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z-lab
/
Kimi-K2.6-DFlash

Text Generation
Transformers
Safetensors
qwen3
dflash
speculative-decoding
diffusion
efficiency
flash-decoding
qwen
kimi
diffusion-language-model
text-generation-inference
Model card Files Files and versions
xet
Community
1

Instructions to use z-lab/Kimi-K2.6-DFlash with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • Transformers

    How to use z-lab/Kimi-K2.6-DFlash with Transformers:

    # Use a pipeline as a high-level helper
    from transformers import pipeline
    
    pipe = pipeline("text-generation", model="z-lab/Kimi-K2.6-DFlash")
    # Load model directly
    from transformers import AutoTokenizer, AutoModel
    
    tokenizer = AutoTokenizer.from_pretrained("z-lab/Kimi-K2.6-DFlash")
    model = AutoModel.from_pretrained("z-lab/Kimi-K2.6-DFlash")
  • Notebooks
  • Google Colab
  • Kaggle
  • Local Apps
  • vLLM

    How to use z-lab/Kimi-K2.6-DFlash with vLLM:

    Install from pip and serve model
    # Install vLLM from pip:
    pip install vllm
    # Start the vLLM server:
    vllm serve "z-lab/Kimi-K2.6-DFlash"
    # Call the server using curl (OpenAI-compatible API):
    curl -X POST "http://localhost:8000/v1/completions" \
    	-H "Content-Type: application/json" \
    	--data '{
    		"model": "z-lab/Kimi-K2.6-DFlash",
    		"prompt": "Once upon a time,",
    		"max_tokens": 512,
    		"temperature": 0.5
    	}'
    Use Docker
    docker model run hf.co/z-lab/Kimi-K2.6-DFlash
  • SGLang

    How to use z-lab/Kimi-K2.6-DFlash 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 "z-lab/Kimi-K2.6-DFlash" \
        --host 0.0.0.0 \
        --port 30000
    # Call the server using curl (OpenAI-compatible API):
    curl -X POST "http://localhost:30000/v1/completions" \
    	-H "Content-Type: application/json" \
    	--data '{
    		"model": "z-lab/Kimi-K2.6-DFlash",
    		"prompt": "Once upon a time,",
    		"max_tokens": 512,
    		"temperature": 0.5
    	}'
    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 "z-lab/Kimi-K2.6-DFlash" \
            --host 0.0.0.0 \
            --port 30000
    # Call the server using curl (OpenAI-compatible API):
    curl -X POST "http://localhost:30000/v1/completions" \
    	-H "Content-Type: application/json" \
    	--data '{
    		"model": "z-lab/Kimi-K2.6-DFlash",
    		"prompt": "Once upon a time,",
    		"max_tokens": 512,
    		"temperature": 0.5
    	}'
  • Docker Model Runner

    How to use z-lab/Kimi-K2.6-DFlash with Docker Model Runner:

    docker model run hf.co/z-lab/Kimi-K2.6-DFlash

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