Zoobot_for_Euclid.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uh-XqwhS2z6V",
        "outputId": "cd310e0a-e407-4c8f-b70b-77b3e08d582f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "#Mount Google Drive with this Colab\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c_jG6G0ROemE",
        "outputId": "adfbef8d-9bde-4db3-c46d-e9315223df56"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Thu Aug 10 20:51:01 2023       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 525.105.17   Driver Version: 525.105.17   CUDA Version: 12.0     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   33C    P8     9W /  70W |      0MiB / 15360MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ],
      "source": [
        "!nvidia-smi"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RceRxeSuPSOW"
      },
      "source": [
        "# Load Zoobot and necessary modules"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XikTfb1GtVXB",
        "outputId": "db300e3e-9d1c-43a4-e11d-c9e1ac97593b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Cloning into 'zoobot'...\n",
            "remote: Enumerating objects: 8365, done.\u001b[K\n",
            "remote: Counting objects: 100% (2353/2353), done.\u001b[K\n",
            "remote: Compressing objects: 100% (782/782), done.\u001b[K\n",
            "remote: Total 8365 (delta 1619), reused 2274 (delta 1561), pack-reused 6012\u001b[K\n",
            "Receiving objects: 100% (8365/8365), 334.18 MiB | 27.25 MiB/s, done.\n",
            "Resolving deltas: 100% (5209/5209), done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/mwalmsley/zoobot.git"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Ty_2-Ud_tftC",
        "outputId": "40723442-5cbd-4a75-818a-88f9ee7dd01b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Obtaining file:///content/zoobot\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Checking if build backend supports build_editable ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build editable ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing editable metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25hCollecting tensorflow==2.10.0 (from zoobot==1.0.4)\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.7/62.7 kB\u001b[0m \u001b[31m8.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->galaxy-datasets==0.0.14->zoobot==1.0.4) (3.2.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->galaxy-datasets==0.0.14->zoobot==1.0.4) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->galaxy-datasets==0.0.14->zoobot==1.0.4) (1.26.16)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->galaxy-datasets==0.0.14->zoobot==1.0.4) (2023.7.22)\n",
            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (2.17.3)\n",
            "Collecting google-auth-oauthlib<0.5,>=0.4.1 (from tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4)\n",
            "  Downloading google_auth_oauthlib-0.4.6-py2.py3-none-any.whl (18 kB)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (3.4.4)\n",
            "Collecting tensorboard-data-server<0.7.0,>=0.6.0 (from tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4)\n",
            "  Downloading tensorboard_data_server-0.6.1-py3-none-manylinux2010_x86_64.whl (4.9 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.9/4.9 MB\u001b[0m \u001b[31m107.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting tensorboard-plugin-wit>=1.6.0 (from tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4)\n",
            "  Downloading tensorboard_plugin_wit-1.8.1-py3-none-any.whl (781 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m781.3/781.3 kB\u001b[0m \u001b[31m61.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (2.3.6)\n",
            "Collecting smmap<6,>=3.0.1 (from gitdb<5,>=4.0.1->GitPython!=3.1.29,>=1.0.0->wandb->zoobot==1.0.4)\n",
            "  Downloading smmap-5.0.0-py3-none-any.whl (24 kB)\n",
            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (5.3.1)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (0.3.0)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (4.9)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (1.3.1)\n",
            "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (2.1.3)\n",
            "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (0.5.0)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.11,>=2.10->tensorflow==2.10.0->zoobot==1.0.4) (3.2.2)\n",
            "Building wheels for collected packages: zoobot, pathtools\n",
            "  Building editable for zoobot (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for zoobot: filename=zoobot-1.0.4-0.editable-py3-none-any.whl size=19895 sha256=5a33f57a9a56cca0e16cf061f8c260ec8710b659c4c5fc5d14555c734208ca7b\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-u2k0izwc/wheels/b8/32/e8/b630fb8c4ddc2b98bfdc0c6454a7b0264bd72d5b00449d0d0f\n",
            "  Building wheel for pathtools (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pathtools: filename=pathtools-0.1.2-py3-none-any.whl size=8791 sha256=b492080d8adb1678d82958c806a0ab067e3c63d05644bb42e73cae2876f19ac6\n",
            "  Stored in directory: /root/.cache/pip/wheels/e7/f3/22/152153d6eb222ee7a56ff8617d80ee5207207a8c00a7aab794\n",
            "Successfully built zoobot pathtools\n",
            "Installing collected packages: tensorboard-plugin-wit, pathtools, keras, tensorflow-probability, tensorflow-estimator, tensorboard-data-server, smmap, setuptools, setproctitle, sentry-sdk, protobuf, keras-preprocessing, docker-pycreds, keras-applications, gitdb, google-auth-oauthlib, GitPython, galaxy-datasets, wandb, tensorboard, zoobot, tensorflow\n",
            "  Attempting uninstall: keras\n",
            "    Found existing installation: keras 2.12.0\n",
            "    Uninstalling keras-2.12.0:\n",
            "      Successfully uninstalled keras-2.12.0\n",
            "  Attempting uninstall: tensorflow-probability\n",
            "    Found existing installation: tensorflow-probability 0.20.1\n",
            "    Uninstalling tensorflow-probability-0.20.1:\n",
            "      Successfully uninstalled tensorflow-probability-0.20.1\n",
            "  Attempting uninstall: tensorflow-estimator\n",
            "    Found existing installation: tensorflow-estimator 2.12.0\n",
            "    Uninstalling tensorflow-estimator-2.12.0:\n",
            "      Successfully uninstalled tensorflow-estimator-2.12.0\n",
            "  Attempting uninstall: tensorboard-data-server\n",
            "    Found existing installation: tensorboard-data-server 0.7.1\n",
            "    Uninstalling tensorboard-data-server-0.7.1:\n",
            "      Successfully uninstalled tensorboard-data-server-0.7.1\n",
            "  Attempting uninstall: setuptools\n",
            "    Found existing installation: setuptools 67.7.2\n",
            "    Uninstalling setuptools-67.7.2:\n",
            "      Successfully uninstalled setuptools-67.7.2\n",
            "  Attempting uninstall: protobuf\n",
            "    Found existing installation: protobuf 3.20.3\n",
            "    Uninstalling protobuf-3.20.3:\n",
            "      Successfully uninstalled protobuf-3.20.3\n",
            "  Attempting uninstall: google-auth-oauthlib\n",
            "    Found existing installation: google-auth-oauthlib 1.0.0\n",
            "    Uninstalling google-auth-oauthlib-1.0.0:\n",
            "      Successfully uninstalled google-auth-oauthlib-1.0.0\n",
            "  Attempting uninstall: tensorboard\n",
            "    Found existing installation: tensorboard 2.12.3\n",
            "    Uninstalling tensorboard-2.12.3:\n",
            "      Successfully uninstalled tensorboard-2.12.3\n",
            "  Attempting uninstall: tensorflow\n",
            "    Found existing installation: tensorflow 2.12.0\n",
            "    Uninstalling tensorflow-2.12.0:\n",
            "      Successfully uninstalled tensorflow-2.12.0\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "ipython 7.34.0 requires jedi>=0.16, which is not installed.\n",
