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.dockerignore

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+# Include any files or directories that you don't want to be copied to your
+# container here (e.g., local build artifacts, temporary files, etc.).
+#
+# For more help, visit the .dockerignore file reference guide at
+# https://docs.docker.com/go/build-context-dockerignore/
+
+**/.DS_Store
+**/__pycache__
+**/.venv
+**/.classpath
+**/.dockerignore
+**/.env
+**/.git
+**/.gitignore
+**/.project
+**/.settings
+**/.toolstarget
+**/.vs
+**/.vscode
+**/*.*proj.user
+**/*.dbmdl
+**/*.jfm
+**/bin
+**/charts
+**/docker-compose*
+**/compose*
+**/Dockerfile*
+**/node_modules
+**/npm-debug.log
+**/obj
+**/secrets.dev.yaml
+**/values.dev.yaml
+LICENSE
+README.md

README.Docker.md

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+### Building and running your application
+
+When you're ready, start your application by running:
+`docker compose up --build`.
+
+Your application will be available at http://localhost:8000.
+
+### Deploying your application to the cloud
+
+First, build your image, e.g.: `docker build -t myapp .`.
+If your cloud uses a different CPU architecture than your development
+machine (e.g., you are on a Mac M1 and your cloud provider is amd64),
+you'll want to build the image for that platform, e.g.:
+`docker build --platform=linux/amd64 -t myapp .`.
+
+Then, push it to your registry, e.g. `docker push myregistry.com/myapp`.
+
+Consult Docker's [getting started](https://docs.docker.com/go/get-started-sharing/)
+docs for more detail on building and pushing.
+
+### References
+* [Docker's Python guide](https://docs.docker.com/language/python/)

compose.yaml

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+# Comments are provided throughout this file to help you get started.
+# If you need more help, visit the Docker Compose reference guide at
+# https://docs.docker.com/go/compose-spec-reference/
+
+# Here the instructions define your application as a service called "server".
+# This service is built from the Dockerfile in the current directory.
+# You can add other services your application may depend on here, such as a
+# database or a cache. For examples, see the Awesome Compose repository:
+# https://github.com/docker/awesome-compose
+services:
+  server:
+    build:
+      context: .
+    ports:
+      - 8000:8000
+
+# The commented out section below is an example of how to define a PostgreSQL
+# database that your application can use. `depends_on` tells Docker Compose to
+# start the database before your application. The `db-data` volume persists the
+# database data between container restarts. The `db-password` secret is used
+# to set the database password. You must create `db/password.txt` and add
+# a password of your choosing to it before running `docker compose up`.
+#     depends_on:
+#       db:
+#         condition: service_healthy
+#   db:
+#     image: postgres
+#     restart: always
+#     user: postgres
+#     secrets:
+#       - db-password
+#     volumes:
+#       - db-data:/var/lib/postgresql/data
+#     environment:
+#       - POSTGRES_DB=example
+#       - POSTGRES_PASSWORD_FILE=/run/secrets/db-password
+#     expose:
+#       - 5432
+#     healthcheck:
+#       test: [ "CMD", "pg_isready" ]
+#       interval: 10s
+#       timeout: 5s
+#       retries: 5
+# volumes:
+#   db-data:
+# secrets:
+#   db-password:
+#     file: db/password.txt
+

get-docker.sh

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+#!/bin/sh
+set -e
+# Docker Engine for Linux installation script.
+#
+# This script is intended as a convenient way to configure docker's package
+# repositories and to install Docker Engine, This script is not recommended
+# for production environments. Before running this script, make yourself familiar
+# with potential risks and limitations, and refer to the installation manual
+# at https://docs.docker.com/engine/install/ for alternative installation methods.
+#
+# The script:
+#
+# - Requires `root` or `sudo` privileges to run.
+# - Attempts to detect your Linux distribution and version and configure your
+#   package management system for you.
+# - Doesn't allow you to customize most installation parameters.
+# - Installs dependencies and recommendations without asking for confirmation.
+# - Installs the latest stable release (by default) of Docker CLI, Docker Engine,
+#   Docker Buildx, Docker Compose, containerd, and runc. When using this script
+#   to provision a machine, this may result in unexpected major version upgrades
+#   of these packages. Always test upgrades in a test environment before
+#   deploying to your production systems.
