{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "## B01 - Use SatCLIP embeddings to predict air temperatures\n", "\n", "For better performance, we generally recommend using a GPU runtime. In Colab, go to `Runtime -> Change runtime type` and select `T4 GPU`. For this example, a GPU is not necessary as our dataset is quite small.\n", "\n", "### Setup\n", "\n", "We start by setting up **SatCLIP** code and installing dependencies." ], "metadata": { "id": "ngz8zz9Gvbxh" } }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tD7wze7andRh", "outputId": "b4949082-62e9-474b-f62d-fd234982d03d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Cloning into '.'...\n", "remote: Enumerating objects: 158, done.\u001b[K\n", "remote: Counting objects: 100% (63/63), done.\u001b[K\n", "remote: Compressing objects: 100% (57/57), done.\u001b[K\n", "remote: Total 158 (delta 29), reused 23 (delta 6), pack-reused 95\u001b[K\n", "Receiving objects: 100% (158/158), 9.27 MiB | 12.65 MiB/s, done.\n", "Resolving deltas: 100% (63/63), done.\n" ] } ], "source": [ "!rm -r sample_data .config # Empty current directory\n", "!git clone https://github.com/microsoft/satclip.git . # Clone SatCLIP repository" ] }, { "cell_type": "code", "source": [ "!pip install lightning --quiet\n", "!pip install rasterio --quiet\n", "!pip install torchgeo --quiet\n", "!pip install basemap --quiet" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Q72Ypu0Cr3Sc", "outputId": "9e922bc4-c78d-4a24-9ed8-f9f6616445c8" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m12.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m840.2/840.2 kB\u001b[0m \u001b[31m18.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m777.7/777.7 kB\u001b[0m \u001b[31m13.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K 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pretrained models [here](https://github.com/microsoft/satclip#pretrained-models). They all perform somewhat similarly. Let's download a SatCLIP using a ViT16 vision encoder and $L=10$ Legendre polynomials in the location encoder (i.e., a low-resolution SatCLIP)." ], "metadata": { "id": "pmcZKqU9wOTk" } }, { "cell_type": "code", "source": [ "!wget 'https://satclip.z13.web.core.windows.net/satclip/satclip-vit16-l10.ckpt'" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "N4S7_2fqqWF1", "outputId": "e78e14b6-f53a-40f7-d6f2-6bf232f04013" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2024-01-21 00:52:20-- https://satclip.z13.web.core.windows.net/satclip/satclip-vit16-l10.ckpt\n", "Resolving satclip.z13.web.core.windows.net (satclip.z13.web.core.windows.net)... 52.239.221.231\n", "Connecting to satclip.z13.web.core.windows.net (satclip.z13.web.core.windows.net)|52.239.221.231|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 102550795 (98M) [application/zip]\n", "Saving to: ‘satclip-vit16-l10.ckpt’\n", "\n", "satclip-vit16-l10.c 100%[===================>] 97.80M 13.1MB/s in 12s \n", "\n", "2024-01-21 00:52:33 (8.35 MB/s) - ‘satclip-vit16-l10.ckpt’ saved [102550795/102550795]\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "Load required packages." ], "metadata": { "id": "P_FUpXihwwpB" } }, { "cell_type": "code", "source": [ "import sys\n", "sys.path.append('./satclip')\n", "\n", "import torch\n", "from load import get_satclip\n", "\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') # Automatically select device" ], "metadata": { "id": "grEIwoFjoHvu" }, "execution_count": 4, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Get air temperature dataset\n", "\n", "In this example, we work with a dataset of annual mean temperature values recorded at ~3000 locations around the planet introduced [here](https://www.nature.com/articles/sdata2018246). To download the dataset, we can use code from the [PE-GNN repository](https://github.com/konstantinklemmer/pe-gnn/)." ], "metadata": { "id": "JthxyqHsqozM" } }, { "cell_type": "code", "source": [ "from urllib import request\n", "import numpy as np\n", "import pandas as pd\n", "import io\n", "import torch\n", "\n", "\n", "def get_air_temp_data(pred=\"temp\",norm_y=True,norm_x=True):\n", " '''\n", " Download and process the Global Air Temperature dataset (more info: https://www.nature.com/articles/sdata2018246)\n", "\n", " Parameters:\n", " pred = numeric; outcome variable to be returned; choose from [\"temp\", \"prec\"]\n", " norm_y = logical; should outcome be normalized\n", " norm_min_val = integer; choice of [0,1], setting whether normalization in range[0,1] or [-1,1]\n", "\n", " Return:\n", " coords = spatial coordinates (lon/lat)\n", " x = features at location\n", " y = outcome variable\n", " '''\n", " url = 'https://springernature.figshare.com/ndownloader/files/12609182'\n", " url_open = request.urlopen(url)\n", " inc = np.array(pd.read_csv(io.StringIO(url_open.read().decode('utf-8'))))\n", " coords = inc[:,:2]\n", " if pred==\"temp\":\n", " y = inc[:,4].reshape(-1)\n", " x = inc[:,5]\n", " else:\n", " y = inc[:,5].reshape(-1)\n", " x = inc[:,4]\n", " if norm_y==True:\n", " y = y / y.max()\n", " if norm_x==True:\n", " x = x / x.max()\n", "\n", " return torch.tensor(coords), torch.tensor(x), torch.tensor(y)" ], "metadata": { "id": "fvNnJtpEq31R" }, "execution_count": 5, "outputs": [] }, { "cell_type": "code", "source": [ "coords, _, y = get_air_temp_data()" ], "metadata": { "id": "8QFfrQUysNZ2" }, "execution_count": 6, "outputs": [] }, { "cell_type": "markdown", "source": [ "Let's plot our data. Here we show a map of the world with our locations colored by mean temperatures." ], "metadata": { "id": "kGR2jSZLsiUx" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "\n", "fig, ax = plt.subplots(1, figsize=(5, 3))\n", "\n", "m = Basemap(projection='cyl', resolution='c', ax=ax)\n", "m.drawcoastlines()\n", "ax.scatter(coords[:,0], coords[:,1], c=y, s=5)\n", "ax.set_title('Annual Mean Temperatures')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 270 }, "id": "hmZmDOXPst0y", "outputId": "8f3338c8-556a-4937-fa50-bc54d236e6b3" }, "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Annual Mean Temperatures')" ] }, "metadata": {}, "execution_count": 7 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Predictive modeling\n", "\n", "We now want to predict annual mean temperature values using SatCLIP embeddings. First, we need to obtain the location embeddings for our dataset from the pretrained model." ], "metadata": { "id": "PHUQyTODt1UX" } }, { "cell_type": "code", "source": [ "satclip_path = 'satclip-vit16-l10.ckpt'\n", "\n", "model = get_satclip(satclip_path, device=device) # Only loads location encoder by default\n", "model.eval()\n", "with torch.no_grad():\n", " x = model(coords.double().to(device)).detach().cpu()" ], "metadata": { "id": "AFkpE1d7q9yW" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "We have now collected a 256-dimensional location embedding for each latitude/longitude coordinate in our dataset." ], "metadata": { "id": "KaNU4D96us9O" } }, { "cell_type": "code", "source": [ "print(coords.shape)\n", "print(x.shape)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DY-yS8cNru7w", "outputId": "8e6a1c89-9da2-4a9e-a3ff-568b0ba7a812" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "torch.Size([3076, 2])\n", "torch.Size([3076, 256])\n" ] } ] }, { "cell_type": "markdown", "source": [ "Next, let's split our dataset into 50% training and 50% testing data." ], "metadata": { "id": "hj1Hqqtru51Y" } }, { "cell_type": "code", "source": [ "from torch.utils.data import TensorDataset, random_split\n", "\n", "dataset = TensorDataset(coords, x, y)\n", "\n", "train_size = int(0.5 * len(dataset))\n", "test_size = len(dataset) - train_size\n", "train_set, test_set = random_split(dataset, [train_size, test_size])\n", "\n", "coords_train, x_train, y_train = train_set.dataset.tensors[0][train_set.indices], train_set.dataset.tensors[1][train_set.indices], train_set.dataset.tensors[2][train_set.indices]\n", "coords_test, x_test, y_test = test_set.dataset.tensors[0][test_set.indices], test_set.dataset.tensors[1][test_set.indices], test_set.dataset.tensors[2][test_set.indices]" ], "metadata": { "id": "z0N5oeZ9u0sV" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(1, figsize=(5, 3))\n", "\n", "m = Basemap(projection='cyl', resolution='c', ax=ax)\n", "m.drawcoastlines()\n", "ax.scatter(coords_train[:,0], coords_train[:,1], c='blue', s=2, label='Training',alpha=0.5)\n", "ax.scatter(coords_test[:,0], coords_test[:,1], c='green', s=2, label='Testing',alpha=0.5)\n", "ax.legend()\n", "ax.set_title('Train-Test Split')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 270 }, "id": "adCdPHwwwXWM", "outputId": "768ef32d-9ba1-442f-c2fa-8ad80334b301" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Train-Test Split')" ] }, "metadata": {}, "execution_count": 12 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Next we define our prediction model, a simple MLP. (NOTE: SatCLIP embeddings can of course be used with any predictive model, we just opt for an MLP here for simplicity. You can also directly unfreeze the location encoder `model` above and fine-tune it.)" ], "metadata": { "id": "UAAOVBdIxF_X" } }, { "cell_type": "code", "source": [ "import torch.nn as nn\n", "\n", "class MLP(nn.Module):\n", " def __init__(self, input_dim, dim_hidden, num_layers, out_dims):\n", " super(MLP, self).