            "arviz 0.15.1 requires setuptools>=60.0.0, but you have setuptools 59.5.0 which is incompatible.\n",
            "cvxpy 1.3.2 requires setuptools>65.5.1, but you have setuptools 59.5.0 which is incompatible.\n",
            "google-api-core 2.11.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0.dev0,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "google-cloud-bigquery 3.10.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "google-cloud-bigquery-connection 1.12.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "google-cloud-bigquery-storage 2.22.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "google-cloud-datastore 2.15.2 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "google-cloud-firestore 2.11.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "google-cloud-functions 1.13.2 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "google-cloud-language 2.9.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "google-cloud-translate 3.11.3 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "googleapis-common-protos 1.60.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0.dev0,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "grpc-google-iam-v1 0.12.6 requires protobuf!=3.20.0,!=3.20.1,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.19.0 which is incompatible.\n",
            "tensorflow-datasets 4.9.2 requires protobuf>=3.20, but you have protobuf 3.19.0 which is incompatible.\n",
            "tensorflow-hub 0.14.0 requires protobuf>=3.19.6, but you have protobuf 3.19.0 which is incompatible.\n",
            "tensorflow-metadata 1.13.1 requires protobuf<5,>=3.20.3, but you have protobuf 3.19.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed GitPython-3.1.32 docker-pycreds-0.4.0 galaxy-datasets-0.0.14 gitdb-4.0.10 google-auth-oauthlib-0.4.6 keras-2.10.0 keras-applications-1.0.8 keras-preprocessing-1.1.2 pathtools-0.1.2 protobuf-3.19.0 sentry-sdk-1.29.2 setproctitle-1.3.2 setuptools-59.5.0 smmap-5.0.0 tensorboard-2.10.1 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorflow-2.10.0 tensorflow-estimator-2.10.0 tensorflow-probability-0.18.0 wandb-0.15.8 zoobot-1.0.4\n"
          ]
        },
        {
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "_distutils_hack",
                  "google",
                  "pkg_resources",
                  "setuptools"
                ]
              }
            }
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "!pip install -e /content/zoobot[tensorflow]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vXruMgxVPfEW",
        "outputId": "545a711b-6340-48b0-9093-a32d532d2262"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: keras_applications in /usr/local/lib/python3.10/dist-packages (1.0.8)\n",
            "Requirement already satisfied: numpy>=1.9.1 in /usr/local/lib/python3.10/dist-packages (from keras_applications) (1.23.5)\n",
            "Requirement already satisfied: h5py in /usr/local/lib/python3.10/dist-packages (from keras_applications) (3.8.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install keras_applications"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OUHiQrIrPhIn"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import logging\n",
        "import json\n",
        "import glob\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "pd.options.mode.chained_assignment = None\n",
        "import numpy as np\n",
        "from PIL import Image\n",
        "from sklearn.model_selection import train_test_split\n",
        "import tensorflow as tf\n",
        "from tensorflow.keras import layers, regularizers\n",
        "from tqdm import tqdm\n",
        "from sklearn.dummy import DummyClassifier\n",
        "from sklearn import metrics\n",
        "import seaborn as sns\n",
        "%load_ext tensorboard\n",
        "\n",
        "# google colab needs this hack to change the system path to include zoobot\n",
        "# not needed locally\n",
        "import sys\n",
        "sys.path.insert(0,'/content/zoobot')\n",
        "sys.path.insert(0,'/content/galaxy-datasets')\n",
        "\n",
        "from zoobot.shared import label_metadata, schemas\n",
        "#from zoobot.tensorflow.data_utils import image_datasets\n",
        "from zoobot.tensorflow.estimators import define_model, custom_layers #preprocess\n",
        "from zoobot.tensorflow.predictions import predict_on_dataset\n",
        "from zoobot.tensorflow.training import training_config, losses, finetune\n",
        "#from zoobot.tensorflow.transfer_learning import utils\n",
        "\n",
        "from galaxy_datasets.tensorflow import get_image_dataset, add_transforms_to_dataset\n",
        "from galaxy_datasets.transforms import default_transforms\n",
        "from galaxy_datasets import gz_hubble\n",
        "\n",
        "checkpoint_dir = '/content/drive/MyDrive/MPE/ZoobotEuclid/Zoobot/evo_tf_gr_16129' #weights B\n",
        "#checkpoint_dir = '/content/drive/MyDrive/MPE/ZoobotEuclid/Zoobot/dr5_tf_gr_4975' #weights A\n",
        "#checkpoint_dir = None #weights C"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "76LZ4zcqZnvn"
      },
      "outputs": [],
      "source": [
        "plt.rcParams['mathtext.fontset'] = 'cm'\n",
        "plt.rcParams['font.family'] = 'STIXGeneral'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "se7DgrkyPHdY",
        "outputId": "8ac5672e-11b7-41ad-e4ef-01dd39305a88"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Device Name: /device:GPU:0\n"
          ]
        }
      ],
      "source": [
        "device_name = tf.test.gpu_device_name()\n",
        "print(\"Device Name:\",device_name)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DezIyBK-6hIh"
      },
      "source": [
        "# Images and Labels"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0BqvcVbzRTZG"
      },
      "source": [
        "### Images"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yyOX31sp7CWn"
      },
      "outputs": [],
      "source": [
        "#Image parameters\n",
        "initial_size, resize_size, file_format = 300, 224, \"jpg\"\n",
        "\n",
        "#Batch size\n",
        "batch_size = 64"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ff8qCfRW618R",
        "outputId": "9c5a4a9c-807c-4ca9-deb6-18700337adbd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
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          ]
        }
      ],
      "source": [
        "#Euclidized HST images\n",
        "!cp /content/drive/MyDrive/MPE/ZoobotEuclid/Data/Euclidized_COSMOS_complete/jpgs_euclid_complete.zip /content/\n",
        "!unzip jpgs_euclid_complete.zip\n",
        "\n",
        "#Original HST images\n",
        "#!cp /content/drive/MyDrive/MPE/ZoobotEuclid/Data/Hubble_COSMOS_complete/jpgs_hubble_complete.zip /content/\n",
        "#!unzip jpgs_hubble_complete.zip"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NvqXjqUT4DyU"
      },
      "outputs": [],
      "source": [
        "def check_for_images(paths):\n",
        "    \"\"\"\n",
        "        Check if images are present and remove non-existing images.\n",
        "    \"\"\"\n",
        "    print(\"There are labels for\",len(paths),\"images.\")\n",
        "    print(\"Checking if the files exist...\")\n",
        "    ids_checked= []\n",
        "    for i in range(len(paths)):\n",
        "        file_exists = os.path.exists(paths[i])\n",
        "        if file_exists:\n",
        "            ids_checked.append(paths[i].split(\"/\")[-1].split(\".\")[0])\n",
        "    print(\"\\n --> Check over. There are actually\",len(ids_checked),\"images.\")\n",
        "    return ids_checked"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9RedhN6VRWAs"
      },
      "source": [
        "### Labels"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8GNwhNxGAnXf",
        "outputId": "66289d8f-ef8e-4337-eda2-51f153251052"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "There are labels for 84954 images.\n",
            "Checking if the files exist...\n",
            "\n",