+# - Isn't designed to upgrade an existing Docker installation. When using the
+#   script to update an existing installation, dependencies may not be updated
+#   to the expected version, resulting in outdated versions.
+#
+# Source code is available at https://github.com/docker/docker-install/
+#
+# Usage
+# ==============================================================================
+#
+# To install the latest stable versions of Docker CLI, Docker Engine, and their
+# dependencies:
+#
+# 1. download the script
+#
+#   $ curl -fsSL https://get.docker.com -o install-docker.sh
+#
+# 2. verify the script's content
+#
+#   $ cat install-docker.sh
+#
+# 3. run the script with --dry-run to verify the steps it executes
+#
+#   $ sh install-docker.sh --dry-run
+#
+# 4. run the script either as root, or using sudo to perform the installation.
+#
+#   $ sudo sh install-docker.sh
+#
+# Command-line options
+# ==============================================================================
+#
+# --version <VERSION>
+# Use the --version option to install a specific version, for example:
+#
+#   $ sudo sh install-docker.sh --version 23.0
+#
+# --channel <stable|test>
+#
+# Use the --channel option to install from an alternative installation channel.
+# The following example installs the latest versions from the "test" channel,
+# which includes pre-releases (alpha, beta, rc):
+#
+#   $ sudo sh install-docker.sh --channel test
+#
+# Alternatively, use the script at https://test.docker.com, which uses the test
+# channel as default.
+#
+# --mirror <Aliyun|AzureChinaCloud>
+#
+# Use the --mirror option to install from a mirror supported by this script.
+# Available mirrors are "Aliyun" (https://mirrors.aliyun.com/docker-ce), and
+# "AzureChinaCloud" (https://mirror.azure.cn/docker-ce), for example:
+#
+#   $ sudo sh install-docker.sh --mirror AzureChinaCloud
+#
+# ==============================================================================
+
+
+# Git commit from https://github.com/docker/docker-install when
+# the script was uploaded (Should only be modified by upload job):
+SCRIPT_COMMIT_SHA="e5543d473431b782227f8908005543bb4389b8de"
+
+# strip "v" prefix if present
+VERSION="${VERSION#v}"
+
+# The channel to install from:
+#   * stable
+#   * test
+#   * edge (deprecated)
+#   * nightly (deprecated)
+DEFAULT_CHANNEL_VALUE="stable"
+if [ -z "$CHANNEL" ]; then
+	CHANNEL=$DEFAULT_CHANNEL_VALUE
+fi
+
+DEFAULT_DOWNLOAD_URL="https://download.docker.com"
+if [ -z "$DOWNLOAD_URL" ]; then
+	DOWNLOAD_URL=$DEFAULT_DOWNLOAD_URL
+fi
+
+DEFAULT_REPO_FILE="docker-ce.repo"
+if [ -z "$REPO_FILE" ]; then
+	REPO_FILE="$DEFAULT_REPO_FILE"
+fi
+
+mirror=''
+DRY_RUN=${DRY_RUN:-}
+while [ $# -gt 0 ]; do
+	case "$1" in
+		--channel)
+			CHANNEL="$2"
+			shift
+			;;
+		--dry-run)
+			DRY_RUN=1
+			;;
+		--mirror)
+			mirror="$2"
+			shift
+			;;
+		--version)
+			VERSION="${2#v}"
+			shift
+			;;
+		--*)
+			echo "Illegal option $1"
+			;;
+	esac
+	shift $(( $# > 0 ? 1 : 0 ))
+done
+
+case "$mirror" in
+	Aliyun)
+		DOWNLOAD_URL="https://mirrors.aliyun.com/docker-ce"
+		;;
+	AzureChinaCloud)
+		DOWNLOAD_URL="https://mirror.azure.cn/docker-ce"
+		;;
+	"")
+		;;
+	*)
+		>&2 echo "unknown mirror '$mirror': use either 'Aliyun', or 'AzureChinaCloud'."
+		exit 1
+		;;
+esac
+
+case "$CHANNEL" in
+	stable|test)
+		;;
+	edge|nightly)
+		>&2 echo "DEPRECATED: the $CHANNEL channel has been deprecated and is no longer supported by this script."
+		exit 1
+		;;
+	*)
+		>&2 echo "unknown CHANNEL '$CHANNEL': use either stable or test."
