Adds support for YOLO-NAS in OpenVino (#11645)

* update onnxruntime

* support for yolo-nas in openvino

* cleanup notebook

* update docs

* improve docs

* handle AUTO issue and update docs

notebooks/YOLO_NAS_Pretrained_Export.ipynb

@@ -0,0 +1,75 @@
+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "rmuF9iKWTbdk"
+      },
+      "outputs": [],
+      "source": [
+        "! pip install -q super_gradients==3.7.1"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "dTB0jy_NNSFz"
+      },
+      "outputs": [],
+      "source": [
+        "from super_gradients.common.object_names import Models\n",
+        "from super_gradients.conversion import DetectionOutputFormatMode\n",
+        "from super_gradients.training import models\n",
+        "\n",
+        "model = models.get(Models.YOLO_NAS_S, pretrained_weights=\"coco\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "GymUghyCNXem"
+      },
+      "outputs": [],
+      "source": [
+        "# export the model for compatibility with Frigate\n",
+        "\n",
+        "model.export(\"yolo_nas_s.onnx\",\n",
+        "             output_predictions_format=DetectionOutputFormatMode.FLAT_FORMAT,\n",
+        "             max_predictions_per_image=20,\n",
+        "             confidence_threshold=0.4,\n",
+        "             input_image_shape=(320,320),\n",
+        "            )"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "uBhXV5g4Nh42"
+      },
+      "outputs": [],
+      "source": [
+        "from google.colab import files\n",
+        "\n",
+        "files.download('yolo_nas_s.onnx')"
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}