Instructions to use asdfjsdfd/DeepSeek-V4-Pro with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use asdfjsdfd/DeepSeek-V4-Pro with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="asdfjsdfd/DeepSeek-V4-Pro")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("asdfjsdfd/DeepSeek-V4-Pro") model = AutoModelForCausalLM.from_pretrained("asdfjsdfd/DeepSeek-V4-Pro") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use asdfjsdfd/DeepSeek-V4-Pro with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "asdfjsdfd/DeepSeek-V4-Pro" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "asdfjsdfd/DeepSeek-V4-Pro", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/asdfjsdfd/DeepSeek-V4-Pro
- SGLang
How to use asdfjsdfd/DeepSeek-V4-Pro 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 "asdfjsdfd/DeepSeek-V4-Pro" \ --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": "asdfjsdfd/DeepSeek-V4-Pro", "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 "asdfjsdfd/DeepSeek-V4-Pro" \ --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": "asdfjsdfd/DeepSeek-V4-Pro", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use asdfjsdfd/DeepSeek-V4-Pro with Docker Model Runner:
docker model run hf.co/asdfjsdfd/DeepSeek-V4-Pro
| [ | |
| { | |
| "role": "system", | |
| "content": "该助手为DeepSeek,由深度求索公司创造。" | |
| }, | |
| { | |
| "role": "latest_reminder", | |
| "content": "2026-02-21,星期六,广州,App,中文" | |
| }, | |
| { | |
| "role": "developer", | |
| "content": "小柴胡冲剂和布洛芬能一起吃吗?\n\nCITATION FORMAT: 【{cursor_id}†L{start_line_id}(-L{end_line_id})?】", | |
| "tools": [ | |
| { | |
| "type": "function", | |
| "function": { | |
| "name": "search", | |
| "description": "Web search. Split multiple queries with '||'.", | |
| "parameters": { | |
| "type": "object", | |
| "properties": { | |
| "queries": { | |
| "type": "string", | |
| "description": "query1||query2" | |
| } | |
| }, | |
| "required": [ | |
| "queries" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| } | |
| }, | |
| { | |
| "type": "function", | |
| "function": { | |
| "name": "open", | |
| "description": "Batch open IDs (format 【{id}†...】) or URLs.", | |
| "parameters": { | |
| "type": "object", | |
| "properties": { | |
| "open_list": { | |
| "type": "array", | |
| "items": { | |
| "type": "object", | |
| "properties": { | |
| "id": { | |
| "description": "ID or URL", | |
| "anyOf": [ | |
| { | |
| "type": "integer" | |
| }, | |
| { | |
| "type": "string" | |
| } | |
| ], | |
| "default": -1 | |
| }, | |
| "cursor": { | |
| "type": "integer", | |
| "description": "", | |
| "default": -1 | |
| }, | |
| "loc": { | |
| "type": "integer", | |
| "description": "Start line", | |
| "default": -1 | |
| }, | |
| "num_lines": { | |
| "type": "integer", | |
| "description": "", | |
| "default": -1 | |
| }, | |
| "view_source": { | |
| "type": "boolean", | |
| "description": "", | |
| "default": false | |
| } | |
| }, | |
| "additionalProperties": false | |
| }, | |
| "description": "" | |
| } | |
| }, | |
| "required": [ | |
| "open_list" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| } | |
| }, | |
| { | |
| "type": "function", | |
| "function": { | |
| "name": "find", | |
| "description": "Find exact text pattern in pages.", | |
| "parameters": { | |
| "type": "object", | |
| "properties": { | |
| "find_list": { | |
| "type": "array", | |
| "items": { | |
| "type": "object", | |
| "properties": { | |
| "pattern": { | |
| "type": "string", | |
| "description": "" | |
| }, | |
| "cursor": { | |
| "type": "integer", | |
| "description": "", | |
| "default": -1 | |
| } | |
| }, | |
| "required": [ | |
| "pattern" | |
| ], | |
| "additionalProperties": false | |
| }, | |
| "description": "" | |
| } | |
| }, | |
| "required": [ | |
| "find_list" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": "", | |
| "reasoning_content": "用户想知道小柴胡冲剂和布洛芬能否一起服用。", | |
| "tool_calls": [ | |
| { | |
| "type": "function", | |
| "function": { | |
| "name": "search", | |
| "arguments": "{\"queries\": \"小柴胡冲剂 布洛芬 相互作用 一起吃\"}" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "tool", | |
| "content": "[0]" | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": "请及时就医。", | |
| "reasoning_content": "现在开始组织回答。", | |
| "tool_calls": [] | |
| } | |
| ] |