Fix setup issues and add test script

Signed-off-by: Parth Thakkar <thakkarparth007@gmail.com>
This commit is contained in:
Parth Thakkar 2022-10-21 13:23:10 -05:00
commit c6be12979e
8 changed files with 262 additions and 41 deletions

View file

@ -23,6 +23,8 @@ check_dep curl
check_dep zstd
check_dep docker
############### Common configuration ###############
# Read number of GPUs
read -rp "Enter number of GPUs [1]: " NUM_GPUS
NUM_GPUS=${NUM_GPUS:-1}
@ -36,21 +38,23 @@ TRITON_HOST=${TRITON_HOST:-triton}
read -rp "Port of Triton host [8001]: " TRITON_PORT
TRITON_PORT=${TRITON_PORT:-8001}
# Read model directory
read -rp "Where do you want to save the model [$(pwd)/models]? " MODEL_DIR
if [ -z "$MODEL_DIR" ]; then
MODEL_DIR="$(pwd)/models"
# Read models root directory (all models go under this)
read -rp "Where do you want to save your models [$(pwd)/models]? " MODELS_ROOT_DIR
if [ -z "$MODELS_ROOT_DIR" ]; then
MODELS_ROOT_DIR="$(pwd)/models"
else
MODEL_DIR="$(readlink -m "${MODEL_DIR}")"
MODELS_ROOT_DIR="$(readlink -m "${MODELS_ROOT_DIR}")"
fi
mkdir -p "$MODELS_ROOT_DIR"
# Write .env
echo "NUM_GPUS=${NUM_GPUS}" >> .env
echo "MODEL_DIR=${MODEL_DIR}/${MODEL}-${NUM_GPUS}gpu" >> .env
echo "GPUS=$(seq 0 $(( NUM_GPUS - 1)) | paste -s -d ',' -)" >> .env
echo "API_EXTERNAL_PORT=${API_EXTERNAL_PORT}" >> .env
echo "TRITON_HOST=${TRITON_HOST}" >> .env
echo "TRITON_PORT=${TRITON_PORT}" >> .env
echo "GPUS=$(seq 0 $(( NUM_GPUS - 1)) | paste -s -d ',' -)" >> .env
############### Backend specific configuration ###############
function fastertransformer_backend(){
echo "Models available:"
@ -78,10 +82,11 @@ function fastertransformer_backend(){
*) MODEL="codegen-6B-multi" ;;
esac
echo "MODEL=${MODEL}" > .env
echo "MODEL=${MODEL}" >> .env
echo "MODEL_DIR=${MODELS_ROOT_DIR}/${MODEL}-${NUM_GPUS}gpu" >> .env
if (test -d "$MODEL_DIR"/"${MODEL}"-"${NUM_GPUS}"gpu ); then
echo "$MODEL_DIR"/"${MODEL}"-"${NUM_GPUS}"gpu
if (test -d "$MODELS_ROOT_DIR"/"${MODEL}"-"${NUM_GPUS}"gpu ); then
echo "$MODELS_ROOT_DIR"/"${MODEL}"-"${NUM_GPUS}"gpu
echo "Converted model for ${MODEL}-${NUM_GPUS}gpu already exists."
read -rp "Do you want to re-use it? y/n: " REUSE_CHOICE
if [[ ${REUSE_CHOICE:-y} =~ ^[Yy]$ ]]
@ -90,7 +95,7 @@ function fastertransformer_backend(){
echo "Re-using model"
else
DOWNLOAD_MODEL=y
rm -rf "$MODEL_DIR"/"${MODEL}"-"${NUM_GPUS}"gpu
rm -rf "$MODELS_ROOT_DIR"/"${MODEL}"-"${NUM_GPUS}"gpu
fi
else
DOWNLOAD_MODEL=y
@ -98,21 +103,19 @@ function fastertransformer_backend(){
if [[ ${DOWNLOAD_MODEL:-y} =~ ^[Yy]$ ]]
then
# Create model directory
mkdir -p "${MODEL_DIR}"
if [ "$NUM_GPUS" -le 2 ]; then
echo "Downloading the model from HuggingFace, this will take a while..."
SCRIPT_DIR="$(dirname "$(readlink -f "$0")")"
DEST="${MODEL}-${NUM_GPUS}gpu"
ARCHIVE="${MODEL_DIR}/${DEST}.tar.zst"
cp -r "$SCRIPT_DIR"/converter/models/"$DEST" "${MODEL_DIR}"
ARCHIVE="${MODELS_ROOT_DIR}/${DEST}.tar.zst"
cp -r "$SCRIPT_DIR"/converter/models/"$DEST" "${MODELS_ROOT_DIR}"
curl -L "https://huggingface.co/moyix/${MODEL}-gptj/resolve/main/${MODEL}-${NUM_GPUS}gpu.tar.zst" \
-o "$ARCHIVE"
zstd -dc "$ARCHIVE" | tar -xf - -C "${MODEL_DIR}"
zstd -dc "$ARCHIVE" | tar -xf - -C "${MODELS_ROOT_DIR}"
rm -f "$ARCHIVE"
else
echo "Downloading and converting the model, this will take a while..."
docker run --rm -v "${MODEL_DIR}":/models -e MODEL=${MODEL} -e NUM_GPUS="${NUM_GPUS}" moyix/model_converter:latest
docker run --rm -v "${MODELS_ROOT_DIR}":/models -e MODEL=${MODEL} -e NUM_GPUS="${NUM_GPUS}" moyix/model_converter:latest
fi
fi
}
@ -154,15 +157,15 @@ function python_backend(){
fi
# Write config.env
echo "MODEL=py-${MODEL}" > config.env
echo "HF_CACHE_DIR=${HF_CACHE_DIR}" >> config.env
echo "MODEL=py-${MODEL}" >> .env
echo "MODEL_DIR=${MODELS_ROOT_DIR}/py-${ORG}-${MODEL}" >> .env # different format from fastertransformer backend
echo "HF_CACHE_DIR=${HF_CACHE_DIR}" >> .env
# Create model directory
mkdir -p "${MODEL_DIR}/"
python3 ./python_backend/init_model.py --model_name "${MODEL}" --org_name "${ORG}" --model_dir "${MODEL_DIR}" --use_int8 "${USE_INT8}"
python3 ./python_backend/init_model.py --model_name "${MODEL}" --org_name "${ORG}" --model_dir "${MODELS_ROOT_DIR}" --use_int8 "${USE_INT8}"
}
common_config
# choose backend
echo "Choose your backend:"
echo "[1] FasterTransformer backend (faster, but limited models)"