+		exit 1
+		;;
+esac
+
+command_exists() {
+	command -v "$@" > /dev/null 2>&1
+}
+
+# version_gte checks if the version specified in $VERSION is at least the given
+# SemVer (Maj.Minor[.Patch]), or CalVer (YY.MM) version.It returns 0 (success)
+# if $VERSION is either unset (=latest) or newer or equal than the specified
+# version, or returns 1 (fail) otherwise.
+#
+# examples:
+#
+# VERSION=23.0
+# version_gte 23.0  // 0 (success)
+# version_gte 20.10 // 0 (success)
+# version_gte 19.03 // 0 (success)
+# version_gte 21.10 // 1 (fail)
+version_gte() {
+	if [ -z "$VERSION" ]; then
+			return 0
+	fi
+	eval version_compare "$VERSION" "$1"
+}
+
+# version_compare compares two version strings (either SemVer (Major.Minor.Path),
+# or CalVer (YY.MM) version strings. It returns 0 (success) if version A is newer
+# or equal than version B, or 1 (fail) otherwise. Patch releases and pre-release
+# (-alpha/-beta) are not taken into account
+#
+# examples:
+#
+# version_compare 23.0.0 20.10 // 0 (success)
+# version_compare 23.0 20.10   // 0 (success)
+# version_compare 20.10 19.03  // 0 (success)
+# version_compare 20.10 20.10  // 0 (success)
+# version_compare 19.03 20.10  // 1 (fail)
+version_compare() (
+	set +x
+
+	yy_a="$(echo "$1" | cut -d'.' -f1)"
+	yy_b="$(echo "$2" | cut -d'.' -f1)"
+	if [ "$yy_a" -lt "$yy_b" ]; then
+		return 1
+	fi
+	if [ "$yy_a" -gt "$yy_b" ]; then
+		return 0
+	fi
+	mm_a="$(echo "$1" | cut -d'.' -f2)"
+	mm_b="$(echo "$2" | cut -d'.' -f2)"
+
+	# trim leading zeros to accommodate CalVer
+	mm_a="${mm_a#0}"
+	mm_b="${mm_b#0}"
+
+	if [ "${mm_a:-0}" -lt "${mm_b:-0}" ]; then
+		return 1
+	fi
+
+	return 0
+)
+
+is_dry_run() {
+	if [ -z "$DRY_RUN" ]; then
+		return 1
+	else
+		return 0
+	fi
+}
+
+is_wsl() {
+	case "$(uname -r)" in
+	*microsoft* ) true ;; # WSL 2
+	*Microsoft* ) true ;; # WSL 1
+	* ) false;;
+	esac
+}
+
+is_darwin() {
+	case "$(uname -s)" in
+	*darwin* ) true ;;
+	*Darwin* ) true ;;
+	* ) false;;
+	esac
+}
+
+deprecation_notice() {
+	distro=$1
+	distro_version=$2
+	echo
+	printf "\033[91;1mDEPRECATION WARNING\033[0m\n"
+	printf "    This Linux distribution (\033[1m%s %s\033[0m) reached end-of-life and is no longer supported by this script.\n" "$distro" "$distro_version"
+	echo   "    No updates or security fixes will be released for this distribution, and users are recommended"
+	echo   "    to upgrade to a currently maintained version of $distro."
+	echo
+	printf   "Press \033[1mCtrl+C\033[0m now to abort this script, or wait for the installation to continue."
+	echo
+	sleep 10
+}
+
+get_distribution() {
+	lsb_dist=""
+	# Every system that we officially support has /etc/os-release
+	if [ -r /etc/os-release ]; then
+		lsb_dist="$(. /etc/os-release && echo "$ID")"
+	fi
+	# Returning an empty string here should be alright since the
+	# case statements don't act unless you provide an actual value
+	echo "$lsb_dist"
+}
+
+echo_docker_as_nonroot() {
+	if is_dry_run; then
+		return
+	fi
+	if command_exists docker && [ -e /var/run/docker.sock ]; then
+		(
+			set -x
+			$sh_c 'docker version'
+		) || true
+	fi
+
+	# intentionally mixed spaces and tabs here -- tabs are stripped by "<<-EOF", spaces are kept in the output
+	echo
+	echo "================================================================================"
+	echo
+	if version_gte "20.10"; then
+		echo "To run Docker as a non-privileged user, consider setting up the"
+		echo "Docker daemon in rootless mode for your user:"
+		echo
+		echo "    dockerd-rootless-setuptool.sh install"
+		echo
+		echo "Visit https://docs.docker.com/go/rootless/ to learn about rootless mode."
