Instructions to use ANLP-Final-Project/m0-metamath-lr-e1-e2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ANLP-Final-Project/m0-metamath-lr-e1-e2 with Transformers:

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

pipe = pipeline("text-generation", model="ANLP-Final-Project/m0-metamath-lr-e1-e2")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ANLP-Final-Project/m0-metamath-lr-e1-e2")
model = AutoModelForCausalLM.from_pretrained("ANLP-Final-Project/m0-metamath-lr-e1-e2")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use ANLP-Final-Project/m0-metamath-lr-e1-e2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ANLP-Final-Project/m0-metamath-lr-e1-e2"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ANLP-Final-Project/m0-metamath-lr-e1-e2",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/ANLP-Final-Project/m0-metamath-lr-e1-e2

SGLang

How to use ANLP-Final-Project/m0-metamath-lr-e1-e2 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 "ANLP-Final-Project/m0-metamath-lr-e1-e2" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ANLP-Final-Project/m0-metamath-lr-e1-e2",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "ANLP-Final-Project/m0-metamath-lr-e1-e2" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ANLP-Final-Project/m0-metamath-lr-e1-e2",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use ANLP-Final-Project/m0-metamath-lr-e1-e2 with Docker Model Runner:
```
docker model run hf.co/ANLP-Final-Project/m0-metamath-lr-e1-e2
```

ellylai commited on Nov 11, 2025

Commit

416a3dc

verified ·

1 Parent(s): d0d28d4

Training in progress, step 100000

Browse files

Files changed (6) hide show

model-00001-of-00006.safetensors +1 -1
model-00002-of-00006.safetensors +1 -1
model-00003-of-00006.safetensors +1 -1
model-00004-of-00006.safetensors +1 -1
model-00005-of-00006.safetensors +1 -1
model-00006-of-00006.safetensors +1 -1

model-00001-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9707d5763ab6fba62f3889d8fa045c0afbf1a42c0ffa24bbf402810e9a22f418
 size 4843561680

 version https://git-lfs.github.com/spec/v1
+oid sha256:9552fcff77181de33bc22ee3c6973de1a5d9f37ca350ff204a021925cd42c41e
 size 4843561680

model-00002-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c0ef6a1f311074c37b500ccc6b838994ec06d3370d26b8408bdbe099c39b7f65
 size 4860355736

 version https://git-lfs.github.com/spec/v1
+oid sha256:4b7f1a58fd3a0715f9b10c618a643992dd77edf7f86dfba6739e1eec51012f58
 size 4860355736

model-00003-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:69d824e42dd4f09c31306e58bc1aa47844d099ab2de2ae2ce5d62bf48d6e7531
 size 4860355808

 version https://git-lfs.github.com/spec/v1
+oid sha256:55a1a297e21b3be620c6e92bc1e8a32747b3635b88b5b5b1b0f233a2a69d5f1c
 size 4860355808

model-00004-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e70b4c5f6b8a9cec920247ae41716fd7fc273951f358ff01aed14786c8a59977
 size 4860355808

 version https://git-lfs.github.com/spec/v1
+oid sha256:381e5e7aee4eaa6c2702b083b5078d8d4d68b29beba189e08276e9eb447671f9
 size 4860355808

model-00005-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:01514501749759e5d460c2912e922b81aaba10084bedbc53f89e2d5081b5eb7f
 size 4860355808

 version https://git-lfs.github.com/spec/v1
+oid sha256:e47e8d3ba24a0aed408db37d1c0c0958ec6bcc5301c98d78f25e123f02da6a4c
 size 4860355808

model-00006-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a600a16961dbfd557d8c30f1908723dfd598e4f9c1b9b4b5a70158b64d0fe1cf
 size 2685538136

 version https://git-lfs.github.com/spec/v1
+oid sha256:d45d627831fd2d4208cdcfc7abdbbc45f7eb848d2d8c91dee97e85b9f5d99e34
 size 2685538136