EC2355_Final_Proj_(Midterm_add_sat).ipynb

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      "cell_type": "markdown",
      "source": [
        "Before running:\n",
        "*   SLImages should be in a folder called `Images`\n",
        "*   SATImages should be in a folder called `SATimages`\n",
        "*   Data file should be saved as `ec2355_full_data.csv`\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "5zAp2hul4kyI"
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    },
    {
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      "source": [
        "!pip install transformers"
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        "outputId": "4ec2ef82-5453-4339-9367-ad276bcd9be2"
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      "execution_count": null,
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          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting transformers\n",
            "  Downloading transformers-4.28.1-py3-none-any.whl (7.0 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.0/7.0 MB\u001b[0m \u001b[31m96.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.27.1)\n",
            "Collecting tokenizers!=0.11.3,<0.14,>=0.11.1\n",
            "  Downloading tokenizers-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m115.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (23.1)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.22.4)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2022.10.31)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.65.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.12.0)\n",
            "Collecting huggingface-hub<1.0,>=0.11.0\n",
            "  Downloading huggingface_hub-0.14.1-py3-none-any.whl (224 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m224.5/224.5 kB\u001b[0m \u001b[31m30.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.11.0->transformers) (2023.4.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.11.0->transformers) (4.5.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.4)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.12)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2022.12.7)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (1.26.15)\n",
            "Installing collected packages: tokenizers, huggingface-hub, transformers\n",
            "Successfully installed huggingface-hub-0.14.1 tokenizers-0.13.3 transformers-4.28.1\n"
          ]
        }
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    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "oKISOWA4dNMP"
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      "source": [
        "import numpy as np\n",
        "from transformers import Swinv2Config, Swinv2Model, AutoImageProcessor\n",
        "import torch\n",
        "from PIL import Image\n",
        "import os\n",
        "import pandas as pd\n",
        "from torchvision import transforms, utils\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from tqdm import tqdm\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Load images"
      ],
      "metadata": {
        "id": "yogrHgTpuBP0"
      }
    },
    {
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      "source": [
        "!unzip SLImages.zip\n",
        "!unzip SATImages.zip"
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            "  inflating: SATimages/pic_HA6 2DR_sat.jpg  \n",
            "  inflating: SATimages/pic_SW115EG_sat.jpg  \n",
            "  inflating: SATimages/pic_SW165AA_sat.jpg  \n",
            "  inflating: SATimages/pic_DA162BN_sat.jpg  \n",
            "  inflating: SATimages/pic_SW4 6SS_sat.jpg  \n",
            "  inflating: SATimages/pic_E10 5PS_sat.jpg  \n",
            "  inflating: SATimages/pic_N10 1AW_sat.jpg  \n",
            "  inflating: SATimages/pic_SW113AB_sat.jpg  \n",
            "  inflating: SATimages/pic_N15 6BN_sat.jpg  \n",
            "  inflating: SATimages/pic_SM3 9EF_sat.jpg  \n",
            "  inflating: SATimages/pic_N14 5DG_sat.jpg  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "SLimages = os.listdir('Images')\n",
        "SLimages.sort()\n",
        "# SLimage_codes = [image.split(\"_\")[1] for image in SLimages]"
      ],
      "metadata": {
        "id": "sYL3XmmndwC4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "SATimages = os.listdir('SATimages')\n",
        "SATimages.sort()\n",
        "# SATimage_codes = [image.split(\"_\")[1] for image in SATimages]"
      ],
      "metadata": {
        "id": "qWLRMxBusBF2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "images = []\n",
        "image_codes = []\n",
        "for i, img in enumerate(SATimages):\n",
        "  SAT_pcd = img.split(\"_\")[1]\n",
        "  SL_imgs = [i for i in SLimages if SAT_pcd in i]\n",
        "  if len(SL_imgs) == 4:\n",
        "    images.extend(SL_imgs)\n",
        "    images.append(img)\n",
        "    image_codes.append(SAT_pcd)"
      ],
      "metadata": {
