diff --git a/qa/TL3_RN50_benchmark/test_pytorch.sh b/qa/TL3_RN50_benchmark/test_pytorch.sh
new file mode 100644
index 0000000000..43a9368c9d
--- /dev/null
+++ b/qa/TL3_RN50_benchmark/test_pytorch.sh
@@ -0,0 +1,66 @@
+#!/bin/bash -e
+
+set -o nounset
+set -o errexit
+set -o pipefail
+
+cd /opt/dali/docs/examples/use_cases/pytorch/resnet50
+
+NUM_GPUS=$(nvidia-smi -L | wc -l)
+
+# turn off SHARP to avoid NCCL errors
+export NCCL_NVLS_ENABLE=0
+
+if [ ! -d "/data/imagenet/val-jpeg" ]; then
+    echo "Error: /data/imagenet/val-jpeg directory not found."
+    exit 1
+fi
+ln -sf /data/imagenet/val-jpeg/ val
+
+if [ ! -d "/data/imagenet/train-jpeg" ]; then
+    echo "Error: /data/imagenet/train-jpeg directory not found."
+    exit 1
+fi
+ln -sf /data/imagenet/train-jpeg/ train
+
+# Function to wrap a full command line
+CHECK_PERF_THRESHOLD() {
+  local cmd="$1"  # The full command line as a single argument
+  shift           # Shift removes the command itself from the arguments list
+  local log_filename="$1"
+  local fps_threshold="$2"
+
+  # Validate arguments
+  if [[ -z "$cmd" || -z "$log_filename" || -z "$fps_threshold" ]]; then
+    echo "Usage: CHECK_PERF_THRESHOLD '<command> <args>' <log_filename> <fps_threshold>"
+    exit 1
+  fi
+
+  # Execute the command
+  eval "$cmd" ./ 2>&1 | tee "$log_filename"
+
+  RET=${PIPESTATUS[0]}
+  if [[ $RET -ne 0 ]]; then
+    echo "Error: Command failed"
+    exit 1
+  fi
+
+  echo "Command executed successfully. Output saved to $log_filename."
+
+  TOP1=$(grep "^##Top-1" $log_filename | awk '{print $2}')
+  TOP5=$(grep "^##Top-5" $log_filename | awk '{print $2}')
+  PERF=$(grep "^##Perf" $log_filename | awk '{print $2}')
+
+  PERF_RESULT=$(echo "$PERF $fps_threshold" | awk '{if ($1>=$2) {print "OK"} else { print "FAIL" }}')
+  printf "Average perf: %.2f (expect at least %f) samples/sec %s\n" $PERF $fps_threshold $PERF_RESULT
+
+  if [[ "$PERF_RESULT" == "FAIL" ]]; then
+    exit 1
+  fi
+}
+
+CHECK_PERF_THRESHOLD "torchrun --nproc_per_node=${NUM_GPUS} main.py -a resnet50 --b 256 --loss-scale 128.0 --workers 4 --lr=0.4 --fp16-mode --epochs 10" "dali0.log" "13000"
+CHECK_PERF_THRESHOLD "torchrun --nproc_per_node=${NUM_GPUS} main.py -a resnet50 --b 256 --loss-scale 128.0 --dali_proxy --workers 4 --lr=0.4 --fp16-mode --epochs 10" "dali0.log" "13000"
+CHECK_PERF_THRESHOLD "torchrun --nproc_per_node=${NUM_GPUS} main.py -a resnet50 --b 256 --loss-scale 128.0 --disable_dali --workers 4 --lr=0.4 --fp16-mode --epochs 10" "dali0.log" "13000"
+CHECK_PERF_THRESHOLD "torchrun --nproc_per_node=${NUM_GPUS} main.py -a resnet50 --dali_cpu --dali_proxy --b 128 --loss-scale 128.0 --workers 4 --lr=0.4 --fp16-mode --epochs 10" "dali0.log" "13000"
+exit 0
\ No newline at end of file