Technical_Implementation.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {},
      "outputs": [],
      "source": [
        "%reload_ext autoreload\n",
        "%autoreload 2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {},
      "outputs": [],
      "source": [
        "import os\n",
        "import glob\n",
        "import random\n",
        "import numpy as np\n",
        "from PIL import Image\n",
        "from IPython.display import display\n",
        "from IPython.display import Image as DisplayImage\n",
        "import torch\n",
        "\n",
        "from nnext import NNextClient\n",
        "from nnext.http.models import Distance\n",
        "from nnext.conversions.common_types import Record\n",
        "from nnext.http.models import Filter, FieldCondition\n",
        "\n",
        "from custom_resnet18 import TorchVisionResNet18\n",
        "from feature_extractor import FeatureExtractor"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "id": "w6NMUmfuwl2a"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "CollectionsResponse(collections=[CollectionDescription(name='shoes_collection')])"
            ]
          },
          "execution_count": 50,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Connect to NNext\n",
        "nnclient = NNextClient(host=\"0.0.0.0\", port=\"6040\")\n",
        "nnclient.get_collections()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<All keys matched successfully>"
            ]
          },
          "execution_count": 51,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Load fine tuned resnet CNN (this model was fine tuned with shoes dataset in Resnet_finetuning.ipynb)\n",
        "device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')\n",
        "model = TorchVisionResNet18()\n",
        "model.load_state_dict(torch.load(\"resnet_checkpoint.pth\", map_location=torch.device(\"cpu\")))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {},
      "outputs": [],
      "source": [
        "FEATURE_VEC_LEN = 512 # avgpool layer width\n",
        "feature_extractor = FeatureExtractor(model, FEATURE_VEC_LEN)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "id": "xCkpLXm0fXT4"
      },
      "outputs": [],
      "source": [
        "train_path = \"./data/train/\"\n",
        "feature_vectors = feature_extractor.encode_train_images(train_path)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "nPNjmuNLz8XH",
        "outputId": "0a8a3010-0f39-4788-82c9-dd57f06b87b2"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "CollectionsResponse(collections=[CollectionDescription(name='shoes_collection')])"
            ]
          },
          "execution_count": 54,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Create shoes collection\n",
        "COLLECTION_NAME = \"shoes_collection\"\n",
        "\n",
        "nnclient.recreate_collection(\n",
        "    collection_name=COLLECTION_NAME,\n",
        "    vector_size=FEATURE_VEC_LEN,\n",
        "    distance=Distance.COSINE\n",
        ")\n",
        "nnclient.get_collections()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621
        },
        "id": "QXDaC9653g97",
        "outputId": "f618922c-9077-4941-c9f1-c5c55a13d770"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "2022-09-15 18:25:36.375 | INFO     | nnext.parallel_processor:_worker:47 - Reader worker: 0 PID: 57575\n",
            "2022-09-15 18:25:36.375 | INFO     | nnext.parallel_processor:_worker:47 - Reader worker: 1 PID: 57576\n",
            "2022-09-15 18:25:37.130 | INFO     | nnext.parallel_processor:_worker:79 - Reader worker 0 finished\n",
            "2022-09-15 18:25:37.251 | INFO     | nnext.parallel_processor:_worker:79 - Reader worker 1 finished\n"
          ]
        }
      ],
      "source": [
        "# Inserts encoded images to NNext DB\n",
        "\n",
        "def create_metadata(img_path, brand):\n",
        "\treturn {\n",
        "\t      \"img_path\": img_path,\n",
        "          \"brand\": brand\n",
        "\t  }\n",
        "\n",
        "records = [\n",
        "        Record(\n",
        "            id=idx,\n",
        "            vector=feature_vec[\"feature_vec\"],\n",
        "            payload=create_metadata(feature_vec[\"img_path\"], feature_vec[\"brand\"])\n",
        "        )\n",
        "        for idx, feature_vec in enumerate(feature_vectors)\n",
        "    ]\n",
        "\n",
        "nnclient.upload_records(\n",
        "        collection_name=COLLECTION_NAME,\n",
        "        records=records,\n",
        "        parallel=2\n",
        "    )"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Search 4 recommendations per brand\n",
        "\n",
        "searches = {\"adidas\": {}, \"nike\": {}, \"converse\": {}}\n",