+		echo
+	fi
+	echo
+	echo "To run the Docker daemon as a fully privileged service, but granting non-root"
+	echo "users access, refer to https://docs.docker.com/go/daemon-access/"
+	echo
+	echo "WARNING: Access to the remote API on a privileged Docker daemon is equivalent"
+	echo "         to root access on the host. Refer to the 'Docker daemon attack surface'"
+	echo "         documentation for details: https://docs.docker.com/go/attack-surface/"
+	echo
+	echo "================================================================================"
+	echo
+}
+
+# Check if this is a forked Linux distro
+check_forked() {
+
+	# Check for lsb_release command existence, it usually exists in forked distros
+	if command_exists lsb_release; then
+		# Check if the `-u` option is supported
+		set +e
+		lsb_release -a -u > /dev/null 2>&1
+		lsb_release_exit_code=$?
+		set -e
+
+		# Check if the command has exited successfully, it means we're in a forked distro
+		if [ "$lsb_release_exit_code" = "0" ]; then
+			# Print info about current distro
+			cat <<-EOF
+			You're using '$lsb_dist' version '$dist_version'.
+			EOF
+
+			# Get the upstream release info
+			lsb_dist=$(lsb_release -a -u 2>&1 | tr '[:upper:]' '[:lower:]' | grep -E 'id' | cut -d ':' -f 2 | tr -d '[:space:]')
+			dist_version=$(lsb_release -a -u 2>&1 | tr '[:upper:]' '[:lower:]' | grep -E 'codename' | cut -d ':' -f 2 | tr -d '[:space:]')
+
+			# Print info about upstream distro
+			cat <<-EOF
+			Upstream release is '$lsb_dist' version '$dist_version'.
+			EOF
+		else
+			if [ -r /etc/debian_version ] && [ "$lsb_dist" != "ubuntu" ] && [ "$lsb_dist" != "raspbian" ]; then
+				if [ "$lsb_dist" = "osmc" ]; then
+					# OSMC runs Raspbian
+					lsb_dist=raspbian
+				else
+					# We're Debian and don't even know it!
+					lsb_dist=debian
+				fi
+				dist_version="$(sed 's/\/.*//' /etc/debian_version | sed 's/\..*//')"
+				case "$dist_version" in
+					12)
+						dist_version="bookworm"
+					;;
+					11)
+						dist_version="bullseye"
+					;;
+					10)
+						dist_version="buster"
+					;;
+					9)
+						dist_version="stretch"
+					;;
+					8)
+						dist_version="jessie"
+					;;
+				esac
+			fi
+		fi
+	fi
+}
+
+do_install() {
+	echo "# Executing docker install script, commit: $SCRIPT_COMMIT_SHA"
+
+	if command_exists docker; then
+		cat >&2 <<-'EOF'
+			Warning: the "docker" command appears to already exist on this system.
+
+			If you already have Docker installed, this script can cause trouble, which is
+			why we're displaying this warning and provide the opportunity to cancel the
+			installation.
+
+			If you installed the current Docker package using this script and are using it
+			again to update Docker, you can safely ignore this message.
+
+			You may press Ctrl+C now to abort this script.
+		EOF
+		( set -x; sleep 20 )
+	fi
+
+	user="$(id -un 2>/dev/null || true)"
+
+	sh_c='sh -c'
+	if [ "$user" != 'root' ]; then
+		if command_exists sudo; then
+			sh_c='sudo -E sh -c'
+		elif command_exists su; then
+			sh_c='su -c'
+		else
+			cat >&2 <<-'EOF'
+			Error: this installer needs the ability to run commands as root.
+			We are unable to find either "sudo" or "su" available to make this happen.
+			EOF
+			exit 1
+		fi
+	fi
+
+	if is_dry_run; then
+		sh_c="echo"
+	fi
+
+	# perform some very rudimentary platform detection
+	lsb_dist=$( get_distribution )
+	lsb_dist="$(echo "$lsb_dist" | tr '[:upper:]' '[:lower:]')"
+
+	if is_wsl; then
+		echo
+		echo "WSL DETECTED: We recommend using Docker Desktop for Windows."