        "id": "FtqOZTjs0zzS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "num_imgs = len(images)\n",
        "print(num_imgs)"
      ],
      "metadata": {
        "id": "lQOeEUWCsQDJ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "39099546-6212-4086-acb0-3c09265153b2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "18150\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "images = np.reshape(images,(363,50))"
      ],
      "metadata": {
        "id": "FqlWpWawHdqo"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# SWIN Transformer"
      ],
      "metadata": {
        "id": "Wtm6ToqwuDdR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "image_processor = AutoImageProcessor.from_pretrained(\"microsoft/swinv2-tiny-patch4-window8-256\")\n",
        "model = Swinv2Model.from_pretrained(\"microsoft/swinv2-tiny-patch4-window8-256\")\n",
        "model = model.cuda()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204,
          "referenced_widgets": [
            "b3a40c29d9ab4b079b9598659d393cae",
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            "dc782ffd511342c3bd19ed1384663dd9",
            "67f472ce3d5e48aea501251031dc5969",
            "fedcfb9886e042429e284edfad644a73",
            "bee83acf1d634a269b6e56f63680022e",
            "9996aec5fbfb43d7bfaf2a10254c98fd",
            "ef3ad3dcb1724267ad3f76487b48be09",
            "0f1d823868ea47d093484ad9b668fa04",
            "08c5319e281f4c69904ebd9eb071cf09",
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            "f74873c57fe84c55ac70295a1019e503",
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            "112b590ed50240dc822a44daa264966a",
            "e901b5b1d72e48ba856ff8e95cedae48",
            "e82a4967ce91446bac3265f4bbe3e849",
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            "8b53f9f087cf450a9836b06de89e49c1",
            "89e086e17c064e989f08dd89d2fe3019",
            "30d6a1d32892470681258ac14f12fe9e",
            "499fda82ad4b4ab891566517d8542af6",
            "5fcaa3472bce4db5bc6306d9e30e180e",
            "842e7d24f7c645fca422b458702fd7b0",
            "eef64c34ab404fe49d1b5d66dbd84b5d",
            "6901020781be4e2381cb082e9d60ef01",
            "cf780fb4a4884e9baf16bb94f66ba1a0"
          ]
        },
        "id": "tAxQBJPeg53J",
        "outputId": "e41e6764-c369-47c2-f6ca-d87fcafd12f7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)rocessor_config.json:   0%|          | 0.00/240 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b3a40c29d9ab4b079b9598659d393cae"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Could not find image processor class in the image processor config or the model config. Loading based on pattern matching with the model's feature extractor configuration.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)lve/main/config.json:   0%|          | 0.00/69.9k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "fedcfb9886e042429e284edfad644a73"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading pytorch_model.bin:   0%|          | 0.00/113M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e82a4967ce91446bac3265f4bbe3e849"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some weights of the model checkpoint at microsoft/swinv2-tiny-patch4-window8-256 were not used when initializing Swinv2Model: ['classifier.bias', 'classifier.weight']\n",
            "- This IS expected if you are initializing Swinv2Model from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
            "- This IS NOT expected if you are initializing Swinv2Model from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_reps = []\n",
        "\n",
        "for batch in tqdm(images):\n",
        "  num_batch = len(batch)\n",
        "  \n",
        "  # Load images for this batch\n",
        "  ims = []\n",
        "  for i, image_label in enumerate(batch):\n",
        "    if (i + 1) % 5 != 0: # image_label describes a SL image\n",
        "      ims.append(Image.open(\"Images/\"+image_label))\n",
        "    else: # image_label describes a SAT image\n",
        "      ims.append(Image.open(\"SATimages/\"+image_label))\n",
        "  inputs = image_processor(ims, return_tensors=\"pt\")['pixel_values']\n",
        "\n",
        "  # Generate vectorized representations using SWIN\n",
        "  with torch.no_grad():\n",
        "    inputs = inputs.cuda()\n",
        "    outputs = model(inputs)\n",
        "  pooled_output = (outputs.pooler_output).cpu().detach().numpy()\n",
        "  final_outputs = np.reshape(pooled_output,(int(num_batch/5),5,768))\n",
        "  final_outputs = np.reshape(final_outputs,(int(num_batch/5),5*768))\n",
        "  final_reps.append(final_outputs)\n",
        "\n",
        "final_reps = np.array(final_reps)\n",
        "final_reps = np.reshape(final_reps,(int(num_imgs/5),5*768))\n",
        "np.savetxt('final_reps.csv',final_reps,delimiter = ',')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jjOL2aPwt_TH",
