Instructions to use sail/Sailor2-3B-Chat with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use sail/Sailor2-3B-Chat with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="sail/Sailor2-3B-Chat")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("sail/Sailor2-3B-Chat")
model = AutoModelForCausalLM.from_pretrained("sail/Sailor2-3B-Chat")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use sail/Sailor2-3B-Chat with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "sail/Sailor2-3B-Chat"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "sail/Sailor2-3B-Chat",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/sail/Sailor2-3B-Chat

SGLang

How to use sail/Sailor2-3B-Chat 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 "sail/Sailor2-3B-Chat" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "sail/Sailor2-3B-Chat",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "sail/Sailor2-3B-Chat" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "sail/Sailor2-3B-Chat",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use sail/Sailor2-3B-Chat with Docker Model Runner:
```
docker model run hf.co/sail/Sailor2-3B-Chat
```

Upload folder using huggingface_hub

by dreamerdeo - opened Feb 18, 2025

base: refs/heads/main

←

from: refs/pr/1

Discussion Files changed

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dreamerdeo

Sea AI Lab org Feb 18, 2025

•

edited Feb 18, 2025

Upload folder using huggingface_hub

Multi commit ID: 666a5223f325f394a1ab39d2342ea409a76fdc18da94ef9041eaacd94cd92f5a

Scheduled commits:

Upload 1 file(s) totalling 5.0G (1f74e5c42af6af8dc4316522a81a796a0ab31e8a14e08ae6d25ff68b648a0423)
Upload 1 file(s) totalling 2.2G (92bd7de71c9018c8a993bb35436ffe0fdaaed70f439afb586342d48a173cf644)
Upload 9 file(s) totalling 15.9M (53a745e384d7ab19f361c1a51d9323edbd0aec3f6fe227eeb996fce0c0eebad6)

This is a PR opened using the huggingface_hub library in the context of a multi-commit. PR can be commented as a usual PR. However, please be aware that manually updating the PR description, changing the PR status, or pushing new commits, is not recommended as it might corrupt the commit process. Learn more about multi-commits in this guide.

1f74e5c42af6af8dc4316522a81a796a0ab31e8a14e08ae6d25ff68b648a0423f9a54d4c

92bd7de71c9018c8a993bb35436ffe0fdaaed70f439afb586342d48a173cf64430c6d8e6

53a745e384d7ab19f361c1a51d9323edbd0aec3f6fe227eeb996fce0c0eebad6e81c30f9

dreamerdeo changed pull request title from [WIP] Upload folder using huggingface_hub (multi-commit 666a5223f325f394a1ab39d2342ea409a76fdc18da94ef9041eaacd94cd92f5a) to Upload folder using huggingface_hub Feb 18, 2025

dreamerdeo

Sea AI Lab org Feb 18, 2025

Multi-commit is now completed! You can ping the repo owner to review the changes. This PR can now be commented or modified without risking to corrupt it.

This is a comment posted using the huggingface_hub library in the context of a multi-commit. Learn more about multi-commits in this guide.

dreamerdeo changed pull request status to open Feb 18, 2025

dreamerdeo

Sea AI Lab org Feb 18, 2025

create_pr=False has been passed so PR is automatically merged.

This is a comment posted using the huggingface_hub library in the context of a multi-commit. Learn more about multi-commits in this guide.

dreamerdeo changed pull request status to merged Feb 18, 2025

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