            " --> Check over. There are actually 76176 images.\n"
          ]
        }
      ],
      "source": [
        "df = pd.read_csv(\"/content/drive/MyDrive/MPE/ZoobotEuclid/Data/gz_hubble_labels_zoobot_complete.csv\") #Complete dataset\n",
        "paths = [\"/content/jpgs_euclid_complete/\" + str(name) for name in list(df[\"filename\"])]\n",
        "df[\"id_str\"] = paths\n",
        "ids_checked = check_for_images(paths)\n",
        "filenames = [str(name)+\".jpg\" for name in ids_checked]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xNGXPu_nqRO6",
        "outputId": "ed78e939-0723-43d7-80f9-ad323ee6a23a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Applied 80%/20% split: 60940 images for train and val, 15236 images for testing\n"
          ]
        }
      ],
      "source": [
        "#Split catalog\n",
        "filenames_train_val, filenames_test = train_test_split(filenames, train_size=0.8, random_state=30)\n",
        "catalog_train_val = df[df[\"filename\"].isin(filenames_train_val)]\n",
        "catalog_test = df[df[\"filename\"].isin(filenames_test)]\n",
        "print(\"Applied 80%/20% split: {} images for train and val, {} images for testing\".format(len(catalog_train_val),len(catalog_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 905
        },
        "id": "T0kD1X8urxBb",
        "outputId": "15ae39c0-d4eb-443b-8920-ce9423d0f7bc"
      },
      "outputs": [
        {
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              "      <td>...</td>\n",
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              "    <tr>\n",
              "      <th>84950</th>\n",
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              "      <td>202251062.jpg</td>\n",
              "      <td>1.0</td>\n",
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              "    <tr>\n",
              "      <th>84951</th>\n",
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              "      <td>22.9417</td>\n",
              "      <td>202735002.jpg</td>\n",
              "      <td>10.0</td>\n",
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              "      <td>/content/jpgs_euclid_complete/202735002.jpg</td>\n",
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              "    <tr>\n",
              "      <th>84952</th>\n",
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              "      <td>23.1505</td>\n",
              "      <td>202882042.jpg</td>\n",
              "      <td>19.0</td>\n",
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              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <th>84953</th>\n",
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              "      <td>203191082.jpg</td>\n",
              "      <td>9.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
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              "  </tbody>\n",
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              "<p>60940 rows × 47 columns</p>\n",
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              "  </div>\n"
            ],
            "text/plain": [
              "       survey_id          RA       DEC   Z_BEST  MAG_BEST_HI       filename  \\\n",
              "20      20000084  150.721991  1.625911  999.000      21.6095   20000084.jpg   \n",
              "29      20000095  150.713586  1.626127  999.000      21.6529   20000095.jpg   \n",
              "104     20000369  150.662185  1.626748    0.354      21.7621   20000369.jpg   \n",
              "136     20000414  150.584715  1.626112    0.111      19.5115   20000414.jpg   \n",
              "177     20000564  150.636166  1.627649    0.939      23.1254   20000564.jpg   \n",
              "...          ...         ...       ...      ...          ...            ...   \n",
              "84949  202172042  150.572694  1.855250  999.000      23.1246  202172042.jpg   \n",
              "84950  202251062  149.997296  1.839619  999.000      22.6692  202251062.jpg   \n",
              "84951  202735002  149.952597  2.386713    0.867      22.9417  202735002.jpg   \n",
              "84952  202882042  150.085100  2.527799    1.201      23.1505  202882042.jpg   \n",
              "84953  203191082  149.591667  2.825391    0.855      21.6481  203191082.jpg   \n",
              "\n",
              "       smooth-or-featured-hubble_smooth  smooth-or-featured-hubble_features  \\\n",
              "20                                 31.0                                17.0   \n",
              "29                                 33.0                                 9.0   \n",
              "104                                19.0                                29.0   \n",
              "136                                33.0                                 8.0   \n",
              "177                                30.0                                 6.0   \n",
              "...                                 ...                                 ...   \n",
              "84949                               2.0                                25.0   \n",
              "84950                               1.0                                 1.0   \n",
              "84951                              10.0                                13.0   \n",
              "84952                              19.0                                 5.0   \n",
              "84953                               9.0                                13.0   \n",
              "\n",
              "       smooth-or-featured-hubble_artifact  disk-edge-on-hubble_yes  ...  \\\n",
              "20                                    3.0                     14.0  ...   \n",
              "29                                    5.0                      1.0  ...   \n",
              "104                                   6.0                      0.0  ...   \n",
              "136                                   2.0                      0.0  ...   \n",
              "177                                   6.0                      0.0  ...   \n",
              "...                                   ...                      ...  ...   \n",
              "84949                                 5.0                      0.0  ...   \n",
              "84950                                24.0                      0.0  ...   \n",
              "84951                                 7.0                      0.0  ...   \n",
              "84952                                 4.0                      0.0  ...   \n",
              "84953                                 3.0                      1.0  ...   \n",
              "\n",
              "       clump-count-hubble_2  clump-count-hubble_3  clump-count-hubble_4  \\\n",
              "20                      0.0                   0.0                   0.0   \n",
              "29                      1.0                   1.0                   0.0   \n",
              "104                     1.0                   7.0                   5.0   \n",
              "136                     0.0                   0.0                   0.0   \n",
              "177                     0.0                   1.0                   0.0   \n",
              "...                     ...                   ...                   ...   \n",
              "84949                   0.0                   0.0                   0.0   \n",
              "84950                   0.0                   0.0                   0.0   \n",
              "84951                   1.0                   0.0                   3.0   \n",
              "84952                   3.0                   2.0                   0.0   \n",
              "84953                   2.0                   1.0                   0.0   \n",
              "\n",
              "       clump-count-hubble_5-plus  clump-count-hubble_cant-tell  \\\n",
              "20                           0.0                           2.0   \n",
              "29                           0.0                           0.0   \n",