+		echo "Please get Docker Desktop from https://www.docker.com/products/docker-desktop/"
+		echo
+		cat >&2 <<-'EOF'
+
+			You may press Ctrl+C now to abort this script.
+		EOF
+		( set -x; sleep 20 )
+	fi
+
+	case "$lsb_dist" in
+
+		ubuntu)
+			if command_exists lsb_release; then
+				dist_version="$(lsb_release --codename | cut -f2)"
+			fi
+			if [ -z "$dist_version" ] && [ -r /etc/lsb-release ]; then
+				dist_version="$(. /etc/lsb-release && echo "$DISTRIB_CODENAME")"
+			fi
+		;;
+
+		debian|raspbian)
+			dist_version="$(sed 's/\/.*//' /etc/debian_version | sed 's/\..*//')"
+			case "$dist_version" in
+				12)
+					dist_version="bookworm"
+				;;
+				11)
+					dist_version="bullseye"
+				;;
+				10)
+					dist_version="buster"
+				;;
+				9)
+					dist_version="stretch"
+				;;
+				8)
+					dist_version="jessie"
+				;;
+			esac
+		;;
+
+		centos|rhel|sles)
+			if [ -z "$dist_version" ] && [ -r /etc/os-release ]; then
+				dist_version="$(. /etc/os-release && echo "$VERSION_ID")"
+			fi
+		;;
+
+		*)
+			if command_exists lsb_release; then
+				dist_version="$(lsb_release --release | cut -f2)"
+			fi
+			if [ -z "$dist_version" ] && [ -r /etc/os-release ]; then
+				dist_version="$(. /etc/os-release && echo "$VERSION_ID")"
+			fi
+		;;
+
+	esac
+
+	# Check if this is a forked Linux distro
+	check_forked
+
+	# Print deprecation warnings for distro versions that recently reached EOL,
+	# but may still be commonly used (especially LTS versions).
+	case "$lsb_dist.$dist_version" in
+		debian.stretch|debian.jessie)
+			deprecation_notice "$lsb_dist" "$dist_version"
+			;;
+		raspbian.stretch|raspbian.jessie)
+			deprecation_notice "$lsb_dist" "$dist_version"
+			;;
+		ubuntu.xenial|ubuntu.trusty)
+			deprecation_notice "$lsb_dist" "$dist_version"
+			;;
+		ubuntu.impish|ubuntu.hirsute|ubuntu.groovy|ubuntu.eoan|ubuntu.disco|ubuntu.cosmic)
+			deprecation_notice "$lsb_dist" "$dist_version"
+			;;
+		fedora.*)
+			if [ "$dist_version" -lt 36 ]; then
+				deprecation_notice "$lsb_dist" "$dist_version"
+			fi
+			;;
+	esac
+
+	# Run setup for each distro accordingly
+	case "$lsb_dist" in
+		ubuntu|debian|raspbian)
+			pre_reqs="apt-transport-https ca-certificates curl"
+			if ! command -v gpg > /dev/null; then
+				pre_reqs="$pre_reqs gnupg"
+			fi
+			apt_repo="deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] $DOWNLOAD_URL/linux/$lsb_dist $dist_version $CHANNEL"
+			(
+				if ! is_dry_run; then
+					set -x
+				fi
+				$sh_c 'apt-get update -qq >/dev/null'
+				$sh_c "DEBIAN_FRONTEND=noninteractive apt-get install -y -qq $pre_reqs >/dev/null"
+				$sh_c 'install -m 0755 -d /etc/apt/keyrings'
+				$sh_c "curl -fsSL \"$DOWNLOAD_URL/linux/$lsb_dist/gpg\" | gpg --dearmor --yes -o /etc/apt/keyrings/docker.gpg"
+				$sh_c "chmod a+r /etc/apt/keyrings/docker.gpg"
+				$sh_c "echo \"$apt_repo\" > /etc/apt/sources.list.d/docker.list"
+				$sh_c 'apt-get update -qq >/dev/null'
+			)
+			pkg_version=""
+			if [ -n "$VERSION" ]; then
+				if is_dry_run; then
+					echo "# WARNING: VERSION pinning is not supported in DRY_RUN"
+				else
+					# Will work for incomplete versions IE (17.12), but may not actually grab the "latest" if in the test channel
+					pkg_pattern="$(echo "$VERSION" | sed 's/-ce-/~ce~.*/g' | sed 's/-/.*/g')"
+					search_command="apt-cache madison docker-ce | grep '$pkg_pattern' | head -1 | awk '{\$1=\$1};1' | cut -d' ' -f 3"
