Instructions to use flyingbugs/Qwen2.5-Math-7B-openr1-random with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use flyingbugs/Qwen2.5-Math-7B-openr1-random with Transformers:

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

pipe = pipeline("text-generation", model="flyingbugs/Qwen2.5-Math-7B-openr1-random")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("flyingbugs/Qwen2.5-Math-7B-openr1-random")
model = AutoModelForCausalLM.from_pretrained("flyingbugs/Qwen2.5-Math-7B-openr1-random")
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 flyingbugs/Qwen2.5-Math-7B-openr1-random with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "flyingbugs/Qwen2.5-Math-7B-openr1-random"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "flyingbugs/Qwen2.5-Math-7B-openr1-random",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/flyingbugs/Qwen2.5-Math-7B-openr1-random

SGLang

How to use flyingbugs/Qwen2.5-Math-7B-openr1-random 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 "flyingbugs/Qwen2.5-Math-7B-openr1-random" \
    --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": "flyingbugs/Qwen2.5-Math-7B-openr1-random",
		"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 "flyingbugs/Qwen2.5-Math-7B-openr1-random" \
        --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": "flyingbugs/Qwen2.5-Math-7B-openr1-random",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use flyingbugs/Qwen2.5-Math-7B-openr1-random with Docker Model Runner:
```
docker model run hf.co/flyingbugs/Qwen2.5-Math-7B-openr1-random
```

flyingbugs commited on Apr 24, 2025

Commit

2b108d8

verified ·

1 Parent(s): a41a017

Training in progress, step 2000

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 sha256:5043688839e6037aca714e2ad848003d650bba63fbed9a9bfa54ef5ac6278223
 size 4877660776

 version https://git-lfs.github.com/spec/v1
+oid sha256:f8690485842ca98d4eb50f971642851bffdb8516987f8b9052b22e899aa6b4f6
 size 4877660776

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f8f2054c8a95a3c00ea22db9a39237c9d8ce8c0f66591d1043248d71aca74be0
 size 4932751008

 version https://git-lfs.github.com/spec/v1
+oid sha256:9eb4841eaea122ea4093afe8b06fab0cf97b3f659f4bd9d4935e239df8e6f01e
 size 4932751008

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9c0de10cedfa7f95dc6c90b705b48af6d6fbec48fb8a21ccbac872c632776e34
 size 4330865200

 version https://git-lfs.github.com/spec/v1
+oid sha256:1d49cbc56d51a2bd6ae46190b2bcc1f499babbdf59088f85f1e5fa6c0387ebe7
 size 4330865200

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:78a4140e02cb964bc9b45fe3206678c655cc94d914259f277f745d3d9cea01cd
 size 1089994880

 version https://git-lfs.github.com/spec/v1
+oid sha256:483bdcb53b50419fb89fc40243a4e8de90522fcfac525174efed5f8e70eb64ba
 size 1089994880