Instructions to use y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744 with Transformers:

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

pipe = pipeline("text-generation", model="y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForMultimodalLM

tokenizer = AutoTokenizer.from_pretrained("y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744")
model = AutoModelForMultimodalLM.from_pretrained("y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744")
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 y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744

SGLang

How to use y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744 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 "y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744" \
    --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": "y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744",
		"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 "y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744" \
        --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": "y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744 with Docker Model Runner:
```
docker model run hf.co/y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_744
```

y-ohtani commited on Feb 27

Commit

55f5c96

verified ·

1 Parent(s): 8f19bcc

update

Browse files

Files changed (1) hide show

tokenizer_config.json +2 -2

tokenizer_config.json CHANGED Viewed

@@ -5,7 +5,7 @@
   "clean_up_tokenization_spaces": false,
   "eos_token": "<|im_end|>",
   "errors": "replace",
-  "extra_special_tokens": [
     "<|im_start|>",
     "<|im_end|>",
     "<|object_ref_start|>",
@@ -19,7 +19,7 @@
     "<|vision_pad|>",
     "<|image_pad|>",
     "<|video_pad|>"
-  ],
   "is_local": false,
   "model_max_length": 1010000,
   "pad_token": "<|endoftext|>",

   "clean_up_tokenization_spaces": false,
   "eos_token": "<|im_end|>",
   "errors": "replace",
+  "extra_special_tokens": {
     "<|im_start|>",
     "<|im_end|>",
     "<|object_ref_start|>",
     "<|vision_pad|>",
     "<|image_pad|>",
     "<|video_pad|>"
+  },
   "is_local": false,
   "model_max_length": 1010000,
   "pad_token": "<|endoftext|>",