From 6b9546c99a3809b2198ec1879460a82d5c8fc859 Mon Sep 17 00:00:00 2001 From: ShrihanSolo Date: Thu, 25 Jul 2024 14:54:07 +0000 Subject: [PATCH] implementing mve attempt --- training/notebooks/MMD_paper/mve/MVE_mb.ipynb | 1424 +++++++++++++++++ .../__pycache__/train_utils.cpython-39.pyc | Bin 0 -> 15402 bytes .../models/mb_mve_jul25_2000_0_compare.png | Bin 0 -> 396781 bytes .../mve/models/mb_mve_jul25_2000_0_thetaE.png | Bin 0 -> 1125185 bytes .../notebooks/MMD_paper/mve/train_utils.py | 553 +++++++ .../real/ShrihanPaperMMD_real_2.ipynb | 14 +- 6 files changed, 1984 insertions(+), 7 deletions(-) create mode 100644 training/notebooks/MMD_paper/mve/MVE_mb.ipynb create mode 100644 training/notebooks/MMD_paper/mve/__pycache__/train_utils.cpython-39.pyc create mode 100644 training/notebooks/MMD_paper/mve/models/mb_mve_jul25_2000_0_compare.png create mode 100644 training/notebooks/MMD_paper/mve/models/mb_mve_jul25_2000_0_thetaE.png create mode 100644 training/notebooks/MMD_paper/mve/train_utils.py diff --git a/training/notebooks/MMD_paper/mve/MVE_mb.ipynb b/training/notebooks/MMD_paper/mve/MVE_mb.ipynb new file mode 100644 index 0000000..88d3d1a --- /dev/null +++ b/training/notebooks/MMD_paper/mve/MVE_mb.ipynb @@ -0,0 +1,1424 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 10375, + "status": "ok", + "timestamp": 1718868666013, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", + "outputId": "9ad89b68-4fd0-4146-a087-24cd367fb09f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cuda device\n" + ] + } + ], + "source": [ + "# Imports we will use\n", + "import torch\n", + "import gc\n", + "from torch import nn\n", + "import torch.nn.functional as F\n", + "from torch.utils.data import DataLoader, TensorDataset\n", + "from torch.autograd import Function\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import random\n", + "from pathlib import Path\n", + "from sklearn.metrics import r2_score\n", + "from astropy.visualization import make_lupton_rgb\n", + "from sklearn.manifold import Isomap\n", + "from train_utils import *\n", + "import time\n", + "import os\n", + "import json\n", + "\n", + "%matplotlib inline\n", + "\n", + "os.environ['KMP_DUPLICATE_LIB_OK'] = 'True'\n", + "\n", + "# Set Seed\n", + "torch.manual_seed(22)\n", + "\n", + "# Find if cuda is available\n", + "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + "print(f\"Using {device} device\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7", + "metadata": { + "executionInfo": { + "elapsed": 19938, + "status": "ok", + "timestamp": 1718868749575, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7" + }, + "outputs": [], + "source": [ + "# Load in data\n", + "head = Path.cwd().parents[3]\n", + "source_img_path = head / 'data/mb_lenscolor_source/mb_lenscolor_source.npy'\n", + "target_img_path = head / 'data/mb_lenscolor_target/mb_lenscolor_target.npy'\n", + "source_meta = head / 'data/mb_lenscolor_source/mb_lenscolor_source_metadata.csv'\n", + "target_meta = head / 'data/mb_lenscolor_target/mb_lenscolor_target_metadata.csv'\n", + "batch_size = 32\n", + "source_train_dataloader, source_test_dataloader, source_val_dataloader, source_data = create_dataloader(source_img_path, source_meta, batch_size)\n", + "target_train_dataloader, target_test_dataloader, target_val_dataloader, target_data = create_dataloader(target_img_path, target_meta, batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 673 + }, + "executionInfo": { + "elapsed": 559, + "status": "ok", + "timestamp": 1718868750133, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", + "outputId": "651cb9ac-efea-4f14-b3a0-f03648a4081a" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize source data\n", + "visualize_data(source_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 673 + }, + "executionInfo": { + "elapsed": 665, + "status": "ok", + "timestamp": 1718868750796, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", + "outputId": "eccb0d95-4566-445f-a058-b1d5b87765b0" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize target data\n", + "visualize_data(target_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "2f31008f-dbfe-4788-9949-bfeb6a6d5793", + "metadata": {}, + "outputs": [], + "source": [ + "# Define and initialize model\n", + "class NeuralNetwork(nn.Module):\n", + " def __init__(self, npix):\n", + " super(NeuralNetwork, self).__init__()\n", + " self.feature = nn.Sequential()\n", + " self.feature.add_module('f_conv1', nn.Conv2d(in_channels=3, out_channels=8, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu1', nn.ReLU(True))\n", + " self.feature.add_module('f_bn1', nn.BatchNorm2d(8))\n", + " self.feature.add_module('f_pool1', nn.MaxPool2d(kernel_size=2, stride=2))\n", + " self.feature.add_module('f_conv2', nn.Conv2d(in_channels=8, out_channels=16, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu2', nn.ReLU(True))\n", + " self.feature.add_module('f_bn2', nn.BatchNorm2d(16))\n", + " self.feature.add_module('f_pool2', nn.MaxPool2d(kernel_size=2, stride=2))\n", + " self.feature.add_module('f_conv3', nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu3', nn.ReLU(True))\n", + " self.feature.add_module('f_bn3', nn.BatchNorm2d(32))\n", + " self.feature.add_module('f_pool3', nn.MaxPool2d(kernel_size=2, stride=2))\n", + "\n", + " self.regressor = nn.Sequential()\n", + " self.regressor.add_module('r_fc1', nn.Linear(in_features=32*5*5, out_features=128))\n", + " self.regressor.add_module('r_relu1', nn.ReLU(True))\n", + " self.regressor.add_module('r_fc3', nn.Linear(in_features=128, out_features=2))\n", + "\n", + " self.npix = npix\n", + "\n", + " def forward(self, x):\n", + " x = x.view(-1, 3, self.npix, self.npix)\n", + "\n", + " features = self.feature(x)\n", + " features = features.view(-1, 32*5*5)\n", + " estimate = self.regressor(features)\n", + " estimate = F.relu(estimate)\n", + " estimate = estimate.view(-1, 2)\n", + "\n", + " return estimate, features\n", + "\n", + "\n", + " def get_feature(self, x):\n", + " x = x.view(-1, 3, self.npix, self.npix)\n", + " features = self.feature(x)\n", + " features = features.view(-1, 32*5*5)\n", + " return features" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "2e7f70d7-4779-4cc0-ac79-4a7f4fc8f492", + "metadata": {}, + "outputs": [], + "source": [ + "def loss_bnll(mean, variance, truth, beta): # beta=0.5):\n", + " \"\"\"Compute beta-NLL loss\n", + "\n", + " :param mean: Predicted mean of shape B x D\n", + " :param variance: Predicted variance of shape B x D\n", + " :param truth: truth of shape B x D\n", + " :param beta: Parameter from range [0, 1] controlling relative\n", + " weighting between data points, where `0` corresponds to\n", + " high weight on low error points and `1` to an equal weighting.\n", + " :returns: Loss per batch element of shape B\n", + " \"\"\"\n", + " loss = 0.5 * ((truth - mean) ** 2 / variance + variance.log())\n", + " if beta > 0:\n", + " loss = loss * (variance.detach() ** beta)\n", + " return loss.sum(axis=-1) / len(mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "ac90fb71-6235-404a-9b13-db9545688947", + "metadata": {}, + "outputs": [], + "source": [ + "# Define training loop\n", + "def train_loop(source_dataloader, \n", + " target_dataloader, \n", + " model, \n", + " regressor_loss_fn,\n", + " da_loss,\n", + " optimizer,\n", + " n_epoch,\n", + " epoch,\n", + " init_wt,\n", + " final_wt):\n", + " \"\"\"\n", + " Trains the Neural Network on Source/Target Domains with the following loss:\n", + " Loss = Source Regression Loss + 1.4 * DA MMD Loss\n", + " \n", + " source_dataloader: DataLoader for the source domain data.\n", + "\ttarget_dataloader: DataLoader for the target domain data.\n", + "\tmodel: The neural network model to be trained.\n", + "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", + "\tda_loss: Loss function for domain adaptation (e.g., MMD loss).\n", + "\toptimizer: Optimizer for the model parameters.\n", + "\tn_epoch: Total number of epochs for training.\n", + "\tepoch: Current epoch number.\n", + " \"\"\"\n", + "\n", + " domain_error = 0\n", + " domain_classifier_accuracy = 0\n", + " estimator_error = 0\n", + " mve_error = 0\n", + " score_list = np.array([])\n", + "\n", + " # Iteration length is shorter of the two datasets\n", + " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", + " data_source_iter = iter(source_dataloader)\n", + " data_target_iter = iter(target_dataloader)\n", + "\n", + " # Iterate over the two datasets\n", + " i = 0\n", + " while i < len_dataloader:\n", + "\n", + " # Time-varying hyperparameter, p 0 -> infty, alpha 0 -> 1\n", + " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader # UNUSED\n", + " alpha = 2. / (1. + np.exp(-10 * p)) - 1 # UNUSED\n", + "\n", + " # Source Training\n", + "\n", + " # Load a batch of source data, move to GPU\n", + " data_source = next(data_source_iter)\n", + " X, y = data_source\n", + " X = X.float()\n", + " X = X.cuda()\n", + " y = y.cuda()\n", + "\n", + " # Zero model gradients and labels\n", + " model.zero_grad()\n", + " batch_size = len(y)\n", + "\n", + " domain_label = torch.zeros(batch_size)\n", + " domain_label = domain_label.long()\n", + " domain_label = domain_label.cuda()\n", + "\n", + " # Apply data to model and get predictions, embeddings, apply gradients\n", + " estimate_output, domain_output_source = model(X)\n", + "\n", + " \n", + " # Calculate source regression loss based on predictions\n", + " estimate_loss = regressor_loss_fn(estimate_output[:, 0], y)\n", + " #print(estimate_output[:, 0])\n", + "\n", + " \n", + " # Target Training\n", + "\n", + " data_target = next(data_target_iter)\n", + " X_target, _ = data_target\n", + " X_target = X_target.float()\n", + " X_target = X_target.cuda()\n", + "\n", + " batch_size = len(X_target)\n", + "\n", + " _, domain_output_target = model(X_target)\n", + "\n", + " # Calculate the DA Loss between source and target, MMD loss\n", + " domain_loss = da_loss(domain_output_source, domain_output_target)\n", + " mve_loss = loss_bnll(estimate_output[:, 0], estimate_output[:, 1], y, beta = 0.5)\n", + "\n", + " \n", + " # Hyperparameter of 1.4 set to weight domain loss vs source loss\n", + " # Perhaps this is where alpha was initially used\n", + " da_weight = init_wt - ((init_wt - final_wt) * (epoch / n_epoch))\n", + " loss = estimate_loss + domain_loss * da_weight + mve_loss\n", + "\n", + " # Backpropagation, update optimizer lr\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " # Update values\n", + " \n", + " # Domain loss is the DA loss or MMD loss between embedding outputs\n", + " domain_error += domain_loss.item()\n", + "\n", + " # Estimator loss is the source data loss on regression\n", + " estimator_error += estimate_loss.item()\n", + "\n", + " mve_error += mve_loss.item()\n", + " \n", + " # Calculate the R2 score of the predictions vs. labels\n", + " score = r2_score(y.cpu().detach().numpy(), estimate_output[:, 0].cpu().detach().numpy())\n", + " score_list = np.append(score_list, score)\n", + "\n", + " i += 1\n", + "\n", + " # Calculate average scores/errors of batches for this epoch\n", + " score = np.mean(score_list)\n", + " domain_error = domain_error / (len_dataloader)\n", + " estimator_error /= len_dataloader\n", + " mve_error /= len_dataloader\n", + "\n", + " return [domain_error, estimator_error, mve_error, score]" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "97d4a095-7e54-4e74-9700-3971a034160c", + "metadata": {}, + "outputs": [], + "source": [ + "model = NeuralNetwork(npix=40).cuda()\n", + "learning_rate = 1e-6\n", + "epochs = 30\n", + "# Define loss functions and optimizer\n", + "regressor_loss_fn = nn.MSELoss().cuda()\n", + "\n", + "# Try to adjust momentum -> see if that helps\n", + "# Try SGD, Adadelta, see if that helps\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", + "da_loss = MMD_loss()\n", + "\n", + "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", + "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "e3a47fbf-42c0-4a38-9ed0-c3d59fd27614", + "metadata": {}, + "outputs": [], + "source": [ + "mod_name = None#\"models/mb_lenscolor_jul25_1700\" #\n", + "stats = {'train_DA_loss':[],\n", + " 'train_regression_loss':[],\n", + " 'train_mve_loss':[],\n", + " 'train_r2_score':[],\n", + " 'val_source_regression_loss':[],\n", + " 'val_target_regression_loss':[],\n", + " 'val_source_r2_score':[],\n", + " 'val_target_r2_score':[],\n", + " 'epoch_no': 0}\n", + "if mod_name is not None:\n", + " state = torch.load(mod_name)\n", + " model.load_state_dict(state['state_dict'])\n", + " optimizer.load_state_dict(state['optimizer'])\n", + " \n", + " stat_file = Path(mod_name+'.json')\n", + " if stat_file.is_file():\n", + " stats = json.load(open(mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "49bde5ed-7373-461d-81ee-11b430fd20d3", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 293833, + "status": "ok", + "timestamp": 1718869045423, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "1dfe3810-672c-4a28-b606-b3079a40fca4", + "outputId": "45493f2a-ea42-401e-f88b-b0ad39b969ed" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Beginning Training...\n", + "tensor([0.2384, 0.0000, 0.0619, 0.7728, 0.3563, 0.1367, 0.2716, 0.2847, 0.0000,\n", + " 0.1949, 0.4346, 0.5179, 0.6501, 0.1485, 0.5137, 0.1202, 0.4207, 0.0000,\n", + " 0.2932, 0.4918, 0.0000, 0.1303, 0.0000, 0.5641, 0.4376, 0.1711, 0.0000,\n", + " 0.4860, 0.5249, 0.1925, 0.8354, 0.0000], device='cuda:0',\n", + " grad_fn=)\n", + "tensor([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " nan, nan, nan, nan, nan, nan, nan, nan], device='cuda:0',\n", + " grad_fn=)\n" + ] + }, + { + "ename": "ValueError", + "evalue": "Input contains NaN.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[65], line 22\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(stats[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mepoch_no\u001b[39m\u001b[38;5;124m'\u001b[39m], stats[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mepoch_no\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m+\u001b[39m epochs):\n\u001b[1;32m 6\u001b[0m \u001b[38;5;66;03m#if (i % 5 == 0):\u001b[39;00m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# print(\"Generating Isomap...\")\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;66;03m# best_target_R2 = stats['val_target_r2_score'][-1]\u001b[39;00m\n\u001b[1;32m 19\u001b[0m \u001b[38;5;66;03m# print(\"Done.\")\u001b[39;00m\n\u001b[1;32m 21\u001b[0m start_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime()\n\u001b[0;32m---> 22\u001b[0m vals \u001b[38;5;241m=\u001b[39m \u001b[43mtrain_loop\u001b[49m\u001b[43m(\u001b[49m\u001b[43msource_train_dataloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtarget_train_dataloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 23\u001b[0m \u001b[43m \u001b[49m\u001b[43mregressor_loss_fn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mda_loss\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptimizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2.5\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1.8\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 25\u001b[0m vals_validate \u001b[38;5;241m=\u001b[39m test_loop(source_val_dataloader, target_val_dataloader,\n\u001b[1;32m 26\u001b[0m model, regressor_loss_fn, da_loss, epochs, i)\n\u001b[1;32m 28\u001b[0m stats[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtrain_DA_loss\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(vals[\u001b[38;5;241m0\u001b[39m])\n", + "Cell \u001b[0;32mIn[62], line 109\u001b[0m, in \u001b[0;36mtrain_loop\u001b[0;34m(source_dataloader, target_dataloader, model, regressor_loss_fn, da_loss, optimizer, n_epoch, epoch, init_wt, final_wt)\u001b[0m\n\u001b[1;32m 106\u001b[0m mve_error \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m mve_loss\u001b[38;5;241m.