+					pkg_version="$($sh_c "$search_command")"
+					echo "INFO: Searching repository for VERSION '$VERSION'"
+					echo "INFO: $search_command"
+					if [ -z "$pkg_version" ]; then
+						echo
+						echo "ERROR: '$VERSION' not found amongst apt-cache madison results"
+						echo
+						exit 1
+					fi
+					if version_gte "18.09"; then
+							search_command="apt-cache madison docker-ce-cli | grep '$pkg_pattern' | head -1 | awk '{\$1=\$1};1' | cut -d' ' -f 3"
+							echo "INFO: $search_command"
+							cli_pkg_version="=$($sh_c "$search_command")"
+					fi
+					pkg_version="=$pkg_version"
+				fi
+			fi
+			(
+				pkgs="docker-ce${pkg_version%=}"
+				if version_gte "18.09"; then
+						# older versions didn't ship the cli and containerd as separate packages
+						pkgs="$pkgs docker-ce-cli${cli_pkg_version%=} containerd.io"
+				fi
+				if version_gte "20.10"; then
+						pkgs="$pkgs docker-compose-plugin docker-ce-rootless-extras$pkg_version"
+				fi
+				if version_gte "23.0"; then
+						pkgs="$pkgs docker-buildx-plugin"
+				fi
+				if ! is_dry_run; then
+					set -x
+				fi
+				$sh_c "DEBIAN_FRONTEND=noninteractive apt-get install -y -qq $pkgs >/dev/null"
+			)
+			echo_docker_as_nonroot
+			exit 0
+			;;
+		centos|fedora|rhel)
+			if [ "$(uname -m)" != "s390x" ] && [ "$lsb_dist" = "rhel" ]; then
+				echo "Packages for RHEL are currently only available for s390x."
+				exit 1
+			fi
+			if [ "$lsb_dist" = "fedora" ]; then
+				pkg_manager="dnf"
+				config_manager="dnf config-manager"
+				enable_channel_flag="--set-enabled"
+				disable_channel_flag="--set-disabled"
+				pre_reqs="dnf-plugins-core"
+				pkg_suffix="fc$dist_version"
+			else
+				pkg_manager="yum"
+				config_manager="yum-config-manager"
+				enable_channel_flag="--enable"
+				disable_channel_flag="--disable"
+				pre_reqs="yum-utils"
+				pkg_suffix="el"
+			fi
+			repo_file_url="$DOWNLOAD_URL/linux/$lsb_dist/$REPO_FILE"
+			(
+				if ! is_dry_run; then
+					set -x
+				fi
+				$sh_c "$pkg_manager install -y -q $pre_reqs"
+				$sh_c "$config_manager --add-repo $repo_file_url"
+
+				if [ "$CHANNEL" != "stable" ]; then
+					$sh_c "$config_manager $disable_channel_flag 'docker-ce-*'"
+					$sh_c "$config_manager $enable_channel_flag 'docker-ce-$CHANNEL'"
+				fi
+				$sh_c "$pkg_manager makecache"
+			)
+			pkg_version=""
+			if [ -n "$VERSION" ]; then
+				if is_dry_run; then
+					echo "# WARNING: VERSION pinning is not supported in DRY_RUN"
+				else
+					pkg_pattern="$(echo "$VERSION" | sed 's/-ce-/\\\\.ce.*/g' | sed 's/-/.*/g').*$pkg_suffix"
+					search_command="$pkg_manager list --showduplicates docker-ce | grep '$pkg_pattern' | tail -1 | awk '{print \$2}'"
+					pkg_version="$($sh_c "$search_command")"
+					echo "INFO: Searching repository for VERSION '$VERSION'"
+					echo "INFO: $search_command"
+					if [ -z "$pkg_version" ]; then
+						echo
+						echo "ERROR: '$VERSION' not found amongst $pkg_manager list results"
+						echo
+						exit 1
+					fi
+					if version_gte "18.09"; then
+						# older versions don't support a cli package
+						search_command="$pkg_manager list --showduplicates docker-ce-cli | grep '$pkg_pattern' | tail -1 | awk '{print \$2}'"
+						cli_pkg_version="$($sh_c "$search_command" | cut -d':' -f 2)"
+					fi
+					# Cut out the epoch and prefix with a '-'
+					pkg_version="-$(echo "$pkg_version" | cut -d':' -f 2)"
+				fi
+			fi
