Instructions to use StartluxAgentOS/tau-ds with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use StartluxAgentOS/tau-ds with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="StartluxAgentOS/tau-ds")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("StartluxAgentOS/tau-ds") model = AutoModelForCausalLM.from_pretrained("StartluxAgentOS/tau-ds", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use StartluxAgentOS/tau-ds with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "StartluxAgentOS/tau-ds" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "StartluxAgentOS/tau-ds", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/StartluxAgentOS/tau-ds
- SGLang
How to use StartluxAgentOS/tau-ds 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 "StartluxAgentOS/tau-ds" \ --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": "StartluxAgentOS/tau-ds", "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 "StartluxAgentOS/tau-ds" \ --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": "StartluxAgentOS/tau-ds", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use StartluxAgentOS/tau-ds with Docker Model Runner:
docker model run hf.co/StartluxAgentOS/tau-ds
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| "model_suffix": "DeepSeek-V4-Flash", | |
| "model_info": "ModelInfo(model_type='deepseek_v4', model_dir='/mnt/models/basemodel/DeepSeek-V4-Flash', torch_dtype=torch.bfloat16, max_model_len=1048576, quant_method='fp8', quant_bits=None, rope_scaling={'main': {'rope_type': 'default', 'rope_theta': 10000, 'partial_rotary_factor': 0.125}, 'compress': {'beta_fast': 32, 'beta_slow': 1, 'factor': 16, 'original_max_position_embeddings': 65536, 'type': 'yarn', 'rope_theta': 160000, 'rope_type': 'yarn', 'partial_rotary_factor': 0.125, 'attention_factor': 1.0}}, is_moe_model=True, is_multimodal=False, config=None, task_type='causal_lm', num_labels=None)", | |
| "model_meta": "ModelMeta(model_type='deepseek_v4', model_groups=[ModelGroup(models=[Model(ms_model_id='deepseek-ai/DeepSeek-V4-Flash', hf_model_id='deepseek-ai/DeepSeek-V4-Flash', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='deepseek-ai/DeepSeek-V4-Flash-Base', hf_model_id='deepseek-ai/DeepSeek-V4-Flash-Base', model_path=None, ms_revision=None, hf_revision=None)], template=None, ignore_patterns=None, requires=None, tags=[]), ModelGroup(models=[Model(ms_model_id='deepseek-ai/DeepSeek-V4-Pro', hf_model_id='deepseek-ai/DeepSeek-V4-Pro', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='deepseek-ai/DeepSeek-V4-Pro-Base', hf_model_id='deepseek-ai/DeepSeek-V4-Pro-Base', model_path=None, ms_revision=None, hf_revision=None)], template=None, ignore_patterns=None, requires=None, tags=[])], loader=<class 'swift.model.register.ModelLoader'>, template='deepseek_v4', model_arch=None, mcore_model_type=None, architectures=['DeepseekV4ForCausalLM'], additional_saved_files=[], torch_dtype=None, is_multimodal=False, is_reward=False, task_type=None, ignore_patterns=None, requires=[], tags=[])", | |
| "model_dir": "/mnt/models/basemodel/DeepSeek-V4-Flash", | |
| "template_meta": "DeepseekV2_5TemplateMeta(template_type='deepseek_v4', prefix=['<|begin▁of▁sentence|>'], prompt=['<|User|>{{QUERY}}<|Assistant|>'], chat_sep=['<|end▁of▁sentence|>'], suffix=['<|end▁of▁sentence|>'], template_cls=<class 'swift.template.templates.deepseek.DeepseekV4Template'>, system_prefix=['<|begin▁of▁sentence|>{{SYSTEM}}'], default_system=None, auto_add_bos=False, stop_words=[], agent_template='deepseek_v4', is_thinking=True, thinking_prefix='<think>', non_thinking_prefix='</think>', history_thinking_prefix='</think>')", | |
| "_val_dataset_exists": false, | |
| "hub": "<class 'swift.hub.hub.MSHub'>", | |
| "seq_length": 16384, | |
| "is_multimodal": false, | |
| "megatron_model_meta": "ModelMeta(model_type='deepseek_v4', model_types=['deepseek_v4'], bridge_cls=<class 'mcore_bridge.model.gpts.deepseek_v4.DeepseekV4Bridge'>, visual_cls=None, is_multimodal=False, loader=<class 'mcore_bridge.model.gpts.deepseek_v4.DeepseekV4Loader'>)", | |
| "fp8": "e4m3", | |
| "fp4": null, | |
| "world_size": 64, | |
| "data_parallel_size": 8, | |
| "num_microbatches": 2 | |
| } |