        "outputId": "d8815937-8074-4761-a000-690e9a053358"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 363/363 [03:54<00:00,  1.55it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Feed-forward NN"
      ],
      "metadata": {
        "id": "fTKUmrn1uQ1b"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "image_reps = np.loadtxt(\"final_reps.csv\", delimiter = \",\", dtype = \"float\")"
      ],
      "metadata": {
        "id": "xth_OkYNPr_o"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pcd_income_data = pd.read_csv(\"ec2355_full_data.csv\")\n",
        "pcd_income_data = pcd_income_data.sort_values(by = \"postcode\")\n",
        "labels = pcd_income_data[pcd_income_data[\"postcode\"].isin(image_codes)]\n",
        "labels = np.array(labels.iloc[:,6]) - 1 # index deciles from 0 to 9; use `:,4` for income, `:,6` for overcrowding, , `:,9` for deprivation"
      ],
      "metadata": {
        "id": "hy8p8K5HbDmS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class StreetRepsDataset(Dataset):\n",
        "  def __init__(self, label_set, image_reps):\n",
        "    self.labels = labels\n",
        "    self.image_reps = image_reps\n",
        "  def __len__(self):\n",
        "    return self.image_reps.shape[0]\n",
        "  def __getitem__(self, idx):\n",
        "    return self.image_reps[idx], self.labels[idx]"
      ],
      "metadata": {
        "id": "CjOyHf7BxR9T"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data = StreetRepsDataset(labels,image_reps)\n",
        "\n",
        "# Split the dataset into three with the provided sizes\n",
        "train_dataset, val_dataset, test_dataset = torch.utils.data.random_split(data, [0.8, 0.1, 0.1])\n",
        "\n",
        "# Change `*_batch_size` here if required\n",
        "train_batch_size = 16\n",
        "val_batch_size = 16\n",
        "test_batch_size = 1\n",
        "\n",
        "# Create dataloader objects\n",
        "train_loader = torch.utils.data.DataLoader(train_dataset, batch_size = train_batch_size, shuffle=True)\n",
        "val_loader = torch.utils.data.DataLoader(val_dataset, batch_size = val_batch_size, shuffle=True)\n",
        "test_loader = torch.utils.data.DataLoader(test_dataset, batch_size = test_batch_size, shuffle=True)"
      ],
      "metadata": {
        "id": "WqzC2dMgxWh-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class DecilePred(torch.nn.Module):\n",
        "  #This is adapted from the Esra Suel methodology\n",
        "  def __init__(self, n_in, n_out): \n",
        "    super(DecilePred, self).__init__()\n",
        "    self.dense1 = torch.nn.Linear(n_in, 512)\n",
        "    self.dense2 = torch.nn.Linear(512, 256)\n",
        "    self.dense3 = torch.nn.Linear(256, 128)\n",
        "    self.dense4 = torch.nn.Linear(128, 64)\n",
        "    self.dense5 = torch.nn.Linear(64, n_out)\n",
        "    self.softmax = torch.nn.Softmax()\n",
        "    self.relu = torch.nn.ReLU()\n",
        "\n",
        "  def forward(self, x1): \n",
        "    # first layer\n",
        "    x1 = self.relu(self.dense1(x1))\n",
        "    # second layer\n",
        "    x1 = self.relu(self.dense2(x1))\n",
        "    # third layer\n",
        "    x1 = self.relu(self.dense3(x1))\n",
        "    # fourth layer\n",
        "    x1 = self.relu(self.dense4(x1))\n",
        "    # out layer\n",
        "    out = self.dense5(x1)\n",
        "    return self.softmax(out)"
      ],
      "metadata": {
        "id": "6ksKoBPTDNMC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "learning_rate = 0.0001\n",
        "loss_fn = torch.nn.CrossEntropyLoss()\n",
        "model = DecilePred(5*768, 10).double()\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr = learning_rate, weight_decay = 0.0001)"
      ],
      "metadata": {
        "id": "1Uq2AZzVxawt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Now we have our training loop\n",
        "n_epochs = 30\n",
        "\n",
        "model = model.cuda()\n",
        "\n",
        "# Check zero-shot accuracy\n",
        "model.eval()\n",
        "n_correct = 0\n",
        "mae = 0\n",
        "for X, y in val_loader:\n",
        "  X = X.cuda()\n",
        "  output = model(X).cpu()\n",
        "  _, pred = torch.max(output.detach(), 1)\n",
        "  n_correct += torch.sum(torch.eq(pred, y)).item()\n",
        "  mae += torch.sum(torch.abs(torch.sub(pred, y))).item()\n",
        "\n",
        "print(f'Zero-shot: val accuracy: {(n_correct / len(val_dataset)):3f}, val MAE: {(mae / len(val_dataset)):3f}')\n",
        "\n",
        "train_loss = []\n",
        "val_acc = []\n",
        "val_mae = []\n",
        "for i in tqdm(range(n_epochs)):\n",
        "\n",
        "  model.train()\n",
        "\n",
        "  loss_sum = 0\n",
        "  for X, y in train_loader:\n",
        "    X = X.cuda()\n",
        "    y = y.cuda()\n",
        "\n",
        "    # Create predictions by running the model\n",
        "    y_preds = model(X)\n",
        "\n",
