquidAI/LFM2-1.2B | FP16 | Fits comfortably | 140.37 tok/sEstimated | 4GB (have 80GB) |
| mistralai/Mistral-7B-Instruct-v0.1 | Q4 | Fits comfortably | 288.16 tok/sEstimated | 4GB (have 80GB) |
| mistralai/Mistral-7B-Instruct-v0.1 | Q8 | Fits comfortably | 199.68 tok/sEstimated | 7GB (have 80GB) |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | FP16 | Fits comfortably | 59.00 tok/sEstimated | 61GB (have 80GB) |
| Qwen/Qwen3-8B-FP8 | Q8 | Fits comfortably | 206.97 tok/sEstimated | 9GB (have 80GB) |
| Qwen/Qwen3-8B-FP8 | FP16 | Fits comfortably | 109.22 tok/sEstimated | 17GB (have 80GB) |
| microsoft/DialoGPT-small | Q4 | Fits comfortably | 286.68 tok/sEstimated | 4GB (have 80GB) |
| vikhyatk/moondream2 | FP16 | Fits comfortably | 104.39 tok/sEstimated | 15GB (have 80GB) |
| microsoft/Phi-3.5-mini-instruct | Q4 | Fits comfortably | 303.74 tok/sEstimated | 4GB (have 80GB) |
| Qwen/Qwen3-4B-Base | FP16 | Fits comfortably | 115.72 tok/sEstimated | 9GB (have 80GB) |
| microsoft/phi-2 | Q4 | Fits comfortably | 294.75 tok/sEstimated | 4GB (have 80GB) |
| microsoft/Phi-3.5-mini-instruct | Q8 | Fits comfortably | 221.84 tok/sEstimated | 7GB (have 80GB) |
| microsoft/Phi-3.5-mini-instruct | FP16 | Fits comfortably | 113.22 tok/sEstimated | 15GB (have 80GB) |
| unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit | Q4 | Fits comfortably | 100.74 tok/sEstimated | 16GB (have 80GB) |
| Qwen/Qwen2.5-7B-Instruct | Q8 | Fits comfortably | 210.54 tok/sEstimated | 7GB (have 80GB) |
| Qwen/Qwen2.5-7B-Instruct | FP16 | Fits comfortably | 102.01 tok/sEstimated | 15GB (have 80GB) |
| meta-llama/Llama-3.1-8B-Instruct | Q4 | Fits comfortably | 273.14 tok/sEstimated | 4GB (have 80GB) |
| meta-llama/Llama-3.1-8B-Instruct | Q8 | Fits comfortably | 196.52 tok/sEstimated | 9GB (have 80GB) |
| meta-llama/Llama-Guard-3-1B | FP16 | Fits comfortably | 139.33 tok/sEstimated | 2GB (have 80GB) |
| codellama/CodeLlama-34b-hf | Q4 | Fits comfortably | 93.35 tok/sEstimated | 17GB (have 80GB) |
| codellama/CodeLlama-34b-hf | Q8 | Fits comfortably | 68.42 tok/sEstimated | 35GB (have 80GB) |
| codellama/CodeLlama-34b-hf | FP16 | Fits comfortably | 42.19 tok/sEstimated | 70GB (have 80GB) |
| Qwen/Qwen2.5-1.5B-Instruct | Q4 | Fits comfortably | 284.61 tok/sEstimated | 3GB (have 80GB) |
| Qwen/Qwen2.5-1.5B-Instruct | Q8 | Fits comfortably | 198.00 tok/sEstimated | 5GB (have 80GB) |
| Qwen/Qwen2.5-1.5B-Instruct | FP16 | Fits comfortably | 111.97 tok/sEstimated | 11GB (have 80GB) |
| facebook/opt-125m | Q4 | Fits comfortably | 278.60 tok/sEstimated | 4GB (have 80GB) |
| EleutherAI/gpt-neo-125m | Q8 | Fits comfortably | 184.14 tok/sEstimated | 7GB (have 80GB) |
| EleutherAI/gpt-neo-125m | FP16 | Fits comfortably | 101.19 tok/sEstimated | 15GB (have 80GB) |
| meta-llama/Llama-3.2-3B | Q4 | Fits comfortably | 344.26 tok/sEstimated | 2GB (have 80GB) |
| microsoft/Phi-3-mini-128k-instruct | FP16 | Fits comfortably | 108.67 tok/sEstimated | 15GB (have 80GB) |
| mistralai/Mistral-7B-Instruct-v0.2 | Q8 | Fits comfortably | 224.45 tok/sEstimated | 7GB (have 80GB) |
| mistralai/Mistral-7B-Instruct-v0.2 | FP16 | Fits comfortably | 101.47 tok/sEstimated | 15GB (have 80GB) |
| RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic | FP16 | Not supported | 40.93 tok/sEstimated | 137GB (have 80GB) |
| meta-llama/Llama-3.2-3B-Instruct | Q4 | Fits comfortably | 337.05 tok/sEstimated | 2GB (have 80GB) |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q4 | Fits comfortably | 292.68 tok/sEstimated | 4GB (have 80GB) |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | Q8 | Fits comfortably | 188.07 tok/sEstimated | 7GB (have 80GB) |
| HuggingFaceM4/tiny-random-LlamaForCausalLM | FP16 | Fits comfortably | 109.98 tok/sEstimated | 15GB (have 80GB) |
| baichuan-inc/Baichuan-M2-32B | Q4 | Fits comfortably | 98.05 tok/sEstimated | 16GB (have 80GB) |
| Qwen/Qwen2.5-14B-Instruct | Q8 | Fits comfortably | 149.91 tok/sEstimated | 14GB (have 80GB) |
