Text Generation
Transformers
Safetensors
English
Chinese
mimo_v2
multimodal
vision-language
audio
long-context
nvfp4
fp8
quantization
sglang
dflash
eagle
mtp
conversational
custom_code
8-bit precision
Instructions to use r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4
- SGLang
How to use r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4 with Docker Model Runner:
docker model run hf.co/r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4
Download kv_scales.json from r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4: direct link, hf CLI and curl.
- Browser
- Download file 8.83 kB
-
https://huggingface.co/r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4/resolve/main/kv_scales.json
- Command line
-
hf download hf://r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4/kv_scales.json
-
curl -L -o kv_scales.json https://huggingface.co/r0b0tlab/MiMo-V2.6-Flash-RL-NVFP4/resolve/main/kv_scales.json
8.83 kB
| { | |
| "kv_cache": { | |
| "scaling_factor": { | |
| "0": { | |
| "0": { | |
| "k_scale": 0.012625558035714286, | |
| "v_scale": 0.00020381382533482144 | |
| }, | |
| "1": { | |
| "k_scale": 0.020647321428571428, | |
| "v_scale": 0.007045200892857143 | |
| }, | |
| "2": { | |
| "k_scale": 0.03822544642857143, | |
| "v_scale": 0.013602120535714286 | |
| }, | |
| "3": { | |
| "k_scale": 0.04241071428571429, | |
| "v_scale": 0.008998325892857142 | |
| }, | |
| "4": { | |
| "k_scale": 0.03962053571428571, | |
| "v_scale": 0.012416294642857142 | |
| }, | |
| "5": { | |
| "k_scale": 0.018694196428571428, | |
| "v_scale": 0.00038582938058035713 | |
| }, | |
| "6": { | |
| "k_scale": 0.033203125, | |
| "v_scale": 0.010951450892857142 | |
| }, | |
| "7": { | |
| "k_scale": 0.03766741071428571, | |
| "v_scale": 0.015276227678571428 | |
| }, | |
| "8": { | |
| "k_scale": 0.03571428571428571, | |
| "v_scale": 0.007742745535714286 | |
| }, | |
| "9": { | |
| "k_scale": 0.03655133928571429, | |
| "v_scale": 0.005789620535714286 | |
| }, | |
| "10": { | |
| "k_scale": 0.039341517857142856, | |
| "v_scale": 0.00830078125 | |
| }, | |
| "11": { | |
| "k_scale": 0.02734375, | |
| "v_scale": 0.0028250558035714285 | |
| }, | |
| "12": { | |
| "k_scale": 0.04799107142857143, | |
| "v_scale": 0.007533482142857143 | |
| }, | |
| "13": { | |
| "k_scale": 0.03655133928571429, | |
| "v_scale": 0.005929129464285714 | |
| }, | |
| "14": { | |
| "k_scale": 0.04296875, | |
| "v_scale": 0.006452287946428571 | |
| }, | |
| "15": { | |
| "k_scale": 0.04017857142857143, | |
| "v_scale": 0.005719866071428571 | |
| }, | |
| "16": { | |
| "k_scale": 0.04157366071428571, | |
| "v_scale": 0.005440848214285714 | |
| }, | |
| "17": { | |
| "k_scale": 0.029157366071428572, | |
| "v_scale": 0.004237583705357143 | |
| }, | |
| "18": { | |
| "k_scale": 0.04213169642857143, | |
| "v_scale": 0.007254464285714286 | |
| }, | |
| "19": { | |
| "k_scale": 0.03655133928571429, | |
| "v_scale": 0.007533482142857143 | |
| }, | |
| "20": { | |
| "k_scale": 0.04213169642857143, | |
| "v_scale": 0.006940569196428571 | |
| }, | |
| "21": { | |
| "k_scale": 0.04631696428571429, | |
| "v_scale": 0.007986886160714286 | |
| }, | |
| "22": { | |
| "k_scale": 0.046875, | |
| "v_scale": 0.008196149553571428 | |
| }, | |
| "23": { | |
| "k_scale": 0.033900669642857144, | |
| "v_scale": 0.008335658482142858 | |
| }, | |
| "24": { | |
| "k_scale": 0.040736607142857144, | |
| "v_scale": 0.008823939732142858 | |
| }, | |
| "25": { | |
