Direct Preference Optimization: Your Language Model is Secretly a Reward Model
Paper • 2305.18290 • Published • 66
How to use ENERGY-DRINK-LOVE/DataVortexS_dpov3 with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("text-generation", model="ENERGY-DRINK-LOVE/DataVortexS_dpov3") # Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM
tokenizer = AutoTokenizer.from_pretrained("ENERGY-DRINK-LOVE/DataVortexS_dpov3")
model = AutoModelForCausalLM.from_pretrained("ENERGY-DRINK-LOVE/DataVortexS_dpov3")How to use ENERGY-DRINK-LOVE/DataVortexS_dpov3 with vLLM:
# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ENERGY-DRINK-LOVE/DataVortexS_dpov3"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "ENERGY-DRINK-LOVE/DataVortexS_dpov3",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'docker model run hf.co/ENERGY-DRINK-LOVE/DataVortexS_dpov3
How to use ENERGY-DRINK-LOVE/DataVortexS_dpov3 with SGLang:
# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
--model-path "ENERGY-DRINK-LOVE/DataVortexS_dpov3" \
--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": "ENERGY-DRINK-LOVE/DataVortexS_dpov3",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'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 "ENERGY-DRINK-LOVE/DataVortexS_dpov3" \
--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": "ENERGY-DRINK-LOVE/DataVortexS_dpov3",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'How to use ENERGY-DRINK-LOVE/DataVortexS_dpov3 with Docker Model Runner:
docker model run hf.co/ENERGY-DRINK-LOVE/DataVortexS_dpov3
| Average | Ko-ARC | Ko-HellaSwag | Ko-MMLU | Ko-TruthfulQA | Ko-CommonGen V2 |
|---|---|---|---|---|---|
| 60.18 | 56.23 | 69.15 | 52.76 | 67.87 | 54.9 |