              "104                          6.0                           1.0   \n",
              "136                          0.0                           0.0   \n",
              "177                          0.0                           0.0   \n",
              "...                          ...                           ...   \n",
              "84949                        4.0                           5.0   \n",
              "84950                        1.0                           0.0   \n",
              "84951                        7.0                           0.0   \n",
              "84952                        0.0                           0.0   \n",
              "84953                        3.0                           1.0   \n",
              "\n",
              "       galaxy-symmetrical-hubble_yes  galaxy-symmetrical-hubble_no  \\\n",
              "20                               1.0                           1.0   \n",
              "29                               2.0                           1.0   \n",
              "104                              5.0                           8.0   \n",
              "136                              2.0                           1.0   \n",
              "177                              1.0                           2.0   \n",
              "...                              ...                           ...   \n",
              "84949                            1.0                           0.0   \n",
              "84950                            0.0                           1.0   \n",
              "84951                            3.0                           9.0   \n",
              "84952                            1.0                           4.0   \n",
              "84953                            0.0                           4.0   \n",
              "\n",
              "       clumps-embedded-larger-object-hubble_yes  \\\n",
              "20                                          1.0   \n",
              "29                                          2.0   \n",
              "104                                        11.0   \n",
              "136                                         3.0   \n",
              "177                                         1.0   \n",
              "...                                         ...   \n",
              "84949                                       1.0   \n",
              "84950                                       1.0   \n",
              "84951                                       4.0   \n",
              "84952                                       4.0   \n",
              "84953                                       1.0   \n",
              "\n",
              "       clumps-embedded-larger-object-hubble_no  \\\n",
              "20                                         1.0   \n",
              "29                                         1.0   \n",
              "104                                        2.0   \n",
              "136                                        0.0   \n",
              "177                                        2.0   \n",
              "...                                        ...   \n",
              "84949                                      0.0   \n",
              "84950                                      0.0   \n",
              "84951                                      8.0   \n",
              "84952                                      1.0   \n",
              "84953                                      3.0   \n",
              "\n",
              "                                            id_str  \n",
              "20      /content/jpgs_euclid_complete/20000084.jpg  \n",
              "29      /content/jpgs_euclid_complete/20000095.jpg  \n",
              "104     /content/jpgs_euclid_complete/20000369.jpg  \n",
              "136     /content/jpgs_euclid_complete/20000414.jpg  \n",
              "177     /content/jpgs_euclid_complete/20000564.jpg  \n",
              "...                                            ...  \n",
              "84949  /content/jpgs_euclid_complete/202172042.jpg  \n",
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              "84951  /content/jpgs_euclid_complete/202735002.jpg  \n",
              "84952  /content/jpgs_euclid_complete/202882042.jpg  \n",
              "84953  /content/jpgs_euclid_complete/203191082.jpg  \n",
              "\n",
              "[60940 rows x 47 columns]"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#catalog_train_val = catalog_train_val[catalog_train_val[\"MAG_BEST_HI\"]<22.5] #Bright\n",
        "catalog_train_val #Complete"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 905
        },
        "id": "ho9LTCjVOCvh",
        "outputId": "0a98bf0d-240b-4228-c73a-8a86848b8003"
      },
      "outputs": [
        {
          "data": {
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              "      <th>survey_id</th>\n",
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              "      <th>disk-edge-on-hubble_yes</th>\n",
              "      <th>...</th>\n",
              "      <th>clump-count-hubble_2</th>\n",
              "      <th>clump-count-hubble_3</th>\n",
              "      <th>clump-count-hubble_4</th>\n",
              "      <th>clump-count-hubble_5-plus</th>\n",
              "      <th>clump-count-hubble_cant-tell</th>\n",
              "      <th>galaxy-symmetrical-hubble_yes</th>\n",
              "      <th>galaxy-symmetrical-hubble_no</th>\n",
              "      <th>clumps-embedded-larger-object-hubble_yes</th>\n",
              "      <th>clumps-embedded-larger-object-hubble_no</th>\n",
              "      <th>id_str</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>20000347</td>\n",
              "      <td>150.711232</td>\n",
              "      <td>1.627469</td>\n",
              "      <td>999.000</td>\n",
              "      <td>21.5986</td>\n",
              "      <td>20000347.jpg</td>\n",
              "      <td>29.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/20000347.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>20000358</td>\n",
              "      <td>150.719030</td>\n",
              "      <td>1.627365</td>\n",
              "      <td>999.000</td>\n",
              "      <td>23.4567</td>\n",
              "      <td>20000358.jpg</td>\n",
              "      <td>29.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/20000358.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>20000380</td>\n",
              "      <td>150.671040</td>\n",
              "      <td>1.626753</td>\n",
              "      <td>1.316</td>\n",
              "      <td>22.5915</td>\n",
              "      <td>20000380.jpg</td>\n",
              "      <td>11.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>3.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/20000380.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>20000575</td>\n",
              "      <td>150.601022</td>\n",
              "      <td>1.627498</td>\n",
              "      <td>999.000</td>\n",
              "      <td>22.6611</td>\n",
              "      <td>20000575.jpg</td>\n",
              "      <td>36.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/20000575.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>20000609</td>\n",
              "      <td>150.500419</td>\n",
              "      <td>1.626353</td>\n",
              "      <td>999.000</td>\n",
              "      <td>22.6972</td>\n",
              "      <td>20000609.jpg</td>\n",
              "      <td>23.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/20000609.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84921</th>\n",
              "      <td>201827042</td>\n",
              "      <td>149.792775</td>\n",
              "      <td>2.787540</td>\n",
              "      <td>0.306</td>\n",
              "      <td>20.1270</td>\n",
              "      <td>201827042.jpg</td>\n",