\u001b[39mitem()\n\u001b[1;32m 108\u001b[0m \u001b[38;5;66;03m# Calculate the R2 score of the predictions vs. labels\u001b[39;00m\n\u001b[0;32m--> 109\u001b[0m score \u001b[38;5;241m=\u001b[39m \u001b[43mr2_score\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcpu\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetach\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnumpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mestimate_output\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcpu\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetach\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnumpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 110\u001b[0m score_list \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mappend(score_list, score)\n\u001b[1;32m 112\u001b[0m i \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", + "File \u001b[0;32m/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:213\u001b[0m, in \u001b[0;36mvalidate_params..decorator..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 207\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 208\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[1;32m 209\u001b[0m skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[1;32m 210\u001b[0m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[1;32m 211\u001b[0m )\n\u001b[1;32m 212\u001b[0m ):\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 214\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m InvalidParameterError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 215\u001b[0m \u001b[38;5;66;03m# When the function is just a wrapper around an estimator, we allow\u001b[39;00m\n\u001b[1;32m 216\u001b[0m \u001b[38;5;66;03m# the function to delegate validation to the estimator, but we replace\u001b[39;00m\n\u001b[1;32m 217\u001b[0m \u001b[38;5;66;03m# the name of the estimator by the name of the function in the error\u001b[39;00m\n\u001b[1;32m 218\u001b[0m \u001b[38;5;66;03m# message to avoid confusion.\u001b[39;00m\n\u001b[1;32m 219\u001b[0m msg \u001b[38;5;241m=\u001b[39m re\u001b[38;5;241m.\u001b[39msub(\n\u001b[1;32m 220\u001b[0m \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mw+ must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 221\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 222\u001b[0m \u001b[38;5;28mstr\u001b[39m(e),\n\u001b[1;32m 223\u001b[0m )\n", + "File \u001b[0;32m/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/metrics/_regression.py:1180\u001b[0m, in \u001b[0;36mr2_score\u001b[0;34m(y_true, y_pred, sample_weight, multioutput, force_finite)\u001b[0m\n\u001b[1;32m 1039\u001b[0m \u001b[38;5;129m@validate_params\u001b[39m(\n\u001b[1;32m 1040\u001b[0m {\n\u001b[1;32m 1041\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my_true\u001b[39m\u001b[38;5;124m\"\u001b[39m: [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124marray-like\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1059\u001b[0m force_finite\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m 1060\u001b[0m ):\n\u001b[1;32m 1061\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\":math:`R^2` (coefficient of determination) regression score function.\u001b[39;00m\n\u001b[1;32m 1062\u001b[0m \n\u001b[1;32m 1063\u001b[0m \u001b[38;5;124;03m Best possible score is 1.0 and it can be negative (because the\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1178\u001b[0m \u001b[38;5;124;03m -inf\u001b[39;00m\n\u001b[1;32m 1179\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1180\u001b[0m y_type, y_true, y_pred, multioutput \u001b[38;5;241m=\u001b[39m \u001b[43m_check_reg_targets\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1181\u001b[0m \u001b[43m \u001b[49m\u001b[43my_true\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmultioutput\u001b[49m\n\u001b[1;32m 1182\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1183\u001b[0m check_consistent_length(y_true, y_pred, sample_weight)\n\u001b[1;32m 1185\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _num_samples(y_pred) \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m2\u001b[39m:\n", + "File \u001b[0;32m/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/metrics/_regression.py:104\u001b[0m, in \u001b[0;36m_check_reg_targets\u001b[0;34m(y_true, y_pred, multioutput, dtype)\u001b[0m\n\u001b[1;32m 102\u001b[0m check_consistent_length(y_true, y_pred)\n\u001b[1;32m 103\u001b[0m y_true \u001b[38;5;241m=\u001b[39m check_array(y_true, ensure_2d\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, dtype\u001b[38;5;241m=\u001b[39mdtype)\n\u001b[0;32m--> 104\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m \u001b[43mcheck_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mensure_2d\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m y_true\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 107\u001b[0m y_true \u001b[38;5;241m=\u001b[39m y_true\u001b[38;5;241m.