[oneDNN] Add GPU instructions to benchDNN tutorial (#1551)

* [oneDNN] Rename to tutorial_benchdnn

* [oneDNN] benchdnn sample add GPU support

Author: yehudaorel

Libraries/oneDNN/tutorials/benchdnn_tutorial.ipynb renamed to Libraries/oneDNN/tutorials/tutorial_benchdnn.ipynb

@@ -82,7 +82,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Error! wrong oneAPI installation path\n"
+      "Success! found oneAPI installation\n"
      ]
     }
    ],
@@ -94,6 +94,22 @@
     "    print(\"Success! found oneAPI installation\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Clone the oneDNN repo to current directory "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!git clone https://github.com/oneapi-src/oneDNN.git"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -519,6 +535,105 @@
     "! chmod 755 run_blocked_v.sh;if [ -x \"$(command -v qsub)\" ]; then ./q run_blocked_v.sh; else ./run_blocked_v.sh; fi"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### (Optional) BenchDNN with GPU\n",
+    "\n",
+    "In this optional section users can build benchdnn with GPU support and run GPU performance benchmarking."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Script - build_gpu.sh\n",
+    "The script **build_gpu.sh** encapsulates the compiler command and flags that will generate our benchDNN executable with DPCPP GPU runtime support."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%writefile build_gpu.sh\n",
+    "#!/bin/bash\n",
+    "source /opt/intel/oneapi/setvars.sh --force\n",
+    "cd oneDNN\n",
+    "\n",
+    "rm -rf build_gpu\n",
+    "mkdir build_gpu\n",
+    "cd build_gpu\n",
+    " \n",
+    "export CC=icx\n",
+    "export CXX=icpx\n",
+    "\n",
+    "cmake -DDNNL_GPU_RUNTIME=SYCL ..\n",
+    "make benchdnn"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Submitting  **build_gpu.sh** to the job queue\n",
+    "Submit the **build_gpu.sh** to the job queue."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!chmod 755 q;chmod 755 build_gpu.sh;if [ -x \"$(command -v qsub)\" ]; then ./q build_gpu.sh; else ./build_gpu.sh; fi"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Script - run_gpu.sh\n",
+    "The script **run_gpu.sh** runs the benchdnn while invoking --engine=gpu:0 to run on the GPU:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%writefile run_gpu.sh\n",
+    "#!/bin/bash\n",
+    "echo \"########## Executing the run ##########\"\n",
+    "export ONEDNN_VERBOSE=1\n",
+    "export BENCHDNN_ROOT=oneDNN/build_gpu/tests/benchdnn\n",
+    "export PROBLEM=g1mb256ic3ih227iw227oc96oh55ow55kh11kw11sh4sw4ph0pw0n\"alexnet:conv1\"\n",
+    "\n",
+    "./$BENCHDNN_ROOT/benchdnn --conv --engine=gpu:0 --mode=p --alg=direct $PROBLEM &> alexnet_gpu.log 2>&1\n",
+    "\n",
+    "echo \"########## Done with the run ##########\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Submitting  **run_gpu.sh** to the job queue\n",
+    "Submit the **run_gpu.sh** to the job queue."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "! chmod 755 run_gpu.sh;if [ -x \"$(command -v qsub)\" ]; then ./q run_gpu.sh; else ./run_gpu.sh; fi"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -785,9 +900,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3 (Intel® oneAPI 2023.0)",
    "language": "python",
-   "name": "python3"
+   "name": "c009-intel_distribution_of_python_3_oneapi-beta05-python"
   },
   "language_info": {
    "codemirror_mode": {
@@ -799,7 +914,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.15"
   },
   "nbTranslate": {
    "displayLangs": [