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Install
pip3 install dspy-ai
Turn off cache at https://github.com/stanfordnlp/dspy/blob/34d8420383ec752037aa271825c1d3bf391e1277/dsp/modules/cache_utils.py#L10.
cache_turn_on = False
or set the environment variable
export DSP_CACHEBOOL=false
Benchmark SGLang
python -m sglang.launch_server --model-path meta-llama/Llama-2-7b-chat-hf --port 30000
python3 bench_dspy_intro.py --backend sglang
Benchmark TGI
docker run --name tgi --rm -ti --gpus all --network host \
-v /home/ubuntu/model_weights/Llama-2-7b-chat-hf:/Llama-2-7b-chat-hf \
ghcr.io/huggingface/text-generation-inference:1.3.0 \
--model-id /Llama-2-7b-chat-hf --num-shard 1 --trust-remote-code \
--max-input-length 2048 --max-total-tokens 4096 \
--port 24000
python3 bench_dspy_intro.py --backend tgi
Benchmark vLLM
python3 -m vllm.entrypoints.openai.api_server --model meta-llama/Llama-2-7b-chat-hf --disable-log-requests --port 21000
python3 bench_dspy_intro.py --backend vllm