\u001b[39mreshape((\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m))\n", + "File \u001b[0;32m/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/utils/validation.py:1049\u001b[0m, in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[0m\n\u001b[1;32m 1043\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1044\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFound array with dim \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m expected <= 2.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1045\u001b[0m \u001b[38;5;241m%\u001b[39m (array\u001b[38;5;241m.\u001b[39mndim, estimator_name)\n\u001b[1;32m 1046\u001b[0m )\n\u001b[1;32m 1048\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m force_all_finite:\n\u001b[0;32m-> 1049\u001b[0m \u001b[43m_assert_all_finite\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1050\u001b[0m \u001b[43m \u001b[49m\u001b[43marray\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1051\u001b[0m \u001b[43m \u001b[49m\u001b[43minput_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minput_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1052\u001b[0m \u001b[43m \u001b[49m\u001b[43mestimator_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mestimator_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1053\u001b[0m \u001b[43m \u001b[49m\u001b[43mallow_nan\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mforce_all_finite\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mallow-nan\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1054\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1056\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m copy:\n\u001b[1;32m 1057\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _is_numpy_namespace(xp):\n\u001b[1;32m 1058\u001b[0m \u001b[38;5;66;03m# only make a copy if `array` and `array_orig` may share memory`\u001b[39;00m\n", + "File \u001b[0;32m/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/utils/validation.py:126\u001b[0m, in \u001b[0;36m_assert_all_finite\u001b[0;34m(X, allow_nan, msg_dtype, estimator_name, input_name)\u001b[0m\n\u001b[1;32m 123\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m first_pass_isfinite:\n\u001b[1;32m 124\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m--> 126\u001b[0m \u001b[43m_assert_all_finite_element_wise\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 127\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 128\u001b[0m \u001b[43m \u001b[49m\u001b[43mxp\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mxp\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 129\u001b[0m \u001b[43m \u001b[49m\u001b[43mallow_nan\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mallow_nan\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 130\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_dtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_dtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 131\u001b[0m \u001b[43m \u001b[49m\u001b[43mestimator_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mestimator_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 132\u001b[0m \u001b[43m \u001b[49m\u001b[43minput_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minput_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 133\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/utils/validation.py:175\u001b[0m, in \u001b[0;36m_assert_all_finite_element_wise\u001b[0;34m(X, xp, allow_nan, msg_dtype, estimator_name, input_name)\u001b[0m\n\u001b[1;32m 158\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m estimator_name \u001b[38;5;129;01mand\u001b[39;00m input_name \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mX\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m has_nan_error:\n\u001b[1;32m 159\u001b[0m \u001b[38;5;66;03m# Improve the error message on how to handle missing values in\u001b[39;00m\n\u001b[1;32m 160\u001b[0m \u001b[38;5;66;03m# scikit-learn.\u001b[39;00m\n\u001b[1;32m 161\u001b[0m msg_err \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 162\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mestimator_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m does not accept missing values\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m encoded as NaN natively. For supervised learning, you might want\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 173\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m#estimators-that-handle-nan-values\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 174\u001b[0m )\n\u001b[0;32m--> 175\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg_err)\n", + "\u001b[0;31mValueError\u001b[0m: Input contains NaN." + ] + } + ], + "source": [ + "print(\"Beginning Training...\")\n", + "mod_name = \"models/mb_mve_jul25_2000\"\n", + "# Train\n", + "best_target_R2 = -1.0\n", + "for i in range(stats['epoch_no'], stats['epoch_no'] + epochs):\n", + " #if (i % 5 == 0):\n", + " # print(\"Generating Isomap...