How to use from
SGLangUse 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 "usvsnsp/pythia-70m-ppo" \
--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": "usvsnsp/pythia-70m-ppo",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'Quick Links
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Wandb Run: https://wandb.ai/eleutherai/pythia-rlhf/runs/gy2g8jj1
Model Evals:
| Tasks | Version | Filter | Metric | Value | Stderr | |
|---|---|---|---|---|---|---|
| arc_challenge | Yaml | none | acc | 0.2253 | ± | 0.0122 |
| none | acc_norm | 0.2278 | ± | 0.0123 | ||
| arc_easy | Yaml | none | acc | 0.2551 | ± | 0.0089 |
| none | acc_norm | 0.2567 | ± | 0.0090 | ||
| lambada_openai | Yaml | none | perplexity | NaN | ± | NaN |
| none | acc | 0.0016 | ± | 0.0005 | ||
| logiqa | Yaml | none | acc | 0.2028 | ± | 0.0158 |
| none | acc_norm | 0.2028 | ± | 0.0158 | ||
| piqa | Yaml | none | acc | 0.4946 | ± | 0.0117 |
| none | acc_norm | 0.4924 | ± | 0.0117 | ||
| sciq | Yaml | none | acc | 0.0140 | ± | 0.0037 |
| none | acc_norm | 0.0140 | ± | 0.0037 | ||
| winogrande | Yaml | none | acc | 0.5036 | ± | 0.0141 |
| wsc | Yaml | none | acc | 0.6346 | ± | 0.0474 |
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Install from pip and serve model
# Install SGLang from pip: pip install sglang# Start the SGLang server: python3 -m sglang.launch_server \ --model-path "usvsnsp/pythia-70m-ppo" \ --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": "usvsnsp/pythia-70m-ppo", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'