Instructions to use NeuralTofu/Qwen2.5-Coder-7B-Instruct-20 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use NeuralTofu/Qwen2.5-Coder-7B-Instruct-20 with Transformers:

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

pipe = pipeline("text-generation", model="NeuralTofu/Qwen2.5-Coder-7B-Instruct-20")
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("NeuralTofu/Qwen2.5-Coder-7B-Instruct-20")
model = AutoModelForCausalLM.from_pretrained("NeuralTofu/Qwen2.5-Coder-7B-Instruct-20", 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 NeuralTofu/Qwen2.5-Coder-7B-Instruct-20 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "NeuralTofu/Qwen2.5-Coder-7B-Instruct-20"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "NeuralTofu/Qwen2.5-Coder-7B-Instruct-20",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/NeuralTofu/Qwen2.5-Coder-7B-Instruct-20

SGLang

How to use NeuralTofu/Qwen2.5-Coder-7B-Instruct-20 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 "NeuralTofu/Qwen2.5-Coder-7B-Instruct-20" \
    --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": "NeuralTofu/Qwen2.5-Coder-7B-Instruct-20",
		"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 "NeuralTofu/Qwen2.5-Coder-7B-Instruct-20" \
        --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": "NeuralTofu/Qwen2.5-Coder-7B-Instruct-20",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Unsloth Desktop
Docker Model Runner
How to use NeuralTofu/Qwen2.5-Coder-7B-Instruct-20 with Docker Model Runner:
```
docker model run hf.co/NeuralTofu/Qwen2.5-Coder-7B-Instruct-20
```

NeuralTofu commited on Dec 26, 2024

Commit

4df89c7

verified ·

1 Parent(s): 7010135

Trained with Unsloth

Browse files

Files changed (3) hide show

model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f8bb01c5262672b3e68223e4ac09508bf92842b29e32cec329bd12ccbd0ed7e7
 size 4877660776

 version https://git-lfs.github.com/spec/v1
+oid sha256:251d2cfd317a3f39b5141c89c3e3b74072e81198eb8fdff44d75cb9f3b949c60
 size 4877660776

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:307806c505c70fd13e27fd3f6c9413c6d87f40752ded3f678be6afc875411823
 size 4932751008

 version https://git-lfs.github.com/spec/v1
+oid sha256:7f19eb29f18b28c237ee5ce0b79b40f9f585ca380cd28d841decf00ae58c3d27
 size 4932751008

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a4f2f8c8633ac48320ca693d14fb4f327bae0ea70036be68617605905d1c31c5
 size 4330865200

 version https://git-lfs.github.com/spec/v1
+oid sha256:01a319b32463433ec0209a3b2f2807ee6a504937d415a29bf92b6aba2d2a72b3
 size 4330865200