Instructions to use ANLP-Final-Project/m1-mlp with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ANLP-Final-Project/m1-mlp with Transformers:

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

pipe = pipeline("text-generation", model="ANLP-Final-Project/m1-mlp")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ANLP-Final-Project/m1-mlp")
model = AutoModelForCausalLM.from_pretrained("ANLP-Final-Project/m1-mlp")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use ANLP-Final-Project/m1-mlp with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ANLP-Final-Project/m1-mlp"
# 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/m1-mlp",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/ANLP-Final-Project/m1-mlp

SGLang

How to use ANLP-Final-Project/m1-mlp 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/m1-mlp" \
    --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/m1-mlp",
		"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/m1-mlp" \
        --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/m1-mlp",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use ANLP-Final-Project/m1-mlp with Docker Model Runner:
```
docker model run hf.co/ANLP-Final-Project/m1-mlp
```

HelenZzz commited on Nov 19, 2025

Commit

13cc658

verified ·

1 Parent(s): 89734fa

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 sha256:9a8032f0ce20511691ba8d4b19771c6abd25354afb0b681157852bfe7fd2d1af
 size 4845144424

 version https://git-lfs.github.com/spec/v1
+oid sha256:ce429e4dc6b15f60af66a9617c0ad3c90d5f58e4e5091e01a31d581adaba967d
 size 4845144424

model-00002-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:077ee60e14361e5d05cd8d1efcd895515016fa6f6c2ca7ec711c9b4275a25dbb
 size 4861938464

 version https://git-lfs.github.com/spec/v1
+oid sha256:c2c4b19ae67946d581d0d94e04a06e41848ead3c98ecfabf48c032b0f1991422
 size 4861938464

model-00003-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1654add65851cb30648c11428c3cce4866b0c363066502731698006bdde91940
 size 4861938600

 version https://git-lfs.github.com/spec/v1
+oid sha256:429928bced44471d4ab7215b70c54acd3637719d6f4410c6bb5e96273f81cd25
 size 4861938600

model-00004-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2a11557ce68d6b1a8544528cc3f93524d9a4b2927889638db1656a23bef82ee8
 size 4861938600

 version https://git-lfs.github.com/spec/v1
+oid sha256:63160ca47610eaa5346dce9edb0cf077a471d33083fee5c6ee94819939d4ce8f
 size 4861938600

model-00005-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e4f28bcb28d881c4d5d96eeb9be25527e37095bdb02de9774794b18d431aa9e1
 size 4861938600

 version https://git-lfs.github.com/spec/v1
+oid sha256:12197c3186fe6c1b5cacfdc7cef38260c97ce1ce4a0708d7e03c9b7275191e5f
 size 4861938600

model-00006-of-00006.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2f3be9d7f3918550fe62ced0d892b6e4eb5338845cc56debbe1ccf9b7ce045cd
 size 2686065728

 version https://git-lfs.github.com/spec/v1
+oid sha256:301fd0c657571ace933df23c06231f45d695028fc26edaf0fc323f8e4c493a89
 size 2686065728