__init__()\n", "\n", " layers = []\n", " layers += [nn.Linear(input_dim, dim_hidden, bias=True), nn.ReLU()] # Input layer\n", " layers += [nn.Linear(dim_hidden, dim_hidden, bias=True), nn.ReLU()] * num_layers # Hidden layers\n", " layers += [nn.Linear(dim_hidden, out_dims, bias=True)] # Output layer\n", "\n", " self.features = nn.Sequential(*layers)\n", "\n", " def forward(self, x):\n", " return self.features(x)" ], "metadata": { "id": "FW65kkGexL9U" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "model" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CfsgJLJuqEtv", "outputId": "11c13a15-e73a-4683-c0de-4a90cb827650" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "LocationEncoder(\n", " (posenc): SphericalHarmonics()\n", " (nnet): SirenNet(\n", " (layers): ModuleList(\n", " (0-1): 2 x Siren(\n", " (activation): Sine()\n", " )\n", " )\n", " (last_layer): Siren(\n", " (activation): Identity()\n", " )\n", " )\n", ")" ] }, "metadata": {}, "execution_count": 16 } ] }, { "cell_type": "markdown", "source": [ "Let's set up and run the training loop." ], "metadata": { "id": "ufbqVygqxpOq" } }, { "cell_type": "code", "source": [ "pred_model = MLP(input_dim=256, dim_hidden=64, num_layers=2, out_dims=1).float().to(device)\n", "criterion = nn.MSELoss()\n", "optimizer = torch.optim.Adam(pred_model.parameters(), lr=0.001)\n", "\n", "losses = []\n", "epochs = 3000\n", "\n", "for epoch in range(epochs):\n", " optimizer.zero_grad()\n", " # Forward pass\n", " y_pred = pred_model(x_train.float().to(device))\n", " # Compute the loss\n", " loss = criterion(y_pred.reshape(-1), y_train.float().to(device))\n", " # Backward pass\n", " loss.backward()\n", " # Update the parameters\n", " optimizer.step()\n", " # Append the loss to the list\n", " losses.append(loss.item())\n", " if (epoch + 1) % 250 == 0:\n", " print(f\"Epoch {epoch + 1}, Loss: {loss.item():.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "di_SelDzxkjD", "outputId": "e9803126-e726-4d5d-e391-1b8281b810d8" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 250, Loss: 0.0016\n", "Epoch 500, Loss: 0.0010\n", "Epoch 750, Loss: 0.0009\n", "Epoch 1000, Loss: 0.0007\n", "Epoch 1250, Loss: 0.0005\n", "Epoch 1500, Loss: 0.0004\n", "Epoch 1750, Loss: 0.0005\n", "Epoch 2000, Loss: 0.0004\n", "Epoch 2250, Loss: 0.0003\n", "Epoch 2500, Loss: 0.0003\n", "Epoch 2750, Loss: 0.0003\n", "Epoch 3000, Loss: 0.0004\n" ] } ] }, { "cell_type": "markdown", "source": [ "Let's make predictions on the test set!" ], "metadata": { "id": "IkViMvRD0JsJ" } }, { "cell_type": "code", "source": [ "with torch.no_grad():\n", " model.eval()\n", " y_pred_test = pred_model(x_test.float().to(device))\n", "\n", "# Print test loss\n", "print(f'Test loss: {criterion(y_pred_test.reshape(-1), y_test.float().to(device)).item()}')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OIqIGJc7zPTe", "outputId": "6f22edbb-cbae-4979-b7a5-f1a5874ad55a" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Test loss: 0.006281182635575533\n" ] } ] }, { "cell_type": "markdown", "source": [ "Let's show the results on a map!" ], "metadata": { "id": "C0l8MtgQ1w7i" } }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 3))\n", "\n", "m = Basemap(projection='cyl', resolution='c', ax=ax[0])\n", "m.drawcoastlines()\n", "ax[0].scatter(coords_test[:,0], coords_test[:,1], c=y_test, s=5)\n", "ax[0].set_title('True')\n", "\n", "m = Basemap(projection='cyl', resolution='c', ax=ax[1])\n", "m.drawcoastlines()\n", "ax[1].scatter(coords_test[:,0], coords_test[:,1], c=y_pred_test.reshape(-1), s=5)\n", "ax[1].set_title('Predicted')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 252 }, "id": "jMVfEZNS06IN", "outputId": "4eb5a9eb-0fe6-406b-fd58-2d9841e95280" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Predicted')" ] }, "metadata": {}, "execution_count": 15 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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