\")\n", + " # source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)\n", + " # show_isomaps(source_iso, target_iso, trained_source_iso, trained_target_iso, source_labels, target_labels, mod_name, stats[\"epoch_no\"], 15000, 50, save = True)\n", + " # if (len(stats['val_target_r2_score']) > 0) and (stats['val_target_r2_score'][-1] > best_target_R2):\n", + " # print(\"Saving Model...\", end = ' ')\n", + " # state = {\n", + " # 'epoch': stats['epoch_no'],\n", + " # 'state_dict': model.state_dict(),\n", + " # 'optimizer': optimizer.state_dict(),\n", + " # }\n", + " # torch.save(state, mod_name)\n", + " # best_target_R2 = stats['val_target_r2_score'][-1]\n", + " # print(\"Done.\")\n", + " \n", + " start_time = time.time()\n", + " vals = train_loop(source_train_dataloader, target_train_dataloader, model,\n", + " regressor_loss_fn, da_loss, optimizer, epochs, i, 2.5, 1.8)\n", + "\n", + " vals_validate = test_loop(source_val_dataloader, target_val_dataloader,\n", + " model, regressor_loss_fn, da_loss, epochs, i)\n", + "\n", + " stats['train_DA_loss'].append(vals[0])\n", + " stats['train_regression_loss'].append(vals[1])\n", + " stats['train_mve_loss'].append(vals[2])\n", + " stats['train_r2_score'].append(vals[3])\n", + " stats['val_source_regression_loss'].append(vals_validate[1])\n", + " stats['val_target_regression_loss'].append(vals_validate[2])\n", + " stats['val_source_r2_score'].append(vals_validate[3])\n", + " stats['val_target_r2_score'].append(vals_validate[4])\n", + " stats['epoch_no'] += 1\n", + "\n", + " \n", + " print_epoch_scores(stats, i, time.time() - start_time)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "23314021-9396-4b7a-ab23-7a7bb2cb3ed6", + "metadata": {}, + "outputs": [], + "source": [ + "# state = {\n", + "# 'epoch': stats['epoch_no'],\n", + "# 'state_dict': model.state_dict(),\n", + "# 'optimizer': optimizer.state_dict(),\n", + "# }\n", + "\n", + "# torch.save(state, mod_name)\n", + "json.dump(stats, open(mod_name+'.json', 'w'))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "664d29c7-8e39-4dd8-b212-cbf2ca43cdba", + "metadata": {}, + "outputs": [], + "source": [ + "mod_name = \"models/mb_lenscolor_jul25_1740\"\n", + "model.load_state_dict(torch.load(mod_name)['state_dict'])\n", + "stats = json.load(open(mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "8de27672-1a50-44d0-9744-272a67938c8f", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_isomaps(source_data, target_data, model, n_neighbors = 5, n_components = 2, n_points = 1000):\n", + " device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + " gc.collect()\n", + " torch.cuda.empty_cache()\n", + " \n", + " isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", + " train_isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", + " \n", + " sdata = source_data.reshape([-1, np.prod(source_data.shape[1:])])[:n_points]\n", + " tdata = target_data.reshape([-1, np.prod(target_data.shape[1:])])[:n_points]\n", + " catdata = np.concatenate((sdata, tdata), axis=0)\n", + " print(catdata.shape)\n", + " isomap = isomap.fit(catdata)\n", + " \n", + " with torch.no_grad():\n", + " source_tensor = torch.FloatTensor(source_data[:n_points]).to(device)\n", + " target_tensor = torch.FloatTensor(target_data[:n_points]).to(device)\n", + " sfeat = model.get_feature(source_tensor).cpu().detach().numpy()\n", + " tfeat = model.get_feature(target_tensor).cpu().detach().numpy()\n", + " catfeat = np.concatenate((sfeat, tfeat), axis=0)\n", + " \n", + " train_isomap = train_isomap.fit(catfeat)\n", + " trained_source_iso = train_isomap.transform(sfeat)\n", + " trained_target_iso = train_isomap.transform(tfeat)\n", + " \n", + " del sfeat\n", + " del tfeat\n", + " \n", + " source_iso = isomap.transform(sdata)\n", + " target_iso = isomap.transform(tdata)\n", + "\n", + " return source_iso, target_iso, trained_source_iso, trained_target_iso\n" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "2c775eba-f71e-47e9-9004-5d9c6c656417", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2000, 6075)\n" + ] + } + ], + "source": [ + "source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)" + ] + }, + { + "cell_type": "markdown", + "id": "fed85ed9-3c0c-48ec-aa42-9fe7c5b31dfd", + "metadata": {}, + "source": [ + "def show_isomaps(source_iso, \n", + " target_iso, \n", + " trained_source_iso, \n", + " trained_target_iso, \n", + " source_labels,\n", + " target_labels,\n", + " mod_name, \n", + " epoch_no,\n", + " pretrain_lim = 500,\n", + " posttrain_lim = 50,\n", + " save = False):\n", + " \n", + " fig0, axes = plt.subplots(1, 2, figsize=(8, 4))\n", + "\n", + " (ax1, ax2) = axes\n", + " ax1.scatter(source_iso[:, 0], source_iso[:, 1], s=3, marker='o')\n", + " ax1.scatter(target_iso[:, 0], target_iso[:, 1], s=3, marker='^')\n", + " lval1 = pretrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Source and Target')\n", + " \n", + " ax2.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o')\n", + " ax2.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='^')\n", + " lval2 = posttrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Trained Source and Target')\n", + " \n", + " ax1.set_xlabel('Component 1')\n", + " ax1.set_ylabel('Component 2')\n", + " ax2.set_xlabel('Component 1')\n", + " ax2.set_ylabel('Component 2')\n", + " \n", + " if save:\n", + " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_compare.png\", bbox_inches = 'tight', dpi = 400)\n", + " \n", + " plt.show()\n", + "\n", + " fig1, ax = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + " ax1 = ax[0][1]\n", + " scatter1 = ax1.