#!/bin/bash

set -e

# Read the first argument into a variable

arg1="$1"

# Shift the arguments to remove the first one

shift

if [[ "$arg1" == '--convert' || "$arg1" == '-c' ]]; then

python3 ./convert.py "$@"

elif [[ "$arg1" == '--quantize' || "$arg1" == '-q' ]]; then

./quantize "$@"

elif [[ "$arg1" == '--run' || "$arg1" == '-r' ]]; then

./main "$@"

elif [[ "$arg1" == '--finetune' || "$arg1" == '-f' ]]; then

./finetune "$@"

elif [[ "$arg1" == '--all-in-one' || "$arg1" == '-a' ]]; then

echo "Converting PTH to GGML..."

for i in `ls $1/$2/ggml-model-f16.bin*`; do

if [ -f "${i/f16/q4_0}" ]; then

echo "Skip model quantization, it already exists: ${i/f16/q4_0}"

else

echo "Converting PTH to GGML: $i into ${i/f16/q4_0}..."

./quantize "$i" "${i/f16/q4_0}" q4_0

fi

done

elif [[ "$arg1" == '--server' || "$arg1" == '-s' ]]; then

./server "$@"

else

echo "Unknown command: $arg1"

echo "Available commands: "

echo " --run (-r): Run a model previously converted into ggml"

echo " ex: -m /models/7B/ggml-model-q4_0.bin -p \"Building a website can be done in 10 simple steps:\" -n 512"

echo " --convert (-c): Convert a llama model into ggml"

echo " ex: --outtype f16 \"/models/7B/\" "

echo " --quantize (-q): Optimize with quantization process ggml"

echo " ex: \"/models/7B/ggml-model-f16.bin\" \"/models/7B/ggml-model-q4_0.bin\" 2"

echo " --finetune (-f): Run finetune command to create a lora finetune of the model"

echo " See documentation for finetune for command-line parameters"

echo " --all-in-one (-a): Execute --convert & --quantize"

echo " ex: \"/models/\" 7B"

echo " --server (-s): Run a model on the server"

echo " ex: -m /models/7B/ggml-model-q4_0.bin -c 2048 -ngl 43 -mg 1 --port 8080"

fi