        "\n",
        "for brand in searches.keys():\n",
        "    test_dir = f\"./data/test/{brand}/\"\n",
        "    test_filename = random.choice(os.listdir(test_dir))\n",
        "    test_img_path = test_dir + test_filename\n",
        "\n",
        "    with torch.no_grad():\n",
        "        img = Image.open(test_img_path)\n",
        "        feature_vec = feature_extractor.extract_feature_vector(img).tolist()\n",
        "\n",
        "    _brand_filter = Filter(\n",
        "            must=[\n",
        "                FieldCondition(\n",
        "                    key=\"brand\",\n",
        "                    match={\"value\": brand}\n",
        "                )\n",
        "            ]\n",
        "        )\n",
        "\n",
        "    shoes_search = nnclient.search(\n",
        "        collection_name=COLLECTION_NAME,\n",
        "        query_vector=feature_vec,\n",
        "        query_filter=_brand_filter,\n",
        "        append_payload=True,\n",
        "        limit=4\n",
        "    )\n",
        "\n",
        "    searches[brand] = {\n",
        "                        \"test_img_path\": test_img_path,\n",
        "                        \"search\": shoes_search,\n",
        "                        \"brand\": brand \n",
        "                      }\n",
        "    "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {},
      "outputs": [],
      "source": [
        "def display_recommendations(search):\n",
        "    print(\"Recommended shoes\")\n",
        "    img_1 = DisplayImage(filename=search[0].payload[\"img_path\"])\n",
        "    img_2 = DisplayImage(filename=search[1].payload[\"img_path\"])\n",
        "    img_3 = DisplayImage(filename=search[2].payload[\"img_path\"])\n",
        "    img_4 = DisplayImage(filename=search[3].payload[\"img_path\"])\n",
        "    display(img_1, img_2, img_3, img_4)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Adidas recommendation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Test image\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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xNdD4a8B+DPhp4bXS/Dmi2Wl2kHLOihCeMHLdWJ98muj0jSYv3eoOQ+5Q0ftnoaqClN6mb0Lel2ZsrJIDjOMv7mrNNGVbbTq6opJGSvfUKKKKYwooooAKKKKACiiigAooooAKKKKACiiigApNi+lLRQAmxfSjauCMdaWiiyAimsbS5Qx3FukinqsiBgfwNVJPCfhaUESeG7A5OSTZpz+laFFKyHdnFePfgt4R8SaVcSaVosFpqGwm3ngUIN3owHBB6e2a8G13wf478NXLW2r+DNUQKCTNHamSPH++mV/Wvq6kKZOc1LimHM0z4o8SeMLjw9bNLd6NcNgHavktlj6YxXgvxH+HfgD4va59v8S/Df7LM04eW90y1a2uJTz96RAN/X+LOa/VDyk7igxRtwy59jzWU8Op7j9o10Pmb9kP9lL4GaV4ft/E3gS68bWU8TD7Ra6xqcmwnHQAqFkX0OPTgV9IWek21inlwBiPVjmrofAxtHHpTauNGEUTKc3sird6Tp2oBYr+yimVGDBZUDAH15781ZVQo2qMAdB6UFMnOaUDAxmtIqwJu2oUUmOc5paYBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAf/9k=",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "print(\"Test image\")\n",
        "test_img = display(DisplayImage(filename=searches[\"adidas\"][\"test_img_path\"]))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Recommended shoes\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
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            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "display_recommendations(searches[\"adidas\"][\"search\"])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Nike recommendation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Test image\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "print(\"Test image\")\n",
        "test_img = display(DisplayImage(filename=searches[\"nike\"][\"test_img_path\"]))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 61,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Recommended shoes\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "display_recommendations(searches[\"nike\"][\"search\"])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Converse recommendation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Test image\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "print(\"Test image\")\n",
        "test_img = display(DisplayImage(filename=searches[\"converse\"][\"test_img_path\"]))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Recommended shoes\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "display_recommendations(searches[\"converse\"][\"search\"])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3.8.8 ('.venv': poetry)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.8"
    },
    "vscode": {
      "interpreter": {
        "hash": "5838aa543649ddd48456b809a97adf74d6c9a64ee594504963f9211bba293acf"
      }
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "0c8794a5e6e24e638f39772d9537ed4e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
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