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o', c = source_labels)\n", + " lval1 = posttrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Trained Source')\n", + " \n", + " ax2 = ax[0][0]\n", + " ax2.scatter(source_iso[:, 0], source_iso[:, 1], s=3, c = source_labels)\n", + " lval2 = pretrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Source')\n", + " \n", + " ax1 = ax[1][1]\n", + " ax1.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='o', c = target_labels)\n", + " lval1 = posttrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Trained Target')\n", + " \n", + " ax2 = ax[1][0]\n", + " ax2.scatter(target_iso[:, 0], target_iso[:, 1], s=3, c = target_labels)\n", + " lval2 = pretrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Target')\n", + " \n", + " for i in ax.ravel():\n", + " i.set_xlabel('Component 1')\n", + " i.set_ylabel('Component 2')\n", + " \n", + " cbar = fig.colorbar(scatter1, ax=ax.ravel().tolist(), orientation='vertical')\n", + " cbar.set_label('$\\\\theta_E$')\n", + " \n", + " plt.suptitle(\"Isomap of Regression Inputs: Before and After\", x = 0.44, y = 0.94, fontsize = 20)\n", + " \n", + " if save:\n", + " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_thetaE.png\", bbox_inches = 'tight', dpi = 400)\n", + " \n", + " plt.show()\n", + "\n", + " return fig0, axes, fig1, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "df4a587e-523e-41b5-a2da-9cc22c9cc8e7", + "metadata": {}, + "outputs": [], + "source": [ + "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", + "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "70ab5e86-562e-4eb6-8ea5-a118620db5e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Classifier\n", + "fmt = lambda k: \" \".join([i.capitalize() for i in k.split('_')])\n", + "eps = np.arange(stats[\"epoch_no\"])\n", + "plt.title(\"DA Loss Error\")\n", + "plt.plot(eps, stats['train_DA_loss'], label = \"DA Training Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "eYG_P_iQ_5Bv", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 169, + "status": "ok", + "timestamp": 1718869045739, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "eYG_P_iQ_5Bv", + "outputId": "be450f92-eda7-4e4f-81fe-008c55b2b112" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Estimator\n", + "plt.title(\"Estimator Error\")\n", + "plt.plot(eps, stats['train_regression_loss'], label = \"Training Regression Loss\")\n", + "plt.plot(eps, stats['val_source_regression_loss'], label = \"Source Val Regression Loss\")\n", + "plt.plot(eps, stats['val_target_regression_loss'], label = \"Target Val Regression Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend(fontsize = 'small')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "xS9rtS-T_neg", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 237, + "status": "ok", + "timestamp": 1718869045904, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "xS9rtS-T_neg", + "outputId": "d32f40ef-6042-4154-e9ee-1f4e2f90064d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# R2 Scores\n", + "plt.title(\"R2 Scores\")\n", + "plt.plot(eps, stats['train_r2_score'], label = \"Training R2\")\n", + "plt.plot(eps, stats['val_source_r2_score'], label = \"Source Val R2\")\n", + "plt.plot(eps, stats['val_target_r2_score'], label = \"Target Val R2\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"$R^2$\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "ed0a8206-7520-4a60-8e17-965a91133b92", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 428 + }, + "executionInfo": { + "elapsed": 969, + "status": "ok", + "timestamp": 1718869046858, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "ed0a8206-7520-4a60-8e17-965a91133b92", + "outputId": "7df8c563-5826-4e43-d9e6-5e686463551d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Source R2 Score is 0.9147\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Source | R2: 0.915')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test Source\n", + "preds = np.array([])\n", + "true = np.array([])\n", + "score_list = np.array([])\n", + "\n", + "with torch.no_grad():\n", + " for X, y in source_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds = np.append(preds, pred.cpu())\n", + " true = np.append(true, y.cpu())\n", + " score = r2_score(y.cpu(), pred.cpu())\n", + " score_list = np.append(score_list, score)\n", + "\n", + "score = np.mean(score_list)\n", + "print(f'Source R2 Score is {score:.4f}')\n", + "\n", + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true, preds, color='black', alpha = 0.1)\n", + "line = np.linspace(1, 4, 100)\n", + "plt.plot(line, line)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Predicted Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('MMD | Source | R2: {0:.3f}'.format(score))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 444 + }, + "executionInfo": { + "elapsed": 1283, + "status": "ok", + "timestamp": 