diff --git a/tests/metrics/machine_learning/pytorch.sh b/tests/metrics/machine_learning/pytorch.sh
new file mode 100755
index 0000000000..9958c1690b
--- /dev/null
+++ b/tests/metrics/machine_learning/pytorch.sh
@@ -0,0 +1,160 @@
+#!/bin/bash
+#
+# Copyright (c) 2023 Intel Corporation
+#
+# SPDX-License-Identifier: Apache-2.0
+
+set -e
+
+# General env
+SCRIPT_PATH=$(dirname "$(readlink -f "$0")")
+source "${SCRIPT_PATH}/../lib/common.bash"
+
+IMAGE="docker.io/library/pytorch:latest"
+DOCKERFILE="${SCRIPT_PATH}/pytorch_dockerfile/Dockerfile"
+equation_pytorch_file=$(mktemp pytorchresults.XXXXXXXXXX)
+isoneural_pytorch_file=$(mktemp pytorchresults.XXXXXXXXXX)
+NUM_CONTAINERS="$1"
+TIMEOUT="$2"
+TEST_NAME="pytorch"
+CMD_RUN="cd pyhpc-benchmarks-3.0 && python run.py benchmarks/equation_of_state --burnin 20 --device cpu -b pytorch -s 524288 > LOG"
+CMD_RUN_ISONEURAL="cd pyhpc-benchmarks-3.0 && python run.py benchmarks/isoneutral_mixing  --burnin 20 --device cpu -b pytorch -s 524288 > LOG"
+CMD_RESULT="cd pyhpc-benchmarks-3.0 && cat LOG"
+CMD_FILE="cat pyhpc-benchmarks-3.0/LOG | grep 'seconds' | wc -l"
+PAYLOAD_ARGS="tail -f /dev/null"
+
+function remove_tmp_file() {
+	rm -rf "${equation_pytorch_file}" "${isoneural_pytorch_file}"
+}
+
+trap remove_tmp_file EXIT
+
+function check_containers_are_up() {
+	local containers_launched=0
+	for i in $(seq "${TIMEOUT}") ; do
+		info "Verify that the containers are running"
+		containers_launched="$(sudo ${CTR_EXE} t list | grep -c "RUNNING")"
+		[ "${containers_launched}" -eq "${NUM_CONTAINERS}" ] && break
+		sleep 1
+		[ "${i}" == "${TIMEOUT}" ] && return 1
+	done
+}
+
+function equation_of_state_pytorch_test() {
+	info "Running Equation of State Pytorch test"
+	for i in "${containers[@]}"; do
+		sudo -E "${CTR_EXE}" t exec -d --exec-id "$(random_name)" "${i}" sh -c "${CMD_RUN}"
+	done
+
+	for i in "${containers[@]}"; do
+		check_file=$(sudo -E "${CTR_EXE}" t exec --exec-id "$(random_name)" "${i}" sh -c "${CMD_FILE}")
+		retries="200"
+		for j in $(seq 1 "${retries}"); do
+			[ "${check_file}" -eq 1 ] && break
+			sleep 1
+		done
+	done
+
+	for i in "${containers[@]}"; do
+		sudo -E "${CTR_EXE}" t exec --exec-id "$(random_name)" "${i}" sh -c "${CMD_RESULT}"  >> "${equation_pytorch_file}"
+	done
+
+	local equation_pytorch_results=$(cat "${equation_pytorch_file}" | grep pytorch | sed '/Using pytorch version/d' | awk '{print $4}' | tr '\n' ',' | sed 's/.$//')
+	local equation_average_pytorch=$(echo "${equation_pytorch_results}" | sed "s/,/+/g;s/.*/(&)\/$NUM_CONTAINERS/g" | bc -l)
+
+	local json="$(cat << EOF
+	{
+		"Pytorch Equation of State": {
+			"Result": "${equation_pytorch_results}",
+			"Average": "${equation_average_pytorch}",
+			"Units": "s"
+		}
+	}
+EOF
+)"
+	metrics_json_add_array_element "$json"
+
+}
+
+function isoneural_pytorch_test() {
+	info "Running Isoneural Pytorch test"
+	for i in "${containers[@]}"; do
+		sudo -E "${CTR_EXE}" t exec -d --exec-id "$(random_name)" "${i}" sh -c "${CMD_RUN_ISONEURAL}"
+	done
+
+	for i in "${containers[@]}"; do
+		check_file=$(sudo -E "${CTR_EXE}" t exec --exec-id "$(random_name)" "${i}" sh -c "${CMD_FILE}")
+		retries="200"
+		for j in $(seq 1 "${retries}"); do
+			[ "${check_file}" -eq 1 ] && break
+			sleep 1
+		done
+	done
+
+	for i in "${containers[@]}"; do
+		sudo -E "${CTR_EXE}" t exec --exec-id "$(random_name)" "${i}" sh -c "${CMD_RESULT}"  >> "${isoneural_pytorch_file}"
+	done
+
+	local isoneural_pytorch_results=$(cat "${isoneural_pytorch_file}" | grep pytorch | sed '/Using pytorch version/d' | awk '{print $4}' | tr '\n' ',' | sed 's/.$//')
+	local isoneural_average_pytorch=$(echo "${isoneural_pytorch_results}" | sed "s/,/+/g;s/.*/(&)\/$NUM_CONTAINERS/g" | bc -l)
+
+	local json="$(cat << EOF
+	{
+		"Pytorch Isoneural": {
+			"Result": "${isoneural_pytorch_results}",
+			"Average": "${isoneural_average_pytorch}",
+			"Units": "s"
+		}
+	}
+EOF
+)"
+	metrics_json_add_array_element "$json"
+	metrics_json_end_array "Results"
+
+}
+
+
+function main() {
+	# Verify enough arguments
+	if [ $# != 2 ]; then
+		echo >&2 "error: Not enough arguments [$@]"
+		help
+		exit 1
+	fi
+
+	local i=0
+	local containers=()
+	local not_started_count="${NUM_CONTAINERS}"
+
+	# Check tools/commands dependencies
+	cmds=("awk" "docker" "bc")
+	check_cmds "${cmds[@]}"
+	check_ctr_images "${IMAGE}" "${DOCKERFILE}"
+
+	init_env
+	info "Creating ${NUM_CONTAINERS} containers"
+
+	for ((i=1; i<= "${NUM_CONTAINERS}"; i++)); do
+		containers+=($(random_name))
+		sudo -E "${CTR_EXE}" run -d --runtime "${CTR_RUNTIME}" "${IMAGE}" "${containers[-1]}" sh -c "${PAYLOAD_ARGS}"
+		((not_started_count--))
+		info "$not_started_count remaining containers"
+	done
+
+	metrics_json_init
+	metrics_json_start_array
+
+
+	# Check that the requested number of containers are running
+	check_containers_are_up
+
+	equation_of_state_pytorch_test
+
+	isoneural_pytorch_test
+
+	metrics_json_save
+
+	clean_env_ctr
+
+}
+main "$@"