        "    # Compute the loss with the loss function defined above\n",
        "    loss = loss_fn(y_preds, y)\n",
        "    loss_sum += loss.item()\n",
        "\n",
        "    # Zero the optimizer grads by calling optimizer.zero_grad()\n",
        "    optimizer.zero_grad()\n",
        "\n",
        "    # Call the `backward` function on the loss to compute the gradients\n",
        "    loss.backward()\n",
        "\n",
        "    # Call `step` on the optimzer to update the parameters\n",
        "    optimizer.step()\n",
        "  \n",
        "  train_loss.append(loss_sum / len(train_loader))\n",
        "\n",
        "  # Eval Step\n",
        "  model.eval()\n",
        "  n_correct = 0\n",
        "  mae = 0\n",
        "  for X, y in val_loader:\n",
        "    X = X.cuda()\n",
        "    output = model(X).cpu()\n",
        "    _, pred = torch.max(output.detach(), 1)\n",
        "    n_correct += torch.sum(torch.eq(pred, y)).item()\n",
        "    mae += torch.sum(torch.abs(torch.sub(pred, y))).item()\n",
        "\n",
        "  val_acc.append(n_correct / len(val_dataset))\n",
        "  val_mae.append(mae / len(val_dataset))\n",
        "  print(f'Epoch {i}: val accuracy: {(n_correct / len(val_dataset)):3f}, val MAE: {(mae / len(val_dataset)):3f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Bky5R2PoxpLP",
        "outputId": "9227234a-1253-47e3-b7e7-1cc7a1ddedb8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-108-7e0b1cff1069>:24: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
            "  return self.softmax(out)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Zero-shot: val accuracy: 0.140496, val MAE: 3.559229\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "  3%|▎         | 1/30 [00:00<00:27,  1.06it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 0: val accuracy: 0.173554, val MAE: 2.732782\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 2/30 [00:01<00:24,  1.13it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1: val accuracy: 0.165289, val MAE: 2.567493\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|█         | 3/30 [00:02<00:23,  1.16it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 2: val accuracy: 0.176309, val MAE: 2.597796\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 4/30 [00:03<00:22,  1.17it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 3: val accuracy: 0.184573, val MAE: 2.344353\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 17%|█▋        | 5/30 [00:04<00:21,  1.17it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 4: val accuracy: 0.217631, val MAE: 2.245179\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 20%|██        | 6/30 [00:05<00:20,  1.18it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 5: val accuracy: 0.176309, val MAE: 2.297521\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 23%|██▎       | 7/30 [00:06<00:19,  1.18it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 6: val accuracy: 0.176309, val MAE: 2.388430\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 27%|██▋       | 8/30 [00:06<00:18,  1.19it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 7: val accuracy: 0.203857, val MAE: 2.305785\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 30%|███       | 9/30 [00:07<00:17,  1.19it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 8: val accuracy: 0.179063, val MAE: 2.377410\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 33%|███▎      | 10/30 [00:08<00:17,  1.17it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 9: val accuracy: 0.195592, val MAE: 1.933884\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 37%|███▋      | 11/30 [00:09<00:16,  1.15it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 10: val accuracy: 0.209366, val MAE: 2.055096\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 40%|████      | 12/30 [00:10<00:15,  1.14it/s]"
          ]
        },
        {
          "output_type": "stream",
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          "text": [
            "Epoch 11: val accuracy: 0.195592, val MAE: 2.035813\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
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            "\r 43%|████▎     | 13/30 [00:11<00:15,  1.13it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 12: val accuracy: 0.195592, val MAE: 2.118457\n"
          ]
        },
        {
          "output_type": "stream",
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            "\r 47%|████▋     | 14/30 [00:12<00:14,  1.12it/s]"
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        },
        {
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          "name": "stdout",
          "text": [
            "Epoch 13: val accuracy: 0.217631, val MAE: 2.013774\n"
          ]
        },
        {
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            "\r 50%|█████     | 15/30 [00:13<00:13,  1.13it/s]"
          ]
        },
        {