              "      <td>10.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/201827042.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84927</th>\n",
              "      <td>201858002</td>\n",
              "      <td>149.558295</td>\n",
              "      <td>2.730689</td>\n",
              "      <td>999.000</td>\n",
              "      <td>23.2383</td>\n",
              "      <td>201858002.jpg</td>\n",
              "      <td>11.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/201858002.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84934</th>\n",
              "      <td>201903062</td>\n",
              "      <td>150.644545</td>\n",
              "      <td>2.807798</td>\n",
              "      <td>2.018</td>\n",
              "      <td>23.1217</td>\n",
              "      <td>201903062.jpg</td>\n",
              "      <td>6.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/201903062.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84947</th>\n",
              "      <td>201989002</td>\n",
              "      <td>149.662353</td>\n",
              "      <td>2.791116</td>\n",
              "      <td>0.232</td>\n",
              "      <td>22.1965</td>\n",
              "      <td>201989002.jpg</td>\n",
              "      <td>20.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/201989002.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84948</th>\n",
              "      <td>202000022</td>\n",
              "      <td>149.561825</td>\n",
              "      <td>2.799838</td>\n",
              "      <td>999.000</td>\n",
              "      <td>23.1738</td>\n",
              "      <td>202000022.jpg</td>\n",
              "      <td>17.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>/content/jpgs_euclid_complete/202000022.jpg</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>15236 rows × 47 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f5892914-923d-4ee2-bb70-dfc259866ccd')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "    fill: #1967D2;\n",
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              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
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              "      <script>\n",
              "\n",
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              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
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              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-f5892914-923d-4ee2-bb70-dfc259866ccd');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "       survey_id          RA       DEC   Z_BEST  MAG_BEST_HI       filename  \\\n",
              "89      20000347  150.711232  1.627469  999.000      21.5986   20000347.jpg   \n",
              "94      20000358  150.719030  1.627365  999.000      23.4567   20000358.jpg   \n",
              "113     20000380  150.671040  1.626753    1.316      22.5915   20000380.jpg   \n",
              "185     20000575  150.601022  1.627498  999.000      22.6611   20000575.jpg   \n",
              "213     20000609  150.500419  1.626353  999.000      22.6972   20000609.jpg   \n",
              "...          ...         ...       ...      ...          ...            ...   \n",
              "84921  201827042  149.792775  2.787540    0.306      20.1270  201827042.jpg   \n",
              "84927  201858002  149.558295  2.730689  999.000      23.2383  201858002.jpg   \n",
              "84934  201903062  150.644545  2.807798    2.018      23.1217  201903062.jpg   \n",
              "84947  201989002  149.662353  2.791116    0.232      22.1965  201989002.jpg   \n",
              "84948  202000022  149.561825  2.799838  999.000      23.1738  202000022.jpg   \n",
              "\n",
              "       smooth-or-featured-hubble_smooth  smooth-or-featured-hubble_features  \\\n",
              "89                                 29.0                                10.0   \n",
              "94                                 29.0                                 8.0   \n",
              "113                                11.0                                27.0   \n",
              "185                                36.0                                 4.0   \n",
              "213                                23.0                                 7.0   \n",
              "...                                 ...                                 ...   \n",
              "84921                              10.0                                13.0   \n",
              "84927                              11.0                                14.0   \n",
              "84934                               6.0                                11.0   \n",
              "84947                              20.0                                 5.0   \n",
              "84948                              17.0                                 7.0   \n",
              "\n",
              "       smooth-or-featured-hubble_artifact  disk-edge-on-hubble_yes  ...  \\\n",
              "89                                    4.0                      1.0  ...   \n",
              "94                                   13.0                      1.0  ...   \n",
              "113                                   7.0                      1.0  ...   \n",
              "185                                   4.0                      0.0  ...   \n",
              "213                                   7.0                      1.0  ...   \n",
              "...                                   ...                      ...  ...   \n",
              "84921                                 5.0                      1.0  ...   \n",
              "84927                                 2.0                      0.0  ...   \n",
              "84934                                16.0                      0.0  ...   \n",
              "84947                                12.0                      2.0  ...   \n",
              "84948                                 4.0                      0.0  ...   \n",
              "\n",
              "       clump-count-hubble_2  clump-count-hubble_3  clump-count-hubble_4  \\\n",
              "89                      0.0                   0.0                   0.0   \n",
              "94                      1.0                   0.0                   0.0   \n",
              "113                     3.0                  10.0                   5.0   \n",
              "185                     0.0                   0.0                   0.0   \n",
              "213                     1.0                   1.0                   0.0   \n",
              "...                     ...                   ...                   ...   \n",
              "84921                   3.0                   0.0                   0.0   \n",
              "84927                   2.0                   0.0                   0.0   \n",
              "84934                   0.0                   1.0                   0.0   \n",
              "84947                   0.0                   0.0                   0.0   \n",
              "84948                   1.0                   0.0                   0.0   \n",
              "\n",
              "       clump-count-hubble_5-plus  clump-count-hubble_cant-tell  \\\n",
              "89                           0.0                           0.0   \n",
              "94                           0.0                           1.0   \n",
              "113                          5.0                           2.0   \n",
              "185                          0.0                           0.0   \n",
              "213                          0.0                           1.0   \n",
              "...                          ...                           ...   \n",
              "84921                        0.0                           0.0   \n",
              "84927                        0.0                           0.0   \n",
              "84934                        1.0                           6.0   \n",
