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setup.sh
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setup.sh
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#!/bin/bash
# Copyright 2023 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# Description:
# bash setup.sh MODE={stable,nightly,head,libtpu-only} LIBTPU_GCS_PATH={gcs_path_to_custom_libtpu} DEVICE={tpu,gpu}
# You need to specificy a MODE, default value stable.
# You have the option to provide a LIBTPU_GCS_PATH that points to a libtpu.so provided to you by Google.
# In libtpu-only MODE, the LIBTPU_GCS_PATH is mandatory.
# For MODE=stable you may additionally specify JAX_VERSION, e.g. JAX_VERSION=0.4.13
# Enable "exit immediately if any command fails" option
set -e
# Set environment variables
for ARGUMENT in "$@"; do
IFS='=' read -r KEY VALUE <<< "$ARGUMENT"
export "$KEY"="$VALUE"
done
if [[ -z "$DEVICE" ]]; then
export DEVICE="tpu"
fi
if [[ $JAX_VERSION == NONE ]]; then
unset JAX_VERSION
fi
if [[ $LIBTPU_GCS_PATH == NONE ]]; then
unset LIBTPU_GCS_PATH
fi
if [[ -n $JAX_VERSION && ! ($MODE == "stable" || -z $MODE) ]]; then
echo -e "\n\nError: You can only specify a JAX_VERSION with stable mode.\n\n"
exit 1
fi
if [[ $DEVICE == "tpu" ]]; then
libtpu_path="$HOME/custom_libtpu/libtpu.so"
if [[ "$MODE" == "libtpu-only" ]]; then
# Only update custom libtpu.
if [[ -n "$LIBTPU_GCS_PATH" ]]; then
# Install custom libtpu
echo "Installing libtpu.so from $LIBTPU_GCS_PATH to $libtpu_path"
# Install required dependency
pip3 install -U crcmod
# Copy libtpu.so from GCS path
gsutil cp "$LIBTPU_GCS_PATH" "$libtpu_path"
exit 0
else
echo -e "\n\nError: You must provide a custom libtpu for libtpu-only mode.\n\n"
exit 1
fi
fi
fi
# Save the script folder path of maxtext
run_name_folder_path=$(pwd)
# Uninstall existing jax, jaxlib and libtpu-nightly
pip3 show jax && pip3 uninstall -y jax
pip3 show jaxlib && pip3 uninstall -y jaxlib
pip3 show libtpu-nightly && pip3 uninstall -y libtpu-nightly
# Delete jax folder if it exists
if [[ -d $HOME/jax ]]; then
rm -rf $HOME/jax
fi
# Delete xla folder if it exists
if [[ -d $HOME/xla ]]; then
rm -rf $HOME/xla
fi
# Delete custom libtpu if it exists
if [ -e "$libtpu_path" ]; then
rm "$libtpu_path"
fi
if [[ "$MODE" == "stable" || ! -v MODE ]]; then
# Stable mode
if [[ $DEVICE == "tpu" ]]; then
echo "Installing stable jax, jaxlib for tpu"
if [[ -n "$JAX_VERSION" ]]; then
echo "Installing stable jax, jaxlib, libtpu version ${JAX_VERSION}"
pip3 install jax[tpu]==${JAX_VERSION} -f https://storage.googleapis.com/jax-releases/libtpu_releases.html
else
echo "Installing stable jax, jaxlib, libtpu for tpu"
pip3 install jax[tpu] -f https://storage.googleapis.com/jax-releases/libtpu_releases.html
fi
if [[ -n "$LIBTPU_GCS_PATH" ]]; then
# Install custom libtpu
echo "Installing libtpu.so from $LIBTPU_GCS_PATH to $libtpu_path"
# Install required dependency
pip3 install -U crcmod
# Copy libtpu.so from GCS path
gsutil cp "$LIBTPU_GCS_PATH" "$libtpu_path"
fi
if [[ -n "$LIBTPU_GCS_PATH" ]]; then
# Install custom libtpu
echo "Installing libtpu.so from $LIBTPU_GCS_PATH to $libtpu_path"
# Install required dependency
pip3 install -U crcmod
# Copy libtpu.so from GCS path
gsutil cp "$LIBTPU_GCS_PATH" "$libtpu_path"
fi
elif [[ $DEVICE == "gpu" ]]; then
echo "Installing stable jax, jaxlib for NVIDIA gpu"
if [[ -n "$JAX_VERSION" ]]; then
echo "Installing stable jax, jaxlib ${JAX_VERSION}"
pip3 install -U "jax[cuda12_pip]==${JAX_VERSION}" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
else
echo "Installing stable jax, jaxlib, libtpu for NVIDIA gpu"
pip3 install -U "jax[cuda12_pip]" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
fi
fi
elif [[ $MODE == "nightly" ]]; then
# Nightly mode
if [[ $DEVICE == "gpu" ]]; then
# Not supported for gpu right now
exit 1
fi
echo "Installing jax-head, jaxlib-nightly"
# Install jax from GitHub head
pip3 install git+https://github.com/google/jax
# Install jaxlib-nightly
pip3 install --pre -U jaxlib -f https://storage.googleapis.com/jax-releases/jaxlib_nightly_releases.html
if [[ -n "$LIBTPU_GCS_PATH" ]]; then
# Install custom libtpu
echo "Installing libtpu.so from $LIBTPU_GCS_PATH to $libtpu_path"
# Install required dependency
pip3 install -U crcmod
# Copy libtpu.so from GCS path
gsutil cp "$LIBTPU_GCS_PATH" "$libtpu_path"
else
# Install libtpu-nightly
echo "Installing libtpu-nightly"
pip3 install libtpu-nightly -f https://storage.googleapis.com/jax-releases/libtpu_releases.html -U --pre
fi
echo "Installing nightly tensorboard plugin profile"
pip3 install tbp-nightly --upgrade
elif [[ $MODE == "head" ]]; then
# Head mode
if [[ $DEVICE == "gpu" ]]; then
# Not supported for gpu right now
exit 1
elif [[ -n "$LIBTPU_GCS_PATH" ]]; then
# Install custom libtpu
echo "Installing libtpu.so from $LIBTPU_GCS_PATH to $libtpu_path"
# Install required dependency
pip3 install -U crcmod
# Copy libtpu.so from GCS path
gsutil cp "$LIBTPU_GCS_PATH" "$libtpu_path"
else
echo -e "\n\nError: You must provide a custom libtpu for head mode.\n\n"
exit 1
fi
echo "Installing jax-head, jaxlib-head"
# Install jax from GitHub head
echo "Installing jax from HEAD..."
# Install jax from GitHub head
pip3 install git+https://github.com/google/jax
# Install jaxlib from GitHub head
echo "Installing jaxlib from HEAD..."
cd $HOME && git clone https://github.com/openxla/xla
cd $HOME && git clone https://github.com/google/jax.git
cd $HOME/jax
pip3 install numpy wheel build
python3 build/build.py --bazel_options="--override_repository=xla=$HOME/xla"
pip3 install dist/jaxlib-*-cp*-manylinux2014_x86_64.whl --force-reinstall --no-deps
echo "Installing nightly tensorboard plugin profile"
pip3 install tbp-nightly --upgrade
else
echo -e "\n\nError: You can only set MODE to [stable,nightly,libtpu-only].\n\n"
exit 1
fi
# Install dependencies from requirements.txt
cd $run_name_folder_path && pip install --upgrade pip && pip3 install -r requirements.txt