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a convenient script for spinning up the API with Model Workers (lm-sy…
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#!/bin/bash | ||
# A rather convenient script for spinning up models behind screens | ||
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# Variables | ||
PROJECT_DIR="$(pwd)" | ||
CONDA_ENV_NAME="fastchat" # | ||
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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" | ||
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API_HOST="0.0.0.0" | ||
API_PORT_NUMBER=8000 | ||
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# 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 | ||
} | ||
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# convenience function for sending commands to named screens | ||
send_cmd() { | ||
local SCREENNAME="$1" | ||
local CMD="$2" | ||
screen -DRRS $SCREENNAME -X stuff '$2 \r' | ||
} | ||
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# hardcoded names, for baby api | ||
SCREENNAMES=( | ||
"controller" | ||
"api" | ||
# Worker screens include the devices they are bound to, if 'd0' is only worker it has full GPU access | ||
"worker-d0" | ||
"worker-d1" | ||
) | ||
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for screen in "${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" | ||
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done | ||
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# Send Commmands on a per Screen Basis | ||
screen -DRRS controller -X stuff "python3 -m fastchat.serve.controller \r" | ||
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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" | ||
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screen -DRRS api -X stuff "python3 -m fastchat.serve.openai_api_server --host $API_HOST --port $API_PORT_NUMBER \r" |