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 "sr5434/PhysicsLlama-13B" \
--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": "sr5434/PhysicsLlama-13B",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'Quick Links
Physics LlAMA 2 13B
This model is a LoRA for meta-llama/Llama-2-13b-chat-hf on ArtifactAI/arxiv-physics-instruct-tune-30k.
Model description
This is a physics chatbot.
Intended uses & limitations
You can use this to assist in research, or to answer questions you may have about physics.
Training and evaluation data
This model is trained on ArtifactAI/arxiv-physics-instruct-tune-30k
Training procedure
Source code can be found here
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0002
- train_batch_size: 1
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 4
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 2
- training_steps: 100
Framework versions
- Transformers 4.33.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
Model tree for sr5434/PhysicsLlama-13B
Base model
meta-llama/Llama-2-13b-chat-hf
Install from pip and serve model
# Install SGLang from pip: pip install sglang# Start the SGLang server: python3 -m sglang.launch_server \ --model-path "sr5434/PhysicsLlama-13B" \ --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": "sr5434/PhysicsLlama-13B", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'