              "84947                        0.0                           0.0   \n",
              "84948                        0.0                           1.0   \n",
              "\n",
              "       galaxy-symmetrical-hubble_yes  galaxy-symmetrical-hubble_no  \\\n",
              "89                               2.0                           0.0   \n",
              "94                               2.0                           2.0   \n",
              "113                              3.0                          21.0   \n",
              "185                              1.0                           0.0   \n",
              "213                              0.0                           3.0   \n",
              "...                              ...                           ...   \n",
              "84921                            3.0                           0.0   \n",
              "84927                            1.0                           2.0   \n",
              "84934                            0.0                           8.0   \n",
              "84947                            0.0                           0.0   \n",
              "84948                            2.0                           1.0   \n",
              "\n",
              "       clumps-embedded-larger-object-hubble_yes  \\\n",
              "89                                          2.0   \n",
              "94                                          4.0   \n",
              "113                                        15.0   \n",
              "185                                         1.0   \n",
              "213                                         3.0   \n",
              "...                                         ...   \n",
              "84921                                       2.0   \n",
              "84927                                       3.0   \n",
              "84934                                       3.0   \n",
              "84947                                       0.0   \n",
              "84948                                       3.0   \n",
              "\n",
              "       clumps-embedded-larger-object-hubble_no  \\\n",
              "89                                         0.0   \n",
              "94                                         0.0   \n",
              "113                                        9.0   \n",
              "185                                        0.0   \n",
              "213                                        0.0   \n",
              "...                                        ...   \n",
              "84921                                      1.0   \n",
              "84927                                      0.0   \n",
              "84934                                      5.0   \n",
              "84947                                      0.0   \n",
              "84948                                      0.0   \n",
              "\n",
              "                                            id_str  \n",
              "89      /content/jpgs_euclid_complete/20000347.jpg  \n",
              "94      /content/jpgs_euclid_complete/20000358.jpg  \n",
              "113     /content/jpgs_euclid_complete/20000380.jpg  \n",
              "185     /content/jpgs_euclid_complete/20000575.jpg  \n",
              "213     /content/jpgs_euclid_complete/20000609.jpg  \n",
              "...                                            ...  \n",
              "84921  /content/jpgs_euclid_complete/201827042.jpg  \n",
              "84927  /content/jpgs_euclid_complete/201858002.jpg  \n",
              "84934  /content/jpgs_euclid_complete/201903062.jpg  \n",
              "84947  /content/jpgs_euclid_complete/201989002.jpg  \n",
              "84948  /content/jpgs_euclid_complete/202000022.jpg  \n",
              "\n",
              "[15236 rows x 47 columns]"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "catalog_test"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ST35jzYX58Zp"
      },
      "source": [
        "# Zoobot - Complete Decision Tree"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ryn423HvPXDO"
      },
      "source": [
        "### Decision Tree"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5Jp_We0lHkDE"
      },
      "outputs": [],
      "source": [
        "hubble_pairs = {\n",
        "    'smooth-or-featured-hubble': ['_smooth', '_features', '_artifact'],\n",
        "    'disk-edge-on-hubble': ['_yes', '_no'],\n",
        "    'has-spiral-arms-hubble': ['_yes', '_no'],\n",
        "    'bar-hubble': ['_yes', '_no'],\n",
        "    'bulge-size-hubble': ['_none', '_just-noticeable', '_obvious', '_dominant'],\n",
        "    'how-rounded-hubble': ['_completely', '_in-between', '_cigar-shaped'],\n",
        "    'bulge-shape-hubble': ['_rounded', '_boxy', '_none'],\n",
        "    'spiral-winding-hubble': ['_tight', '_medium', '_loose'],\n",
        "    'spiral-arm-count-hubble': ['_1', '_2', '_3', '_4', '_5-plus', '_cant-tell'],\n",
        "    'clumpy-appearance-hubble': ['_yes', '_no'],\n",
        "    'clump-count-hubble': ['_1', '_2', '_3', '_4', '_5-plus', '_cant-tell'],\n",
        "    'galaxy-symmetrical-hubble': ['_yes', '_no'],\n",
        "    'clumps-embedded-larger-object-hubble': ['_yes', '_no']\n",
        "}\n",
        "\n",
        "hubble_ortho_dependencies = {\n",
        "    'smooth-or-featured-hubble': None,\n",
        "    'how-rounded-hubble': 'smooth-or-featured-hubble_smooth',\n",
        "    'clumpy-appearance-hubble': 'smooth-or-featured-hubble_features',\n",
        "    'clump-count-hubble': 'clumpy-appearance-hubble_yes',\n",
        "    'galaxy-symmetrical-hubble': 'clumpy-appearance-hubble_yes',\n",
        "    'clumps-embedded-larger-object-hubble': 'clumpy-appearance-hubble_yes',\n",
        "    'disk-edge-on-hubble': 'clumpy-appearance-hubble_no',\n",
        "    'bulge-shape-hubble': 'disk-edge-on-hubble_yes',\n",
        "    'bar-hubble': 'disk-edge-on-hubble_no',\n",
        "    'has-spiral-arms-hubble': 'disk-edge-on-hubble_no',\n",
        "    'spiral-winding-hubble': 'disk-edge-on-hubble_no',\n",
        "    'spiral-arm-count-hubble': 'disk-edge-on-hubble_no',\n",
        "    'bulge-size-hubble': 'disk-edge-on-hubble_no'\n",
        "}\n",
        "\n",
        "hubble_schema = schemas.Schema(hubble_pairs,hubble_ortho_dependencies)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "34e9hC3pRXoX",
        "outputId": "b7a7e386-3ac2-4bbf-e8f0-f8d3e48ddbaf"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of questions: 13\n",
            "Number of answers: 40\n"
          ]
        }
      ],
      "source": [
        "#Full decision tree\n",
        "print(\"Number of questions:\",len(hubble_schema.questions))\n",
        "print(\"Number of answers:\",len(hubble_schema.label_cols))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bnWw3I5xZZCd"
      },
      "source": [
        "### Specific functions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "I1ijShXBsBZn"
      },
      "outputs": [],
      "source": [
        "def prepare_dataset_numbers(catalog,num_train,schema):\n",
        "    \"\"\"\n",
        "        Prepares the train and validation datasets for the given schema.\n",
        "    \"\"\"\n",
        "    train_catalog, val_catalog = train_test_split(catalog, train_size=int(0.8*num_train),test_size=int(0.2*num_train), random_state=90)\n",
        "\n",
        "    train_image_paths = list(train_catalog['id_str'])\n",
        "    val_image_paths = list(val_catalog['id_str'])\n",
        "\n",
        "    print(\"Number of train galaxies:\",len(train_image_paths))\n",
        "    print(\"Number of val galaxies:\",len(val_image_paths))\n",
        "\n",
        "    train_labels = train_catalog[schema.label_cols].values\n",
        "    val_labels = val_catalog[schema.label_cols].values\n",
        "\n",
        "    train_dataset = get_image_dataset(\n",
        "        train_image_paths,\n",
        "        requested_img_size=initial_size,\n",