+			(
+				pkgs="docker-ce$pkg_version"
+				if version_gte "18.09"; then
+					# older versions didn't ship the cli and containerd as separate packages
+					if [ -n "$cli_pkg_version" ]; then
+						pkgs="$pkgs docker-ce-cli-$cli_pkg_version containerd.io"
+					else
+						pkgs="$pkgs docker-ce-cli containerd.io"
+					fi
+				fi
+				if version_gte "20.10"; then
+					pkgs="$pkgs docker-compose-plugin docker-ce-rootless-extras$pkg_version"
+				fi
+				if version_gte "23.0"; then
+						pkgs="$pkgs docker-buildx-plugin"
+				fi
+				if ! is_dry_run; then
+					set -x
+				fi
+				$sh_c "$pkg_manager install -y -q $pkgs"
+			)
+			echo_docker_as_nonroot
+			exit 0
+			;;
+		sles)
+			if [ "$(uname -m)" != "s390x" ]; then
+				echo "Packages for SLES are currently only available for s390x"
+				exit 1
+			fi
+			if [ "$dist_version" = "15.3" ]; then
+				sles_version="SLE_15_SP3"
+			else
+				sles_minor_version="${dist_version##*.}"
+				sles_version="15.$sles_minor_version"
+			fi
+			repo_file_url="$DOWNLOAD_URL/linux/$lsb_dist/$REPO_FILE"
+			pre_reqs="ca-certificates curl libseccomp2 awk"
+			(
+				if ! is_dry_run; then
+					set -x
+				fi
+				$sh_c "zypper install -y $pre_reqs"
+				$sh_c "zypper addrepo $repo_file_url"
+				if ! is_dry_run; then
+						cat >&2 <<-'EOF'
+						WARNING!!
+						openSUSE repository (https://download.opensuse.org/repositories/security:SELinux) will be enabled now.
+						Do you wish to continue?
+						You may press Ctrl+C now to abort this script.
+						EOF
+						( set -x; sleep 30 )
+				fi
+				opensuse_repo="https://download.opensuse.org/repositories/security:SELinux/$sles_version/security:SELinux.repo"
+				$sh_c "zypper addrepo $opensuse_repo"
+				$sh_c "zypper --gpg-auto-import-keys refresh"
+				$sh_c "zypper lr -d"
+			)
+			pkg_version=""
+			if [ -n "$VERSION" ]; then
+				if is_dry_run; then
+					echo "# WARNING: VERSION pinning is not supported in DRY_RUN"
+				else
+					pkg_pattern="$(echo "$VERSION" | sed 's/-ce-/\\\\.ce.*/g' | sed 's/-/.*/g')"
+					search_command="zypper search -s --match-exact 'docker-ce' | grep '$pkg_pattern' | tail -1 | awk '{print \$6}'"
+					pkg_version="$($sh_c "$search_command")"
+					echo "INFO: Searching repository for VERSION '$VERSION'"
+					echo "INFO: $search_command"
+					if [ -z "$pkg_version" ]; then
+						echo
+						echo "ERROR: '$VERSION' not found amongst zypper list results"
+						echo
+						exit 1
+					fi
+					search_command="zypper search -s --match-exact 'docker-ce-cli' | grep '$pkg_pattern' | tail -1 | awk '{print \$6}'"
+					# It's okay for cli_pkg_version to be blank, since older versions don't support a cli package
+					cli_pkg_version="$($sh_c "$search_command")"
+					pkg_version="-$pkg_version"
+				fi
+			fi
+			(
+				pkgs="docker-ce$pkg_version"
+				if version_gte "18.09"; then
+					if [ -n "$cli_pkg_version" ]; then
+						# older versions didn't ship the cli and containerd as separate packages
+						pkgs="$pkgs docker-ce-cli-$cli_pkg_version containerd.io"
+					else
+						pkgs="$pkgs docker-ce-cli containerd.io"
+					fi
+				fi
+				if version_gte "20.10"; then
+					pkgs="$pkgs docker-compose-plugin docker-ce-rootless-extras$pkg_version"
+				fi
+				if version_gte "23.0"; then
+						pkgs="$pkgs docker-buildx-plugin"
+				fi
+				if ! is_dry_run; then
+					set -x
+				fi
+				$sh_c "zypper -q install -y $pkgs"
