Instructions to use prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct with Transformers:

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

pipe = pipeline("text-generation", model="prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct")
model = AutoModelForCausalLM.from_pretrained("prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct")
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 prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct

SGLang

How to use prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct 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 "prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct" \
    --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": "prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct",
		"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 "prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct" \
        --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": "prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct with Docker Model Runner:
```
docker model run hf.co/prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct
```

prithivMLmods commited on Dec 3, 2024

Commit

2720f9c

verified ·

1 Parent(s): e9ae3d8

Update README.md

Browse files

Files changed (1) hide show

README.md +18 -1

README.md CHANGED Viewed

@@ -17,4 +17,21 @@ tags:
 - llama-cpp
 - math
 - instruct
----

 - llama-cpp
 - math
 - instruct
+---
+### SmolLM2-Math-IIO-1.7B-Instruct
+| File Name                              | Size       | Description                                    | Upload Status  |
+|----------------------------------------|------------|------------------------------------------------|----------------|
+| `.gitattributes`                       | 1.52 kB    | Git attributes configuration file              | Uploaded       |
+| `README.md`                            | 287 Bytes  | Updated README file                            | Updated        |
+| `config.json`                          | 940 Bytes  | Model configuration settings                   | Uploaded       |
+| `generation_config.json`               | 162 Bytes  | Generation-specific configurations             | Uploaded       |
+| `merges.txt`                           | 515 kB     | Merging information for tokenization           | Uploaded       |
+| `pytorch_model.bin`                    | 3.42 GB    | Full model weights (PyTorch format)            | Uploaded (LFS) |
+| `special_tokens_map.json`              | 572 Bytes  | Mapping for special tokens used by the model   | Uploaded       |
+| `tokenizer.json`                       | 3.77 MB    | Tokenizer configuration and vocabulary         | Uploaded       |
+| `tokenizer_config.json`                | 3.95 kB   | Tokenizer configuration for loading and usage  | Uploaded       |
+| `vocab.json`                           | 801 kB     | Vocabulary for the tokenizer                   | Uploaded       |
+---