Instructions to use djuna/G2-GSHT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use djuna/G2-GSHT with Transformers:

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

pipe = pipeline("text-generation", model="djuna/G2-GSHT")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("djuna/G2-GSHT")
model = AutoModelForCausalLM.from_pretrained("djuna/G2-GSHT")
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 Settings

vLLM

How to use djuna/G2-GSHT with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "djuna/G2-GSHT"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "djuna/G2-GSHT",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/djuna/G2-GSHT

SGLang

How to use djuna/G2-GSHT 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 "djuna/G2-GSHT" \
    --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": "djuna/G2-GSHT",
		"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 "djuna/G2-GSHT" \
        --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": "djuna/G2-GSHT",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use djuna/G2-GSHT with Docker Model Runner:
```
docker model run hf.co/djuna/G2-GSHT
```

chat template again?

by djuna - opened Nov 6, 2024

Discussion

djuna

Owner Nov 6, 2024

{{ bos_token }}{% if messages | length > 0 %}{% if messages[0]['role'] == 'system' %}{{'user\n'}}{{ messages[0]['content'] | trim + '\n\n' }}{% if messages | length > 1 %}{{ messages[1]['content'] | trim }}{% elif messages | length > 1 %}{{ raise_exception('Error: Expected user role after system role.') }}{% endif %}{{'\n'}}{% for message in messages %}{% if loop.index > 2 %}{% if message['role'] == 'assistant' %}{{'model\n'}}{{ message['content'] | trim }}{{'\n'}}{% elif message['role'] == 'user' %}{{'user\n'}}{{ message['content'] | trim }}{{'\n'}}{% endif %}{% endif %}{% endfor %}{% else %}{% for message in messages %}{% if message['role'] == 'assistant' %}{{'model\n'}}{{ message['content'] | trim }}{{'\n'}}{% elif message['role'] == 'user' %}{{'user\n'}}{{ message['content'] | trim }}{{'\n'}}{% endif %}{% endfor %}{% endif %}{% endif %}{% if add_generation_prompt %}{{'model\n'}}{% endif %}

djuna

Owner Nov 6, 2024

•

edited Nov 6, 2024

or this?
like ST mistal
{{ bos_token }}{% for message in messages %}{% if message['role'] == 'system' %}{{'user\n'+message['content'] | trim +'\nmodel\nUnderstood.\n'}}{% elif message['role'] == 'assistant' %}{{'model\n'+message['content'] | trim+'\n'}}{% elif message['role'] == 'user' %}{{'user\n'+message['content'] | trim+'\n'}}{% endif %}{% endfor %}{% if add_generation_prompt %}{{'model\n'}}{% endif %}

Upload images, audio, and videos by dragging in the text input, pasting, or clicking here.

Tap or paste here to upload images

· Sign up or log in to comment