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

639e759

verified ·

1 Parent(s): 3f03af2

Training in progress, step 1282

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:f73cc9879112faab27e735864a583c957b6a42f7ac296e54473578f68276cbb0
 size 4877660776

 version https://git-lfs.github.com/spec/v1
+oid sha256:855bbe373e0d3cd9d7bd6b415466c984f5dfcefaaaa6b5d7d1fd2a93f0379584
 size 4877660776

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7abd524721610026c35bbe9c63e30697bc943a143a621ad5253336d323f39a87
 size 4932751008

 version https://git-lfs.github.com/spec/v1
+oid sha256:ac756d585347a29a2bbaaf741940a906d1790952c9a683b8164a8d2a3f9f35ba
 size 4932751008

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:41cf8fe649025c003a6feca95f6e6e0199723c294eb2a381f9b968481cdf2b9c
 size 4330865200

 version https://git-lfs.github.com/spec/v1
+oid sha256:5dc3311ff3d6a0a998fff7051951a4c24d70fcacc84e399f69fc9ba9ddd1e5a7
 size 4330865200

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cc72c697fef4b49d6a7d320bd290e1a0aaddf8e408debbcda437aa83ee5d4be3
 size 1089994880

 version https://git-lfs.github.com/spec/v1
+oid sha256:16d2affc8283ca386ea8ecf192b18055dbf5826580e5ab635a3d7668c5b5aa41
 size 1089994880