Nanbeige/Nanbeige4.2-3B-DSpark开源了新模型

Nanbeige Nanbeige/Nanbeige4.2-3B-DSpark Nanbeige/Nanbeige4.2-3B-DSpark https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark

Nanbeige/Nanbeige4.2-3B-DSpark · Hugging Face Hugging Face (https://huggingface.co/) Models (https://huggingface.co/models) Datasets (https://huggingface.co/datasets) Spaces (https://huggingface.co/spaces) Buckets new (https://huggingface.co/storage) Docs (https://huggingface.co/docs) Enterprise (https://huggingface.co/enterprise) Pricing (https://huggingface.co/pricing) Website Tasks (https://huggingface.co/tasks) HuggingChat (https://huggingface.co/chat) Collections (https://huggingface.co/collections) Languages (https://huggingface.co/languages) Organizations (https://huggingface.co/organizations) Community Blog (https://huggingface.co/blog) Posts (https://huggingface.co/posts) Daily Papers (https://huggingface.co/papers) Hardware (https://huggingface.co/hardware) Learn (https://huggingface.co/learn) Discord (https://huggingface.co/join/discord) Forum (https://discuss.huggingface.co/) GitHub (https://github.com/huggingface) Solutions Team & Enterprise (https://huggingface.co/enterprise) Hugging Face PRO (https://huggingface.co/pro) Enterprise Support (https://huggingface.co/support) Inference Providers (https://huggingface.co/inference/models) Inference Endpoints (https://huggingface.co/inference-endpoints) Storage Buckets (https://huggingface.co/storage) Log In (https://huggingface.co/login) Sign Up (https://huggingface.co/join) (https://huggingface.co/Nanbeige) Nanbeige (https://huggingface.co/Nanbeige) / Nanbeige4.2-3B-DSpark (https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark) like 15 Follow Nanbeige LLM Lab 1.36k Text Generation (https://huggingface.co/models?pipeline_tag=text-generation) Transformers (https://huggingface.co/models?library=transformers) Safetensors (https://huggingface.co/models?library=safetensors) English (https://huggingface.co/models?language=en) Chinese (https://huggingface.co/models?language=zh) qwen3 (https://huggingface.co/models?other=qwen3) llm (https://huggingface.co/models?other=llm) nanbeige (https://huggingface.co/models?other=nanbeige) custom_code (https://huggingface.co/models?other=custom_code) text-generation-inference (https://huggingface.co/models?other=text-generation-inference) arxiv: 2607.22083 License: apache-2.0 Model card (https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark) Files Files and versions xet (https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark/tree/main) Community 2 (https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark/discussions) Deploy Copy to bucket new Use this model Instructions to use Nanbeige/Nanbeige4.2-3B-DSpark with libraries, inference providers, notebooks, and local apps. Follow these links to get started. Libraries Transformers (https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark?library=transformers) How to use Nanbeige/Nanbeige4.2-3B-DSpark with Transformers: # Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="Nanbeige/Nanbeige4.2-3B-DSpark", trust_remote_code=True) # Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("Nanbeige/Nanbeige4.2-3B-DSpark", trust_remote_code=True) model = AutoModel.from_pretrained("Nanbeige/Nanbeige4.2-3B-DSpark", trust_remote_code=True, device_map="auto") Notebooks Google Colab (https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark/colab) Kaggle (https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark/kaggle) Local Apps Settings (https://huggingface.co/settings/local-apps) vLLM (https://huggingface.co/Nanbeige/Nanbeige4.2-3B-DSpark?local-app=vllm) How to use Nanbeige/Nanbeige4.2-3B-DSpark with vLLM: Install from pip and serve model # Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Nanbeige/Nanbeige4.2-3B-DSpark" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Nanbeige/Nanbeige4.2