Instructions to use ZMC2019/Qwen7B-Math-L28-Base2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ZMC2019/Qwen7B-Math-L28-Base2 with Transformers:

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

pipe = pipeline("text-generation", model="ZMC2019/Qwen7B-Math-L28-Base2")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ZMC2019/Qwen7B-Math-L28-Base2")
model = AutoModelForCausalLM.from_pretrained("ZMC2019/Qwen7B-Math-L28-Base2", 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 ZMC2019/Qwen7B-Math-L28-Base2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ZMC2019/Qwen7B-Math-L28-Base2"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ZMC2019/Qwen7B-Math-L28-Base2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ZMC2019/Qwen7B-Math-L28-Base2

SGLang

How to use ZMC2019/Qwen7B-Math-L28-Base2 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 "ZMC2019/Qwen7B-Math-L28-Base2" \
    --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": "ZMC2019/Qwen7B-Math-L28-Base2",
		"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 "ZMC2019/Qwen7B-Math-L28-Base2" \
        --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": "ZMC2019/Qwen7B-Math-L28-Base2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ZMC2019/Qwen7B-Math-L28-Base2 with Docker Model Runner:
```
docker model run hf.co/ZMC2019/Qwen7B-Math-L28-Base2
```

ZMC2019 commited on Apr 26, 2025

Commit

5eb6607

verified ·

1 Parent(s): 6135d7b

Training in progress, step 1650

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 sha256:53729ee84e0e5b7f2d88b0f6e0bf813b8d5cd4f98ae9e30ff408e96c28636da5
 size 4877660776

 version https://git-lfs.github.com/spec/v1
+oid sha256:54729e84b63e74ef5ecbb4d6d2bab09e5ad09001ae48e3e4b46eb58c2c406205
 size 4877660776

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0f1fe33ed02be3dea9270f242b6f4427f097ebd2cc786849cd0386dde4466c1d
 size 4932751008

 version https://git-lfs.github.com/spec/v1
+oid sha256:7df6ba4320ff7cbec7ed529f5517ed177425616faab7543b874b6e0e09c4c7b6
 size 4932751008

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5c2e4ff7d5b35f537d5b63be010086cd7829d3fa1e8201e9a3bc205ebb6f15dd
 size 4330865200

 version https://git-lfs.github.com/spec/v1
+oid sha256:49005bc22b2e5ac0bcf75e182cc7212ca1baa88596249911cf7297956295d284
 size 4330865200

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:70cf794c3008a2a42a558b3f91251ae8817373138c5b9e0b3a3a3953a5f46586
 size 1089994880

 version https://git-lfs.github.com/spec/v1
+oid sha256:f9f584ff4558d3af4bd854eb9c8ae6ad21766c5be7b6209251c678f0e36f6be5
 size 1089994880