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#!/bin/bash
# A rather convenient script for spinning up models behind screens
# Variables
PROJECT_DIR="$(pwd)"
CONDA_ENV_NAME="fastchat" #
MODEL_PATH="HuggingFaceH4/zephyr-7b-beta" #beta is better than the alpha version, base model w/o quantization
MODEL_PATH="lmsys/vicuna-7b-v1.5"
API_HOST="0.0.0.0"
API_PORT_NUMBER=8000
# init the screens
check_and_create_screen() {
local SCREENNAME="$1"
if screen -list | grep -q "$SCREENNAME"; then
echo "Screen session '$SCREENNAME' exists. Doing nothing."
else
echo "Screen session '$SCREENNAME' not found. Creating..."
screen -d -m -S "$SCREENNAME"
echo "created!"
fi
}
# convenience function for sending commands to named screens
send_cmd() {
local SCREENNAME="$1"
local CMD="$2"
screen -DRRS $SCREENNAME -X stuff '$2 \r'
}
# hardcoded names, for baby api
SCREENNAMES=(
"controller"
"api"
# Worker screens include the devices they are bound to, if 'd0' is only worker it has full GPU access
"worker-d0"
"worker-d1"
)
for screen in "${SCREENNAMES[@]}"; do
check_and_create_screen "$screen"
sleep 0.1
# also activate the conda compute environment for these
screen -DRRS "$screen" -X stuff "conda deactivate \r"
screen -DRRS "$screen" -X stuff "conda activate $CONDA_ENV_NAME \r"
done
# Send Commmands on a per Screen Basis
screen -DRRS controller -X stuff "python3 -m fastchat.serve.controller \r"
screen -DRRS worker-d0 -X stuff "CUDA_VISIBLE_DEVICES=0 python3 -m fastchat.serve.model_worker --model-path $MODEL_PATH --conv-template one_shot --limit-worker-concurrency 1 \r"
screen -DRRS worker-d1 -X stuff "CUDA_VISIBLE_DEVICES=1 python3 -m fastchat.serve.model_worker --model-path $MODEL_PATH --port 21003 --worker-address http://localhost:21003 --conv-template one_shot --limit-worker-concurrency 1 \r"
screen -DRRS api -X stuff "python3 -m fastchat.serve.openai_api_server --host $API_HOST --port $API_PORT_NUMBER \r"
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