Instructions to use NeuronUz/NeuronAI-4B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use NeuronUz/NeuronAI-4B with Transformers:

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

pipe = pipeline("text-generation", model="NeuronUz/NeuronAI-4B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("NeuronUz/NeuronAI-4B")
model = AutoModelForCausalLM.from_pretrained("NeuronUz/NeuronAI-4B", 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=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use NeuronUz/NeuronAI-4B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "NeuronUz/NeuronAI-4B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "NeuronUz/NeuronAI-4B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/NeuronUz/NeuronAI-4B

SGLang

How to use NeuronUz/NeuronAI-4B 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 "NeuronUz/NeuronAI-4B" \
    --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": "NeuronUz/NeuronAI-4B",
		"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 "NeuronUz/NeuronAI-4B" \
        --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": "NeuronUz/NeuronAI-4B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use NeuronUz/NeuronAI-4B with Docker Model Runner:
```
docker model run hf.co/NeuronUz/NeuronAI-4B
```

kmamaroziqov commited on 8 days ago

Commit

f2f6697

verified ·

1 Parent(s): 02a2786

Fix default generation and EOS configuration

Browse files

Files changed (3) hide show

config.json +4 -1
generation_config.json +8 -3
tokenizer_config.json +1 -3

config.json CHANGED Viewed

@@ -7,7 +7,10 @@
   "attn_output_gate": true,
   "bos_token_id": null,
   "dtype": "float32",
-  "eos_token_id": 248044,
   "full_attention_interval": 4,
   "head_dim": 256,
   "hidden_act": "silu",

   "attn_output_gate": true,
   "bos_token_id": null,
   "dtype": "float32",
+  "eos_token_id": [
+    248046,
+    248044
+  ],
   "full_attention_interval": 4,
   "head_dim": 256,
   "hidden_act": "silu",

generation_config.json CHANGED Viewed

@@ -2,10 +2,15 @@
   "_from_model_config": true,
   "do_sample": true,
   "eos_token_id": [
-    248044,
-    248046
   ],
   "pad_token_id": 248044,
   "transformers_version": "5.12.1",
   "use_cache": true
-}

   "_from_model_config": true,
   "do_sample": true,
   "eos_token_id": [
+    248046,
+    248044
   ],
+  "min_p": 0.0,
   "pad_token_id": 248044,
+  "repetition_penalty": 1.0,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
   "transformers_version": "5.12.1",
   "use_cache": true
+}

tokenizer_config.json CHANGED Viewed

@@ -6,11 +6,9 @@
   "backend": "tokenizers",
   "bos_token": null,
   "clean_up_tokenization_spaces": false,
-  "eos_token": "<|endoftext|>",
   "errors": "replace",
   "image_token": "<|image_pad|>",
-  "is_local": true,
-  "local_files_only": true,
   "model_max_length": 262144,
   "model_specific_special_tokens": {
     "audio_bos_token": "<|audio_start|>",

   "backend": "tokenizers",
   "bos_token": null,
   "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
   "errors": "replace",
   "image_token": "<|image_pad|>",
   "model_max_length": 262144,
   "model_specific_special_tokens": {
     "audio_bos_token": "<|audio_start|>",