        "        labels=train_labels,\n",
        "        greyscale=True,\n",
        "        include_id_str=False\n",
        "    )\n",
        "\n",
        "    val_dataset = get_image_dataset(\n",
        "        val_image_paths,\n",
        "        requested_img_size=initial_size,\n",
        "        labels=val_labels,\n",
        "        greyscale=True,\n",
        "        include_id_str=False\n",
        "    )\n",
        "\n",
        "    transforms = default_transforms(crop_scale_bounds=(1,1),crop_ratio_bounds=(1,1),resize_after_crop=initial_size)\n",
        "\n",
        "    train_dataset = add_transforms_to_dataset(train_dataset, transforms)\n",
        "    val_dataset = add_transforms_to_dataset(val_dataset, transforms)\n",
        "\n",
        "    train_dataset = train_dataset.shuffle(5000).batch(batch_size).prefetch(tf.data.experimental.AUTOTUNE)\n",
        "    val_dataset = val_dataset.batch(batch_size).prefetch(tf.data.experimental.AUTOTUNE)\n",
        "\n",
        "    return train_dataset, val_dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YI5x7Q9qP8qy"
      },
      "outputs": [],
      "source": [
        "def prepare_model_votes(schema):\n",
        "    \"\"\"\n",
        "        Prepares the pretrained regression model for the finetuning.\n",
        "    \"\"\"\n",
        "    if checkpoint_dir:\n",
        "        #Pretrained model\n",
        "        checkpoint_loc = os.path.join(checkpoint_dir, 'checkpoint')\n",
        "        print(\"Loading zoobot weights from:\",checkpoint_loc)\n",
        "        base_model = define_model.load_model(\n",
        "            input_size=initial_size,\n",
        "            channels=1,\n",
        "            dropout_rate=0.2,\n",
        "            include_top=False,\n",
        "            checkpoint_loc=checkpoint_loc\n",
        "            )\n",
        "    else:\n",
        "        #Model without pretraining\n",
        "        base_model = define_model.get_model(\n",
        "            input_size=initial_size,\n",
        "            output_dim=34,\n",
        "            channels=1,\n",
        "            dropout_rate=0.2,\n",
        "            include_top=False,\n",
        "            )\n",
        "        print(\"Starting with random weights.\")\n",
        "\n",
        "    base_model.trainable = False\n",
        "\n",
        "    new_head = tf.keras.Sequential([\n",
        "        layers.InputLayer(input_shape=(1280)),\n",
        "        layers.Dense(len(schema.label_cols), activation=lambda x: tf.nn.sigmoid(x) * 100. + 1.)\n",
        "    ])\n",
        "\n",
        "    model = tf.keras.Sequential([\n",
        "        base_model,\n",
        "        new_head\n",
        "    ])\n",
        "\n",
        "    print(\"Created model: Zoobot with new head\")\n",
        "    model.summary()\n",
        "\n",
        "    return model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yep2XMi-wI9Q"
      },
      "outputs": [],
      "source": [
        "def train_on_vote_labels(model, schema, train_dataset, val_dataset, save_path, lr=None, epochs=10, reduce_patience=10, patience=20):\n",
        "    \"\"\"\n",
        "        Trains the model with the given datasets (train_dataset, val_dataset) and saves the results at the given path.\n",
        "    \"\"\"\n",
        "    multiquestion_loss = losses.get_multiquestion_loss(schema.question_index_groups, sum_over_questions=True,\\\n",
        "            reduction=tf.keras.losses.Reduction.NONE)\n",
        "    def loss(x, y): return multiquestion_loss(x, y) / batch_size\n",
        "\n",
        "    extra_callbacks = []\n",
        "    if lr is None:\n",
        "        reduce_on_plateau = tf.keras.callbacks.ReduceLROnPlateau(monitor=\"val_loss\", factor=0.25, patience=reduce_patience, cooldown=5, verbose=0)\n",
        "        extra_callbacks = [reduce_on_plateau]\n",
        "        adam_optimizer = tf.keras.optimizers.Adam()\n",
        "    else:\n",
        "        adam_optimizer = tf.keras.optimizers.Adam(learning_rate=lr)\n",
        "        extra_callbacks = []\n",
        "\n",
        "    model.compile(loss=loss, optimizer=adam_optimizer)\n",
        "\n",
        "    trainer = training_config.Trainer(log_dir=save_path, epochs=epochs, patience=patience)\n",
        "\n",
        "    model = trainer.fit(model, train_dataset, val_dataset, extra_callbacks=extra_callbacks)\n",
        "\n",
        "    return model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Qf5HdwSsbzVs"
      },
      "outputs": [],
      "source": [
        "def train_finetuning_loop(model,schema,train_dataset,val_dataset,save_path,loop_yes=True):\n",
        "    print(\"--> Training...\")\n",
        "    model = train_on_vote_labels(model,schema,train_dataset,val_dataset,save_path)\n",
        "    layers = ['top', 'block7', 'block6', 'block5', 'block4','block3','block2']\n",
        "\n",
        "    if loop_yes:\n",
        "        for i in range(len(layers)-1):\n",
        "            print(\"Unfreezing model layers:\",layers[:i+1])\n",
        "            print(\"--> Training...\")\n",
        "            finetune.unfreeze_model(model, unfreeze_names=layers[:i+1])\n",
        "            model = train_on_vote_labels(model,schema,train_dataset,val_dataset,save_path)\n",
        "\n",
        "    print(\"Unfreezing all model layers.\")\n",
        "    print(\"--> Training...\")\n",
        "    finetune.unfreeze_model(model, unfreeze_names=[], unfreeze_all=True)\n",
        "    model = train_on_vote_labels(model,schema,train_dataset,val_dataset,save_path)\n",
        "\n",
        "    return model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qfrTzlXVzEKI"
      },
      "outputs": [],
      "source": [
        "def make_predictions(model,pred_catalog,schema,save_path,save_name=\"test_predictions.csv\"):\n",
        "    \"\"\"\n",
        "        Makes predictions on images given by the 'paths' list with the given schema and saves them.\n",
        "    \"\"\"\n",
        "    pred_image_paths = list(pred_catalog['id_str'])\n",
        "\n",
        "    prediction_dataset = get_image_dataset(\n",
        "        pred_image_paths,\n",
        "        include_id_str=True,\n",
        "        labels=None,\n",
        "        requested_img_size=initial_size,\n",
        "        greyscale=True\n",
        "    )\n",
        "\n",
        "    transforms = default_transforms(crop_scale_bounds=(1,1),crop_ratio_bounds=(1, 1),resize_after_crop=initial_size)\n",
        "    prediction_dataset = add_transforms_to_dataset(prediction_dataset, transforms)\n",
        "\n",
        "    prediction_dataset = prediction_dataset.batch(32, drop_remainder=False)\n",
        "\n",
        "    save_loc = save_path+save_name\n",
        "    predict_on_dataset.predict(prediction_dataset, model, 1, schema.label_cols, save_loc)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5nyGk3X7VpOb"
      },
      "outputs": [],
      "source": [
        "def predict_on_dataset_reg(model,pred_catalog,schema,save_path,save_name=\"test_predictions.csv\"):\n",
        "    print(\"Predicting on {} galaxies...\".format(len(pred_catalog)))\n",
        "    make_predictions(model,pred_catalog,schema,save_path,save_name=save_name)\n",
        "    print(\"--> Done.\")\n",
        "    dataset_pred = pd.read_csv(save_path+save_name)\n",
        "    predictions_with_labels = pd.merge(dataset_pred, pred_catalog, on='id_str', how='inner')\n",
        "    predictions_with_labels_frac = concentrations_to_vote_fractions(predictions_with_labels,schema)\n",
        "    predictions_with_labels_frac.to_csv(save_path+save_name,index=False)\n",
        "    print(\"All results saved at {}\".format(save_path+save_name))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FUSjujDSK_aM"
      },
      "outputs": [],
      "source": [
        "def concentrations_to_vote_fractions(dataset_pred,schema,with_labels=True):\n",
        "    \"\"\"\n",
