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script for running a single model with cot + api_runner
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#!/bin/zsh | ||
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model_dir="${HOME}/models" | ||
# parse in model_names from args to script | ||
model_names=("$@") | ||
# if model_names is empty, print and exit | ||
if [ -z "$model_names" ]; then | ||
echo "No model names provided" | ||
exit 1 | ||
fi | ||
PORT=8084 # avoid 8081 as it's used by nginx | ||
export CUDA_VISIBLE_DEVICES=0 # set gpu you want to use (just 1 will do) | ||
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# Loop over model names | ||
for model_name in "${model_names[@]}"; do | ||
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echo "Running model ${model_name}" | ||
# first, get the API up | ||
python3 utils/api_server.py --model "${model_dir}/${model_name}" --tensor-parallel-size 1 --dtype float16 --max-model-len 8192 --gpu-memory-utilization 0.90 --block-size 16 --disable-log-requests --port "${PORT}" & | ||
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# run a loop to check if the http://localhost:8080/health endpoint returns a valid 200 result | ||
while true; do | ||
http_status=$(curl -s -o /dev/null -w "%{http_code}" "http://localhost:${PORT}/health") | ||
if [ "$http_status" -eq 200 ]; then | ||
echo "API server is up and running" | ||
break | ||
else | ||
echo "Waiting for API server to be up..." | ||
sleep 1 | ||
fi | ||
done | ||
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# then run sql-eval | ||
python3 main.py -db postgres \ | ||
-f prompts/prompt_cot.md \ | ||
-q "data/questions_gen_postgres.csv" "data/instruct_basic_postgres.csv" "data/instruct_advanced_postgres.csv" "data/idk.csv" \ | ||
-o "results/${model_name}/api_v1_cot.csv" "results/${model_name}/api_basic_cot.csv" "results/${model_name}/api_advanced_cot.csv" "results/${model_name}/api_idk_cot.csv" \ | ||
-g api \ | ||
-b 1 \ | ||
-c 0 \ | ||
--api_url "http://localhost:${PORT}/generate" \ | ||
--api_type "vllm" \ | ||
-p 10 \ | ||
--cot_table_alias "prealias" \ | ||
--logprobs | ||
# finally, kill the api server | ||
pkill -9 -f "python3 utils/api_server.py.*--port ${PORT}" | ||
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done |