Instructions to use EleutherAI/polyglot-ko-1.3b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use EleutherAI/polyglot-ko-1.3b with Transformers:

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

pipe = pipeline("text-generation", model="EleutherAI/polyglot-ko-1.3b")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("EleutherAI/polyglot-ko-1.3b")
model = AutoModelForCausalLM.from_pretrained("EleutherAI/polyglot-ko-1.3b", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use EleutherAI/polyglot-ko-1.3b with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "EleutherAI/polyglot-ko-1.3b"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "EleutherAI/polyglot-ko-1.3b",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/EleutherAI/polyglot-ko-1.3b

SGLang

How to use EleutherAI/polyglot-ko-1.3b 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 "EleutherAI/polyglot-ko-1.3b" \
    --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": "EleutherAI/polyglot-ko-1.3b",
		"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 "EleutherAI/polyglot-ko-1.3b" \
        --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": "EleutherAI/polyglot-ko-1.3b",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use EleutherAI/polyglot-ko-1.3b with Docker Model Runner:
```
docker model run hf.co/EleutherAI/polyglot-ko-1.3b
```

hyunwoongko commited on Apr 20, 2023

Commit

eef1be6

1 Parent(s): e866b8a

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@@ -100,7 +100,7 @@ python main.py \
 | [EleutherAI/polyglot-ko-5.8b](https://huggingface.co/EleutherAI/polyglot-ko-5.8b)            | 5.8B   | 0.7745 | 0.7676 | 0.7775  | 0.7887  |
 | [EleutherAI/polyglot-ko-12.8b](https://huggingface.co/EleutherAI/polyglot-ko-12.8b)          | 12.8B  | 0.7937 | 0.8108 | 0.8037  | 0.8369  |
-<img src="https://user-images.githubusercontent.com/38183241/194697388-f0e6999d-3935-4716-9faa-e14e5a9b6de5.png" width="800px">
 ### HellaSwag (F1)
@@ -114,7 +114,7 @@ python main.py \
 | [EleutherAI/polyglot-ko-5.8b](https://huggingface.co/EleutherAI/polyglot-ko-5.8b)              | 5.8B   | 0.5976 | 0.5998 | 0.5979  | 0.6208  |
 | [EleutherAI/polyglot-ko-12.8b](https://huggingface.co/EleutherAI/polyglot-ko-12.8b)            | 12.8B  | 0.5954 | 0.6306 | 0.6098  | 0.6118  |
-<img src="https://user-images.githubusercontent.com/38183241/194697387-218a1ea1-0863-4ea2-b8b4-339b95bdea7f.png" width="800px">
 ## Limitations and Biases

 | [EleutherAI/polyglot-ko-5.8b](https://huggingface.co/EleutherAI/polyglot-ko-5.8b)            | 5.8B   | 0.7745 | 0.7676 | 0.7775  | 0.7887  |
 | [EleutherAI/polyglot-ko-12.8b](https://huggingface.co/EleutherAI/polyglot-ko-12.8b)          | 12.8B  | 0.7937 | 0.8108 | 0.8037  | 0.8369  |
+<img src="https://user-images.githubusercontent.com/38183241/233362821-d047f511-95c8-49f4-b805-f0695ca1b3f3.png" width="1000px">
 ### HellaSwag (F1)
 | [EleutherAI/polyglot-ko-5.8b](https://huggingface.co/EleutherAI/polyglot-ko-5.8b)              | 5.8B   | 0.5976 | 0.5998 | 0.5979  | 0.6208  |
 | [EleutherAI/polyglot-ko-12.8b](https://huggingface.co/EleutherAI/polyglot-ko-12.8b)            | 12.8B  | 0.5954 | 0.6306 | 0.6098  | 0.6118  |
+<img src="https://user-images.githubusercontent.com/38183241/233362508-0ba9939c-1a18-403f-bf9d-f1aadd9d1dd3.png" width="1000px">
 ## Limitations and Biases