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 Settings

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

151fced

verified ·

1 Parent(s): 6873891

Training in progress, step 65000

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 sha256:83a051497fe96b6d7dc1c32b83ad88e04905927475a17ca856c4c3b6b360a5c8
 size 4843561680

 version https://git-lfs.github.com/spec/v1
+oid sha256:6d784564285068c625d1181a20303f2abb6c145f8150ceab39ad438898b71a43
 size 4843561680

model-00002-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cd1b1cbb0523eb857e4c4ed96ac07fc9ef6da64eeec414ece1d66b57954aabb2
 size 4860355736

 version https://git-lfs.github.com/spec/v1
+oid sha256:66b0b9b3c734dfdb20d54fcfc883f0787616d6de85a79a06f591b610cb77233a
 size 4860355736

model-00003-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3c834033a1d6cbba374e13acd7bc65038cebc6a9ae37ee7c183241e8f160f22f
 size 4860355808

 version https://git-lfs.github.com/spec/v1
+oid sha256:97d7f10f832f19bbe6bf7d5df0252acd2d99651e8c2ea207089d4d67c9de6cdd
 size 4860355808

model-00004-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1a1ecd85dc819e57815f7e22a3fa93d2b4bc1d04f36c80ab41a0a547eea634dd
 size 4860355808

 version https://git-lfs.github.com/spec/v1
+oid sha256:0db2ba9c19138d3a2a203ed1d583fe05293a928ca9136d63d464110304ab07f4
 size 4860355808

model-00005-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c0587fd3ff790e919f948393a9f70f42d3213c0c323e209edd23f43e7f3904c4
 size 4860355808

 version https://git-lfs.github.com/spec/v1
+oid sha256:482ccee4aaa85ad4aa3b04baf801991c5e5cb61e157f65520d49960bbe336e1b
 size 4860355808

model-00006-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:abf81f2272d10ac85495b9a93dc24ba2b064fe91e9cc67d02df40b4ff83c92ce
 size 2685538136

 version https://git-lfs.github.com/spec/v1
+oid sha256:83e9fcbc0449400a49d4265596843ae76788bfe847a3778568c0446505fe04c4
 size 2685538136