| "k_scale": 0.044642857142857144, | |
| "v_scale": 0.008440290178571428 | |
| }, | |
| "26": { | |
| "k_scale": 0.045200892857142856, | |
| "v_scale": 0.008998325892857142 | |
| }, | |
| "27": { | |
| "k_scale": 0.03850446428571429, | |
| "v_scale": 0.010114397321428572 | |
| }, | |
| "28": { | |
| "k_scale": 0.039341517857142856, | |
| "v_scale": 0.009486607142857142 | |
| }, | |
| "29": { | |
| "k_scale": 0.03557477678571429, | |
| "v_scale": 0.021344866071428572 | |
| }, | |
| "30": { | |
| "k_scale": 0.04743303571428571, | |
| "v_scale": 0.011997767857142858 | |
| }, | |
| "31": { | |
| "k_scale": 0.04408482142857143, | |
| "v_scale": 0.011858258928571428 | |
| }, | |
| "32": { | |
| "k_scale": 0.046875, | |
| "v_scale": 0.012067522321428572 | |
| }, | |
| "33": { | |
| "k_scale": 0.045200892857142856, | |
| "v_scale": 0.014997209821428572 | |
| }, | |
| "34": { | |
| "k_scale": 0.043247767857142856, | |
| "v_scale": 0.013323102678571428 | |
| }, | |
| "35": { | |
| "k_scale": 0.044642857142857144, | |
| "v_scale": 0.014927455357142858 | |
| }, | |
| "36": { | |
| "k_scale": 0.04827008928571429, | |
| "v_scale": 0.019252232142857144 | |
| }, | |
| "37": { | |
| "k_scale": 0.056640625, | |
| "v_scale": 0.021205357142857144 | |
| }, | |
| "38": { | |
| "k_scale": 0.046595982142857144, | |
| "v_scale": 0.017787388392857144 | |
| }, | |
| "39": { | |
| "k_scale": 0.0546875, | |
| "v_scale": 0.019810267857142856 | |
| }, | |
| "40": { | |
| "k_scale": 0.04547991071428571, | |
| "v_scale": 0.020368303571428572 | |
| }, | |
| "41": { | |
| "k_scale": 0.039341517857142856, | |
| "v_scale": 0.033203125 | |
| }, | |
| "42": { | |
| "k_scale": 0.06417410714285714, | |
| "v_scale": 0.030552455357142856 | |
| }, | |
| "43": { | |
| "k_scale": 0.07533482142857142, | |
| "v_scale": 0.05803571428571429 | |
| }, | |
| "44": { | |
| "k_scale": 0.07533482142857142, | |
| "v_scale": 0.030412946428571428 | |
| }, | |
| "45": { | |
| "k_scale": 0.046875, | |
| "v_scale": 0.03822544642857143 | |
| }, | |
| "46": { | |
| "k_scale": 0.04603794642857143, | |
| "v_scale": 0.047154017857142856 | |
| }, | |
| "47": { | |
| "k_scale": 0.04213169642857143, | |
| "v_scale": 0.07310267857142858 | |
| } | |
| }, | |
| "1": { | |
| "0": { | |
| "k_scale": 0.012625558035714286, | |
| "v_scale": 0.00020381382533482144 | |
| }, | |
| "1": { | |
| "k_scale": 0.020647321428571428, | |
| "v_scale": 0.007045200892857143 | |
| }, | |
| "2": { | |
| "k_scale": 0.03822544642857143, | |
| "v_scale": 0.013602120535714286 | |
| }, | |
| "3": { | |
| "k_scale": 0.04241071428571429, | |
| "v_scale": 0.008998325892857142 | |
| }, | |
| "4": { | |
| "k_scale": 0.03962053571428571, | |
| "v_scale": 0.012416294642857142 | |
| }, | |
| "5": { | |
| "k_scale": 0.018694196428571428, | |
| "v_scale": 0.00038582938058035713 | |
| }, | |
| "6": { | |
| "k_scale": 0.033203125, | |
| "v_scale": 0.010951450892857142 | |
| }, | |
| "7": { | |
| "k_scale": 0.03766741071428571, | |
| "v_scale": 0.015276227678571428 | |
| }, | |
| "8": { | |
| "k_scale": 0.03571428571428571, | |
| "v_scale": 0.007742745535714286 | |
| }, | |
| "9": { | |
| "k_scale": 0.03655133928571429, | |
| "v_scale": 0.005789620535714286 | |
| }, | |
| "10": { | |
| "k_scale": 0.039341517857142856, | |
| "v_scale": 0.00830078125 | |
| }, | |
| "11": { | |
| "k_scale": 0.02734375, | |
| "v_scale": 0.0028250558035714285 | |
| }, | |
| "12": { | |
| "k_scale": 0.04799107142857143, | |
