Instructions to use Neuron-AI-Labs/Neuron-12x4B-EXP with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Neuron-AI-Labs/Neuron-12x4B-EXP with Transformers:

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

pipe = pipeline("text-generation", model="Neuron-AI-Labs/Neuron-12x4B-EXP")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Neuron-AI-Labs/Neuron-12x4B-EXP")
model = AutoModelForCausalLM.from_pretrained("Neuron-AI-Labs/Neuron-12x4B-EXP", device_map="auto")
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=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use Neuron-AI-Labs/Neuron-12x4B-EXP with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Neuron-AI-Labs/Neuron-12x4B-EXP"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Neuron-AI-Labs/Neuron-12x4B-EXP",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Neuron-AI-Labs/Neuron-12x4B-EXP

SGLang

How to use Neuron-AI-Labs/Neuron-12x4B-EXP 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 "Neuron-AI-Labs/Neuron-12x4B-EXP" \
    --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": "Neuron-AI-Labs/Neuron-12x4B-EXP",
		"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 "Neuron-AI-Labs/Neuron-12x4B-EXP" \
        --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": "Neuron-AI-Labs/Neuron-12x4B-EXP",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Neuron-AI-Labs/Neuron-12x4B-EXP with Docker Model Runner:
```
docker model run hf.co/Neuron-AI-Labs/Neuron-12x4B-EXP
```

Neura-Tech-AI commited on Oct 7

Commit

361bf33

verified ·

1 Parent(s): df3d553

Update chat_template.jinja

Browse files

Files changed (1) hide show

chat_template.jinja +4 -4

chat_template.jinja CHANGED Viewed

@@ -1,11 +1,11 @@
 {%- if tools %}
     {{- '<|im_start|>system\n' }}
     {%- if messages and messages[0].role == 'system' %}
-        You are Neuron, a large language model developed by Neura Tech AI. Always maintain this persona.
         {{- messages[0].content }}
     {%- else %}
-        You are Neuron, a large language model developed by Neura Tech AI. Always maintain this persona.
     {%- endif %}
     {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
@@ -18,12 +18,12 @@
 {%- else %}
     {%- if messages and messages[0].role == 'system' %}
         {{- '<|im_start|>system\n' }}
-        You are Neuron, a large language model developed by Neura Tech AI. Always maintain this persona.
         {{- messages[0].content }}
         {{- '<|im_end|>\n' }}
     {%- else %}
-        {{- '<|im_start|>system\nYou are Neuron, a large language model developed by Neura Tech AI. Always maintain this persona.<|im_end|>\n' }}
     {%- endif %}
 {%- endif %}

 {%- if tools %}
     {{- '<|im_start|>system\n' }}
     {%- if messages and messages[0].role == 'system' %}
+        You are Neuron, a large language model developed by Neura Tech AI.
         {{- messages[0].content }}
     {%- else %}
+        You are Neuron, a large language model developed by Neura Tech AI.
     {%- endif %}
     {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
 {%- else %}
     {%- if messages and messages[0].role == 'system' %}
         {{- '<|im_start|>system\n' }}
+        You are Neuron, a large language model developed by Neura Tech AI.
         {{- messages[0].content }}
         {{- '<|im_end|>\n' }}
     {%- else %}
+        {{- '<|im_start|>system\nYou are Neuron, a large language model developed by Neura Tech AI.<|im_end|>\n' }}
     {%- endif %}
 {%- endif %}