+			)
+			echo_docker_as_nonroot
+			exit 0
+			;;
+		*)
+			if [ -z "$lsb_dist" ]; then
+				if is_darwin; then
+					echo
+					echo "ERROR: Unsupported operating system 'macOS'"
+					echo "Please get Docker Desktop from https://www.docker.com/products/docker-desktop"
+					echo
+					exit 1
+				fi
+			fi
+			echo
+			echo "ERROR: Unsupported distribution '$lsb_dist'"
+			echo
+			exit 1
+			;;
+	esac
+	exit 1
+}
+
+# wrapped up in a function so that we have some protection against only getting
+# half the file during "curl | sh"
+do_install

main.py

@@ -0,0 +1,74 @@
+import re
+import string
+import nltk
+from fastapi import FastAPI, HTTPException
+from pydantic import BaseModel
+from typing import Optional
+from transformers import pipeline
+from pyngrok import ngrok
+import nest_asyncio
+
+# Download NLTK resources
+nltk.download('punkt')
+nltk.download('wordnet')
+
+# Initialize FastAPI app
+app = FastAPI()
+
+# Text preprocessing functions
+def remove_urls(text):
+    return re.sub(r'http[s]?://\S+', '', text)
+
+def remove_punctuation(text):
+    regular_punct = string.punctuation
+    return re.sub(r'['+regular_punct+']', '', text)
+
+def lower_case(text):
+    return text.lower()
+
+def lemmatize(text):
+    wordnet_lemmatizer = nltk.WordNetLemmatizer()
+    tokens = nltk.word_tokenize(text)
+    return ' '.join([wordnet_lemmatizer.lemmatize(w) for w in tokens])
+
+# Model loading
+lyx_pipe = pipeline("text-classification", model="lxyuan/distilbert-base-multilingual-cased-sentiments-student")
+
+# Input data model
+class TextInput(BaseModel):
+    text: str
+
+# Welcome endpoint
+@app.get('/')
+async def welcome():
+    return {'message': 'Welcome to the sentiment analysis API!'}
+
+# Sentiment analysis endpoint
+@app.post('/analyze/')
+async def Predict_Sentiment(text_input: TextInput):    
+    text = text_input.text
+
+    # Text preprocessing
+    text = remove_urls(text)
+    text = remove_punctuation(text)
+    text = lower_case(text)
+    text = lemmatize(text)
+
+    # Perform sentiment analysis
+    try:
+        return lyx_pipe(text)
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))
+
+# Run the FastAPI app using Uvicorn
+if __name__ == "__main__":
+    # Create ngrok tunnel
+    ngrok_tunnel = ngrok.connect(8000)
+    print('Public URL:', ngrok_tunnel.public_url)
+
+    # Allow nested asyncio calls
+    nest_asyncio.apply()
+
+    # Run the FastAPI app with Uvicorn
+    import uvicorn
+    uvicorn.run(app, port=8000)

requirements.txt

@@ -0,0 +1,7 @@
+fastapi
+pydantic
+transformers
+pyngrok
+nest-asyncio
+uvicorn
+nltk

test,py

@@ -0,0 +1,18 @@
+from fastapi.testclient import TestClient
+from main import app
+
+client = TestClient(app)
+def test_positive_sentiment():
+    response = client.post("/predict", json={"text": "I love this product! It's amazing."})
+    assert response.status_code == 200
+    assert response.json() == {"sentiment": "positive"}
+
+def test_negative_sentiment():
+    response = client.post("/predict", json={"text": "This product is terrible. I regret buying it."})
+    assert response.status_code == 200
+    assert response.json() == {"sentiment": "negative"}
+
+def test_neutral_sentiment():
+    response = client.post("/predict", json={"text": "This product is okay. It meets my expectations."})
+    assert response.status_code == 200
+    assert response.json() == {"sentiment": "neutral"}