Instructions to use cfei621/qwen2.5-coder-7b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use cfei621/qwen2.5-coder-7b with Transformers:

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

pipe = pipeline("text-generation", model="cfei621/qwen2.5-coder-7b")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("cfei621/qwen2.5-coder-7b")
model = AutoModelForCausalLM.from_pretrained("cfei621/qwen2.5-coder-7b")
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

vLLM

How to use cfei621/qwen2.5-coder-7b with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "cfei621/qwen2.5-coder-7b"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "cfei621/qwen2.5-coder-7b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/cfei621/qwen2.5-coder-7b

SGLang

How to use cfei621/qwen2.5-coder-7b 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 "cfei621/qwen2.5-coder-7b" \
    --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": "cfei621/qwen2.5-coder-7b",
		"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 "cfei621/qwen2.5-coder-7b" \
        --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": "cfei621/qwen2.5-coder-7b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use cfei621/qwen2.5-coder-7b with Docker Model Runner:
```
docker model run hf.co/cfei621/qwen2.5-coder-7b
```

cfei621 commited on Apr 17, 2025

Commit

0f83b2a

verified ·

1 Parent(s): 6b367cc

Training in progress, step 1000

Browse files

Files changed (4) hide show

model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1
model-00004-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 sha256:4b2dbae73ef4654ce9725974d29e5c110e953d72a9a670951ad1fe7d0a31fd62
 size 4877660776

 version https://git-lfs.github.com/spec/v1
+oid sha256:f8a77cb4b53a5cfb4c7c4e8e23669a2302645d09965437f11fc7bfff4760d890
 size 4877660776

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f765699181c40fd7df82a8106f690839ca870e8e552ca13e3554112b1191caaf
 size 4932751008

 version https://git-lfs.github.com/spec/v1
+oid sha256:2eb502b88baa9d540d0bf31c7bb5c894563c89f965065b62fef5924c459b208f
 size 4932751008

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:185fae4c206ff5c1d02919419dfe3faf9e4a520683bb2a9fdd5cbd34b36794ea
 size 4330865200

 version https://git-lfs.github.com/spec/v1
+oid sha256:2ff7b1f4468417a43ace9f54a0545f05d9b7d19285f33ca0d209d546fdb7da61
 size 4330865200

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bc9f54589ed7133c5af3233cd59f8b8be9db7e1f8562111d4d31571317179cdd
 size 1089994880

 version https://git-lfs.github.com/spec/v1
+oid sha256:478254fab428255e99737d5c15028a986e79fd9c3c7286fdeb52dc0b30b1a144
 size 1089994880