| "v_scale": 0.007533482142857143 | |
| }, | |
| "13": { | |
| "k_scale": 0.03655133928571429, | |
| "v_scale": 0.005929129464285714 | |
| }, | |
| "14": { | |
| "k_scale": 0.04296875, | |
| "v_scale": 0.006452287946428571 | |
| }, | |
| "15": { | |
| "k_scale": 0.04017857142857143, | |
| "v_scale": 0.005719866071428571 | |
| }, | |
| "16": { | |
| "k_scale": 0.04157366071428571, | |
| "v_scale": 0.005440848214285714 | |
| }, | |
| "17": { | |
| "k_scale": 0.029157366071428572, | |
| "v_scale": 0.004237583705357143 | |
| }, | |
| "18": { | |
| "k_scale": 0.04213169642857143, | |
| "v_scale": 0.007254464285714286 | |
| }, | |
| "19": { | |
| "k_scale": 0.03655133928571429, | |
| "v_scale": 0.007533482142857143 | |
| }, | |
| "20": { | |
| "k_scale": 0.04213169642857143, | |
| "v_scale": 0.006940569196428571 | |
| }, | |
| "21": { | |
| "k_scale": 0.04631696428571429, | |
| "v_scale": 0.007986886160714286 | |
| }, | |
| "22": { | |
| "k_scale": 0.046875, | |
| "v_scale": 0.008196149553571428 | |
| }, | |
| "23": { | |
| "k_scale": 0.033900669642857144, | |
| "v_scale": 0.008335658482142858 | |
| }, | |
| "24": { | |
| "k_scale": 0.040736607142857144, | |
| "v_scale": 0.008823939732142858 | |
| }, | |
| "25": { | |
| "k_scale": 0.044642857142857144, | |
| "v_scale": 0.008440290178571428 | |
| }, | |
| "26": { | |
| "k_scale": 0.045200892857142856, | |
| "v_scale": 0.008998325892857142 | |
| }, | |
| "27": { | |
| "k_scale": 0.03850446428571429, | |
| "v_scale": 0.010114397321428572 | |
| }, | |
| "28": { | |
| "k_scale": 0.039341517857142856, | |
| "v_scale": 0.009486607142857142 | |
| }, | |
| "29": { | |
| "k_scale": 0.03557477678571429, | |
| "v_scale": 0.021344866071428572 | |
| }, | |
| "30": { | |
| "k_scale": 0.04743303571428571, | |
| "v_scale": 0.011997767857142858 | |
| }, | |
| "31": { | |
| "k_scale": 0.04408482142857143, | |
| "v_scale": 0.011858258928571428 | |
| }, | |
| "32": { | |
| "k_scale": 0.046875, | |
| "v_scale": 0.012067522321428572 | |
| }, | |
| "33": { | |
| "k_scale": 0.045200892857142856, | |
| "v_scale": 0.014997209821428572 | |
| }, | |
| "34": { | |
| "k_scale": 0.043247767857142856, | |
| "v_scale": 0.013323102678571428 | |
| }, | |
| "35": { | |
| "k_scale": 0.044642857142857144, | |
| "v_scale": 0.014927455357142858 | |
| }, | |
| "36": { | |
| "k_scale": 0.04827008928571429, | |
| "v_scale": 0.019252232142857144 | |
| }, | |
| "37": { | |
| "k_scale": 0.056640625, | |
| "v_scale": 0.021205357142857144 | |
| }, | |
| "38": { | |
| "k_scale": 0.046595982142857144, | |
| "v_scale": 0.017787388392857144 | |
| }, | |
| "39": { | |
| "k_scale": 0.0546875, | |
| "v_scale": 0.019810267857142856 | |
| }, | |
| "40": { | |
| "k_scale": 0.04547991071428571, | |
| "v_scale": 0.020368303571428572 | |
| }, | |
| "41": { | |
| "k_scale": 0.039341517857142856, | |
| "v_scale": 0.033203125 | |
| }, | |
| "42": { | |
| "k_scale": 0.06417410714285714, | |
| "v_scale": 0.030552455357142856 | |
| }, | |
| "43": { | |
| "k_scale": 0.07533482142857142, | |
| "v_scale": 0.05803571428571429 | |
| }, | |
| "44": { | |
| "k_scale": 0.07533482142857142, | |
| "v_scale": 0.030412946428571428 | |
| }, | |
| "45": { | |
| "k_scale": 0.046875, | |
| "v_scale": 0.03822544642857143 | |
| }, | |
| "46": { | |
| "k_scale": 0.04603794642857143, | |
| "v_scale": 0.047154017857142856 | |
| }, | |
| "47": { | |
| "k_scale": 0.04213169642857143, | |
| "v_scale": 0.07310267857142858 | |
| } | |
| } | |
| } | |
| } | |
| } |