Instructions to use HALION-AI/helionx-core-v1.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use HALION-AI/helionx-core-v1.1 with Transformers:

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

pipe = pipeline("text-generation", model="HALION-AI/helionx-core-v1.1")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("HALION-AI/helionx-core-v1.1")
model = AutoModelForCausalLM.from_pretrained("HALION-AI/helionx-core-v1.1")
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 HALION-AI/helionx-core-v1.1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "HALION-AI/helionx-core-v1.1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "HALION-AI/helionx-core-v1.1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/HALION-AI/helionx-core-v1.1

SGLang

How to use HALION-AI/helionx-core-v1.1 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 "HALION-AI/helionx-core-v1.1" \
    --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": "HALION-AI/helionx-core-v1.1",
		"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 "HALION-AI/helionx-core-v1.1" \
        --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": "HALION-AI/helionx-core-v1.1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use HALION-AI/helionx-core-v1.1 with Docker Model Runner:
```
docker model run hf.co/HALION-AI/helionx-core-v1.1
```

helionx-core-v1.1

Commit History

Update README.md

8577e2c
verified

HALION-AI commited on 8 days ago

Upload 4 files

703f218
verified

HALION-AI commited on Jan 26

Create config.json

5ed0e17
verified

HALION-AI commited on Jan 26

Add HelionX-Core v1.1 model index

6077057

HALION AI commited on Jan 25

Fix YAML model card metadata formatting

7ebd86f

HALION AI commited on Jan 25

Add Hugging Face model card metadata and clarify missing weights

49c752b

HALION AI commited on Jan 25

HelionX-Core v1.1 system code and documentation

6d77597

HALION AI commited on Jan 25

initial commit

79465db
verified

HALION-AI commited on Jan 25

Commit History

Update README.md 8577e2c verified

Upload 4 files 703f218 verified

Create config.json 5ed0e17 verified

Add HelionX-Core v1.1 model index 6077057

Fix YAML model card metadata formatting 7ebd86f

Add Hugging Face model card metadata and clarify missing weights 49c752b

HelionX-Core v1.1 system code and documentation 6d77597

initial commit 79465db verified

Update README.md

8577e2c
verified

Upload 4 files

703f218
verified

Create config.json

5ed0e17
verified

Add HelionX-Core v1.1 model index

6077057

Fix YAML model card metadata formatting

7ebd86f

Add Hugging Face model card metadata and clarify missing weights

49c752b

HelionX-Core v1.1 system code and documentation

6d77597

initial commit

79465db
verified