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          "name": "stdout",
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            "Epoch 14: val accuracy: 0.201102, val MAE: 2.077135\n"
          ]
        },
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            "\r 53%|█████▎    | 16/30 [00:13<00:12,  1.15it/s]"
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        },
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            "Epoch 15: val accuracy: 0.225895, val MAE: 1.966942\n"
          ]
        },
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            "\r 57%|█████▋    | 17/30 [00:14<00:11,  1.17it/s]"
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        },
        {
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            "Epoch 16: val accuracy: 0.223140, val MAE: 2.000000\n"
          ]
        },
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            "\r 60%|██████    | 18/30 [00:15<00:10,  1.17it/s]"
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        },
        {
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            "Epoch 17: val accuracy: 0.214876, val MAE: 1.977961\n"
          ]
        },
        {
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            "\r 63%|██████▎   | 19/30 [00:16<00:09,  1.18it/s]"
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        },
        {
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          "name": "stdout",
          "text": [
            "Epoch 18: val accuracy: 0.214876, val MAE: 1.920110\n"
          ]
        },
        {
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          "text": [
            "\r 67%|██████▋   | 20/30 [00:17<00:08,  1.19it/s]"
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        },
        {
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          "name": "stdout",
          "text": [
            "Epoch 19: val accuracy: 0.228650, val MAE: 1.980716\n"
          ]
        },
        {
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          "name": "stderr",
          "text": [
            "\r 70%|███████   | 21/30 [00:18<00:07,  1.19it/s]"
          ]
        },
        {
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          "name": "stdout",
          "text": [
            "Epoch 20: val accuracy: 0.231405, val MAE: 1.991736\n"
          ]
        },
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            "\r 73%|███████▎  | 22/30 [00:18<00:06,  1.19it/s]"
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        },
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          "name": "stdout",
          "text": [
            "Epoch 21: val accuracy: 0.212121, val MAE: 1.975207\n"
          ]
        },
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            "\r 77%|███████▋  | 23/30 [00:19<00:05,  1.19it/s]"
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        },
        {
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          "name": "stdout",
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            "Epoch 22: val accuracy: 0.220386, val MAE: 1.991736\n"
          ]
        },
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            "\r 80%|████████  | 24/30 [00:20<00:05,  1.19it/s]"
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          "name": "stdout",
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            "Epoch 23: val accuracy: 0.217631, val MAE: 1.928375\n"
          ]
        },
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            "\r 83%|████████▎ | 25/30 [00:21<00:04,  1.19it/s]"
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            "Epoch 24: val accuracy: 0.228650, val MAE: 1.898072\n"
          ]
        },
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            "\r 87%|████████▋ | 26/30 [00:22<00:03,  1.20it/s]"
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        },
        {
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          "name": "stdout",
          "text": [
            "Epoch 25: val accuracy: 0.242424, val MAE: 1.928375\n"
          ]
        },
        {
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          "name": "stderr",
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            "\r 90%|█████████ | 27/30 [00:23<00:02,  1.17it/s]"
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          "name": "stdout",
          "text": [
            "Epoch 26: val accuracy: 0.214876, val MAE: 1.983471\n"
          ]
        },
        {
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          "name": "stderr",
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            "\r 93%|█████████▎| 28/30 [00:24<00:01,  1.16it/s]"
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        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 27: val accuracy: 0.228650, val MAE: 1.925620\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 97%|█████████▋| 29/30 [00:24<00:00,  1.15it/s]"