        "        Transforms the given concentrations into vote fractions for the given\n",
        "        binary schema and save them.\n",
        "    \"\"\"\n",
        "    answers = list(schema.label_cols)\n",
        "    answers_pred = []\n",
        "    for i in range(len(answers)): answers_pred.append(answers[i] + \"_pred\")\n",
        "    if with_labels:\n",
        "        answer_list = [answers,answers_pred]\n",
        "    else:\n",
        "        answer_list = [answers_pred]\n",
        "    answer_indices = list(schema.question_index_groups)\n",
        "    print(\"Calculating vote fractions for {} questions with {} answers in total...\".format(len(answer_indices),len(answers)))\n",
        "\n",
        "    print(\"--> For {} galaxies\".format(len(dataset_pred)))\n",
        "    for n in range(len(answer_list)):\n",
        "        for i in range(len(answer_indices)):\n",
        "            #The concentrations for all answers (index 0 is answer 0, ...)\n",
        "            data_concentrations = []\n",
        "            for j in range(answer_indices[i][0],answer_indices[i][1]+1):\n",
        "                data_votes = list(dataset_pred[answer_list[n][j]])\n",
        "                data_conc = []\n",
        "                for k in range(len(data_votes)):\n",
        "                    data_conc.append(data_votes[k])\n",
        "                data_concentrations.append(data_conc)\n",
        "            data_concentrations = np.array(data_concentrations)\n",
        "            #Calculate fractions\n",
        "            total_votes = data_concentrations.sum(axis=0)\n",
        "            data_frac = data_concentrations/total_votes\n",
        "            for j in range(answer_indices[i][0],answer_indices[i][1]+1):\n",
        "                dataset_pred[answer_list[n][j]+\"_frac\"] = data_frac[j-answer_indices[i][0],:]\n",
        "                question = answer_list[n][j].split(\"_\")[0]\n",
        "            if n==0: dataset_pred[question+\"_number\"] = total_votes\n",
        "\n",
        "    return dataset_pred"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "U6lLlYJvP66c"
      },
      "outputs": [],
      "source": [
        "def mean_deviation_half(schema,save_path,save_name,model_name=\"Zoobot - Euclid\"):\n",
        "    data = pd.read_csv(save_path+save_name)\n",
        "\n",
        "    questions = list(schema.question_answer_pairs.keys())\n",
        "    answers = schema.label_cols\n",
        "    answer_indices = schema.question_index_groups\n",
        "\n",
        "    print(\"Calculating deviations...\")\n",
        "\n",
        "    #Get number of volunteers\n",
        "    number_votes = data[\"smooth-or-featured-hubble_number\"]\n",
        "    half_num_votes = np.array(number_votes)/2\n",
        "\n",
        "    #Calculate deviations\n",
        "    deviations_answers, num_answers = [], []\n",
        "    labels_complete, predictions_complete = [], []\n",
        "    for i in range(len(answers)):\n",
        "        predictions, labels = [], []\n",
        "        question = answers[i].split(\"_\")[0]\n",
        "        for j in range(len(data)):\n",
        "            if data[question+\"_number\"].iloc[j] >= half_num_votes[j]:\n",
        "                predictions.append(data[answers[i]+\"_pred_frac\"].iloc[j])\n",
        "                labels.append(data[answers[i]+\"_frac\"].iloc[j])\n",
        "        deviations = np.abs(np.array(predictions)-np.array(labels))\n",
        "        num_answers.append(len(deviations))\n",
        "        deviations_answers.append(np.mean(deviations))\n",
        "        labels_complete.append(labels)\n",
        "        predictions_complete.append(predictions)\n",
        "\n",
        "    #Plot\n",
        "    plt.figure(figsize=(8,12))\n",
        "    for i in range(len(answer_indices)):\n",
        "        plt.barh(answers[answer_indices[i][0]:answer_indices[i][1]+1],deviations_answers[answer_indices[i][0]:answer_indices[i][1]+1])\n",
        "        plt.text(deviations_answers[answer_indices[i][0]:answer_indices[i][1]+1][0] + 0.002,\\\n",
        "                    answer_indices[i][0] + .2,str(num_answers[answer_indices[i][0]:answer_indices[i][1]+1][0]),fontsize=\"small\",color=\"gray\")\n",
        "    plt.gca().invert_yaxis()\n",
        "    plt.margins(0.01)\n",
        "    plt.xlabel(\"Vote Fraction Mean Deviation\")\n",
        "    plt.grid(axis=\"x\")\n",
        "    plt.title(model_name)\n",
        "    plt.vlines(0.12,0,40,color=\"black\",linestyle=\"--\",linewidth=1)\n",
        "    #plt.savefig(save_path+\"deviations_half.png\",bbox_inches='tight')\n",
        "    plt.show()\n",
        "\n",
        "    print(\"Average deviation:\",np.mean(deviations_answers))\n",
        "\n",
        "    return predictions_complete,labels_complete,deviations_answers,num_answers"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pZlDJyP3OIvO"
      },
      "outputs": [],
      "source": [
        "def apply_model_regression(catalog_train,catalog_test,schema,folder,weights,num_galaxies):\n",
        "    \"\"\"\n",
        "        Finetunes the pretrained Zoobot model to a given problem and evaluates the performance.\n",
        "        Predicts number of volunteers choosing certain answer for all questions simultaneously.\n",
        "    \"\"\"\n",
        "    print(\"--------- ZOOBOT --------\")\n",
        "    print(\"____________________________________\\n\")\n",
        "    save_path = \"/content/drive/MyDrive/MPE/ZoobotEuclid/Results/euclid/{}/weights_{}/num_galaxies_{}/\".format(folder,weights,str(num_galaxies))\n",
        "    if not os.path.exists(save_path):\n",
        "        os.makedirs(save_path)\n",
        "    print(\"APPLY MODEL TO QUESTIONS: {} \".format(list(schema.question_answer_pairs.keys())))\n",
        "    print(\"Saving all results to:\",save_path)\n",
        "    print(\"____________________________________\\n\")\n",
        "    print(\"---- 1) CREATE DATASETS ----\")\n",
        "    print(\"____________________________________\\n\")\n",
        "    train_dataset, val_dataset = prepare_dataset_numbers(catalog_train,num_galaxies,schema)\n",
        "    print(\"____________________________________\\n\")\n",
        "    print(\"---- 2) PREPARE MODEL ----\")\n",
        "    print(\"____________________________________\\n\")\n",
        "    model = prepare_model_votes(schema)\n",
        "    print(\"____________________________________\\n\")\n",
        "    print(\"---- 3) TRAIN MODEL ----\")\n",
        "    print(\"____________________________________\\n\")\n",
        "    trained_model = train_finetuning_loop(model,schema,train_dataset,val_dataset,save_path,loop_yes=False)\n",
        "    print(\"____________________________________\\n\")\n",
        "    print(\"---- 4) MAKE PREDICTIONS ON DATASETS ----\")\n",
        "    print(\"____________________________________\\n\")\n",
        "    predict_on_dataset_reg(trained_model,catalog_test,schema,save_path,save_name=\"test_predictions.csv\")\n",
        "    mean_deviation_half(schema,save_path,save_name=\"test_predictions.csv\",model_name=\"Zoobot - Euclid\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y895PlCPUC3p"
      },
      "source": [
        "### Apply to the questions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "U8-j5xu2xzVu"
      },
      "outputs": [],
      "source": [
        "#Number of galaxies\n",
        "num_galaxies = [len(catalog_train_val)]\n",
        "for i in range(len(num_galaxies)):\n",
        "    apply_model_regression(catalog_train_val,catalog_test,hubble_schema,\"complete\",\"D\",num_galaxies[i])"
      ]
    }
  ],
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    "accelerator": "GPU",
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      "authorship_tag": "ABX9TyOnvWBEtxWZGtOdaZJ4+7+P"
    },
    "gpuClass": "premium",
    "kernelspec": {
      "display_name": "Python 3",
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