1718869048133, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", + "outputId": "b6347093-56d9-4a8b-b515-c4c4717cdab4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Target R2 Score is 0.7272\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Target | R2: 0.727')" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test target\n", + "preds = np.array([])\n", + "true = np.array([])\n", + "score_list = np.array([])\n", + "\n", + "\n", + "with torch.no_grad():\n", + " for X, y in target_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds = np.append(preds, pred.cpu())\n", + " true = np.append(true, y.cpu())\n", + " score = r2_score(y.cpu(), pred.cpu())\n", + " score_list = np.append(score_list, score)\n", + "\n", + "score = np.mean(score_list)\n", + "print(f'Target R2 Score is {score:.4f}')\n", + "\n", + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true, preds, color='black', alpha = 0.1)\n", + "line = np.linspace(1, 4, 100)\n", + "plt.plot(line, line)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Predicted Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('MMD | Target | R2: {0:.3f}'.format(score))" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "5fadc74a-8e31-420a-9adb-3792cc488ec8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([32, 3, 45, 45])" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "c8593d8a-9aea-4e17-b225-148584502523", + "metadata": {}, + "outputs": [], + "source": [ + "preds = np.array([])\n", + "true = np.array([])\n", + "imgs = None\n", + "\n", + "with torch.no_grad():\n", + " for X, y in target_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds = np.append(preds, pred.cpu())\n", + " true = np.append(true, y.cpu())\n", + " if imgs is None:\n", + " imgs = X\n", + " else: \n", + " imgs = np.concatenate((imgs, X), axis=0)\n", + " score = r2_score(y.cpu(), pred.cpu())\n", + " score_list = np.append(score_list, score)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "14a94f1e-758e-4a64-b0c7-0f3a5781f7c2", + "metadata": { + "id": "14a94f1e-758e-4a64-b0c7-0f3a5781f7c2" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(20000,)" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "7bb59c23-795c-4b51-a817-f2692a1f7411", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20000,)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "true.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "0dc59ec5-ffc9-46c5-b445-1e32a365a9c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20000, 3, 45, 45)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imgs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "a7f708ec-c4a0-4c9d-b9bb-7f1795f01e33", + "metadata": {}, + "outputs": [], + "source": [ + "idx = (np.abs(true - preds) > 0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "5c7ee075-8532-45d7-919a-7401edff507d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.30214167, 2.98077202, 2.00425458, ..., 0.95970899, 3.07219529,\n", + " 2.18891573])" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "512df74f-7c4b-4840-b397-b79f3017ac36", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.69164467, 3.9343679 , 2.13911223, ..., 1.52133608, 2.09088802,\n", + " 2.36884522])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "true" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "f0377083-51e8-48fa-adc7-a5d87887ea61", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.9343678951263428\n", + "2.980772018432617\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 0\n", + "b = 0\n", + "plt.imshow(imgs[idx][i, b, :, :])\n", + "print(true[idx][0])\n", + "print(preds[idx][0])" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "50de4197-afe2-415c-b46b-01f565ba5d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.154159426689148\n", + "2.234156370162964\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 134\n", + "# Create a figure with 3 subplots arranged horizontally\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + "# First subplot\n", + "axs[0].imshow(imgs[idx][i, 0, :, :])\n", + "axs[0].set_title('g')\n", + "\n", + "# Second subplot\n", + "axs[1].imshow(imgs[idx][i, 1, :, :])\n", + "axs[1].set_title('r')\n", + "\n", + "# Third subplot\n", + "axs[2].imshow(imgs[idx][i, 2, :, :])\n", + "axs[2].set_title('z')\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "\n", + "print(true[idx][i])\n", + "print(preds[idx][i])\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "2c2afb9d-223c-4b24-be59-6f6e9fa33c90", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 16\n", + "# Create a figure with 3 subplots arranged horizontally\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + "# First subplot\n", + "axs[0].imshow(source_data[i, 0, :, :])\n", + "axs[0].set_title('g')\n", + "\n", + "# Second subplot\n", + "axs[1].imshow(source_data[i, 1, :, :])\n", + "axs[1].set_title('r')\n", + "\n", + "# Third subplot\n", + "axs[2].imshow(source_data[i, 2, :, :])\n", + "axs[2].set_title('z')\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "126014cc-61bc-4e1c-91c3-d7dd99ef0538", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [ + { + "file_id": "1MFScb-3Sbugn4RNiDaeocicJUIHlh_j2", + "timestamp": 1717430435817 + 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