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        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 28: val accuracy: 0.242424, val MAE: 1.958678\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 30/30 [00:25<00:00,  1.16it/s]"
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        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 29: val accuracy: 0.209366, val MAE: 1.991736\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.eval()\n",
        "n_correct = 0\n",
        "mae = 0\n",
        "\n",
        "with torch.no_grad():\n",
        "  for X, y in test_loader:\n",
        "    X = X.cuda()\n",
        "    output = model(X).cpu()\n",
        "    _, pred = torch.max(output.detach(), 1)\n",
        "    print(\"pred:\", pred.item(), \", y:\", y.item())\n",
        "    n_correct += torch.sum(torch.eq(pred, y)).item()\n",
        "    mae += torch.sum(torch.abs(torch.sub(pred, y))).item()\n",
        "\n",
        "print(f'Test accuracy: {(n_correct / len(test_dataset)):3f}')\n",
        "print(f'Test MAE: {(mae / len(test_dataset)):3f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CZDcy1d53u_u",
        "outputId": "0ed554b8-1249-457a-eed8-30e808ee9de8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-108-7e0b1cff1069>:24: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
            "  return self.softmax(out)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
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            "pred: 6 , y: 2\n",
            "pred: 1 , y: 4\n",
            "pred: 9 , y: 9\n",
            "pred: 5 , y: 6\n",
            "pred: 3 , y: 5\n",
            "pred: 6 , y: 4\n",
            "pred: 1 , y: 0\n",
            "pred: 5 , y: 2\n",
            "pred: 6 , y: 6\n",
            "pred: 9 , y: 9\n",
            "pred: 3 , y: 1\n",
            "pred: 3 , y: 3\n",
            "Test accuracy: 0.223140\n",
            "Test MAE: 1.865014\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(train_loss)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "NKVZ05UA_1x3",
        "outputId": "3a498045-108d-4d1a-e07b-c6ad3d00dd46"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7fd7443c1ea0>]"
            ]
          },
          "metadata": {},
          "execution_count": 112
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(val_acc)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "BMCPwko5_4L4",
        "outputId": "0f8696c0-45d6-4d6f-a1cc-49bfe5c061af"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7fd8356466b0>]"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(income_val_mae, label=\"Income\")\n",
        "plt.plot(overcrowding_val_mae, label=\"Overcrowding\")\n",
        "plt.plot(env_val_mae, label=\"Living environment\")\n",
        "plt.ylabel(\"MAE\")\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.title(\"Validation MAE across epochs\")\n",
        "plt.legend()\n",
        "plt.savefig(\"val_mae.png\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "NZRHZjg0_5pS",
        "outputId": "4d1d5c16-b0f3-4722-fad0-694ffb8a47db"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Collect results"
      ],
      "metadata": {
        "id": "FSmI8K9WDtY4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "\n",
        "data = StreetRepsDataset(labels,image_reps)\n",
        "\n",
        "# Create dataloader objects\n",
        "data_loader = torch.utils.data.DataLoader(data, batch_size = 1, shuffle=False)\n",
        "\n",
        "model.eval()\n",
        "n_correct = 0\n",
        "mae = 0\n",
        "\n",
        "preds = []\n",
        "maes = []\n",
        "with torch.no_grad():\n",
        "  for X, y in data_loader:\n",
        "    X = X.cuda()\n",
        "    output = model(X).cpu()\n",
        "    _, pred = torch.max(output.detach(), 1)\n",
        "    preds.append(pred.item() + 1)\n",
        "    maes.append(torch.sum(torch.abs(torch.sub(pred, y))).item())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dtx7ULmIDs04",
        "outputId": "2cb2175d-6907-42b7-a350-97504c59fde3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-42-7e0b1cff1069>:24: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
            "  return self.softmax(out)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pcd_income_data[pcd_income_data[\"postcode\"].isin(image_codes)]\n",
        "df['pred_overcrowding'] = preds\n",
        "df['mae_overcrowding'] = maes\n",
        "df.to_csv('pred_overcrowding.csv', index=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i2IbEuNbFkrA",
        "outputId": "9d78b9c6-9ec7-40d7-c477-4d572e6c5005"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-50-82ffe48d5bb3>:2: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df['pred_overcrowding'] = preds\n",
            "<ipython-input-50-82ffe48d5bb3>:3: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df['mae_overcrowding'] = maes\n"
          ]
        }
      ]
    }
  ]
}