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@@ -0,0 +1,172 @@
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---
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title: "Tutorial: Sending a request"
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metatags:
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description: "This notebook provides a quick-start guide to use SGLang in chat completions after installation. "
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---
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This notebook provides a quick-start guide to use SGLang in chat completions after installation. Once your server is running, API documentation is available at `http://localhost:30000/docs` (Swagger UI), `http://localhost:30000/redoc` (ReDoc), or `http://localhost:30000/openapi.json` (OpenAPI spec, useful for AI agents). Replace `30000` with your port if using a different one.
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- For Vision Language Models, see [OpenAI APIs - Vision](./openai_api_vision).
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- For Embedding Models, see [OpenAI APIs - Embedding](./openai_api_embeddings) and [Encode (embedding model)](./native_api#encode-embedding-model).
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- For Reward Models, see [Classify (reward model)](./native_api#classify-reward-model).
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## Launch A Server
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```python Example
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from sglang.test.doc_patch import launch_server_cmd
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from sglang.utils import wait_for_server, terminate_process
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# This is equivalent to running the following command in your terminal
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# python3 -m sglang.launch_server --model-path qwen/qwen2.5-0.5b-instruct --host 0.0.0.0
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server_process, port = launch_server_cmd(
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"""
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python3 -m sglang.launch_server --model-path qwen/qwen2.5-0.5b-instruct \
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--host 0.0.0.0 --log-level warning
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"""
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)
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wait_for_server(f"http://localhost:{port}")
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```
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## Using cURL
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```python Example
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import subprocess, json
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curl_command = f"""
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curl -s http://localhost:{port}/v1/chat/completions \
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-H "Content-Type: application/json" \
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-d '{{"model": "qwen/qwen2.5-0.5b-instruct", "messages": [{{"role": "user", "content": "What is the capital of France?"}}]}}'
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"""
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response = json.loads(subprocess.check_output(curl_command, shell=True))
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print(response)
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```
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## Using Python Requests
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```python Example
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import requests
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url = f"http://localhost:{port}/v1/chat/completions"
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data = {
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"model": "qwen/qwen2.5-0.5b-instruct",
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"messages": [{"role": "user", "content": "What is the capital of France?"}],
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}
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response = requests.post(url, json=data)
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print(response.json())
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```
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## Using OpenAI Python Client
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```python Example
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import openai
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client = openai.Client(base_url=f"http://127.0.0.1:{port}/v1", api_key="None")
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response = client.chat.completions.create(
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model="qwen/qwen2.5-0.5b-instruct",
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messages=[
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{"role": "user", "content": "List 3 countries and their capitals."},
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],
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temperature=0,
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max_tokens=64,
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)
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print(response)
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```
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### Streaming
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```python Example
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import openai
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client = openai.Client(base_url=f"http://127.0.0.1:{port}/v1", api_key="None")
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# Use stream=True for streaming responses
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response = client.chat.completions.create(
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model="qwen/qwen2.5-0.5b-instruct",
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messages=[
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{"role": "user", "content": "List 3 countries and their capitals."},
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],
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temperature=0,
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max_tokens=64,
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stream=True,
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)
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# Handle the streaming output
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for chunk in response:
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if chunk.choices[0].delta.content:
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print(chunk.choices[0].delta.content, end="", flush=True)
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```
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## Using Native Generation APIs
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You can also use the native `/generate` endpoint with requests, which provides more flexibility. An API reference is available at [Sampling Parameters](./sampling_params).
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```python Example
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import requests
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response = requests.post(
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f"http://localhost:{port}/generate",
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json={
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"text": "The capital of France is",
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"sampling_params": {
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"temperature": 0,
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"max_new_tokens": 32,
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},
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},
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)
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print(response.json())
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```
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### Streaming
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```python Example
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import requests, json
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response = requests.post(
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f"http://localhost:{port}/generate",
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json={
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"text": "The capital of France is",
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"sampling_params": {
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"temperature": 0,
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"max_new_tokens": 32,
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},
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"stream": True,
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},
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stream=True,
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)
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prev = 0
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for chunk in response.iter_lines(decode_unicode=False):
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chunk = chunk.decode("utf-8")
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if chunk and chunk.startswith("data:"):
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if chunk == "data: [DONE]":
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break
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data = json.loads(chunk[5:].strip("\n"))
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output = data["text"]
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print(output[prev:], end="", flush=True)
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prev = len(output)
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```
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```python Example
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terminate_process(server_process)
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```
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