| Qwen/Qwen2.5-72B-Instruct | FP16 | Not supported | 23.85 tok/sEstimated | 142GB (have 80GB) |
| ai-forever/ruGPT-3.5-13B | Q8 | Fits comfortably | 163.48 tok/sEstimated | 13GB (have 80GB) |
| deepseek-ai/DeepSeek-R1 | FP16 | Fits comfortably | 117.34 tok/sEstimated | 15GB (have 80GB) |
| ai-forever/ruGPT-3.5-13B | Q4 | Fits comfortably | 220.18 tok/sEstimated | 7GB (have 80GB) |
| microsoft/phi-2 | Q8 | Fits comfortably | 217.09 tok/sEstimated | 7GB (have 80GB) |
| microsoft/phi-2 | FP16 | Fits comfortably | 117.85 tok/sEstimated | 15GB (have 80GB) |
| Qwen/Qwen2.5-32B-Instruct | Q4 | Fits comfortably | 105.78 tok/sEstimated | 17GB (have 80GB) |
| Qwen/Qwen2.5-32B-Instruct | Q8 | Fits comfortably | 72.29 tok/sEstimated | 34GB (have 80GB) |
| Qwen/Qwen2.5-32B-Instruct | FP16 | Fits comfortably | 36.99 tok/sEstimated | 67GB (have 80GB) |
| Qwen/Qwen2.5-14B-Instruct | Q4 | Fits comfortably | 210.54 tok/sEstimated | 8GB (have 80GB) |
| Qwen/Qwen2.5-14B-Instruct | Q8 | Fits comfortably | 158.34 tok/sEstimated | 15GB (have 80GB) |
| deepseek-ai/DeepSeek-V3.1 | Q8 | Fits comfortably | 199.98 tok/sEstimated | 7GB (have 80GB) |
| Qwen/Qwen2.5-7B-Instruct | Q4 | Fits comfortably | 311.54 tok/sEstimated | 4GB (have 80GB) |
| Qwen/Qwen2.5-7B-Instruct | Q8 | Fits comfortably | 214.78 tok/sEstimated | 8GB (have 80GB) |
| Qwen/Qwen2.5-Math-72B-Instruct | Q8 | Fits comfortably | 40.91 tok/sEstimated | 71GB (have 80GB) |
| Qwen/Qwen2.5-Math-72B-Instruct | FP16 | Not supported | 23.50 tok/sEstimated | 142GB (have 80GB) |
| mistralai/Mistral-7B-v0.1 | Q4 | Fits comfortably | 273.27 tok/sEstimated | 4GB (have 80GB) |
| mistralai/Mistral-Large-Instruct-2411 | Q8 | Not supported | 38.36 tok/sEstimated | 120GB (have 80GB) |
| mistralai/Mistral-Large-Instruct-2411 | FP16 | Not supported | 24.25 tok/sEstimated | 240GB (have 80GB) |
| microsoft/Phi-3.5-mini-instruct | FP16 | Fits comfortably | 114.09 tok/sEstimated | 8GB (have 80GB) |
| microsoft/Phi-3-medium-128k-instruct | Q4 | Fits comfortably | 230.35 tok/sEstimated | 7GB (have 80GB) |
| Qwen/Qwen3-0.6B-Base | FP16 | Fits comfortably | 116.67 tok/sEstimated | 13GB (have 80GB) |
| black-forest-labs/FLUX.2-dev | FP16 | Fits comfortably | 121.65 tok/sEstimated | 16GB (have 80GB) |
| tencent/HunyuanOCR | Q4 | Fits comfortably | 355.78 tok/sEstimated | 1GB (have 80GB) |
| Qwen/Qwen-Image-Edit-2509 | FP16 | Fits comfortably | 101.68 tok/sEstimated | 16GB (have 80GB) |
| black-forest-labs/FLUX.1-dev | Q4 | Fits comfortably | 319.22 tok/sEstimated | 4GB (have 80GB) |
| Qwen/Qwen2-7B-Instruct | FP16 | Fits comfortably | 114.57 tok/sEstimated | 15GB (have 80GB) |
| MiniMaxAI/MiniMax-M1-40k | Q4 | Not supported | 38.09 tok/sEstimated | 255GB (have 80GB) |
| MiniMaxAI/MiniMax-M1-40k | Q8 | Not supported | 22.29 tok/sEstimated | 510GB (have 80GB) |
| MiniMaxAI/MiniMax-M1-40k | FP16 | Not supported | 14.03 tok/sEstimated | 1020GB (have 80GB) |
| Qwen/Qwen2.5-14B | Q4 | Fits comfortably | 210.99 tok/sEstimated | 7GB (have 80GB) |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | Q8 | Fits comfortably | 188.71 tok/sEstimated | 4GB (have 80GB) |
| lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit | FP16 | Fits comfortably | 113.19 tok/sEstimated | 9GB (have 80GB) |
| sshleifer/tiny-gpt2 | Q8 | Fits comfortably | 186.78 tok/sEstimated | 7GB (have 80GB) |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | FP16 | Fits comfortably | 113.25 tok/sEstimated | 15GB (have 80GB) |
| numind/NuExtract-1.5 | Q4 | Fits comfortably | 297.26 tok/sEstimated | 4GB (have 80GB) |
| RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic | FP16 | Not supported | 23.68 tok/sEstimated | 176GB (have 80GB) |
| meta-llama/Llama-3.3-70B-Instruct | Q8 | Fits comfortably | 72.05 tok/sEstimated | 68GB (have 80GB) |
Note: Performance estimates are calculated. Real results may vary. Methodology · Submit real data
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